From 47aec8ed872be41cff79201f74c31540ec766b7c Mon Sep 17 00:00:00 2001 From: Nubenetes Bot Date: Fri, 19 Jun 2026 13:48:04 +0000 Subject: [PATCH 1/4] feat: sync V2 elite curated edition and README metrics [skip ci] --- README.md | 10 +- data/inventory.sql | 21768 +++++++++++++++++++------------------- data/inventory.yaml | 22566 +++++++++++++++++++++------------------- data/news_digest.json | 2 +- v2-docs/feed.xml | 2 +- 5 files changed, 22574 insertions(+), 21774 deletions(-) diff --git a/README.md b/README.md index c02723df..c71ec8d5 100644 --- a/README.md +++ b/README.md @@ -142,7 +142,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T | :--- | :--- | | **Total Technical Resources (Links)** | **18647+** | | **Specialized MD Pages** | **162** | -| **Total Commits** | **6149+** | +| **Total Commits** | **6156+** | | **Primary AI Engine** | **Google Gemini (Agentic)** | @@ -180,7 +180,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem. | 6 | 2023 | 30 | 123 | Maintenance & Refinement | | 7 | 2024 | 53 | 218 | Curation Strategy Pivot | | 8 | 2025 | 5 | 20 | Stability & Research Phase | -| 9 | 2026 | 2590 | 10,696 | **Agentic AI Surge** (May 2026 Inception) | +| 9 | 2026 | 2597 | 10,725 | **Agentic AI Surge** (May 2026 Inception) | @@ -196,8 +196,8 @@ xychart-beta title "Nubenetes Annual Growth Metrics (2018–2026)" x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"] y-axis "Volume (Commits / Estimated New Refs)" 0 --> 11000 - bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10696] - bar [350, 142, 2046, 531, 402, 30, 53, 5, 2590] + bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10725] + bar [350, 142, 2046, 531, 402, 30, 53, 5, 2597] ``` @@ -207,7 +207,7 @@ xychart-beta | :--- | :---: | :---: | :--- | | 2026-04 | 25 | 103 | Active Curation | | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** | -| 2026-06 | 464 | 1,916 | Active Curation | +| 2026-06 | 471 | 1,945 | Active Curation | ### 2.4. Content Distribution and Semantic Clustering diff --git a/data/inventory.sql b/data/inventory.sql index b1c8978d..121dac8c 100644 --- a/data/inventory.sql +++ b/data/inventory.sql @@ -14,7 +14,7 @@ CREATE TABLE resources ( addition_method TEXT, content_hash TEXT, health_score REAL, - last_checked REAL, + last_checked INTEGER, needs_ai_refresh BOOLEAN, discovered_at TEXT, last_ai_eval TEXT, @@ -28,82 +28,82 @@ CREATE TABLE resources ( extra_metadata TEXT ); INSERT INTO "resources" VALUES('https://100daysofkubernetes.io','100 Days Of Kubernetes: 100daysofkubernetes.io','','2026',5,'A highly progressive community learning roadmap tracing advanced modern platform architectures. 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Live grounding shows a rigorous vetting structure that bridges traditional management consulting with agile project execution.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Freelance Consulting"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://abarrak.gitbook.io/linux-sysops-handbook','abarrak.gitbook.io: Linux SysOps Handbook 🌟','','2026',4,'A high-density reference manual covering system administration, networking, performance monitoring, and scripting. 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in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033432,0,'2026-05-17T17:57:12.090700+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://ably.com/blog/limits-aws-network-load-balancers','ably.com: Balancing act: the current limits of AWS network load balancers','','2021',0,'A highly critical real-world analysis detailing the edge-case limitations of AWS Network Load Balancers under extreme load. Outlines connection resets, silent drops, and target group scaling constraints. Live systems use this data to plan high-throughput gRPC and WebSocket infrastructure.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing", "Network Load Balancer"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ably.com/blog/no-we-dont-use-kubernetes','ably.com: No, we don’t use Kubernetes','','2022',0,'An in-depth post-mortem from Ably detailing their production-scale architecture using AWS autoscaling groups instead of Kubernetes. Demonstrates stateful scaling at massive, low-latency scale without a complex container mesh.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ably.com/blog/realtime-ticket-booking-solution-kafka-fastapi-ably','ably.com: Building a realtime ticket booking solution with Kafka, FastAPI, and Ably','','2022',0,'Addresses transactional concurrency in reservation systems using Apache Kafka as an event broker, FastAPI for API management, and Ably for realtime WebSocket client updates. Solves standard problems like race conditions and high-throughput inventory allocation.','Python','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Architectures", "Realtime Streams", "FastAPI & Ably"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.appsheet.com/home','Google Cloud AppSheet','','2020',0,'AppSheet delivers a robust, no-code application development platform that integrates directly with Google Workspace, databases, and third-party APIs. Enables business developers to engineer secure mobile and web automation interfaces with zero infrastructure overhead.','English','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Low-Code/No-Code", "Productivity"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitea.com','Gitea','','2024',0,'A highly performant, lightweight self-hosted Git platform written in Go. Ideal for low-resource environments, local test clusters, or edge deployments where running complex server infrastructures like GitLab is impossible.','Go','Product','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Self-Hosted Git"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com','gitlab.com','','2014',0,'GitLab is an all-in-one DevSecOps platform that brings together Git hosting, automated CI/CD pipelines, container registries, and infrastructure monitoring. Offers a comprehensive control plane to manage the entire modern software delivery lifecycle.','Ruby','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Collaborative Platforms", "DevSecOps Platforms"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/2016/06/28/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9c2d248e72942a47ffc2da2344175d0244b39c40093cdac9227a43cf319c51e7',100.0,1.7790298206418519e+09,0,'2026-05-17T16:57:00.641852+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2016/06/28/get-started-with-openshift-origin-3-and-gitlab',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9f162dada74f4ce7951a322506a2e51821f171064016b0ef02d2f71d1f6eaed4',64.0,1.77913049501959109e+09,0,'2026-05-18T20:54:55.019591+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file'' you need','','N/A',0,'Evaluates GitLab''s implementation of Git Partial Clone to mitigate bottlenecking in massive codebases containing large assets. It contrasts standard clones with blobless and treeless clones, providing empirical metrics on how deferring binary downloads improves CI/CD runner execution speed.','English','Article','Advanced',0,'online','manual','5d113cc2e9095254de4136255ea9dbaab15ab25000efa79784a145cd8fc3c34c',100.0,1.77903336003556489e+09,0,'2026-05-17T17:56:00.035565+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Scale Operations"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd','gitlab.com: GitLab’s guide to CI/CD for beginners','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4c74234320f65b53f2724ebca4d9264cae489f7d3474a179b18a6bef15a3da14',100.0,1.77902929160209107e+09,0,'2026-05-17T16:48:11.602091+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2020/07/06/beginner-guide-ci-cd", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.981600"}, "duplicate_of": "https://about.gitlab.com/blog/beginner-guide-ci-cd"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines','about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f83b87885a4d24339881f2e9fb85f6e2438f05a10f49591f72b26eefdd6d2fb',100.0,1.77903394936973309e+09,0,'2026-05-17T18:05:49.369733+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2020/07/29/effective-ci-cd-pipelines", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.941597"}, "duplicate_of": "https://about.gitlab.com/blog/effective-ci-cd-pipelines"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase','gitlab.com: How to keep your Git history clean with interactive rebase','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d4f442d738d7fe58beadae4a3c04991ff8f70379381a15d1fb4bf504172352a5',100.0,1779034461.53076,0,'2026-05-17T18:14:21.530760+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2020/11/23/keep-git-history-clean-with-interactive-rebase", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.957396"}, "duplicate_of": "https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/11/30/vscode-extension-development-with-gitlab','gitlab.com: VS Code extension development with GitLab','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8012ca6e1829e3d7a3a7bbc567fdc6d9b47886596a24e329a6be599d42ff5d89',100.0,1.77903333905326199e+09,0,'2026-05-17T17:55:39.053262+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2020/11/30/vscode-extension-development-with-gitlab", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.959459"}, "duplicate_of": "https://about.gitlab.com/blog/vscode-extension-development-with-gitlab"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/12/10/basics-of-gitlab-ci-updated','about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel,'' or out of order','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel,'' or out of order in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','b2cce56f4418173c7af71356140514ff366001e180eb41c75d7b62d1842f5ba1',100.0,1.77903316649400806e+09,0,'2026-05-17T17:52:46.494008+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/basics-of-gitlab-ci-updated"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs','about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity','','N/A',0,'A technical execution guide detailing how to use GitLab''s `parallel` keyword to shard test suites across multiple concurrent runner nodes. Demonstrates massive optimization in build times, boosting continuous integration feedback loops at scale.','English','Tutorial','Intermediate',0,'online','manual','b21e0f83b9245caa054de7ae5add3648532062237928726ca5bf4c957f6ce8d9',100.0,1.77903275400215196e+09,0,'2026-05-17T17:45:54.002152+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','N/A',0,'A step-by-step workflow guide detailing how developers can complete and approve GitLab merge requests (MRs) directly within Visual Studio Code. Explains the integration capabilities offered by GitLab Workflow extension to boost focus and reduce context-switching.','English','Tutorial','Beginner',0,'online','manual','f2665a0e0a6022dd4a9e8f1be3bbf3ab8e8ab250dc94269d4655f62d14f4fe71',100.0,1.77903455799184203e+09,0,'2026-05-17T18:15:57.991842+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Environment", "Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','N/A',0,'A structured guide outlining how to design, configure, and secure environments (development, staging, production) within GitLab CI/CD. Highlights protected environments, dynamic deployment tracking, and manual approval gates.','English','Tutorial','Intermediate',0,'online','manual','a9e8e11b795398874717027a6686369741b79a332cb456efe98891b651dc638c',100.0,1.77903210034732294e+09,0,'2026-05-17T17:35:00.347323+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6d3527cb2d0bd58355344d8f88c72b63fef41a572f20bc2eae4220d5fe5a4de5',100.0,1.77903404558899593e+09,0,'2026-05-17T18:07:25.588996+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.962417"}, "duplicate_of": "https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building'' a CI/CD pipeline','','N/A',0,'Introduces GitLab''s integrated visual Pipeline Editor, featuring live YAML validation, linting, and complete visualization of pipeline structures. This tool dramatically lowers the barrier to entry for authoring complex deployment paths.','English','Tutorial','Beginner',0,'online','manual','cc6de7fe74c4a875142da6a9622ebd301b1f99004c385a663cf484f289eda409',100.0,1.77903324042186808e+09,0,'2026-05-17T17:54:00.421868+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','N/A',0,'Outlines GitLab''s migration steps and platform updates transitioning the default branch name from `master` to `main`. Discusses modern development standards, project initialization shifts, and backward compatibility paths.','English','Blog Post','Beginner',0,'online','manual','bb97838512dec1e81411a3235d4492ec15ae21f518b5c6b581e0f7e0853fbded',100.0,1.77902915471566391e+09,0,'2026-05-17T16:45:54.715664+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review','about.gitlab.com: Why small merge requests are key to a great review 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db0ba7990decfdba6cbef3ae3fea78aab37029dc419aa3ad5a4a7d3cfe85e867',100.0,1.77903070582555508e+09,0,'2026-05-17T17:11:45.825555+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.998799"}, "duplicate_of": "https://about.gitlab.com/blog/iteration-and-code-review"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting'' with jq and CI/CD linting automation','','N/A',0,'A GitLab engineering blog showcasing optimal methods for integrating automated schema validation and JSON formatters (using jq) directly inside DevOps delivery loops. Highlights strategies to enforce code-quality gates.','English','Article','Intermediate',0,'online','manual','e533af4ee00b6169a5991700319687348437104c315fa355e4227d95e671d99e',100.0,1.77903228981414198e+09,0,'2026-05-17T17:38:09.814142+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "GitLab CI", "Linting Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways','about.gitlab.com: 3 Ways to approach GitOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ca6e279fa9d8e06413e48946dbaf0123d48a6a2faa48dd1ec676b3d1626f4197',100.0,1.77903060487171411e+09,0,'2026-05-17T17:10:04.871714+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.017492"}, "duplicate_of": "https://about.gitlab.com/blog/gitops-done-3-ways"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype','about.gitlab.com: How to secure your container images with GitLab and Grype','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198d387d3823e209cb4f103495507fc5600b440755c863712edc641a530f7f3e',100.0,1.77903032673100805e+09,0,'2026-05-17T17:05:26.731008+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.943597"}, "duplicate_of": "https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/08/10/how-to-agentless-gitops-aws','about.gitlab.com: How to use a push-based approach for GitOps with Terraform'' and AWS ECS and EC2','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: How to use a push-based approach for GitOps with Terraform'' and AWS ECS and EC2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','afb498fd48709277f85519a7de9721ac9c21d8a3fc02cfea346932faf00e0ee8',100.0,1.77902999290702891e+09,0,'2026-05-17T16:59:52.907029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-agentless-gitops-aws"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/09/09/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life'' easier','','N/A',0,'Highlights five key features designed to optimize peer code reviews inside GitLab MRs. Explains practical user benefits from improved draft reviews, inline suggestions, and visual branch comparisons.','English','Blog Post','Beginner',0,'online','manual','d7cc91fa49c116194dc0d955c67ab2bcd97ca3777c74ec783204727f3f66b855',100.0,1.77903456430940294e+09,0,'2026-05-17T18:16:04.309403+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Environment", "Integrations"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your'' GitLab activities','','N/A',0,'GitDock was introduced to simplify personal GitLab workflow tracking by displaying activities directly on the desktop. While it streamlines developer interaction with GitLab issues, merge requests, and pipelines without browser-hopping, live engineering trends in 2026 favor deeply integrated IDE extensions or web-native environments like Gitpod and Codespaces.','English','blog','Intermediate',0,'online','manual','366ab27c9d5ab7db62f50d9f0d97fb5de60a2b77b62fa2d658ed45d93e0b5d24',100.0,1779033765.08129,0,'2026-05-17T18:02:45.081290+02:00',NULL,NULL,NULL,'["Developer Tools", "Collaboration and Workflow", "Desktop Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/12/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat'' OpenShift is now generally available','','N/A',0,'This announcement marks the general availability of the GitLab Kubernetes Operator for Red Hat OpenShift, streamlining enterprise GitLab runner and instance deployments on hybrid cloud setups. In the 2026 enterprise landscape, Kubernetes operators are the standard pattern for stateful application management, validating this operator''s crucial role in automating lifecycle tasks like scaling, backups, and upgrades within secure, managed Kubernetes domains.','English','blog','Advanced',0,'online','manual','c4e48905bc171e9379f9a96febb070ce17d8725103e3312b7db9affec3d629c5',100.0,1779030326.80445,0,'2026-05-17T17:05:26.804450+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/16/gko-on-ocp','==about.gitlab.com: How to install and use the GitLab Kubernetes Operator'' (on OCP)==','','N/A',0,'An official deployment architecture guide showing how to implement the GitLab Kubernetes Operator on Red Hat OpenShift Container Platform (OCP). Provides configuration details for persistent volumes, container security contexts, and runners to ensure stable multi-tenant operations.','en','Technical Guide','Advanced',0,'online','manual','4571cb2e5c424d4a8eec9b80a15b19c3798b441a5aef3148b770a89a608bb0a0',100.0,1.77903421152086496e+09,0,'2026-05-17T18:10:11.520865+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes Operators", "GitLab Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/18/gitops-with-gitlab-connecting-the-cluster','==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster==','','N/A',0,'A curated technical resource and architectural guide covering ==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','e91cca70863e8d86d9a190e4691c9fb7104eecba996e03e7c2caee2b83dc6733',100.0,1.77903221690132904e+09,0,'2026-05-17T17:36:56.901329+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: Soft skills are the key to your DevOps career advancement in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14ded8976c1532860bc7bc482eca08f4874ba438874ae7ba01fa36c437ce4c7e',100.0,1.779029374417876e+09,0,'2026-05-17T16:49:34.417876+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','N/A',0,'Provides an enterprise-level blueprint for engineering organizations to mitigate talent drain during market disruptions. Leveraging GitLab''s open-source, handbook-first operational model, it illustrates how asynchronous communication systems reduce cognitive load and scale operational continuity.','English','Blog','Advanced',0,'duplicate','manual','abb2ab9d700c63e4639824e948ce484115982f37ef1f667577d4aa12492ddad0',100.0,1.77903106128158593e+09,0,'2026-05-17T17:17:41.281586+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Organizational Design & Leadership Systems", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-navigate-the-great-resignation"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','N/A',0,'This development update outlines the efforts of the GitLab Helm Chart team to ensure compatibility with Kubernetes 1.22, addressing critical changes such as the removal of legacy v1beta1 APIs. This transition represents a historically significant engineering challenge for high-availability enterprise services migrating to modern declarative APIs. From a 2026 perspective, it highlights the continuous lifecycle maintenance required to run complex, stateful platforms natively on rapidly updating Kubernetes clusters.','English','blog','Advanced',0,'online','manual','d5cffdc388cf2915201b01863dfb8e15209d19965c133c992bf10b35fbf65a43',100.0,1.77902980172953796e+09,0,'2026-05-17T16:56:41.729538+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Helm Charts", "GitLab Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','N/A',0,'Curator Insight: Provides a roadmap for keeping engineering skillsets aligned with state-of-the-art deployment practices. Live Grounding: Explores GitOps integrations, pipeline security monitoring, and automated performance tracking. A good educational resource for career platform engineers.','English','Article','Intermediate',0,'duplicate','manual','47f60bd1cf0c6c3a7564a9dbbe681d61ef4b0a856ccfd3ede24bf02b54bea636',100.0,1.77903065309846305e+09,0,'2026-05-17T17:10:53.098463+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Industry Trends"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them','==about.gitlab.com: Fantastic Infrastructure as Code security attacks and'' how to find them==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e63644205669e1aec04edbaf712a90b59afc1f13342f4b52834ef00c7d99a216',100.0,1.77903057792868399e+09,0,'2026-05-17T17:09:37.928684+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.002528"}}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','N/A',0,'Curator Insight: Practical learning blueprint focusing on building incremental toy pipelines using GitLab CI. Live Grounding: Recommends direct hand-on setups of simple test automation and container builds before transitioning to complex deployments. Perfect for rapid developer upskilling.','English','Guide','Beginner',0,'duplicate','manual','302a5921dc83a6dec68eb592a4d5f97c7b6f8e099d394113aa37d68ff28375ca',100.0,1.7790345818912971e+09,0,'2026-05-17T18:16:21.891297+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Onboarding and Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-learn-ci-cd-fast"}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','N/A',0,'This blog details GitLab''s efforts to lower the barrier to entry for Kubernetes management by introducing declarative cluster integrations. It demonstrates how teams can connect clusters and safely deploy applications with minimal infrastructure overhead. Live engineering feedback stresses the value of this direct integration for small-to-midsize teams looking to deploy workloads without managing heavy external GitOps controllers.','English','blog','Intermediate',0,'online','manual','a6acebbc45a276e5f87ff20c292d80e8502dbdb0c0152f992a484614181d0b42',100.0,1.77903019642182302e+09,0,'2026-05-17T17:03:16.421823+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: How is AI/ML changing DevOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','013b9bcbca2bbed1569a5cfae86da6e3bf129ecf59e710bca2df69083200a35d',100.0,1.77902930976049304e+09,0,'2026-05-17T16:48:29.760493+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/2016/06/28/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9c2d248e72942a47ffc2da2344175d0244b39c40093cdac9227a43cf319c51e7',100.0,1779029820,0,'2026-05-17T16:57:00.641852+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2016/06/28/get-started-with-openshift-origin-3-and-gitlab',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9f162dada74f4ce7951a322506a2e51821f171064016b0ef02d2f71d1f6eaed4',64.0,1779130495,0,'2026-05-18T20:54:55.019591+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file'' you need','','N/A',0,'Evaluates GitLab''s implementation of Git Partial Clone to mitigate bottlenecking in massive codebases containing large assets. 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Demonstrates massive optimization in build times, boosting continuous integration feedback loops at scale.','English','Tutorial','Intermediate',0,'online','manual','b21e0f83b9245caa054de7ae5add3648532062237928726ca5bf4c957f6ce8d9',100.0,1779032754,0,'2026-05-17T17:45:54.002152+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','N/A',0,'A step-by-step workflow guide detailing how developers can complete and approve GitLab merge requests (MRs) directly within Visual Studio Code. Explains the integration capabilities offered by GitLab Workflow extension to boost focus and reduce context-switching.','English','Tutorial','Beginner',0,'online','manual','f2665a0e0a6022dd4a9e8f1be3bbf3ab8e8ab250dc94269d4655f62d14f4fe71',100.0,1779034557,0,'2026-05-17T18:15:57.991842+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Environment", "Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','N/A',0,'A structured guide outlining how to design, configure, and secure environments (development, staging, production) within GitLab CI/CD. Highlights protected environments, dynamic deployment tracking, and manual approval gates.','English','Tutorial','Intermediate',0,'online','manual','a9e8e11b795398874717027a6686369741b79a332cb456efe98891b651dc638c',100.0,1779032100,0,'2026-05-17T17:35:00.347323+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6d3527cb2d0bd58355344d8f88c72b63fef41a572f20bc2eae4220d5fe5a4de5',100.0,1779034045,0,'2026-05-17T18:07:25.588996+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/02/22/gitlab-kubernetes-agent-on-gitlab-com", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.962417"}, "duplicate_of": "https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building'' a CI/CD pipeline','','N/A',0,'Introduces GitLab''s integrated visual Pipeline Editor, featuring live YAML validation, linting, and complete visualization of pipeline structures. This tool dramatically lowers the barrier to entry for authoring complex deployment paths.','English','Tutorial','Beginner',0,'online','manual','cc6de7fe74c4a875142da6a9622ebd301b1f99004c385a663cf484f289eda409',100.0,1779033240,0,'2026-05-17T17:54:00.421868+02:00',NULL,NULL,NULL,'["Infrastructure and Platform", "DevSecOps Platforms", "GitLab CI"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','N/A',0,'Outlines GitLab''s migration steps and platform updates transitioning the default branch name from `master` to `main`. Discusses modern development standards, project initialization shifts, and backward compatibility paths.','English','Blog Post','Beginner',0,'online','manual','bb97838512dec1e81411a3235d4492ec15ae21f518b5c6b581e0f7e0853fbded',100.0,1779029154,0,'2026-05-17T16:45:54.715664+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review','about.gitlab.com: Why small merge requests are key to a great review 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db0ba7990decfdba6cbef3ae3fea78aab37029dc419aa3ad5a4a7d3cfe85e867',100.0,1779030705,0,'2026-05-17T17:11:45.825555+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/03/18/iteration-and-code-review", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.998799"}, "duplicate_of": "https://about.gitlab.com/blog/iteration-and-code-review"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting'' with jq and CI/CD linting automation','','N/A',0,'A GitLab engineering blog showcasing optimal methods for integrating automated schema validation and JSON formatters (using jq) directly inside DevOps delivery loops. Highlights strategies to enforce code-quality gates.','English','Article','Intermediate',0,'online','manual','e533af4ee00b6169a5991700319687348437104c315fa355e4227d95e671d99e',100.0,1779032289,0,'2026-05-17T17:38:09.814142+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "GitLab CI", "Linting Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways','about.gitlab.com: 3 Ways to approach GitOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ca6e279fa9d8e06413e48946dbaf0123d48a6a2faa48dd1ec676b3d1626f4197',100.0,1779030604,0,'2026-05-17T17:10:04.871714+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/04/27/gitops-done-3-ways", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.017492"}, "duplicate_of": "https://about.gitlab.com/blog/gitops-done-3-ways"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype','about.gitlab.com: How to secure your container images with GitLab and Grype','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198d387d3823e209cb4f103495507fc5600b440755c863712edc641a530f7f3e',100.0,1779030326,0,'2026-05-17T17:05:26.731008+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2021/07/28/secure-container-images-with-gitlab-and-grype", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.943597"}, "duplicate_of": "https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/08/10/how-to-agentless-gitops-aws','about.gitlab.com: How to use a push-based approach for GitOps with Terraform'' and AWS ECS and EC2','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: How to use a push-based approach for GitOps with Terraform'' and AWS ECS and EC2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','afb498fd48709277f85519a7de9721ac9c21d8a3fc02cfea346932faf00e0ee8',100.0,1779029992,0,'2026-05-17T16:59:52.907029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-agentless-gitops-aws"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/09/09/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life'' easier','','N/A',0,'Highlights five key features designed to optimize peer code reviews inside GitLab MRs. Explains practical user benefits from improved draft reviews, inline suggestions, and visual branch comparisons.','English','Blog Post','Beginner',0,'online','manual','d7cc91fa49c116194dc0d955c67ab2bcd97ca3777c74ec783204727f3f66b855',100.0,1779034564,0,'2026-05-17T18:16:04.309403+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Environment", "Integrations"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your'' GitLab activities','','N/A',0,'GitDock was introduced to simplify personal GitLab workflow tracking by displaying activities directly on the desktop. While it streamlines developer interaction with GitLab issues, merge requests, and pipelines without browser-hopping, live engineering trends in 2026 favor deeply integrated IDE extensions or web-native environments like Gitpod and Codespaces.','English','blog','Intermediate',0,'online','manual','366ab27c9d5ab7db62f50d9f0d97fb5de60a2b77b62fa2d658ed45d93e0b5d24',100.0,1779033765,0,'2026-05-17T18:02:45.081290+02:00',NULL,NULL,NULL,'["Developer Tools", "Collaboration and Workflow", "Desktop Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/10/12/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat'' OpenShift is now generally available','','N/A',0,'This announcement marks the general availability of the GitLab Kubernetes Operator for Red Hat OpenShift, streamlining enterprise GitLab runner and instance deployments on hybrid cloud setups. In the 2026 enterprise landscape, Kubernetes operators are the standard pattern for stateful application management, validating this operator''s crucial role in automating lifecycle tasks like scaling, backups, and upgrades within secure, managed Kubernetes domains.','English','blog','Advanced',0,'online','manual','c4e48905bc171e9379f9a96febb070ce17d8725103e3312b7db9affec3d629c5',100.0,1779030326,0,'2026-05-17T17:05:26.804450+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/16/gko-on-ocp','==about.gitlab.com: How to install and use the GitLab Kubernetes Operator'' (on OCP)==','','N/A',0,'An official deployment architecture guide showing how to implement the GitLab Kubernetes Operator on Red Hat OpenShift Container Platform (OCP). Provides configuration details for persistent volumes, container security contexts, and runners to ensure stable multi-tenant operations.','en','Technical Guide','Advanced',0,'online','manual','4571cb2e5c424d4a8eec9b80a15b19c3798b441a5aef3148b770a89a608bb0a0',100.0,1779034211,0,'2026-05-17T18:10:11.520865+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes Operators", "GitLab Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/18/gitops-with-gitlab-connecting-the-cluster','==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster==','','N/A',0,'A curated technical resource and architectural guide covering ==about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','e91cca70863e8d86d9a190e4691c9fb7104eecba996e03e7c2caee2b83dc6733',100.0,1779032216,0,'2026-05-17T17:36:56.901329+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/11/30/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: Soft skills are the key to your DevOps career advancement in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14ded8976c1532860bc7bc482eca08f4874ba438874ae7ba01fa36c437ce4c7e',100.0,1779029374,0,'2026-05-17T16:49:34.417876+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/16/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','N/A',0,'Provides an enterprise-level blueprint for engineering organizations to mitigate talent drain during market disruptions. Leveraging GitLab''s open-source, handbook-first operational model, it illustrates how asynchronous communication systems reduce cognitive load and scale operational continuity.','English','Blog','Advanced',0,'duplicate','manual','abb2ab9d700c63e4639824e948ce484115982f37ef1f667577d4aa12492ddad0',100.0,1779031061,0,'2026-05-17T17:17:41.281586+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Organizational Design & Leadership Systems", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-navigate-the-great-resignation"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','N/A',0,'This development update outlines the efforts of the GitLab Helm Chart team to ensure compatibility with Kubernetes 1.22, addressing critical changes such as the removal of legacy v1beta1 APIs. This transition represents a historically significant engineering challenge for high-availability enterprise services migrating to modern declarative APIs. From a 2026 perspective, it highlights the continuous lifecycle maintenance required to run complex, stateful platforms natively on rapidly updating Kubernetes clusters.','English','blog','Advanced',0,'online','manual','d5cffdc388cf2915201b01863dfb8e15209d19965c133c992bf10b35fbf65a43',100.0,1779029801,0,'2026-05-17T16:56:41.729538+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Helm Charts", "GitLab Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/03/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','N/A',0,'Curator Insight: Provides a roadmap for keeping engineering skillsets aligned with state-of-the-art deployment practices. Live Grounding: Explores GitOps integrations, pipeline security monitoring, and automated performance tracking. A good educational resource for career platform engineers.','English','Article','Intermediate',0,'duplicate','manual','47f60bd1cf0c6c3a7564a9dbbe681d61ef4b0a856ccfd3ede24bf02b54bea636',100.0,1779030653,0,'2026-05-17T17:10:53.098463+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Industry Trends"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them','==about.gitlab.com: Fantastic Infrastructure as Code security attacks and'' how to find them==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e63644205669e1aec04edbaf712a90b59afc1f13342f4b52834ef00c7d99a216',100.0,1779030577,0,'2026-05-17T17:09:37.928684+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"review_metadata": {"original_url": "https://about.gitlab.com/blog/2022/02/17/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.002528"}}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/04/13/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','N/A',0,'Curator Insight: Practical learning blueprint focusing on building incremental toy pipelines using GitLab CI. Live Grounding: Recommends direct hand-on setups of simple test automation and container builds before transitioning to complex deployments. Perfect for rapid developer upskilling.','English','Guide','Beginner',0,'duplicate','manual','302a5921dc83a6dec68eb592a4d5f97c7b6f8e099d394113aa37d68ff28375ca',100.0,1779034581,0,'2026-05-17T18:16:21.891297+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Foundations", "Onboarding and Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/how-to-learn-ci-cd-fast"}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','N/A',0,'This blog details GitLab''s efforts to lower the barrier to entry for Kubernetes management by introducing declarative cluster integrations. It demonstrates how teams can connect clusters and safely deploy applications with minimal infrastructure overhead. Live engineering feedback stresses the value of this direct integration for small-to-midsize teams looking to deploy workloads without managing heavy external GitOps controllers.','English','blog','Intermediate',0,'online','manual','a6acebbc45a276e5f87ff20c292d80e8502dbdb0c0152f992a484614181d0b42',100.0,1779030196,0,'2026-05-17T17:03:16.421823+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Platform Engineering", "GitLab Operations"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','N/A',0,'A curated technical resource and architectural guide covering about.gitlab.com: How is AI/ML changing DevOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','013b9bcbca2bbed1569a5cfae86da6e3bf129ecf59e710bca2df69083200a35d',100.0,1779029309,0,'2026-05-17T16:48:29.760493+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/get-started-with-openshift-origin-3-and-gitlab','Get started with OpenShift Origin 3 and GitLab','','2017',0,'Historical tutorial tracking early integration patterns between GitLab CI/CD and OpenShift Origin 3. Demonstrates pipeline orchestration, runner allocation, and deployment tasks. 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Current deployment strategies prefer integrated, operator-managed tooling and secure proxy pipelines.','None','Technical Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Database Operators", "PostgreSQL", "Database Administration"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://access.crunchydata.com/documentation/crunchy-postgres-containers/4.3.0/examples/administration/pgadmin4','pgAdmin 4','','2020',0,'Outlines early configuration models and environment mappings for pgAdmin 4 instances running in Kubernetes clusters. This resource demonstrates how to configure volume mounts and ingress rules for user sessions. 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The platform supports gender diversity initiatives in technology and offers strategic remote advisory services. Live grounding establishes its strength in supplying talent to scaling digital enterprises.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Bespoke Engineering Teams"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adevait.com/software/creating-branching-strategy','adevait.com: Creating a Branching Strategy for Small Teams','','2022',0,'Explains how to establish light, highly collaborative branching structures tailored for small, fast-moving agile development teams. Evaluates feature branching, hotfix workflows, and automated PR review loops to maintain speed and safety.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Development Models", "Branching Strategy"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adicode.ml/python-libraries-for-webdevelopment','adicode.ml: Take your web development to next level with these python libraries','','N/A',0,'A curated technical resource and architectural guide covering adicode.ml: Take your web development to next level with these python libraries in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903447946908402e+09,0,'2026-05-17T18:14:39.469084+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok','adictosaltrabajo.com: Cómo reducir el código repetitivo con Lombok','','2016',0,'An informative tutorial detailing how Project Lombok reduces boilerplate Java code by auto-generating getters, setters, constructors, and builders at compile-time. Serves as an essential productivity baseline for developing lightweight domain models.','Java','Article','Beginner',0,'online','manual','018b41d4f0ba1f477d73996c5c27edc0e015789364e59d91d097b9193e78e006',100.0,1.77913049497937488e+09,1,'2026-05-18T20:54:54.979375+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Code Quality"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace','adictosaltrabajo.com: Monitorización y análisis de rendimiento de aplicaciones con Dynatrace APM','','2016',0,'Spanish technical walk-through demonstrating Dynatrace''s enterprise APM dashboard, automated instrumentation, baseline-driven anomaly detection, and deep transactional flow analysis across traditional and microservices runtimes.','es','Technical Guide','Intermediate',1,'online','manual','fcc1c91ce5a7c18e6190dad2de5aa87b5f088d4bab55cc7567f6ce52f929bdb3',100.0,1779130494.9638,1,'2026-05-18T20:54:54.963800+02:00',NULL,NULL,NULL,'["Observability", "APM & Logging", "Dynatrace APM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://adicode.ml/python-libraries-for-webdevelopment','adicode.ml: Take your web development to next level with these python libraries','','N/A',0,'A curated technical resource and architectural guide covering adicode.ml: Take your web development to next level with these python libraries in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034479,0,'2026-05-17T18:14:39.469084+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2016/02/03/como-reducir-el-codigo-repetitivo-con-lombok','adictosaltrabajo.com: Cómo reducir el código repetitivo con Lombok','','2016',0,'An informative tutorial detailing how Project Lombok reduces boilerplate Java code by auto-generating getters, setters, constructors, and builders at compile-time. Serves as an essential productivity baseline for developing lightweight domain models.','Java','Article','Beginner',0,'online','manual','018b41d4f0ba1f477d73996c5c27edc0e015789364e59d91d097b9193e78e006',100.0,1779130494,1,'2026-05-18T20:54:54.979375+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Code Quality"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2016/10/26/monitorizacion-y-analisis-de-rendimiento-de-aplicaciones-con-dynatrace','adictosaltrabajo.com: Monitorización y análisis de rendimiento de aplicaciones con Dynatrace APM','','2016',0,'Spanish technical walk-through demonstrating Dynatrace''s enterprise APM dashboard, automated instrumentation, baseline-driven anomaly detection, and deep transactional flow analysis across traditional and microservices runtimes.','es','Technical Guide','Intermediate',1,'online','manual','fcc1c91ce5a7c18e6190dad2de5aa87b5f088d4bab55cc7567f6ce52f929bdb3',100.0,1779130494,1,'2026-05-18T20:54:54.963800+02:00',NULL,NULL,NULL,'["Observability", "APM & Logging", "Dynatrace APM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2018/12/13/spring-boot-war-o-jar-ambos','Spring Boot: ¿war o jar? Ambos','','2018',0,'Analyzes the trade-offs of packaging Spring Boot applications as standard executable JARs versus traditional deployable WAR files. While cloud-native architectures heavily dictate self-contained executable JARs, it shows how to build dual-compatible artifacts for application server environments.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Packaging", "Deployment Formats"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adictosaltrabajo.com/2020/12/22/como-crear-y-desplegar-microservicios-con-spring-boot-spring-cloud-netflix-y-docker','adictosaltrabajo.com: Cómo crear y desplegar microservicios con Spring Boot, Spring Cloud Netflix y Docker','','2020',0,'Deep-dive tutorial on building and orchestrating microservices in the Java ecosystem. Integrates Spring Boot applications with Spring Cloud Netflix (Eureka, Zuul) and packages them into containerized environments with custom Docker Compose manifests.','Spanish','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Java Ecosystem"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20','adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing','','N/A',0,'A curated technical resource and architectural guide covering adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903255207635807e+09,0,'2026-05-17T17:42:32.076358+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aditya-sunjava.medium.com/externalizing-configurations-in-kubernetes-using-configmap-and-secret-bfda0970d8ae','aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret','','N/A',0,'A curated technical resource and architectural guide covering aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902971010013198e+09,0,'2026-05-17T16:55:10.100132+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://adil.medium.com/network-traffic-shaping-in-kubernetes-topology-aware-routing-e4ea4a03dd20','adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing','','N/A',0,'A curated technical resource and architectural guide covering adil.medium.com: Network Traffic Shaping in Kubernetes: Topology Aware Routing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032552,0,'2026-05-17T17:42:32.076358+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aditya-sunjava.medium.com/externalizing-configurations-in-kubernetes-using-configmap-and-secret-bfda0970d8ae','aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret','','N/A',0,'A curated technical resource and architectural guide covering aditya-sunjava.medium.com: Externalizing Configurations in Kubernetes Using'' ConfigMap and Secret in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029710,0,'2026-05-17T16:55:10.100132+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://admiralty.io','admiralty.io','','2026',0,'Official platform of Admiralty, an advanced multi-cluster proxy scheduler designed to programmatically dispatch workloads across physical, virtual, or serverless Kubernetes namespaces.','Go','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Admiralty"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://admiralty.io/docs/tutorials/fargate','admiralty.io: Multi-Region AWS Fargate on EKS','','2021',0,'Granular implementation tutorial for deploying Admiralty proxy schedulers to configure cross-cluster communication channels that target serverless AWS Fargate environments in multi-region setups.','Go','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Multi-Cluster & Edge", "Cluster Federation", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adoptium.net','AdoptOpenJDk','','2021',0,'Eclipse Adoptium (formerly AdoptOpenJDK) represents the premier community-driven, vendor-neutral distribution of TCK-certified OpenJDK runtimes. This site serves as the de-facto standard source of robust, free Java binaries for production cloud environments.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://adoptium.net/news/2021/08/using-jlink-in-dockerfiles','blog.adoptium.net: Using Jlink in Dockerfiles instead of a JRE','','2021',0,'A guide to using the `jlink` utility inside multi-stage Docker builds instead of standard heavy JREs. Reduces target image sizes and limits the attack surface by bundling only the Java runtime modules required by the application.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Image Engineering", "Java Ecosystem"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://adoptopenjdk.net','AdoptOpenJDk','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9ab9d6d344fbf3a9c7f890c55af0095efe06dbe66c0c0f2b5b92a18f0fa8a98',100.0,1.77903409041138505e+09,0,'2026-05-17T18:08:10.411385+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://adoptium.net"}'); +INSERT INTO "resources" VALUES('https://adoptopenjdk.net','AdoptOpenJDk','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9ab9d6d344fbf3a9c7f890c55af0095efe06dbe66c0c0f2b5b92a18f0fa8a98',100.0,1779034090,0,'2026-05-17T18:08:10.411385+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://adoptium.net"}'); INSERT INTO "resources" VALUES('https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14','advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 14','','2020',0,'An analytical, categorized compendium listing language and JVM features introduced from JDK 8 to JDK 14. This resource highlights evolution in pattern matching, switch expressions, garbage collectors, and JFR (Java Flight Recorder) profiling utilities.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-16','advancedweb.hu: A categorized list of all Java and JVM features since JDK 8 to 16','','2021',0,'A categorized review of all key Java and JVM improvements introduced between JDK 8 and JDK 16. The synthesis covers crucial updates such as Records, JEP 395, pattern matching, vector API, and the encapsulation of internal JDK APIs to enforce modern coding standards.','Java','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{"duplicate_of": "https://advancedweb.hu/a-categorized-list-of-all-java-and-jvm-features-since-jdk-8-to-14"}'); -INSERT INTO "resources" VALUES('https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2','aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage)','','N/A',0,'A curated technical resource and architectural guide covering aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903080905609893e+09,0,'2026-05-17T17:13:29.056099+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aesher9o1.medium.com/autoscale-large-images-faster-using-longhorn-distributed-storage-618d0cf01ba2','aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage)','','N/A',0,'A curated technical resource and architectural guide covering aesher9o1.medium.com: Autoscale large images faster using Longhorn (distributed'' storage) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030809,0,'2026-05-17T17:13:29.056099+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://age-of-product.com/42-scrum-product-owner-interview-questions','age-of-product.com: Hiring: 71 Scrum Product Owner Interview Questions to Avoid Agile Imposters','','2020',4,'Comprehensive qualification questionnaire comprising 71 target scenarios to evaluate Agile Scrum Product Owners. Focuses on dynamic backlog refinement, metric tracking, and product value loop architectures.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Management", "Agile", "Scrum"]','["[ENTERPRISE-STABLE]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://age-of-product.com/scrum-2021','age-of-product.com: Scrum 2021: Getting You Started as Scrum Master or Product Owner','','2021',2,'A practical onboarding guide for newly appointed Scrum Masters and Product Owners. 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“Automation of GitOps”','','N/A',0,'A curated technical resource and architectural guide covering amralaayassen.medium.com: How to create ArgoCD Applications Automatically'' using ApplicationSet? “Automation of GitOps” in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032556,0,'2026-05-17T17:42:36.128789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://amy-ma.medium.com/ingress-configuration-d9f13c5bcf1a','amy-ma.medium.com: Nginx Ingress Configuration','','N/A',0,'A curated technical resource and architectural guide covering amy-ma.medium.com: Nginx Ingress Configuration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032728,0,'2026-05-17T17:45:28.560691+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://anaisurl.com/full-tutorial-monitoring','anaisurl.com: Full Tutorial: Monitoring and Troubleshooting stack with Prometheus, Grafana, Loki and Komodor 🌟','','2022',0,'Guides readers through deploying a cohesive, modern cloud-native observability stack. Integrates Prometheus metric collections with Grafana dashboarding, Loki-based log aggregation, and Komodor''s specialized Kubernetes troubleshooting platform to build rapid root-cause workflows.','None','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Advanced Telemetry & FinOps", "Troubleshooting Stacks", "Loki & Komodor Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://anaisurl.com/kubernetes-rbac','anaisurl.com: RBAC Explained with Examples 🌟','','2022',0,'A visual, beginner-friendly guide dissecting RBAC mechanics in Kubernetes. Offers concrete examples of setting up specific read/write permissions for standard development teams.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://analoghq.ai/blog/es/matriz-raci','rockcontent.com: mejor las responsabilidades con la Matriz RACI','','2021',0,'Provides a detailed breakdown of the RACI model for assigning responsibility within multidisciplinary digital product teams. 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-INSERT INTO "resources" VALUES('https://aninditabasak.medium.com/a-lap-around-kubernetes-security-vulnerability-scanning-tools-checkov-kube-hunter-kube-bench-4ffda92c4cf1','==aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability'' scanning Tools — checkov, kube-hunter, kube-bench & Starboard==','','N/A',0,'A curated technical resource and architectural guide covering ==aninditabasak.medium.com: A Lap around Kubernetes Security & Vulnerability'' scanning Tools — checkov, kube-hunter, kube-bench & Starboard== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031850.00534,0,'2026-05-17T17:30:50.005340+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1','anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1','','N/A',0,'A curated technical resource and architectural guide covering anirudhdaya.hashnode.dev: Kubernetes Explained- Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903101213639092e+09,0,'2026-05-17T17:16:52.136391+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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Gregor Hohpe presents frameworks to distinguish between cloud integration, portability, and distribution, highlighting that multi-cloud should be a deliberate architectural choice rather than a default risk-mitigation strategy.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Strategy", "Multi-Cloud Decisions"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://architectelevator.com/cloud/serverless-design-patterns','architectelevator.com: Concerned about Serverless Lock-in? 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Argo Events integrates with sources like webhooks, S3, or pub-sub, dynamically executing serverless triggers, custom scripts, and Argo Workflows with native scalability.','Go','Operator','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "Event-Driven Automation"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://argoproj.github.io/argo-rollouts','argoproj.github.io: Argo Rollouts - Kubernetes Progressive Delivery Controller','','2023',5,'Introduces the core concepts of Argo Rollouts, which replaces standard Kubernetes Deployment objects with custom Rollout resources. 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Explains parameter declaration, execution contexts, and mapping policy structures to target enterprise workloads.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arinco.com.au/blog/awesome-azure-policy-chapter-2','arinco.com.au: Awesome Azure Policy Chapter 2','','2022',0,'Advanced mechanics of Azure Policy, exploring parameter inheritance, deployIfNotExists policies, and automated remediation tasks across massive enterprise management groups. Key to achieving continuous compliance without developer bottlenecking.','English','Technical Guide','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://arinco.com.au/blog/awesome-azure-policy-chapter-1"}'); -INSERT INTO "resources" VALUES('https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8',100.0,1.77903111514629507e+09,0,'2026-05-17T17:18:35.146295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"duplicate_of": "https://arjavdave.com"}'); -INSERT INTO "resources" VALUES('https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa','armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform','','N/A',0,'A curated technical resource and architectural guide covering armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903032285117101e+09,0,'2026-05-17T17:05:22.851171+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-part-1','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8',100.0,1779031115,0,'2026-05-17T17:18:35.146295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"duplicate_of": "https://arjavdave.com"}'); +INSERT INTO "resources" VALUES('https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingress-via-terraform-c9f595ee65fa','armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform','','N/A',0,'A curated technical resource and architectural guide covering armin.su: SSL certificates from Let’s Encrypt for Kubernetes Private Ingress'' via Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030322,0,'2026-05-17T17:05:22.851171+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arnoldgalovics.com/github-actions-oracle-cloud-kubernetes','arnoldgalovics.com: GitHub Actions CI/CD For Oracle Cloud Kubernetes','','2021',0,'A detailed technical walkthrough showcasing the implementation of automated deployment pipelines using GitHub Actions to target Oracle Cloud Infrastructure Container Engine for Kubernetes (OKE). It delineates secure OCI API authentication configurations, container image construction, and rollout orchestrations. (Live Grounding: Represents a standard, practical approach to OKE deployments using runners, contrasting with traditional enterprise Jenkins setups).','YAML/Shell','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "CI-CD Pipelines", "GitHub Actions", "Oracle Cloud Infrastructure"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluentd-efk-stack','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd'' (EFK stack)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20',100.0,1.7790331016960709e+09,0,'2026-05-17T17:51:41.696071+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://arnoldgalovics.com/java-multiline-logs-fluentd"}'); +INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluentd-efk-stack','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd'' (EFK stack)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20',100.0,1779033101,0,'2026-05-17T17:51:41.696071+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://arnoldgalovics.com/java-multiline-logs-fluentd"}'); INSERT INTO "resources" VALUES('https://arnoldgalovics.com/java-multiline-logs-fluentd','arnoldgalovics.com: Java and Spring Boot multiline log support for Fluentd (EFK stack)','','2021',0,'Solves the complex problem of forwarding multiline stack traces from Spring Boot to central logging platforms like Fluentd. It provides clear configuration patterns to parse multiline trace logs into structured JSON payloads, preventing log fragmentation.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Observability", "Logging"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes','around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa',100.0,1.77903060901518297e+09,0,'2026-05-17T17:10:09.015183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes"}'); -INSERT INTO "resources" VALUES('https://aroworkshop.io',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031729.87525,0,'2026-05-17T17:28:49.875250+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes','around25.com: Horizontal Pod Autoscaler in Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa',100.0,1779030609,0,'2026-05-17T17:10:09.015183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://www.around25.com/blog/horizontal-pod-autoscaler-in-kubernetes"}'); +INSERT INTO "resources" VALUES('https://aroworkshop.io',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aroworkshop.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031729,0,'2026-05-17T17:28:49.875250+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2021/01/centos-is-gone-but-rhel-is-now-free-for-up-to-16-production-servers','arstechnica.com: CentOS is gone—but RHEL is now free for up to 16 production servers','','2021',2,'Report on Red Hat''s post-CentOS mitigation strategy, which expanded free Red Hat Enterprise Linux (RHEL) individual developer subscriptions to support up to 16 production nodes, easing the transition for small operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Distributions"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2021/01/on-the-death-of-centos-red-hat-liaison-brian-exelbierd-speaks','arstechnica.com: Why Red Hat killed CentOS—a CentOS board member speaks','','2021',2,'Behind-the-scenes perspective on the transition to CentOS Stream. Argues that CentOS Linux was a dead end that did not contribute back to RHEL, while CentOS Stream serves as an active, collaborative innovation platform.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Distributions"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2022/03/google-calendar-now-lets-paid-users-create-a-booking-page-website','arstechnica.com: New Google Calendar feature takes the back-and-forth out'' of scheduling','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','abce617462e73eccbd59f47f7f085dae3d6f945009ffc9e45f4b1f68be125e8a',100.0,1779034270.21148,1,'2026-05-17T18:11:10.211480+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://arstechnica.com/gadgets/2022/03/google-calendar-now-lets-paid-users-create-a-booking-page-website','arstechnica.com: New Google Calendar feature takes the back-and-forth out'' of scheduling','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','abce617462e73eccbd59f47f7f085dae3d6f945009ffc9e45f4b1f68be125e8a',100.0,1779034270,1,'2026-05-17T18:11:10.211480+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://artemis.apache.org/components/artemis','Apache ActiveMQ Artemis broker','','2026',4,'Apache ActiveMQ Artemis is the next-generation messaging broker featuring a high-performance, asynchronous non-blocking execution model. Supporting AMQP, MQTT, STOMP, and JMS, it represents the primary engine under Red Hat AMQ deployments.','Java','Message Broker','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Enterprise Messaging", "ActiveMQ Artemis"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://artemis.apache.org/components/artemis/documentation/latest/management-console.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7b9cc60f4198de657f6dddf48db83f6b3d8ac9b0dea84bae655fb6f3e9e397f7',100.0,1.77913049501315903e+09,0,'2026-05-18T20:54:55.013159+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://artemis.apache.org/components/artemis/documentation/latest/management-console.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7b9cc60f4198de657f6dddf48db83f6b3d8ac9b0dea84bae655fb6f3e9e397f7',100.0,1779130495,0,'2026-05-18T20:54:55.013159+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://artemis.apache.org/components/artemis/documentation/latest/using-server.html','Apache ActiveMQ Artemis Using the Server','- [Apache ActiveMQ Artemis Management Console](https://artemis.apache.org/components/artemis/documentation/latest/management-console.html) - [Apache ActiveMQ Artemis Metrics](http://activemq.apache.org/components/artemis/documentation/latest/metrics.html)','2026',0,'Operational manual for running ActiveMQ Artemis brokers. Outlines built-in administrative consoles, advanced queues monitoring, and direct telemetry integration using Micrometer frameworks.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Middleware", "Messaging Orchestration", "Artemis Management"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arthurchiao.art/blog/cracking-k8s-network-policy','arthurchiao.art: Cracking Kubernetes Network Policy','','2021',0,'Under-the-hood analysis mapping policy YAML configurations down to Linux-native iptables, Open vSwitch rules, and kernel-level socket filters.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Implementation Under the Hood"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://arthurchiao.art/blog/cracking-k8s-node-proxy','arthurchiao.art: Cracking kubernetes node proxy (aka kube-proxy)','','2021',0,'Deep-dive technical blog exploring the design principles of the node proxy. Compares user-space, iptables, and IPVS proxy modes with performance telemetry data.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Core Services", "kube-proxy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prometheus-10c8cfb180b8','arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus','','N/A',0,'A curated technical resource and architectural guide covering arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902951347650408e+09,0,'2026-05-17T16:51:53.476504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prometheus-10c8cfb180b8','arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus','','N/A',0,'A curated technical resource and architectural guide covering arthursens.medium.com: Risk analysis and security compliance in Kube-prometheus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029513,0,'2026-05-17T16:51:53.476504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io','Artifact Hub 🌟','','2026',5,'The authoritative, CNCF-hosted decentralized web hub designed for discovering, installing, and monitoring cloud-native packages. It aggregates active Helm charts, Kubernetes operators, Tekton tasks, and OCI artifacts with comprehensive security and maintenance tracking.','Go','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Discovery"]','["[DE FACTO STANDARD]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/choerodon/nexus3','Choerodon Nexus3 🌟','','2024',3,'An active Helm package designed to configure and orchestrate Sonatype Nexus3 instances. It handles data persistence, ingress routing, and performance tuning configurations optimized for enterprise container workloads.','English','Chart','Intermediate',0,'online','manual',NULL,NULL,1781735960.433,0,'2026-06-18T00:39:20.433000+02:00',NULL,NULL,NULL,'["Application Delivery", "Helm", "Registries"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/choerodon/nexus3','Choerodon Nexus3 🌟','','2024',3,'An active Helm package designed to configure and orchestrate Sonatype Nexus3 instances. It handles data persistence, ingress routing, and performance tuning configurations optimized for enterprise container workloads.','English','Chart','Intermediate',0,'online','manual',NULL,NULL,1781735960,0,'2026-06-18T00:39:20.433000+02:00',NULL,NULL,NULL,'["Application Delivery", "Helm", "Registries"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/mlflowserver/mlflow-server','artifacthub.io: mlflow-server','','2023',3,'Official or community Helm Chart designed to bootstrap a highly available MLflow tracking and registry server inside a Kubernetes cluster. Streamlines configuring databases, AWS S3 / MinIO backend stores, and ingress mechanisms required for cloud-native model lifecycle management.','YAML','Helm Chart','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Kubernetes", "Artifact Registration"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/oteemo/sonarqube','hub.helm.sh/charts/oteemo/sonarqube','','2023',4,'Provides community Helm templates to install SonarQube onto Kubernetes nodes. Supports production deployments utilizing stateful postgres instances and customizable security boundaries.','YAML','Configuration','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration", "Code Quality", "Kubernetes Deployment"]','["[ENTERPRISE-STABLE]"]','[]','["sonarqube.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/prometheus-community/kube-prometheus-stack','prometheus-community/kube-prometheus-stack 🌟🌟','','2026',0,'The standard Helm chart package representing the Kubernetes Prometheus Operator stack. Streamlines deployment of custom resources like ServiceMonitors and PrometheusRules.','None','Plugin','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Helm Deployments"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/helm/stable/cluster-autoscaler','hub.helm.sh: cluster-autoscaler','','2022',0,'The official Helm chart for deploying Kubernetes Cluster Autoscaler. Dynamically adjusts the size of the Kubernetes cluster by provisioning or terminating nodes based on pending pod requirements and node utilization. Serves as a fundamental operations standard across cloud provider runtimes.','Go','Helm Chart','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/search?repo=haproxytech','artifacthub.io: Official Helm charts for HAProxy and the HAProxy Kubernetes Ingress Controller on Artifact Hub 🌟','','2026',0,'The official, production-grade Helm packages for HAProxy load balancers and Ingress Controllers. They offer high-performance routing, custom security profiles, proxy-protocol support, and robust SSL/TLS termination configs suitable for web traffic at scale.','YAML','Chart Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Ingress", "Ingress Controllers", "HAProxy Deployments"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://artifacthub.io/packages/search?ts_query_web=awx&sort=relevance&page=1','artifacthub.io: Helm Charts - AWX','','2024',0,'Helm Charts indexing service for AWX deployments on Kubernetes. While the AWX Operator is the official, Red Hat-endorsed packaging system, third-party and legacy Helm Charts exist to satisfy custom, manifest-driven deployment architectures.','YAML','Helm Chart Catalog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Helm"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://artificialconfidence.com/p/artificial-confidence-the-spec-for','Artificial Confidence: The Spec for the Agent-Native Cloud','A twelve-point spec for what an agent-native cloud actually needs to look like.','2026',4,'A comprehensive twelve-point architectural specification defining the requirements for an ''agent-native'' cloud environment. The article details how modern computing infrastructure must evolve to handle autonomous agent requirements—such as ephemeral micro-sandboxes, persistent state machines, and non-interactive execution pipelines—and compares early implementations by Vercel and Cloudflare.','en','article','Advanced',0,'online','automatic','3297c47240a5ad551519dba6afbd7ab8863188fc2bb51e3f19250136dc9d3d1e',NULL,1.78035229258840489e+09,0,'2026-06-02T00:18:12.588405+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Next-Gen Cloud Infrastructure", "Agentic Systems"]','["EMERGING", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted and heavily discussed architectural specification across platforms like Hacker News and X, detailing infrastructure changes required for agentic workflows.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://artificialconfidence.com/p/artificial-confidence-the-spec-for','Artificial Confidence: The Spec for the Agent-Native Cloud','A twelve-point spec for what an agent-native cloud actually needs to look like.','2026',4,'A comprehensive twelve-point architectural specification defining the requirements for an ''agent-native'' cloud environment. The article details how modern computing infrastructure must evolve to handle autonomous agent requirements—such as ephemeral micro-sandboxes, persistent state machines, and non-interactive execution pipelines—and compares early implementations by Vercel and Cloudflare.','en','article','Advanced',0,'online','automatic','3297c47240a5ad551519dba6afbd7ab8863188fc2bb51e3f19250136dc9d3d1e',NULL,1780352292,0,'2026-06-02T00:18:12.588405+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Next-Gen Cloud Infrastructure", "Agentic Systems"]','["EMERGING", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted and heavily discussed architectural specification across platforms like Hacker News and X, detailing infrastructure changes required for agentic workflows.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://artoftesting.com/sql-queries-for-interview','artoftesting.com: Top 40 SQL Query Interview Questions and Answers for Practice','','2026',0,'A practical SQL query cookbook focusing on technical interview situations. Demonstrates complex nested joins, window analytic functions, indexing patterns, and deduplication queries under high-performance criteria.','None','Interview Q&A','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Database & SQL"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e082062','arun-sisodiya.medium.com: Kyverno — A Kubernetes native policy manager (Policy'' as Code)','','N/A',0,'A curated technical resource and architectural guide covering arun-sisodiya.medium.com: Kyverno — A Kubernetes native policy manager (Policy'' as Code) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902915459212899e+09,0,'2026-05-17T16:45:54.592129+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://asciiflow.com','ASCIIFlow','','2026',0,'ASCIIFlow is a highly practical, browser-based editor used to design clear, text-based ASCII flowcharts and architecture diagrams. 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It is widely valued by software engineers and systems architects for embedding clean diagrams directly into markdown readme files, codebases, and configuration headers. This straightforward design utility simplifies collaborative technical documentation across teams.','TypeScript','Web Tool','Beginner',0,'online','manual','2a7bca173bfbf450a20db316ed20f18c6d034406626db64b202117f226e7b5c3',100.0,1779031122,1,'2026-05-17T17:18:42.246548+02:00',NULL,NULL,NULL,'["Documentation", "Diagramming", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://asdf-vm.com','ASDF 🌟','','2026',5,'An extensible CLI runtime version manager that unifies environment configurations (Node.js, Ruby, Python, Elixir, Go, and more) under a single .tool-versions file. Successfully eliminates environment drift across development machines and CI runners via a robust plugin-driven architecture.','Shell','CLI Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Developer Environment", "Version Management", "Multi-Language Runtimes"]','["[DE FACTO STANDARD]"]','[]','["devops-tools.md", "linux-dev-env.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold','ashishtechmill.com: CI/CD Workflow for Spring Boot Application on Kubernetes'' via Skaffold','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903088642224597e+09,0,'2026-05-17T17:14:46.422246+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder','ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903114886566591e+09,0,'2026-05-17T17:19:08.865666+02:00',NULL,NULL,NULL,'[]','[]','["docs/maven-gradle.md"]','[]','{}','{"duplicate_of": "https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder"}'); -INSERT INTO "resources" VALUES('https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818','asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster','','N/A',0,'A curated technical resource and architectural guide covering asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903258673172807e+09,0,'2026-05-17T17:43:06.731728+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31','asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1)','','N/A',0,'A curated technical resource and architectural guide covering asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903208769657301e+09,0,'2026-05-17T17:34:47.696573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernetes-via-skaffold','ashishtechmill.com: CI/CD Workflow for Spring Boot Application on Kubernetes'' via Skaffold','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030886,0,'2026-05-17T17:14:46.422246+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder','ashishtechmill.com: Demystifying Google Container Tool Jib: Java Image Builder','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779031148,0,'2026-05-17T17:19:08.865666+02:00',NULL,NULL,NULL,'[]','[]','["docs/maven-gradle.md"]','[]','{}','{"duplicate_of": "https://www.ashishtechmill.com/demystifying-google-container-tool-jib-java-image-builder"}'); +INSERT INTO "resources" VALUES('https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-on-local-k8s-cluster-81694c09f818','asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster','','N/A',0,'A curated technical resource and architectural guide covering asishmm.medium.com: Discussion on Horizontal Pod Autoscaler with a demo'' on local k8s cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032586,0,'2026-05-17T17:43:06.731728+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31','asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1)','','N/A',0,'A curated technical resource and architectural guide covering asonisg.medium.com: Multi-tenancy with Kubernetes (Part-1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032087,0,'2026-05-17T17:34:47.696573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code','Stop writing code that will break on Python 4!','','2016',0,'Warns against brittle version check logic (e.g., hardcoded string indexing or strict `sys.version_info[0] == 3`) that would fail when Python 4 releases. Suggests robust check alternatives. This architectural guide remains highly relevant for legacy and enterprise codebase preservation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Compatibility"]','["[LEGACY]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://atareao.es/ubuntu/tuneles-ssh','Túneles SSH','','2021',2,'Practical guide in Spanish focusing on local, remote, and dynamic SSH port forwarding. Clarifies complex traffic redirection patterns to bypass firewall obstacles and secure local development setups.','Spanish','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Tunnels"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://atodorov.me/2020/06/14/comparing-kubernetes-managed-services-across-digital-ocean-scaleway-ovhcloud-and-linode','atodorov.me: Comparing Kubernetes managed services across Digital Ocean, Scaleway, OVHCloud and Linode','','2020',0,'Compares managed Kubernetes offerings from secondary cloud providers: DigitalOcean, Scaleway, OVHCloud, and Linode. It analyzes storage driver speeds, control plane SLA pricing, and API version support. This evaluation helps teams design multi-cloud setups and avoid the cost overhead associated with tier-1 hyperscalers.','None','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Cloud Providers", "Managed Kubernetes Comparison"]','["[COMMUNITY-TOOL]"]','[]','["matrix-table.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://atodorov.me/2021/02/27/why-you-should-take-a-look-at-nomad-before-jumping-on-kubernetes','atodorov.me: Why you should take a look at Nomad before jumping on Kubernetes','','2021',0,'Details why startups and lean organizations should evaluate Nomad prior to adopting Kubernetes. Emphasizes native scheduling of non-containerized, native executables and Windows workloads.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad','atul-agrawal.medium.com: Library vs Service vs Sidecar','','N/A',0,'A curated technical resource and architectural guide covering atul-agrawal.medium.com: Library vs Service vs Sidecar in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224468710088e+09,0,'2026-05-17T17:37:24.687101+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://austingil.com/vs-code-timeline-restores-work-git-cant','austingil.com: VS Code Timeline Restores Lost Work That Git Can’t 🌟','','2021',0,'Highlights VS Code''s Local History/Timeline feature, which functions as an independent tracking database. It enables structural code recovery for uncommitted files even when Git staging lists are purged or reset.','N/A','Article','Beginner',0,'online','manual','868ac83fb8954984fdee276c2d5158b3357255def262941c5ba5eb0433e36419',100.0,1.77903342453994297e+09,1,'2026-05-17T17:57:04.539943+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad','atul-agrawal.medium.com: Library vs Service vs Sidecar','','N/A',0,'A curated technical resource and architectural guide covering atul-agrawal.medium.com: Library vs Service vs Sidecar in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032244,0,'2026-05-17T17:37:24.687101+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://austingil.com/vs-code-timeline-restores-work-git-cant','austingil.com: VS Code Timeline Restores Lost Work That Git Can’t 🌟','','2021',0,'Highlights VS Code''s Local History/Timeline feature, which functions as an independent tracking database. It enables structural code recovery for uncommitted files even when Git staging lists are purged or reset.','N/A','Article','Beginner',0,'online','manual','868ac83fb8954984fdee276c2d5158b3357255def262941c5ba5eb0433e36419',100.0,1779033424,1,'2026-05-17T17:57:04.539943+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://auth0.com/blog/deployment-strategies-in-kubernetes','auth0.com: Deployment Strategies In Kubernetes','','2020',4,'Explores production-grade Kubernetes deployment models. Analyzes rolling update nuances, proxy-level routing switches, and the integration of automated rollback hooks to isolate deployment errors.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Strategies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://auth0.com/blog/java-spring-boot-microservices','auth0.com: Java Microservices with Spring Boot and Spring Cloud','','2021',0,'A detailed tutorial for constructing secure, modular Java microservices using Spring Boot, Spring Cloud, and OAuth2/OIDC. Although service meshes have taken over some Spring Cloud networking logic, these client-side application patterns remain a core standard in 2026 enterprise architectures.','Java','Blog','Intermediate',1,'online','manual','04f846133c521d65f8e98592be2aed41f96ada1fa39783b85d545caa250f4cfa',100.0,1.77902962888052606e+09,1,'2026-05-17T16:53:48.880526+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Spring Cloud"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://auth0.com/blog/java-spring-boot-microservices','auth0.com: Java Microservices with Spring Boot and Spring Cloud','','2021',0,'A detailed tutorial for constructing secure, modular Java microservices using Spring Boot, Spring Cloud, and OAuth2/OIDC. Although service meshes have taken over some Spring Cloud networking logic, these client-side application patterns remain a core standard in 2026 enterprise architectures.','Java','Blog','Intermediate',1,'online','manual','04f846133c521d65f8e98592be2aed41f96ada1fa39783b85d545caa250f4cfa',100.0,1779029628,1,'2026-05-17T16:53:48.880526+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Spring Cloud"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://auth0.com/blog/kubernetes-secrets-management','auth0.com: Shhhh... Kubernetes Secrets Are Not Really Secret!','','2022',0,'Demystifies Kubernetes Secrets by addressing their default unencrypted base64 storage. Synthesizes strategies using cloud-managed KMS envelope systems, HashiCorp Vault integrations, and Secrets Store CSI Drivers.','YAML','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Encryption"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://auth0.com/blog/kubernetes-tutorial-step-by-step-introduction-to-basic-concepts','auth0.com: Kubernetes Tutorial - Step by Step Introduction to Basic Concepts','','2020',3,'A structured, hands-on tutorial guiding users through local cluster deployment using Minikube. Explains crucial developer concepts including cluster networking, Service discovery, and managing persistent application states.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Tutorials", "Deployment Workflow"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://auth0.com/blog/webauthn-and-passkeys-for-java-developers','auth0.com: A Passwordless Future! Passkeys for Java Developers','','2023',0,'A developer-focused guide to building passwordless authentication flows in Java web applications using WebAuthn APIs. Covers credential registration mechanics, client signature verification, and security practices for modern passkeys.','English','Technical Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Management", "Passwordless Authentication"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://auto-api.dev','auto-api.dev','- [github.com/highmobility](https://github.com/highmobility)','2026',3,'A technical portal representing High Mobility''s Auto API initiatives. It outlines structured vehicle telemetry standards and standardized JSON payloads to bridge the gap between automotive hardware and cloud-native application developers.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Automotive", "API Standardization"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://autodotes.com/posts/s90PP9397WYTsAWaRapd','Kubernetes Troubleshooting Guide: Common Pitfalls and Solutions','','2023',0,'A robust troubleshooting guide compiling common pitfalls, anti-patterns, and direct remedies for everyday Kubernetes operation. It spans topics from service networking misconfigurations to persistent volume mounting failures. This resource provides clear checklists to help platform engineers accelerate incident resolution times.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md", "devops.md", "kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://automated-360.com/integration/how-to-perform-code-quality-check-for-selenium-test-automation','==automated-360.com: How to perform Code Quality Check for Selenium Test'' Automation? (SonarQube)==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','570f9690cfa86d602471769cd42587ad65afbb1a0765fbf1145f3ce3ecb0a897',100.0,1.77903443284216403e+09,0,'2026-05-17T18:13:52.842164+02:00',NULL,NULL,NULL,'[]','[]','["docs/test-automation-frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://automated-360.com/integration/how-to-perform-code-quality-check-for-selenium-test-automation','==automated-360.com: How to perform Code Quality Check for Selenium Test'' Automation? (SonarQube)==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','570f9690cfa86d602471769cd42587ad65afbb1a0765fbf1145f3ce3ecb0a897',100.0,1779034432,0,'2026-05-17T18:13:52.842164+02:00',NULL,NULL,NULL,'[]','[]','["docs/test-automation-frameworks.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://automatetheboringstuff.com','automatetheboringstuff.com: Automate the Boring Stuff with Python','','2020',0,'An industry staple for constructing lightweight, robust system automation scripts. Demystifies programmatic file manipulation, web scraping configurations, PDF/Word document handling, and automation of repetitive user interfaces.','Python','Book','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Automation", "Scripting Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationqahub.com/common-cypress-interview-questions','automationqahub.com: The Ultimate List of Cypress Interview Questions','','2022',4,'Investigates Cypress automation framework architecture. Contrasts its in-browser node execution loop against legacy WebDriver protocols, highlighting direct control of application states.','JavaScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "UI Automation", "Cypress"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationqahub.com/how-to-build-playwright-page-object-model','automationqahub.com: How to build a Playwright Page Object Model','','2023',5,'Focuses on implementing the Page Object Model (POM) pattern in Playwright to decouple test cases from raw element selectors and action logic. Demonstrates structuring page objects using TypeScript/JavaScript classes, showing how Playwright''s auto-waiting capabilities drastically simplify clean structural design.','TypeScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Web Automation", "Design Patterns"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}'); @@ -505,28 +505,28 @@ INSERT INTO "resources" VALUES('https://automationreinvented.blogspot.com/search INSERT INTO "resources" VALUES('https://automationscript.com/how-to-read-console-output-in-jenkins-pipeline','automationscript.com: How To Read Jenkins Build Log Console Output','','2021',0,'Guides engineers on programmatic methods to read, parse, and parse Jenkins execution console outputs within pipeline structures. *Curator Insight*: Pipeline execution console logs. *Live Grounding*: Crucial for developers building custom automation loops that rely on upstream build statuses.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Logging & Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://automationscript.com/parallel-execution-in-selenium-using-jenkins','automationscript.com: Parallel Execution In Selenium Using Jenkins','','2022',4,'Details how to configure parallel execution of Selenium test suites on Jenkins nodes to dramatically reduce execution feedback loops. 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-INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/sirredbeard/Awesome-WSL','Awesome WSL','','N/A',0,'A curated technical resource and architectural guide covering Awesome WSL in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903082719071292e+09,0,'2026-05-17T17:13:47.190713+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://awesomeopensource.com/projects/cidr','awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟','','N/A',0,'A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903022841461801e+09,0,'2026-05-17T17:03:48.414618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md", "docs/other-awesome-lists.md"]','["networking.md", "other-awesome-lists.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/William-Yeh/ansible-prometheus','awesomeopensource.com/project/William-Yeh/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779032181,0,'2026-05-17T17:36:21.926364+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets','awesomeopensource.com: Terraform Aws Multi Az Subnets','','N/A',0,'A curated technical resource and architectural guide covering awesomeopensource.com: Terraform Aws Multi Az Subnets in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030352,0,'2026-05-17T17:05:52.669833+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://awesomeopensource.com/project/sirredbeard/Awesome-WSL','Awesome WSL','','N/A',0,'A curated technical resource and architectural guide covering Awesome WSL in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030827,0,'2026-05-17T17:13:47.190713+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://awesomeopensource.com/projects/cidr','awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟','','N/A',0,'A curated technical resource and architectural guide covering awesomeopensource.com: The Top 110 Cidr Open Source Projects on Github 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030228,0,'2026-05-17T17:03:48.414618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md", "docs/other-awesome-lists.md"]','["networking.md", "other-awesome-lists.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html','awesomerank.github.io: janikvonrotz/awesome-powershell','','2026',0,'An automatically ranked rendering of the Awesome PowerShell directory, categorizing contributions by community engagement and updates. It provides engineers with instant visibility into which PowerShell modules are actively maintained versus those that have lapsed into legacy status.','N/A','Website','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Scripts", "PowerShell"]','["[LEGACY]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true, "duplicate_of": "https://github.com/janikvonrotz/awesome-powershell"}'); -INSERT INTO "resources" VALUES('https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d','awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX','','N/A',0,'A curated technical resource and architectural guide covering awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903053848194408e+09,0,'2026-05-17T17:08:58.481944+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://awkwardferny.medium.com/setting-up-distributed-tracing-with-opentelemetry-jaeger-in-kubernetes-ingress-nginx-cfdda7d9441d','awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX','','N/A',0,'A curated technical resource and architectural guide covering awkwardferny.medium.com: Setting up Distributed Tracing in Kubernetes with'' OpenTracing, Jaeger, and Ingress-NGINX in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030538,0,'2026-05-17T17:08:58.481944+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-latency.altaircp.com','Find the fastest region from your location','','2018',0,'An essential community-built utility for testing regional latencies directly from client browsers to AWS data centers. Critical for architects choosing optimal regions for low-latency interactive applications and global disaster recovery architectures.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-observability.github.io/terraform-aws-observability-accelerator','aws-observability.github.io: AWS Observability Accelerator for Terraform 🌟','','2024',0,'The AWS Observability Accelerator is an official collection of production-grade Terraform modules. Quickly configures and installs ADOT, Amazon Managed Service for Prometheus, and Grafana on Amazon EKS clusters.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-observability.github.io/terraform-aws-observability-accelerator/eks/tracing','aws-observability.github.io: Tracing on Amazon EKS','','2024',0,'A specialized sub-section of the AWS Observability Accelerator focusing exclusively on tracing strategies on EKS. Details provisioning of ADOT Collector sidecars, OpenTelemetry APIs, and AWS X-Ray integration frameworks.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws-quickstart.github.io/quickstart-eks-rancher','aws-quickstart.github.io: Rancher on the AWS Cloud. Quick Start Reference Deployment','','2022',0,'Official AWS Quick Start reference guide for standing up Rancher on AWS. This architecture installs Rancher on an Amazon EKS cluster, giving enterprise operations teams a unified interface to govern multiple downstream clusters, enforce unified RBAC models, and manage complex multi-tenant environments.','HCL','Reference','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Rancher Management"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md", "aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com','AWS OpsWorks','','2013',0,'A managed configuration management platform utilizing Chef or Puppet layers. *2026 Engineering Reality*: Now classified as legacy, with standard DevOps workflows adopting AWS Systems Manager (SSM) and Terraform for infrastructure automation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Configuration Management"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','2021',3,'Extends the VM Import/Export service to support the migration of virtual machines using UEFI (Unified Extensible Firmware Interface) bootloader architectures. This standardizes migration pipelines for modern on-premises systems, bypassing tedious BIOS-conversion steps. It enables automated VM transition directly into modern EC2 nitro-based instance types.','English','Service Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "VM Import Export"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/global-infrastructure/innovation/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=951858139','AWS Global Infrastructure Innovation','Explore how AWS designs and builds its global infrastructure to deliver high availability, low latency, and secure cloud services.','2026',4,'An official architectural overview of the AWS Global Infrastructure, highlighting the innovations in server design, custom silicon (Graviton/Trainium/Inferentia), cooling technologies, and networking topology. This page describes how AWS maintains regional isolation and high-availability zones to power mission-critical workloads worldwide. It serves as an essential reference for cloud architects looking to understand physical layer redundancy and infrastructure-level security baselines.','en','documentation','intermediate',0,'online','automatic','de3cea21e06278d53227a3f26c4ab81aed588d2a9d93b79a8918b5ad7f774ac7',NULL,1.78035282864131188e+09,0,'2026-06-02T00:27:08.641312+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Global Infrastructure"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "Official AWS Cloud Infrastructure documentation showcasing hardware innovation and global data center standards.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations','AWS Local Zones locations','','2026',0,'Official matrix detailing geographic distributions and architectural specifications of AWS Local Zones. Designed for low-latency processing, these zones deploy compute, storage, and database services adjacent to major industrial hubs, bridging Edge topologies with core Regions.','N/A','Documentation','Intermediate',0,'online','manual','5d21888d9fa3ce0ad76da7aa0dc95ff42a4fbbdf554692b179caa2b2fd61f466',100.0,1.77902916336549401e+09,1,'2026-05-17T16:46:03.365494+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bbc82c144edf66a97ce1a76d1d4d435cb51f7f8c9e503aef868b88b2a1770d90',64.0,1.77913049498792791e+09,0,'2026-05-18T20:54:54.987928+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin','Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin','','N/A',0,'A curated technical resource and architectural guide covering Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.779031255563905e+09,0,'2026-05-17T17:20:55.563905+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-newfeatures.md"]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support','AWS Schema Conversion Tool now supports PostgreSQL as conversion target','','2016',2,'Curator Insight chronicles the historical release when AWS SCT introduced target support for Amazon RDS PostgreSQL. Live Grounding indicates that this addition laid the groundwork for open-source migrations of commercial PL/SQL and T-SQL. Included for tracing AWS ecosystem historical growth.','English','Release Announcement','Intermediate',0,'online','manual','248608be4c8c7eeb3888e936450726ab9887d5a4b72283c39a8e742c6c1b6ca0',100.0,1.77902936686483788e+09,0,'2026-05-17T16:49:26.864838+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo','AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),'' EU (Frankfurt) and Asia Pacific (Tokyo)','','2016',0,'This release details the regional expansion of AWS Config Rules, enabling continuous compliance auditing and resource monitoring in multiple global zones. 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Designed for low-latency processing, these zones deploy compute, storage, and database services adjacent to major industrial hubs, bridging Edge topologies with core Regions.','N/A','Documentation','Intermediate',0,'online','manual','5d21888d9fa3ce0ad76da7aa0dc95ff42a4fbbdf554692b179caa2b2fd61f466',100.0,1779029163,1,'2026-05-17T16:46:03.365494+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bbc82c144edf66a97ce1a76d1d4d435cb51f7f8c9e503aef868b88b2a1770d90',64.0,1779130494,0,'2026-05-18T20:54:54.987928+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin','Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin','','N/A',0,'A curated technical resource and architectural guide covering Now Add or Modify Request Headers Forwarded From Amazon CloudFront to Origin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1779031255,0,'2026-05-17T17:20:55.563905+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-newfeatures.md"]','["aws-newfeatures.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/01/aws-schema-conversion-tool-postgresql-support','AWS Schema Conversion Tool now supports PostgreSQL as conversion target','','2016',2,'Curator Insight chronicles the historical release when AWS SCT introduced target support for Amazon RDS PostgreSQL. Live Grounding indicates that this addition laid the groundwork for open-source migrations of commercial PL/SQL and T-SQL. Included for tracing AWS ecosystem historical growth.','English','Release Announcement','Intermediate',0,'online','manual','248608be4c8c7eeb3888e936450726ab9887d5a4b72283c39a8e742c6c1b6ca0',100.0,1779029366,0,'2026-05-17T16:49:26.864838+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/04/aws-config-rules-now-available-in-4-new-regions-us-west-oregon-eu-ireland-eu-frankfurt-and-asia-pacific-tokyo','AWS Config Rules now available in 4 new regions: US West (Oregon), EU (Ireland),'' EU (Frankfurt) and Asia Pacific (Tokyo)','','2016',0,'This release details the regional expansion of AWS Config Rules, enabling continuous compliance auditing and resource monitoring in multiple global zones. AWS Config Rules allow operators to evaluate resource configurations against organizational standards and security policies dynamically. This multi-region support is architecturally significant for companies running highly distributed systems that must comply with regional data governance rules.','N/A','Documentation','Intermediate',0,'online','manual','89f116c915b33a2dfe1fe69797042f7d8093aa60c570fe9ac30a0459a4fc07c2',100.0,1779030091,1,'2026-05-17T17:01:31.082268+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compliance & Governance", "AWS Config"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/05/pci-dss-standardized-architecture-on-the-aws-cloud-quick-start-reference-deployment','PCI DSS Standardized Architecture on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Historical release information outlining AWS''s automated Quick Start reference architecture blueprint for PCI DSS Level 1 compliance. Provides pre-built CloudFormation nesting designs designed to construct multi-tier secure enclaves on AWS.','English','Announcement','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/06/learn-aws-security-fundamentals-with-free-and-online-training','Learn AWS Security Fundamentals with Free and Online Training','','2016',0,'Historical training material landing page detailing basic AWS security constructs. Highly useful for onboarding developers to the AWS Shared Responsibility Model, VPC security groups, IAM users, and primitive API auditing.','English','Educational','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/07/build-a-modular-and-scalable-amazon-vpc-architecture-with-new-quick-start','Build a Modular and Scalable Amazon VPC Architecture with New Quick Start','','2016',0,'An archetypal reference detailing modular AWS VPC deployment patterns. Explores multi-AZ layouts, public/private subnets, and NAT Gateway placements. This blueprint remains the structural basis for most automated enterprise VPC templates today.','English','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); @@ -535,9 +535,9 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/aws-elastic-beanstalk-supports-nginx-proxy-server-with-tomcat','AWS Elastic Beanstalk Supports Nginx Proxy Server with Tomcat','','2016',0,'Feature documentation announcing native Nginx reverse proxy configurations sitting in front of Apache Tomcat platforms in Beanstalk. Optimizes delivery of static assets and client routing.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Web Servers"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/08/specifying-the-vpc-for-your-amazon-rds-db-instance','Specifying the VPC for your Amazon RDS DB Instance','','2016',0,'Documents the structural capability to assign Amazon RDS database instances to isolated VPC subnets. Critical for security architecture, establishing clear boundary isolation where databases exist in strictly private subnets separated from public app tiers.','English','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "RDS", "VPC Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-cloudfront-now-supports-http2','Amazon CloudFront now supports HTTP/2','','2016',0,'Announces native HTTP/2 support in CloudFront, highlighting performance gains from request multiplexing and header compression. A major historical milestone for fast content delivery networks, paving the way for modern responsive web applications.','English','documentation','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "CDN", "CloudFront"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms','Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,'' Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS','','N/A',0,'Curator Insight details historical native enhancements to Amazon RDS PostgreSQL, including foundational logical replication capability. Live Grounding notes that this 2016 release unlocked the capability to use RDS PostgreSQL as a source for change-data capture in AWS DMS. Included for tracing the lineage of managed PostgreSQL features.','English','Release Announcement','Intermediate',0,'online','manual','31bda3e6483aaafe43c2133853ce4507fdef86b6b1c93487d35eb1cd0b47a177',100.0,1.77902950734927892e+09,1,'2026-05-17T16:51:47.349279+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Legacy Releases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/amazon-rds-for-postgresql-enhancements-support-for-new-minor-versions-logical-replication-and-amazon-rds-postgresql-as-a-source-for-aws-dms','Amazon RDS for PostgreSQL Enhancements: Support for new minor versions,'' Logical Replication, and Amazon RDS PostgreSQL as a source for AWS DMS','','N/A',0,'Curator Insight details historical native enhancements to Amazon RDS PostgreSQL, including foundational logical replication capability. Live Grounding notes that this 2016 release unlocked the capability to use RDS PostgreSQL as a source for change-data capture in AWS DMS. Included for tracing the lineage of managed PostgreSQL features.','English','Release Announcement','Intermediate',0,'online','manual','31bda3e6483aaafe43c2133853ce4507fdef86b6b1c93487d35eb1cd0b47a177',100.0,1779029507,1,'2026-05-17T16:51:47.349279+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Legacy Releases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/09/nginx-plus-on-the-aws-cloud-quick-start-reference-deployment','NGINX Plus on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'A legacy but highly informative deployment blueprint for configuring high-availability NGINX Plus instances on AWS. Explains load-balancing patterns, session persistence, and active health checks that bridge standard EC2 architectures with NGINX''s enterprise proxy features.','English','documentation','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Reverse Proxy", "NGINX Plus"]','["[LEGACY]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment','Oracle Database on the AWS Cloud: Quick Start Reference Deployment','','N/A',0,'Announcement and reference guide for launching highly available Oracle Database setups on AWS. Provides pre-built CloudFormation architectures mapping storage configurations and licensing models (BYOL).','English','Article','Advanced',0,'online','manual','c98d2e0980588e9621fffa5dcf99d386f8c5ae5aced414d76cc52133241e7ea8',100.0,1.77903035013494801e+09,1,'2026-05-17T17:05:50.134948+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Enterprise Migrations"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2016/10/oracle-database-on-the-aws-cloud-quick-start-reference-deployment','Oracle Database on the AWS Cloud: Quick Start Reference Deployment','','N/A',0,'Announcement and reference guide for launching highly available Oracle Database setups on AWS. Provides pre-built CloudFormation architectures mapping storage configurations and licensing models (BYOL).','English','Article','Advanced',0,'online','manual','c98d2e0980588e9621fffa5dcf99d386f8c5ae5aced414d76cc52133241e7ea8',100.0,1779030350,1,'2026-05-17T17:05:50.134948+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Enterprise Migrations"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2020/06/introducing-aws-cloudformation-guard-preview','Introducing Cloud Formation Guard - a new opensource CLI for infrastructure compliance','- [AWS CloudFormation Guard](https://github.com/aws-cloudformation/cloudformation-guard) Guard offers a policy-as-code domain-specific language (DSL) to write rules and validate JSON- and YAML-formatted data such as CloudFormation Templates, K8s configurations, and Terraform JSON plans/configurations against those rules.','2020',0,'AWS CloudFormation Guard is an open-source policy-as-code evaluation engine designed to inspect JSON, YAML, and HCL configurations. Using a simple domain-specific language, it allows developers to write rules to prevent non-compliant resources from being deployed, integrating easily into CI/CD pipelines.','Rust','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Compliance & Policy"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2020/08/announcing-the-aws-controllers-for-kubernetes-preview','Announcing the AWS Controllers for Kubernetes Preview','','2020',0,'Historical release note for AWS Controllers for Kubernetes (ACK), allowing developers to provision and manage AWS managed services directly using Kubernetes custom resources and controller reconcile loops.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Operator Pattern"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2020/09/amazon-cloudwatch-dashboards-supports-sharing','Amazon CloudWatch Dashboards now supports sharing','','2020',0,'Announces external sharing support for AWS CloudWatch Dashboards, permitting secure read-only console visualizations to key stakeholders outside the immediate AWS organization footprint.','N/A','Announcements','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "CloudWatch", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); @@ -547,7 +547,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/01/new-digital-course-and-lab-aws-cloud-development-kit-cdk-primer','New digital course and lab: AWS Cloud Development Kit (CDK) Primer','','2021',0,'Introduction to the AWS Cloud Development Kit (CDK) framework. Teaches developers how to define cloud infrastructure using familiar programming languages (TypeScript, Python) rather than declarative JSON or YAML, maximizing code reusability and CI/CD integration.','English','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure as Code"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/02/amazon-eks-clusters-support-user-authentication-oidc-compatible-identity-providers','Amazon EKS clusters now support user authentication with OIDC compatible identity providers','','2021',5,'Enables EKS clusters to utilize external OpenID Connect (OIDC) compatible identity providers for user authentication. This decouples Kubernetes RBAC from direct IAM identity mappings, allowing developers to leverage existing SSO solutions like Okta or Keycloak. It simplifies security governance by maintaining enterprise identity standards at the cluster API level.','English','Service Feature','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Kubernetes", "EKS Security"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/03/iam-access-analyzer-supports-over-100-policy-checks-with-actionable-recommendations','aws.amazon.com: IAM Access Analyzer now supports over 100 policy checks with actionable recommendations to help you author secure and functional policies','','2021',0,'Product release notes detailing major updates in AWS IAM Access Analyzer, introducing over 100 automated checks with recommendations to help security teams author secure and functional IAM policies.','English','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3','amazon.com: Introducing Distributed Load Testing v1.3','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','980fa380627c89a8abee0ca56d2280e577eab7cf02eaa046c63b94d13b5a8ac7',100.0,1.77903145570867109e+09,1,'2026-05-17T17:24:15.708671+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3','amazon.com: Introducing Distributed Load Testing v1.3','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','980fa380627c89a8abee0ca56d2280e577eab7cf02eaa046c63b94d13b5a8ac7',100.0,1779031455,1,'2026-05-17T17:24:15.708671+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/06/new-aws-solutions-implementation-tag-tamer','New AWS Solutions Implementation: Tag Tamer','','2021',3,'An open-source, reference-architecture tool designed to manage, govern, and remediate tagging compliance across AWS accounts. Featuring a user-friendly UI, it assists organizations in standardizing metadata for cost allocation, access control, and automation. In production, this mitigates drift in tagging schemas, bringing consistency to multi-account landings.','English','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Resource Tagging", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-ec2-auto-scaling-now-lets-you-control-which-instances-to-terminate-on-scale-in','Amazon EC2 Auto Scaling now lets you control which instances to terminate on scale-in','','2021',4,'Offers precise programmatic control over which EC2 instances are terminated first during an Auto Scaling scale-in event. This replaces generic policies, allowing engineers to retain warm instances, protect long-running tasks, or optimize container host terminations. Architecturally, it increases stability for stateful or queue-consuming workers.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Auto Scaling"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/07/amazon-virtual-private-cloud-vpc-customers-can-assign-ip-prefixes-ec2-instances','Amazon Virtual Private Cloud (VPC) customers can now assign IP prefixes to their EC2 instances','','2021',5,'Identical announcement enabling continuous IP prefixes to be allocated directly to EC2 instances. Architecturally, this bypasses elastic network interface (ENI) private IP limit caps, expanding physical capacity constraints for highly scaled Kubernetes EKS clusters. It simplifies route propagation configurations and scales pod-per-node capacity.','English','Infrastructure Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "VPC Addressing"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); @@ -557,7 +557,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/08/amazon-vpc-resize-prefix-list','Amazon Virtual Private Cloud (VPC) customers can now resize their prefix list','','2021',4,'Introduces the capability to dynamically resize customer-managed prefix lists, allowing cloud engineers to adjust IP range counts without recreating dependent security groups or route tables. This update simplifies network security operations at scale by removing the rigid limits on custom prefix dimensions. Architecturally, it serves as a critical automation capability for large transit gateway deployments.','English','Infrastructure Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Security Groups"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/08/announcing-general-availability-amazon-redshift-cross-account-data-sharing','Announcing General Availability of Amazon Redshift Cross-account Data Sharing','','2021',5,'Allows instant, secure data sharing across different Amazon Redshift clusters and AWS accounts without moving or copying data. It decouples storage from compute, allowing downstream analytic nodes or consumers to run isolated queries against shared data structures in real-time. This drastically optimizes data lake engineering architectures.','English','Service Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Warehouse", "Redshift"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/08/aws-security-hub-adds-18-new-controls-foundational-security-best-practices-standard-8-new-partners-enhanced-cloud-security-posture-monitoring','AWS Security Hub adds 18 new controls to its Foundational Security Best Practices standard and 8 new partners for enhanced cloud security posture monitoring','','2021',4,'Expands AWS Security Hub with 18 automated security checks covering IAM, EC2, and S3, alongside new integrations with third-party partners. This upgrade provides continuous compliance checks aligned with the AWS Foundational Security Best Practices standard. It gives security engineers real-time visibility and a consolidated dashboard for vulnerability posture scoring.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Cloud Security Posture", "Security Hub"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','f5be332f36143c0eae73e97cf951d9f09c3f6d2386bfc21ab4dc44df8ff395f6',84.0,1.77913049496222805e+09,0,'2026-05-18T20:54:54.962228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-newfeatures.md"]','["aws-newfeatures.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','f5be332f36143c0eae73e97cf951d9f09c3f6d2386bfc21ab4dc44df8ff395f6',84.0,1779130494,0,'2026-05-18T20:54:54.962228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-newfeatures.md"]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/09/amazon-ec2-global-view-console-regions','Amazon EC2 now offers Global View on the console to view all resources across regions together','','2021',3,'Offers a centralized dashboard on the EC2 Console to view all running instances, volumes, VPCs, and subnets across all AWS Regions simultaneously. This feature drastically improves operational visibility, allowing engineers to track shadow IT, verify multi-region deployments, and quickly locate orphaned resources. It provides a foundational unified pane for multi-region operations.','English','Service Feature','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Multi-Region Operations"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/09/application-load-balancer-aws-privatelink-static-ip-addresses-network-load-balancer','Application Load Balancer now enables AWS PrivateLink and static IP addresses by direct integration with Network Load Balancer','','2021',5,'Introduces direct, native integration between Application Load Balancers (ALB) and Network Load Balancers (NLB), enabling ALBs to leverage static IP addresses and register with AWS PrivateLink. This native bridge removes the complex AWS Lambda-based IP-sync workarounds. It allows organizations to expose Layer 7 HTTP/HTTPS routing routes securely over private, non-routable VPC endpoints.','English','Infrastructure Feature','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Load Balancing"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/09/aws-site-to-site-vpn-download-configuration-utility','AWS Site-to-Site VPN releases updated Download Configuration utility','','2021',3,'An upgraded utility providing customized configuration templates for a wider variety of Customer Gateway (CGW) devices during hybrid VPN setups. This tool streamlines the deployment of secure IPsec tunnels by providing templated scripts for Cisco, Juniper, Fortinet, and generic routers. It guarantees cryptographic and routing parameter parity between on-prem and AWS.','English','Service Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Hybrid Connectivity"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); @@ -569,7 +569,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2021/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/01/amazon-elastic-file-system-replication','Announcing Amazon Elastic File System Replication','','2022',4,'Launches a native replication solution for EFS, automating the replication of file systems across different AWS Regions or within the same Region. It guarantees point-in-time consistency and helps meet disaster recovery (DR) RPO and RTO compliance goals. This deprecates the need for custom rsync-based replication agents on EC2.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "EFS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/02/general-availability-aws-backup-amazon-s3','Announcing the general availability of AWS Backup for Amazon S3','','2022',5,'Reaches General Availability, providing complete managed backup, restore, and lifecycle orchestration of Amazon S3 data. It supports cross-region, cross-account capabilities, and immutable backup copies using AWS Backup Vault Lock. Architecturally, it streamlines data compliance audits, proving protection policies for petabyte-scale S3 data lakes.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/amazon-cloudwatch-metrics-insights','Introducing Amazon CloudWatch Metrics Insights (General Availability)','','2022',0,'Amazon CloudWatch Metrics Insights is a highly performant SQL-based query engine that allows developers and administrators to analyze system metrics at scale in real-time. It enables querying millions of metrics dynamically, grouping by dimensions, and creating dashboard visualizers to pinpoint anomalous behaviors rapidly across distributed cloud architectures.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Observability", "Metrics"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls','AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services','','2022',4,'Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egress penalties.','English','Technical Article','Intermediate',0,'online','manual','341b31b5e366e39c59f8761601f61a71079243255afe5c16364af43df53431ce',100.0,1779030927.99586,1,'2026-05-17T17:15:27.995860+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Networking Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-data-transfer-price-reduction-privatelink-transit-gateway-client-vpn-services/?nc1=h_ls','AWS Announces Data Transfer Price Reduction for AWS PrivateLink, AWS Transit Gateway, and AWS Client VPN services','','2022',4,'Covers significant network-level price cuts for AWS PrivateLink, Transit Gateway, and Client VPN. Aids enterprise network architects in planning hybrid integrations with fewer concerns over data egress penalties.','English','Technical Article','Intermediate',0,'online','manual','341b31b5e366e39c59f8761601f61a71079243255afe5c16364af43df53431ce',100.0,1779030927,1,'2026-05-17T17:15:27.995860+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Networking Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-shield-application-balancer-automatic-ddos-mitigation','AWS Shield Advanced now supports Application Load Balancer for automatic application layer DDoS mitigation','','2022',0,'AWS Shield Advanced introduced automatic mitigation of application layer (Layer 7) DDoS attacks for Application Load Balancers (ALB). This capability dynamically creates, tests, and deploys AWS WAF rules on behalf of the user to block malicious traffic patterns, reducing manual intervention and minimizing downstream application downtime during sustained attacks.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "DDoS Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/04/aws-single-sign-on-configurable-synchronization-microsoft-active-directory','AWS Single Sign-On launches configurable synchronization for Microsoft Active Directory','','2022',0,'AWS Single Sign-On (now IAM Identity Center) introduced customizable directory synchronization options for Microsoft Active Directory (AD). This feature allows administrators to select specific AD groups and users for propagation into AWS, optimizing synchronization times and preventing clutter in large-scale multi-account environments.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Directory Services"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2022/05/aws-systems-manager-support-port-forwarding-remote-hosts-using-session-manager','aws.amazon.com: AWS Systems Manager announces support for port forwarding to remote hosts using Session Manager','','2022',0,'Curator Insight announces native SSM port-forwarding tunnels directly to database endpoints or remote hosts inside private subnets. Live Grounding confirms this is a standard operational practice in 2026, eliminating the security risks, costs, and management overhead of maintaining traditional jump box/bastion host VMs.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Remote Access", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); @@ -613,23 +613,23 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2024/ INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2024/08/aws-waf-rate-based-rules-lower-rate-limits','AWS WAF enhances rate-based rules to support lower rate limits','','2024',0,'Highlights the critical update reducing AWS WAF rate-based rule limits to protect low-traffic APIs and login endpoints from brute-force attacks. Provides developers with more granular rate-limiting controls to prevent application abuse at the edge.','English','documentation','advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security", "WAF"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/about-aws/whats-new/2026/05/aws-local-zones-region-selector/?sc_channel=sm&sc_campaign=Launch_Campaign&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=f9c69475-df97-4143-8955-acfd0ed7ce10&trk=f9c69475-df97-4143-8955-acfd0ed7ce10&linkId=944784139','AWS Management Console Local Zones in Region Selector','AWS Management Console introduces integrated visibility of opted-in AWS Local Zones directly within the top Region Selector navigation panel.','2026',4,'Curator Insight: Providing centralized edge infrastructure visibility directly in the management console significantly simplifies decentralized application deployment. -Live Grounding: AWS''s latest announcement documents the inclusion of opted-in AWS Local Zones within the Region Selector, enabling operators to quickly navigate, govern, and view low-latency edge resources parented across multiple primary regions.','en','news','Intermediate',0,'online','automatic','5df95d0bac5716c2fecf1dab3e461025bb5ac2d2467ef6029dbff12ec132f82a',NULL,1.78035215826354599e+09,0,'2026-06-02T00:15:58.263546+02:00',NULL,NULL,NULL,'["AWS", "Management Console", "Infrastructure", "Local Zones"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Officially released core feature within the AWS Management Console, supported globally.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/activate','AWS Activate','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2805722d4026971e82ee97b10d3579bc775a364891a4de0644874a1673284651',100.0,1.77903305080716204e+09,0,'2026-05-17T17:50:50.807162+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/startups"}'); +Live Grounding: AWS''s latest announcement documents the inclusion of opted-in AWS Local Zones within the Region Selector, enabling operators to quickly navigate, govern, and view low-latency edge resources parented across multiple primary regions.','en','news','Intermediate',0,'online','automatic','5df95d0bac5716c2fecf1dab3e461025bb5ac2d2467ef6029dbff12ec132f82a',NULL,1780352158,0,'2026-06-02T00:15:58.263546+02:00',NULL,NULL,NULL,'["AWS", "Management Console", "Infrastructure", "Local Zones"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Officially released core feature within the AWS Management Console, supported globally.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/activate','AWS Activate','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2805722d4026971e82ee97b10d3579bc775a364891a4de0644874a1673284651',100.0,1779033050,0,'2026-05-17T17:50:50.807162+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/startups"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/app-mesh','aws.amazon.com/app-mesh','','2022',0,'Live Grounding Synthesis: Built on Envoy as AWS''s managed service mesh, AWS App Mesh was deprecated in late 2024 and fully sunsetted. Platform teams are urged to transition to Amazon ECS Service Connect or Amazon VPC Lattice.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "AWS"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/application-migration-service','AWS Cloud Endure Migration','','2026',0,'Curator Insight maps the evolution of CloudEndure into AWS Application Migration Service (AWS MGN). Live Grounding confirms AWS MGN is the primary enterprise engine for lift-and-shift migrations, maintaining block-level replication of physical, virtual, or cloud-based servers directly to AWS target instances.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Migration", "AWS MGN"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/apprunner','AWS App Runner 🌟','','2026',0,'Curator Insight outlines AWS App Runner as a fully managed container service for rapid web application and API deployment. Live Grounding confirms its position in 2026 as a premier choice for developers wanting to bypass Kubernetes complexity, offering automated load balancing, scaling, and TLS termination directly from source code or ECR.','N/A','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/icons','AWS Architecture Icons','','2024',0,'Official AWS collection containing current vector and raster design components. Indispensable for creating detailed corporate visual documents and modeling secure serverless or container networks.','None','Asset Pack','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936',100.0,1.77903426528379797e+09,0,'2026-05-17T18:11:05.283798+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022343"}, "duplicate_of": "https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bc8ff66fdaeea40c19d94a7d0e1b3a53e2d527ec65b9cc30ac4ee0638f1a936',100.0,1779034265,0,'2026-05-17T18:11:05.283798+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"review_metadata": {"original_url": "https://aws.amazon.com/architecture/serverless/serverless-or-kubernetes", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.022343"}, "duplicate_of": "https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/architecture/this-is-my-architecture','This is My Architecture','','2023',0,'AWS''s premier video and article series showcasing production-grade architectural solutions. Focuses on design tradeoffs, performance strategies, and networking topologies of modern web applications.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Production Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/backup','AWS Backup Service','','2026',5,'The main technical portal for AWS Backup, a fully managed backup hub that centralizes and automates data protection across various AWS services. Live Grounding affirms AWS Backup as the primary enterprise solution for compliance auditing, cross-account security, and centralized backup policies.','English','Service / Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Services", "AWS Backup"]','["[DE FACTO STANDARD]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/big-data','aws.amazon.com/big-data','','2025',4,'Official AWS portal showcasing enterprise managed data services. Covers analytical platform integrations utilizing Amazon EMR, AWS Glue, Athena, and cloud-native Amazon Redshift.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Big Data"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/big-data/data-lake-on-aws','Building a Data Lake on AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4dc880467ded98628b98a8cf69c214a7f49a11a58c783bcfd6e8d75daa8e1126',100.0,1.77903111339679908e+09,0,'2026-05-17T17:18:33.396799+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/big-data/data-lake-on-aws','Building a Data Lake on AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4dc880467ded98628b98a8cf69c214a7f49a11a58c783bcfd6e8d75daa8e1126',100.0,1779031113,0,'2026-05-17T17:18:33.396799+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn','AWS Partner Network (APN) blog','- [Active Directory Single Sign-On (SSO) on AWS with Bitium](https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium) - [How to Deploy a High Availability Web Service on AWS Using Spotinst](https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst)','2025',0,'Curator Insight focuses on architecture walkthroughs, such as deploying high-availability services on AWS using Spotinst (now Spot by NetApp) and configuring Active Directory SSO. Live Grounding validates these blog posts as critical operational blueprints for multi-tenant integrations and cost-optimization strategies in enterprise environments.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Ecosystem", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium','Active Directory Single Sign-On (SSO) on AWS with Bitium','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c1eca590b835adb0d350b1a474f7445dce48e960fe909944c76e9e2a02762908',100.0,1.77903338462590193e+09,1,'2026-05-17T17:56:24.625902+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/active-directory-single-sign-on-sso-on-aws-with-bitium','Active Directory Single Sign-On (SSO) on AWS with Bitium','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c1eca590b835adb0d350b1a474f7445dce48e960fe909944c76e9e2a02762908',100.0,1779033384,1,'2026-05-17T17:56:24.625902+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/centralized-traffic-inspection-with-gateway-load-balancer-on-aws','Centralized Traffic Inspection with Gateway Load Balancer on AWS','','2021',0,'Provides reference architectures for Gateway Load Balancer (GWLB), routing ingress traffic through third-party virtual security appliances (firewalls, IDS/IPS). Employs GENEVE encapsulation to maintain transparent client source IPs across the inspection cluster.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security", "Gateway Load Balancer"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/how-to-build-sparse-ebs-volumes-for-fun-and-easy-snapshotting','How to Build Sparse EBS Volumes for Fun and Easy Snapshotting','','2021',0,'An advanced AWS storage engineering tutorial explaining how to design sparse EBS volumes to facilitate fast, economical block-level backup snapshot loops. This architecture minimizes data transfer overhead and significantly lowers cloud backup costs.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS EBS", "Sparse Snapshots"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst','How to Deploy a High Availability Web Service on AWS Using Spotinst','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','23c1fe0ce3a26b4bc45686956b41c27190477e6533e7914f508f964d655c020f',100.0,1.7790334003460009e+09,1,'2026-05-17T17:56:40.346001+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/how-to-deploy-a-high-availability-web-service-on-aws-using-spotinst','How to Deploy a High Availability Web Service on AWS Using Spotinst','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','23c1fe0ce3a26b4bc45686956b41c27190477e6533e7914f508f964d655c020f',100.0,1779033400,1,'2026-05-17T17:56:40.346001+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/modernize-your-ci-cd-pipeline-using-jenkins-x-with-amazon-eks','Modernize Your CI/CD Pipeline Using Jenkins X with Amazon EKS','','2021',0,'Curator Insight shares an AWS APN blog focusing on modernizing pipelines using Jenkins X with Amazon EKS. Live Grounding clarifies that Jenkins X differs entirely from classic Jenkins, utilizing Tekton, GitOps, and Kubernetes-native configurations under the hood. It acts as an instructional benchmark for organizations moving toward declarative development environments.','N/A','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Cloud Native CI/CD", "Jenkins X", "AWS EKS Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/apn/optimizing-your-kubernetes-clusters-with-rancher-and-amazon-eks','Optimizing Your Kubernetes Clusters with Rancher and Amazon EKS 🌟','','2021',0,'Details the integration of SUSE Rancher with Amazon EKS to simplify multi-cluster operations. Curator Insight notes its focus on centralizing security policies, while Live Grounding highlights its architecture for consolidating hybrid-cloud operations and unified access controls across distributed clusters.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Multi-Cluster Management", "Rancher"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture','AWS Architecture Blog','','2023',0,'The official blog portal showcasing cloud solutions, pattern guides, and engineering strategies written directly by AWS Systems Architects.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Design Blueprints"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); @@ -639,10 +639,10 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/creati INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/creating-a-multi-region-application-with-aws-services-part-2-data-and-replication','Creating a Multi-Region Application with AWS Services – Part 2, Data and Replication','','2023',0,'Part two focuses on database replication, global data consistency, storage syncing protocols, and handling split-brain scenarios in multi-region cloud infrastructures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Multi-Region Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/data-caching-across-microservices-in-a-serverless-architecture','Data Caching Across Microservices in a Serverless Architecture','','2022',0,'Evaluates architectural strategies for distributed caching within serverless applications. It highlights the use of Amazon ElastiCache (Redis) and DynamoDB Accelerator (DAX) to alleviate performance bottlenecks, reduce database round-trips, and maintain low latency in ultra-elastic stateless execution environments.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Caching", "Data Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-i-single-region','Disaster Recovery with AWS Managed Services, Part I: Single Region','','2020',4,'The first installment of an AWS technical series discussing single-region disaster recovery designs using server backups and managed services. Live Grounding points to this as a standard primer for establishing concrete RPO and RTO profiles before attempting multi-region failover configurations.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Architectures", "Single Region"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore','Disaster recovery with AWS managed services, Part 2: Multi-Region/backup'' and restore 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fbbf5eefa0740756aa3fb6ac4b7a1b65e623c9748eee0f63fcf213262305da31',100.0,1.7790341094381721e+09,1,'2026-05-17T18:08:29.438172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-backup.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases','aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases','','2022',4,'Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts.','English','Technical Article','Intermediate',0,'online','manual','ee2c1dc56914def0466e3c0a26d249ba09d32ee97e5e256f15446949ce34e8d9',100.0,1.7790309827502489e+09,1,'2026-05-17T17:16:22.750249+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Database Infrastructure"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore','Disaster recovery with AWS managed services, Part 2: Multi-Region/backup'' and restore 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fbbf5eefa0740756aa3fb6ac4b7a1b65e623c9748eee0f63fcf213262305da31',100.0,1779034109,1,'2026-05-17T18:08:29.438172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-backup.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/exploring-data-transfer-costs-for-aws-managed-databases','aws.amazon.com: Exploring Data Transfer Costs for AWS Managed Databases','','2022',4,'Breaks down inter-zone and multi-region data transfer charges on AWS managed databases. Presents structural models designed to minimize data transfer egress bills within multi-tier application layouts.','English','Technical Article','Intermediate',0,'online','manual','ee2c1dc56914def0466e3c0a26d249ba09d32ee97e5e256f15446949ce34e8d9',100.0,1779030982,1,'2026-05-17T17:16:22.750249+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Database Infrastructure"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-microservices-with-containers','Let’s Architect! Architecting microservices with containers','','2023',0,'A foundational guide for decoupling large legacy applications. Explores container hosting options on ECS and EKS, microservice discovery patterns, and inter-service security standards.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb','Let’s Architect! Architecting with Amazon DynamoDB','','N/A',0,'Curator Insight presents an architectural masterclass on schema design and partitioning in Amazon DynamoDB. Live Grounding verifies the recommendations cover single-table design, global secondary indexes (GSIs), and write-sharding strategies. It is an indispensable guide for engineers building highly scalable, low-latency microservices.','English','Blog Post','Advanced',1,'online','manual','4036de65093065c38bcc71ef81a346dfd707e00f1aef7db2c5f581dd407a6841',100.0,1.77903228984324192e+09,1,'2026-05-17T17:38:09.843242+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/lets-architect-architecting-with-amazon-dynamodb','Let’s Architect! Architecting with Amazon DynamoDB','','N/A',0,'Curator Insight presents an architectural masterclass on schema design and partitioning in Amazon DynamoDB. Live Grounding verifies the recommendations cover single-table design, global secondary indexes (GSIs), and write-sharding strategies. It is an indispensable guide for engineers building highly scalable, low-latency microservices.','English','Blog Post','Advanced',1,'online','manual','4036de65093065c38bcc71ef81a346dfd707e00f1aef7db2c5f581dd407a6841',100.0,1779032289,1,'2026-05-17T17:38:09.843242+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/maintain-visibility-over-the-use-of-cloud-architecture-patterns','Maintain visibility over the use of cloud architecture patterns','','2023',0,'Outlines frameworks and tools to track, map, and enforce specific cloud architecture patterns across decentralized developer teams, helping prevent systemic configuration drift.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "Cloud Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/migrate-resources-between-aws-accounts','Migrate Resources Between AWS Accounts','','2021',4,'An architectural guide analyzing methodologies for transferring AWS resources and database volumes across separate AWS accounts during spin-offs or restructuring. Live Grounding confirms that secure inter-account migration relies on complex IAM resource policies, KMS key sharing, and automated cross-account pipeline tooling.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "Multi-Account Strategy", "AWS Resources"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/migrate-your-applications-to-containers-at-scale','AWS App2Container: Migrate your Applications to Containers at Scale','','2023',0,'Introduces AWS App2Container, a tool that automates the migration of legacy .NET and Java web applications into containerized structures ready for deployment on Amazon ECS or EKS.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Platform Engineering", "Modernization Tools", "Microservice Migration"]','["[LEGACY]"]','[]','["aws-architecture.md"]','{}','{}'); @@ -655,11 +655,11 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/overvi INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/reduce-cost-and-increase-security-with-amazon-vpc-endpoints','Reduce Cost and Increase Security with Amazon VPC Endpoints','','2020',0,'Highlights the architectural and fiscal benefits of adopting VPC Endpoints (Interface and Gateway types). Contrasts expensive NAT Gateway data processing charges with direct private connectivity to AWS services like S3 and DynamoDB, dramatically reducing costs.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "VPC Endpoints"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/use-templated-answers-to-perform-well-architected-reviews-at-scale','AWS Architecture Blog: Use templated answers to perform Well-Architected reviews at scale','','2021',0,'Technical review detailing templated governance answers to scale AWS Well-Architected reviews. Offers architects a mechanism to automate and standardise security compliance reviews across decentralized environments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/verify-the-resilience-of-your-workloads-using-chaos-engineering','aws.amazon.com: Verify the resilience of your workloads using Chaos Engineering','','2021',0,'An enterprise guide from AWS demonstrating resilience validation of distributed workloads using chaos principles. Maps failure injection patterns to the AWS Well-Architected Framework, emphasizing targeted, automated disruption sequences that verify high-availability topologies and recovery mechanisms.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads','AWS Architecture Blog: What to Consider when Selecting a Region for your'' Workloads','','2026',0,'Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling.','N/A','Blog Post','Advanced',0,'online','manual','e2e1a058ff39c8fb2ad279a521b1bcafe45f5f283353c19cfb21a2b175175e99',100.0,1.77903194503851199e+09,1,'2026-05-17T17:32:25.038512+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','2020',0,'Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources.','Markdown','Article','Intermediate',0,'online','manual','87c01b4ef0510f3d392aec79c2b8713a84062d57023f50c73582fd9c7b5ba7ab',100.0,1.77913049501652097e+09,1,'2026-05-18T20:54:55.016521+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','2021',0,'A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports (CUR), Cost Explorer datasets, and billing systems, designed to help financial engineers evaluate raw operational metrics.','Markdown','Documentation','Intermediate',0,'online','manual','2a41346741bf661ab05a96cac6f893592a140a73d9ac22ce5068110e24b26687',100.0,1.77913049493509602e+09,1,'2026-05-18T20:54:54.935096+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','05d62463bee06c61fed73bbfa682bee63e213d7ba57dabbd21d7a147ad3b443c',100.0,1.77903217774935793e+09,0,'2026-05-17T17:36:17.749358+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','501f66282bea10ecfdd9f54550373f6b23ed51af8427e2d589909bbaf6edd0fc',100.0,1.77903013262978291e+09,0,'2026-05-17T17:02:12.629783+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/architecture/what-to-consider-when-selecting-a-region-for-your-workloads','AWS Architecture Blog: What to Consider when Selecting a Region for your'' Workloads','','2026',0,'Core architectural guidance for choosing geographic AWS regions for enterprise workloads. It details standard evaluation criteria including strict data residency mandates, latency budgets relative to end-users, service availability disparities, and cost profiling.','N/A','Blog Post','Advanced',0,'online','manual','e2e1a058ff39c8fb2ad279a521b1bcafe45f5f283353c19cfb21a2b175175e99',100.0,1779031945,1,'2026-05-17T17:32:25.038512+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','2020',0,'Introduces AWS Cost Anomaly Detection, which applies machine learning algorithms to proactively flag unexpected spending patterns, alerting teams via Slack or SNS before runaway processes drain resources.','Markdown','Article','Intermediate',0,'online','manual','87c01b4ef0510f3d392aec79c2b8713a84062d57023f50c73582fd9c7b5ba7ab',100.0,1779130495,1,'2026-05-18T20:54:55.016521+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','2021',0,'A comprehensive analytical cheat sheet parsing AWS Cost and Usage Reports (CUR), Cost Explorer datasets, and billing systems, designed to help financial engineers evaluate raw operational metrics.','Markdown','Documentation','Intermediate',0,'online','manual','2a41346741bf661ab05a96cac6f893592a140a73d9ac22ce5068110e24b26687',100.0,1779130494,1,'2026-05-18T20:54:54.935096+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "FinOps"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/announcing-general-availability-of-aws-cost-anomaly-detection','Announcing General Availability of AWS Cost Anomaly Detection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','05d62463bee06c61fed73bbfa682bee63e213d7ba57dabbd21d7a147ad3b443c',100.0,1779032177,0,'2026-05-17T17:36:17.749358+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/announcing-general-availability-of-aws-cost-anomaly-detection"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws-cost-management/understanding-your-aws-cost-datasets-a-cheat-sheet','Understanding your AWS Cost Datasets: A Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','501f66282bea10ecfdd9f54550373f6b23ed51af8427e2d589909bbaf6edd0fc',100.0,1779030132,0,'2026-05-17T17:02:12.629783+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws-cloud-financial-management/understanding-your-aws-cost-datasets-a-cheat-sheet"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-eks-anywhere-now-generally-available-to-create-and-manage-kubernetes-clusters-on-premises','aws.amazon.com: Amazon EKS Anywhere – Now Generally Available to Create and Manage Kubernetes Clusters on Premises','','2021',0,'Launches EKS Anywhere into general availability, introducing key hybrid cloud deployment architectures. Examines how on-premises teams can leverage automated OS patching, tooling uniformity, and professional AWS support channels.','N/A','Feature Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "On-Premises Launch"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-eks-now-supports-ec2-inf1-instances','Amazon EKS Now Supports EC2 Inf1 Instances','','2020',0,'Product release covering EKS node compatibility with AWS Inferentia (Inf1) instances, enabling highly efficient, GPU-optimized hardware accelerations for deep learning and machine learning workloads on Kubernetes.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Machine Learning"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-elastic-file-system-production-ready-in-three-regions','EFS Elastic File System','','2016',0,'Highlights the initial production availability of Amazon Elastic File System (EFS), delivering a fully-managed, highly available NFSv4-compliant file system. By decoupling capacity planning from provisioning, EFS dynamically scales storage up or down as files are written or deleted, presenting a highly scalable shared filesystem interface suitable for distributed application architectures.','Agnostic','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "AWS EFS"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); @@ -667,45 +667,45 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-elastic- INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-inspector-automated-security-assessment-service','Amazon Inspector – Automated Security Assessment Service','','2015',4,'Architectural overview of Amazon Inspector, an automated vulnerability management service. Details continuous software vulnerability assessments on EC2 instances, ECR container layers, and serverless runtimes.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-managed-grafana-is-now-generally-available-with-many-new-features','Amazon Managed Grafana Is Now Generally Available with Many New Features','','2021',0,'Amazon Managed Grafana (AMG) is a fully managed service that simplifies the deployment, operation, and scaling of Grafana dashboards across diverse data sources. It natively integrates with AWS security and IAM systems, offering high-availability visualization of metrics, logs, and traces without administrative overhead.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Observability", "Managed Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-managed-service-for-prometheus-is-now-generally-available-with-alert-manager-and-ruler','aws.amazon.com: Amazon Managed Service for Prometheus Is Now Generally Available with Alert Manager and Ruler','','2021',5,'Reaches General Availability, adding key enterprise capabilities such as Alert Manager and Ruler. Users can define native Prometheus alerting rules and route alerts to downstream incident response hubs like PagerDuty or AWS SNS. It reinforces the managed monitoring story by guaranteeing security, high availability, and out-of-the-box multi-region reliability.','English','Service','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Managed Container Monitoring"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication','Amazon RDS for SQL Server – Support for Windows Authentication','','N/A',0,'Explains integration patterns between Amazon RDS for SQL Server and AWS Directory Service (Active Directory). Enables Windows-based enterprise authentication profiles directly inside cloud-hosted relational DBs.','English','Article','Advanced',0,'online','manual','6b7b5b462fab5dca1da6764b3f801172c8a06ac63738c8d8d40834c143b2c886',100.0,1779032817.54121,1,'2026-05-17T17:46:57.541210+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster','New Amazon RDS for MySQL & PostgreSQL Multi-AZ Deployment Option: Improved'' Write Performance & Faster Failover','','N/A',0,'Curator Insight highlights the introduction of Amazon RDS Multi-AZ DB clusters designed with two readable standbys and transaction log replication. Live Grounding demonstrates write performance improvements of up to 2x alongside faster failover times (typically under 35 seconds). This architecture mitigates standard single-standby replication latency bottlenecks.','English','Blog Post','Advanced',0,'online','manual','30c3971c3a11fd952abd981421eb75fbf62d48f4efbaedf3b76bff8886760793',100.0,1.77903410947970509e+09,1,'2026-05-17T18:08:29.479705+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "High Availability"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-rds-for-sql-server-support-for-windows-authentication','Amazon RDS for SQL Server – Support for Windows Authentication','','N/A',0,'Explains integration patterns between Amazon RDS for SQL Server and AWS Directory Service (Active Directory). Enables Windows-based enterprise authentication profiles directly inside cloud-hosted relational DBs.','English','Article','Advanced',0,'online','manual','6b7b5b462fab5dca1da6764b3f801172c8a06ac63738c8d8d40834c143b2c886',100.0,1779032817,1,'2026-05-17T17:46:57.541210+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-rds-multi-az-db-cluster','New Amazon RDS for MySQL & PostgreSQL Multi-AZ Deployment Option: Improved'' Write Performance & Faster Failover','','N/A',0,'Curator Insight highlights the introduction of Amazon RDS Multi-AZ DB clusters designed with two readable standbys and transaction log replication. Live Grounding demonstrates write performance improvements of up to 2x alongside faster failover times (typically under 35 seconds). This architecture mitigates standard single-standby replication latency bottlenecks.','English','Blog Post','Advanced',0,'online','manual','30c3971c3a11fd952abd981421eb75fbf62d48f4efbaedf3b76bff8886760793',100.0,1779034109,1,'2026-05-17T18:08:29.479705+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "High Availability"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-workmail-now-generally-available','Amazon WorkMail – Now Generally Available','','2016',4,'General availability announcement of Amazon WorkMail. Introduces an enterprise-grade cloud email and calendar service featuring strict security keys and existing corporate directory sync capabilities.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Business Applications"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/amazon-workspaces-introduces-ubuntu-desktops','Amazon WorkSpaces Introduces Ubuntu Desktops','','2022',0,'Amazon WorkSpaces extended its managed Virtual Desktop Infrastructure (VDI) to offer Ubuntu Desktop environments. Intended primarily for developers, data scientists, and engineers, this addition provides a secure, cloud-hosted Linux workspace preconfigured with developer utilities and standardized enterprise authentication.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtualization", "VDI"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service and Supports OpenSearch 1.0','','2021',0,'Documents the cloud service rebranding from Amazon Elasticsearch Service to Amazon OpenSearch Service. Highlights migration features, built-in security enhancements, and seamless rolling upgrades from Elasticsearch 7.10 cluster versions.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "OpenSearch"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/announcing-aws-cloud-control-api','AWS Cloud Control API, a Uniform API to Access AWS & Third-Party Services','','2021',0,'Official blog introduction announcing the Cloud Control API. Discusses how standardization simplifies life for infrastructure-as-code creators (e.g., Terraform, Pulumi) by delivering instant support for new cloud capabilities.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/announcing-aws-kms-external-key-store-xks','Announcing AWS KMS External Key Store (XKS)','','2022',0,'AWS KMS External Key Store (XKS) allows customers to secure cloud-stored data using keys held on hardware security modules (HSMs) outside of AWS. This architectural integration helps enterprises satisfy strict digital sovereignty and regulatory constraints.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "Key Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-application-discovery-service-update-agentless-discovery-for-vmware','AWS Application Discovery Service Update – Agentless Discovery for VMware','','2016',0,'AWS announcement showing how Application Discovery Service interfaces directly with VMware vCenter environments. Avoids OS agent dependencies to quickly construct VM topology maps.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Cloud Migration"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available','AWS Cloud Adoption Framework (CAF) 3.0 is Now Available','','2021',0,'The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap for enterprises migrating workloads to the cloud. Focusing on six foundational perspective areas—Business, People, Governance, Platform, Security, and Operations—this framework incorporates modern cloud-native architectural patterns. It serves as an essential organizational blueprint for accelerating digital transformation while minimizing systemic risk.','N/A','Framework','Intermediate',0,'online','manual','95c42989a1fc7009efa2372aeb51f2a7bc8329b3783c6d23b11c13eb1ac7d9c6',100.0,1.77903210024040508e+09,1,'2026-05-17T17:35:00.240405+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Architecture & Strategy", "Cloud Adoption Framework"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-cloud-adoption-framework-caf-3-0-is-now-available','AWS Cloud Adoption Framework (CAF) 3.0 is Now Available','','2021',0,'The AWS Cloud Adoption Framework (CAF) 3.0 provides a strategic roadmap for enterprises migrating workloads to the cloud. Focusing on six foundational perspective areas—Business, People, Governance, Platform, Security, and Operations—this framework incorporates modern cloud-native architectural patterns. It serves as an essential organizational blueprint for accelerating digital transformation while minimizing systemic risk.','N/A','Framework','Intermediate',0,'online','manual','95c42989a1fc7009efa2372aeb51f2a7bc8329b3783c6d23b11c13eb1ac7d9c6',100.0,1779032100,1,'2026-05-17T17:35:00.240405+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Architecture & Strategy", "Cloud Adoption Framework"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-config-rules-dynamic-compliance-checking-for-cloud-resources','AWS Config Rules – Dynamic Compliance Checking for Cloud Resources','','2015',4,'Introduction to AWS Config Rules for dynamic resource auditing. Outlines custom Lambda-backed compliance checks, automated change detection, and state verification rules across multi-account structures.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Governance"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-cost-explorer-update-access-to-ec2-usage-data','AWS Cost Explorer Update – Access to EC2 Usage Data','','2015',0,'Analyzes early programmatic access to granular EC2 metrics inside Cost Explorer. Provides foundational methodologies for early-stage cloud-native resource optimization and FinOps planning.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "FinOps", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-database-migration-service','AWS Database Migration Service','','N/A',0,'Curator Insight introduces AWS Database Migration Service (DMS) as a flexible solution for database consolidation and migration. Live Grounding verifies its operational stability for continuous change data capture (CDC) and schema translation with minimal downtime. It remains a crucial component for large-scale legacy-to-cloud modernization programs.','English','Blog Post','Advanced',0,'online','manual','bcf7f74fbfbfcf0af023fe7a42c99081ccbc42ad7fe6e4016670751239dcf8f8',100.0,1.77903223205072402e+09,1,'2026-05-17T17:37:12.050724+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Data Replication"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-database-migration-service','AWS Database Migration Service','','N/A',0,'Curator Insight introduces AWS Database Migration Service (DMS) as a flexible solution for database consolidation and migration. Live Grounding verifies its operational stability for continuous change data capture (CDC) and schema translation with minimal downtime. It remains a crucial component for large-scale legacy-to-cloud modernization programs.','English','Blog Post','Advanced',0,'online','manual','bcf7f74fbfbfcf0af023fe7a42c99081ccbc42ad7fe6e4016670751239dcf8f8',100.0,1779032232,1,'2026-05-17T17:37:12.050724+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Data Replication"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-iot-cloud-services-for-connected-devices','AWS IoT – Cloud Services for Connected Devices','','2015',4,'Core introduction of AWS IoT architecture. Details high-throughput MQTT broker brokers, secure device shadow states, rules engines, and telemetry stream mapping to AWS analytics components.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Internet of Things"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-lambda-now-supports-up-to-10-gb-ephemeral-storage','AWS Lambda Now Supports Up to 10 GB Ephemeral Storage','','2022',0,'AWS Lambda''s configuration options permit allocating up to 10 GB of ephemeral /tmp storage, up from the previous 512 MB limit. This architectural enhancement enables serverless executions to process larger datasets, run machine learning inference, and perform intensive ETL operations directly within memory-backed local storage, significantly expanding the viability of serverless data pipelines.','None','Cloud Service','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Serverless", "Compute"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-lambda-update-python-vpc-increased-function-duration-scheduling-and-more','AWS Lambda Update – Python, VPC, Increased Function Duration, Scheduling, and More','','2015',5,'Strategic release notes highlighting early serverless evolutions: introducing Python runtime environments, VPC integration paths, dynamic event scheduling, and longer execution timeout periods.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Serverless"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-mobile-hub-build-test-and-monitor-mobile-applications','AWS Mobile Hub – Build, Test, and Monitor Mobile Applications','','2015',2,'Historic product announcement for AWS Mobile Hub, the predecessor tool used for configuring client-side storage, compute, and cognito authentication (superseded entirely by AWS Amplify).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Mobile Development"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community','AWS re:Post – A Reimagined Q&A Experience for the AWS Community','','2021',0,'AWS re:Post replaces legacy AWS Forums with an interactive, community-driven Q&A platform to accelerate technical troubleshooting and knowledge sharing. Featuring gamified reputation models and expert moderation, it offers verified answers on complex architectural questions. It serves as a vital knowledge repository for builders aiming to resolve configuration anomalies and adopt best-practice designs.','N/A','Platform','Beginner',0,'online','manual','f77f66c941e5464f4613e14f8bd4cbe0ecfb0239c83949043ec6970f61150e3e',100.0,1.77903361204991507e+09,1,'2026-05-17T18:00:12.049915+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Community & Support", "AWS re:Post"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-repost-a-reimagined-qa-experience-for-the-aws-community','AWS re:Post – A Reimagined Q&A Experience for the AWS Community','','2021',0,'AWS re:Post replaces legacy AWS Forums with an interactive, community-driven Q&A platform to accelerate technical troubleshooting and knowledge sharing. Featuring gamified reputation models and expert moderation, it offers verified answers on complex architectural questions. It serves as a vital knowledge repository for builders aiming to resolve configuration anomalies and adopt best-practice designs.','N/A','Platform','Beginner',0,'online','manual','f77f66c941e5464f4613e14f8bd4cbe0ecfb0239c83949043ec6970f61150e3e',100.0,1779033612,1,'2026-05-17T18:00:12.049915+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Community & Support", "AWS re:Post"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-local-zones-in-istanbul-open-source-extenddb-kiro-web-and-more-may-25-2026','AWS Weekly Roundup: AWS Local Zones in Istanbul, open-source ExtendDB, Kiro Web, and more (May 25, 2026)','This weekly roundup features a new Local Zone in Istanbul, Security Hub Extended partner integrations, SageMaker AI OpenAI-compatibility, and the ExtendDB adapter.','2026',4,'This weekly digest details critical infrastructural and developer tool updates across the AWS ecosystem. Key announcements include: - The general availability of the Istanbul, Türkiye Local Zone (eu-central-1-ist-1a) supporting low-latency and strict data-residency requirements. - The open-source ExtendDB adapter, which translates DynamoDB API calls onto alternative data backends. -- Kiro Web, an AI-native browser-based IDE engineered for streamlining cloud-native serverless workflows.','en','Article','Intermediate',0,'online','automatic','18fd3c72641dd78e08955820f99dee4cbd5f181b4b3ac93e2904fb54b0407507',NULL,1.78035303742139101e+09,0,'2026-06-02T00:30:37.421391+02:00',NULL,NULL,NULL,'["AWS Cloud", "Infrastructure and Global Expansion", "Weekly Roundups"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Official AWS weekly summary highlighting major developer tools and geographical expansions.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2024/06/10/AWS-WIR-default-1.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); +- Kiro Web, an AI-native browser-based IDE engineered for streamlining cloud-native serverless workflows.','en','Article','Intermediate',0,'online','automatic','18fd3c72641dd78e08955820f99dee4cbd5f181b4b3ac93e2904fb54b0407507',NULL,1780353037,0,'2026-06-02T00:30:37.421391+02:00',NULL,NULL,NULL,'["AWS Cloud", "Infrastructure and Global Expansion", "Weekly Roundups"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Official AWS weekly summary highlighting major developer tools and geographical expansions.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2024/06/10/AWS-WIR-default-1.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-weekly-roundup-aws-transform-at-1-year-claude-platform-on-aws-ec2-m3-ultra-mac-instances-and-more-may-18-2026','AWS Weekly Roundup: AWS Transform at 1 year, Claude Platform on AWS, EC2 M3 Ultra Mac instances, and more (May 18, 2026)','A roundup celebrating AWS Transform''s 1-year anniversary, the GA of Claude Platform on AWS, EC2 M3 Ultra Mac instances, and Bedrock Advanced Prompt Optimization.','2026',4,'This weekly roundup celebrates the first anniversary of AWS Transform''s agentic migration services while introducing high-performance compute and model optimization features. Key additions include: - The general availability of the Claude Platform on AWS, offering native, direct account access to Anthropic''s models. - EC2 M3 Ultra Mac instances, delivering massive 28-core CPUs and 256GB unified memory for Apple-focused CI/CD pipelines. -- Amazon Bedrock''s Advanced Prompt Optimization, which automates prompt refinement while comparing outputs across up to five models simultaneously.','en','Article','Intermediate',0,'online','automatic','59cc00f00040f8e4461d120a0bb77026023da85224a9f05b7127b356a5386e68',NULL,1.78035303742140102e+09,0,'2026-06-02T00:30:37.421401+02:00',NULL,NULL,NULL,'["AWS Cloud", "Weekly Roundups", "Hardware and AI Milestones"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Official AWS weekly update showcasing foundational computing hardware and partner AI platforms.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2023/08/13/AWS-WIR-default.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-8-on-aws-aurora-mysql-with-kiro-powers-and-more-june-1-2026','AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers, and more (June 1, 2026)','This AWS roundup features the launch of Anthropic''s Claude Opus 4.8 on Amazon Bedrock, the next-generation AWS Resilience Hub with automatic DNS dependency mapping, and Aurora MySQL with Kiro Powers.','2026',4,'The June 1, 2026 AWS roundup highlights major infrastructure and generative AI updates, led by the general availability of Anthropic''s Claude Opus 4.8 on Amazon Bedrock for advanced agentic coding and reasoning workloads. Additionally, AWS launched the next generation of the AWS Resilience Hub, introducing modular resilience policies, generative AI-powered Well-Architected assessments, and automatic network dependency discovery through passive DNS query log analysis. This issue also details new capabilities for Amazon Aurora MySQL integrated with Kiro CLI orchestration.','en','article','Intermediate',0,'online','automatic','a1488a031dd91458f7ef23aeb12a4b1f19d80f358fa3aa90b1e5bdc971066a8a',NULL,1.78035305202451896e+09,0,'2026-06-02T00:30:52.024519+02:00',NULL,NULL,NULL,'["Cloud Infrastructure > AWS > Service Updates and Launches"]','["GUIDE"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2024/06/10/AWS-WIR-default-1.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "N/A"}'); +- Amazon Bedrock''s Advanced Prompt Optimization, which automates prompt refinement while comparing outputs across up to five models simultaneously.','en','Article','Intermediate',0,'online','automatic','59cc00f00040f8e4461d120a0bb77026023da85224a9f05b7127b356a5386e68',NULL,1780353037,0,'2026-06-02T00:30:37.421401+02:00',NULL,NULL,NULL,'["AWS Cloud", "Weekly Roundups", "Hardware and AI Milestones"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Official AWS weekly update showcasing foundational computing hardware and partner AI platforms.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2023/08/13/AWS-WIR-default.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/aws-weekly-roundup-claude-opus-4-8-on-aws-aurora-mysql-with-kiro-powers-and-more-june-1-2026','AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers, and more (June 1, 2026)','This AWS roundup features the launch of Anthropic''s Claude Opus 4.8 on Amazon Bedrock, the next-generation AWS Resilience Hub with automatic DNS dependency mapping, and Aurora MySQL with Kiro Powers.','2026',4,'The June 1, 2026 AWS roundup highlights major infrastructure and generative AI updates, led by the general availability of Anthropic''s Claude Opus 4.8 on Amazon Bedrock for advanced agentic coding and reasoning workloads. Additionally, AWS launched the next generation of the AWS Resilience Hub, introducing modular resilience policies, generative AI-powered Well-Architected assessments, and automatic network dependency discovery through passive DNS query log analysis. This issue also details new capabilities for Amazon Aurora MySQL integrated with Kiro CLI orchestration.','en','article','Intermediate',0,'online','automatic','a1488a031dd91458f7ef23aeb12a4b1f19d80f358fa3aa90b1e5bdc971066a8a',NULL,1780353052,0,'2026-06-02T00:30:52.024519+02:00',NULL,NULL,NULL,'["Cloud Infrastructure > AWS > Service Updates and Launches"]','["GUIDE"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2024/06/10/AWS-WIR-default-1.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/cloudwatch-dashboards-create-use-customized-metrics-views','CloudWatch Dashboards – Create & Use Customized Metrics Views','','2015',5,'Reference guide detailing custom Amazon CloudWatch Dashboards. Covers metric ingestion, multi-widget graphing configurations, and consolidated cross-region resource alerting models.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Monitoring"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/coming-soon-ec2-dedicated-hosts','Coming Soon – EC2 Dedicated Hosts','','2015',4,'Details Amazon EC2 Dedicated Hosts, designed to address strict enterprise compliance, hardware isolation requirements, and fine-grained socket-level BYOL software licensing limits.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','2026',0,'Examines the GA release of AWS Console-to-Code. This utility records visual, interactive browser actions within the AWS Console and programmatically translates them into clean, reusable Infrastructure-as-Code (IaC) formats, such as AWS CDK and CloudFormation, using generative AI models.','English','Blog','Advanced',0,'online','manual','ff5d774c7f09c383bef873d3abf9dca2f4a7ffc47882a53e5305eed58ecd0e71',100.0,1.77913049494433307e+09,1,'2026-05-18T20:54:54.944333+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS CLI"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','2026',0,'Examines the GA release of AWS Console-to-Code. This utility records visual, interactive browser actions within the AWS Console and programmatically translates them into clean, reusable Infrastructure-as-Code (IaC) formats, such as AWS CDK and CloudFormation, using generative AI models.','English','Blog','Advanced',0,'online','manual','ff5d774c7f09c383bef873d3abf9dca2f4a7ffc47882a53e5305eed58ecd0e71',100.0,1779130494,1,'2026-05-18T20:54:54.944333+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS CLI"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/easily-manage-security-group-rules-with-the-new-security-group-rule-id','Easily Manage Security Group Rules with the New Security Group Rule ID','','2021',5,'Introduces a unique identifier for each security group rule (sgr-xxxxxxxx), making rules individually addressable via API, CLI, or IaC. This drastically improves the management of firewall exceptions, allowing developers to target, modify, or audit precise rules without referencing the complete rule block list. It prevents race conditions and conflicts in IaC pipelines like Terraform.','English','Infrastructure Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Security Groups"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/ec2-classic-is-retiring-heres-how-to-prepare','EC2-Classic Networking is Retiring – Here’s How to Prepare','','2021',4,'Migration guidelines and operational playbooks assisting AWS accounts in transitioning off legacy EC2-Classic networks onto modern Amazon VPC resources. The blueprint outlines migration tools (ClassicLink) and technical paths to reconstruct security policies, network routing, and host configurations within dedicated VPC perimeters.','English','Migration Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Deprecations"]','["[ENTERPRISE-STABLE]", "[GUIDE]", "[LEGACY]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/ec2-container-service-update-container-registry-ecs-cli-az-aware-scheduling-and-more','EC2 Container Service Update – Container Registry, ECS CLI, AZ-Aware Scheduling, and More','','2015',4,'Milestone feature updates outlining the inception of Amazon Elastic Container Registry (ECR), native ECS CLI utilities, and multi-AZ application container scheduler integrations.','None','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Orchestration"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/eks-price-reduction','Amazon EKS Price Reduction','','2020',0,'Official AWS announcement lowering the baseline cost of managing the EKS control plane. Outlines operational cost structures for running enterprise Kubernetes topologies at scale.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/elastic-network-adapter-high-performance-network-interface-for-amazon-ec2','Elastic Network Adapter','','2016',0,'Analyzes the high-performance ENA interface designed for AWS EC2 instances. Live architectures rely heavily on ENA for low-latency network performance and SR-IOV-enabled network virtualization up to 100 Gbps. Crucial for understanding network throughput bottlenecks in heavy database and distributed systems workloads.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EC2 Networking", "ENA"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock','Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock','AWS announces the general availability of OpenAI''s GPT-5.5, GPT-5.4, and Codex models on Amazon Bedrock, providing developers with unified governance and a secure Responses API endpoint.','2026',4,'AWS has announced the general availability of OpenAI''s GPT-5.5, GPT-5.4, and Codex models on Amazon Bedrock, ending Microsoft''s exclusive cloud hosting agreement for these frontier models. Developers can now programmatically access these models through a high-performance, security-hardened Responses API compatible with the standard OpenAI SDK. By deploying Codex—OpenAI''s advanced coding agent—inside Amazon Bedrock, enterprises can execute multi-turn, long-horizon developer workflows while strictly preserving local data residency and unified IAM compliance controls.','en','article','Intermediate',0,'online','automatic','9183ad307c1ec4a839d8da9b52265bd551f730d645732a19fbe2346fd098925a',NULL,1.78035305202450895e+09,0,'2026-06-02T00:30:52.024509+02:00',NULL,NULL,NULL,'["Cloud Infrastructure > AWS > Generative AI Managed Services"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/24/News-Blog-Featured-Images-25-2.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/get-started-with-openai-gpt-5-5-gpt-5-4-models-and-codex-on-amazon-bedrock','Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock','AWS announces the general availability of OpenAI''s GPT-5.5, GPT-5.4, and Codex models on Amazon Bedrock, providing developers with unified governance and a secure Responses API endpoint.','2026',4,'AWS has announced the general availability of OpenAI''s GPT-5.5, GPT-5.4, and Codex models on Amazon Bedrock, ending Microsoft''s exclusive cloud hosting agreement for these frontier models. Developers can now programmatically access these models through a high-performance, security-hardened Responses API compatible with the standard OpenAI SDK. By deploying Codex—OpenAI''s advanced coding agent—inside Amazon Bedrock, enterprises can execute multi-turn, long-horizon developer workflows while strictly preserving local data residency and unified IAM compliance controls.','en','article','Intermediate',0,'online','automatic','9183ad307c1ec4a839d8da9b52265bd551f730d645732a19fbe2346fd098925a',NULL,1780353052,0,'2026-06-02T00:30:52.024509+02:00',NULL,NULL,NULL,'["Cloud Infrastructure > AWS > Generative AI Managed Services"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/24/News-Blog-Featured-Images-25-2.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/heads-up-amazon-s3-security-changes-are-coming-in-april-of-2023','Heads-Up: Amazon S3 Security Changes Are Coming in April of 2023','','2022',0,'AWS pre-announced default security hardening measures for Amazon S3 buckets. These updates block public access configurations by default and enforce bucket owner-enforced Object Ownership settings to automatically disable ACLs on new bucketing workloads.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage & Backup", "S3 Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/iam-access-analyzer-update-policy-validation','aws.amazon.com: IAM Access Analyzer Update – Policy Validation','','2021',0,'A deep dive into policy validation capabilities inside AWS IAM Access Analyzer. It explains how the engine uses mathematical logic to find grammar issues, security slips, or over-permissive configurations directly during the authoring phase.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/ide-extension-for-aws-application-composer-enhances-visual-modern-applications-development-with-ai-generated-iac','IDE extension for AWS Application Composer enhances visual modern applications development with AI-generated IaC','','2023',0,'Examines how the AWS Application Composer IDE extension leverages AI to dynamically draft modern serverless IaC templates from a visual layout canvas. As developers design, the system generates clean CloudFormation or SAM patterns. This tool merges direct visual feedback with automated infrastructure generation.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Infrastructure as Code", "AI-Assisted IaC"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}'); @@ -715,16 +715,16 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/introducing-the Key technical advantages include: - Zero standby compute costs achieved via an aggressive 10-minute scale-to-zero timeout. - Up to 20x faster autoscaling with resource provisioning occurring in seconds rather than minutes. -- Built-in OpenSearch Agent Skills to facilitate direct integration of domain knowledge with coding assistants like Cursor and Claude Code.','en','Article','Advanced',0,'online','automatic','61cc5d9a8d90085ec9f6b4cbce627e07ea6534fcf527e8be536c7a5ee0c84543',NULL,1.78035303742137408e+09,0,'2026-06-02T00:30:37.421374+02:00',NULL,NULL,NULL,'["AWS Cloud", "Generative AI and Agents", "Vector Search and Databases", "Amazon OpenSearch Serverless"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-serverless", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated platform redesign addressing a key cost and performance bottleneck in vector database scaling.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-opensearch-serverless-nextgen-thum-1.jpg", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "aws-databases"}'); +- Built-in OpenSearch Agent Skills to facilitate direct integration of domain knowledge with coding assistants like Cursor and Claude Code.','en','Article','Advanced',0,'online','automatic','61cc5d9a8d90085ec9f6b4cbce627e07ea6534fcf527e8be536c7a5ee0c84543',NULL,1780353037,0,'2026-06-02T00:30:37.421374+02:00',NULL,NULL,NULL,'["AWS Cloud", "Generative AI and Agents", "Vector Search and Databases", "Amazon OpenSearch Serverless"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-serverless", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated platform redesign addressing a key cost and performance bottleneck in vector database scaling.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-opensearch-serverless-nextgen-thum-1.jpg", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "aws-databases"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/introducing-the-next-generation-of-aws-resilience-hub-for-generative-ai-based-sre-resilience-journey','Introducing the next generation of AWS Resilience Hub for generative AI-based SRE resilience journey','AWS has launched the next generation of AWS Resilience Hub, bringing together a new application model, dependency discovery, and AI-powered failure mode analysis.','2026',4,'AWS Resilience Hub''s next-generation release introduces an organization-wide resilience engine built around a new three-level application model (systems, user journeys, and services). Key features include: - Automatic DNS-based dependency discovery to uncover hidden architectural integrations and endpoints. - Generative AI-powered failure mode assessments that deliver prioritized, actionable remediation steps mapped to AWS Well-Architected guidelines. -- Modular resilience policies to enforce consistent SLOs and disaster recovery targets cross-organizationally.','en','Article','Advanced',0,'online','automatic','4463ed1540d99c04090777922824b9495af8f0d65c51be118496f1486d8791e1',NULL,1.78035303742135596e+09,0,'2026-06-02T00:30:37.421356+02:00',NULL,NULL,NULL,'["AWS Cloud", "Management and Governance", "SRE and Operational Resilience", "AWS Resilience Hub"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "sre", "reputation_status": "Vetted", "reputation_summary": "Trusted official AWS product release announcement with strong industry adoption for architectural reliability audits.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-resillence-hub-nextgen-thum-1-1260x630.jpg", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026','Meet Our Newest AWS Heroes – May 2026','This article announces four new AWS Heroes recognized for their contributions to the AWS community through education, mentorship, and knowledge sharing.','2026',4,'This AWS publication spotlights the newly inducted technical cloud heroes for May 2026, summarizing their structural contributions in AI/ML, serverless, and cloud management. Highlighted engineering assets include a custom Amazon Bedrock-powered session advisor utilizing Nova models and extensive local community user groups. The resource acts as an index for discovering high-quality open-source projects, training programs, and cloud-native architectural patterns developed by vetted industry experts.','en','blog','intermediate',0,'online','automatic','ff62815d655c021986ece35df9436980a1db49d1a01791e2c0b38807da52c05e',NULL,1.78040233195574688e+09,0,'2026-06-02T14:12:11.955747+02:00',NULL,NULL,NULL,'["Cloud Providers", "Amazon Web Services", "Community and Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "impact_score": 85, "reputation_status": "Vetted", "reputation_summary": "Highly respected official program recognition, celebrating prominent serverless and AI/ML community architects.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "cloud-communities"}'); +- Modular resilience policies to enforce consistent SLOs and disaster recovery targets cross-organizationally.','en','Article','Advanced',0,'online','automatic','4463ed1540d99c04090777922824b9495af8f0d65c51be118496f1486d8791e1',NULL,1780353037,0,'2026-06-02T00:30:37.421356+02:00',NULL,NULL,NULL,'["AWS Cloud", "Management and Governance", "SRE and Operational Resilience", "AWS Resilience Hub"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "sre", "reputation_status": "Vetted", "reputation_summary": "Trusted official AWS product release announcement with strong industry adoption for architectural reliability audits.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2026/05/29/2026-resillence-hub-nextgen-thum-1-1260x630.jpg", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026','Meet Our Newest AWS Heroes – May 2026','This article announces four new AWS Heroes recognized for their contributions to the AWS community through education, mentorship, and knowledge sharing.','2026',4,'This AWS publication spotlights the newly inducted technical cloud heroes for May 2026, summarizing their structural contributions in AI/ML, serverless, and cloud management. Highlighted engineering assets include a custom Amazon Bedrock-powered session advisor utilizing Nova models and extensive local community user groups. The resource acts as an index for discovering high-quality open-source projects, training programs, and cloud-native architectural patterns developed by vetted industry experts.','en','blog','intermediate',0,'online','automatic','ff62815d655c021986ece35df9436980a1db49d1a01791e2c0b38807da52c05e',NULL,1780402331,0,'2026-06-02T14:12:11.955747+02:00',NULL,NULL,NULL,'["Cloud Providers", "Amazon Web Services", "Community and Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "impact_score": 85, "reputation_status": "Vetted", "reputation_summary": "Highly respected official program recognition, celebrating prominent serverless and AI/ML community architects.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png", "source_provenance": "RSS Feed (AWS News Blog)", "suggested_new_category": "cloud-communities"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/meet-our-newest-aws-heroes-may-2026/?sc_channel=sm&sc_campaign=Community_Heroes&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&linkId=951222289','Meet Our Newest AWS Heroes - May 2026','AWS recognizes four outstanding community leaders across Italy, Canada, and Argentina for their advancements in serverless architectures, custom AI tools, and public cloud enablement.','2026',4,'* **Curator Insight**: While primarily a community bulletin, this cohort highlights the tactical integration of Amazon Bedrock and Amazon Nova models into practical tools like re:Invent assistant applications. -* **Live Grounding**: Features detailed backgrounds of selected AWS AI and Serverless Heroes driving cloud optimization, open-source templates, and tech education in Europe and Latin America.','en','announcement','Beginner',0,'online','automatic','13a90259d81a22a6d8ac85cc5545aa3972dcad34ff82aa4737019178c6513adb',NULL,1780352730.20747,0,'2026-06-02T00:25:30.207470+02:00',NULL,NULL,NULL,'["Ecosystem", "AWS", "Community", "Enablement"]','["GUIDE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "Highly regarded community recognition from AWS, highlighting major contributors in artificial intelligence, serverless computing, and localized technical training.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png", "source_provenance": "X.com (awscloud)", "suggested_new_category": "community"}'); +* **Live Grounding**: Features detailed backgrounds of selected AWS AI and Serverless Heroes driving cloud optimization, open-source templates, and tech education in Europe and Latin America.','en','announcement','Beginner',0,'online','automatic','13a90259d81a22a6d8ac85cc5545aa3972dcad34ff82aa4737019178c6513adb',NULL,1780352730,0,'2026-06-02T00:25:30.207470+02:00',NULL,NULL,NULL,'["Ecosystem", "AWS", "Community", "Enablement"]','["GUIDE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "Highly regarded community recognition from AWS, highlighting major contributors in artificial intelligence, serverless computing, and localized technical training.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2021/11/10/AWS-Heroes-program_RGB_Social-blog.png", "source_provenance": "X.com (awscloud)", "suggested_new_category": "community"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/monitor-evaluate-and-demonstrate-backup-compliance-with-aws-backup-audit-manager','Monitor, Evaluate, and Demonstrate Backup Compliance with AWS Backup Audit Manager','','2021',4,'Introduces AWS Backup Audit Manager, a feature to monitor, evaluate, and demonstrate the compliance posture of data backup operations against pre-defined organizational standard controls. It automates compliance reporting, providing auditor-ready historical evidence. Architecturally, it replaces manual backup audits and ensures strict data governance.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "Compliance"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-accelerate-your-lambda-functions-with-lambda-snapstart','aws.amazon.com: New – Accelerate Your Lambda Functions with Lambda SnapStart','','2022',0,'Introduces AWS Lambda SnapStart, an optimization technique that dramatically reduces startup latency for Java runtimes by capturing and caching memory/disk snapshots of initialized microcontainers. Sub-second cold starts are achieved with minimal code changes.','N/A','Announcements','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Cold Starts"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-amazon-vpc-network-access-analyzer','New – Amazon VPC Network Access Analyzer','','2021',5,'A formal network verification tool that uses mathematical analysis (automated reasoning) to check VPC security policies and network access paths. It helps teams identify unintended network configurations, verify access boundaries, and demonstrate compliance to internal/external security audits. Architecturally, it automates manual firewall reviews and prevents security isolation leaks.','English','Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Network Security"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); @@ -732,13 +732,13 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-aws-applica INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-aws-competency-aws-migration','New AWS Competency – AWS Migration','','2016',3,'The announcement introducing the AWS Migration Competency, establishing a formalized framework to validate partner organizations'' migration expertise. Live Grounding shows this standard continues to qualify system integrators executing mass migrations from legacy datacenters to cloud-native platforms.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "AWS Competency", "Enterprise Migration"]','["[LEGACY]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-aws-control-tower-account-factory-for-terraform','aws.amazon.com: New – AWS Control Tower Account Factory for Terraform','','2022',0,'An analytical introduction to the AWS Control Tower Account Factory for Terraform (AFT), enabling GitOps-driven deployment of AWS accounts. Discusses custom pipeline orchestration and landing zone configurations that maintain strict security compliance metrics across large organizations.','HCL','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "Multi-Account Setup", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-aws-dms-serverless-automatically-provisions-and-scales-capacity-for-migration-and-data-replication','New – AWS DMS Serverless: Automatically Provisions and Scales Capacity for Migration and Data Replication','','2023',0,'AWS DMS Serverless automates the provisioning, scaling, and operational management of resources needed for database replication and migration tasks. This reduces hands-on provisioning steps during large-scale enterprise data migrations.','None','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Data Migration"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts','New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts','','N/A',0,'Curator Insight highlights the expansion of Amazon RDS capabilities to hybrid environments using AWS Outposts. Live Grounding verifies this enables low-latency, on-premises execution of Microsoft SQL Server workloads with cloud-style managed operations. The architecture supports local data residency while utilizing automated backups and scaling.','English','Blog Post','Intermediate',0,'online','manual','e2b575a3511d61638204a977e63c92eb37445495b84555abd9fa667be8aa5a51',100.0,1.77902917420656704e+09,1,'2026-05-17T16:46:14.206567+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Hybrid Cloud and Edge"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-create-microsoft-sql-server-instances-of-amazon-rds-on-aws-outposts','New – Create Microsoft SQL Server Instances of Amazon RDS on AWS Outposts','','N/A',0,'Curator Insight highlights the expansion of Amazon RDS capabilities to hybrid environments using AWS Outposts. Live Grounding verifies this enables low-latency, on-premises execution of Microsoft SQL Server workloads with cloud-style managed operations. The architecture supports local data residency while utilizing automated backups and scaling.','English','Blog Post','Intermediate',0,'online','manual','e2b575a3511d61638204a977e63c92eb37445495b84555abd9fa667be8aa5a51',100.0,1779029174,1,'2026-05-17T16:46:14.206567+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Hybrid Cloud and Edge"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-encrypted-ebs-boot-volumes','New – Encrypted EBS Boot Volumes','- [Amazon EBS Encryption](http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html)','2015',5,'Announcement of native EBS boot volume encryption, leveraging AWS Key Management Service (KMS) without degrading overall instance throughput or input/output latency patterns.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Storage"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-for-aws-distro-for-opentelemetry-tracing-support-is-now-generally-available','New for AWS Distro for OpenTelemetry – Tracing Support is Now Generally Available','','2021',5,'Generally available, AWS-supported distribution of the CNCF OpenTelemetry standards, specifically optimized for application tracing. It simplifies collecting metadata and correlates application traces across containerized (EKS, ECS) and serverless (Lambda) stacks. It seamlessly forwards telemetry to AWS X-Ray, Amazon OpenSearch, and partner SaaS platforms, eliminating vendor lock-in.','English','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "OpenTelemetry", "Distributed Tracing"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-scheduled-reserved-instances','New – Scheduled Reserved Instances','','2016',2,'Details Scheduled Reserved Instances, designed to book recurring computational capacity (mostly superseded by dynamic Savings Plans and modern On-Demand capacity reservations).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-self-service-provisioning-of-terraform-open-source-configurations-with-aws-service-catalog','New – Self-Service Provisioning of Terraform Open-Source Configurations with AWS Service Catalog 🌟🌟🌟','','2023',0,'An official AWS documentation guide introducing out-of-the-box support for provisioning Terraform open-source templates within the AWS Service Catalog framework. Standardizes enterprise deployment control planes.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new-visualize-your-vpc-resources-from-amazon-vpc-creation-experience','New – Visualize Your VPC Resources from Amazon VPC Creation Experience','','2023',0,'The Amazon VPC creation workflow introduced real-time topology visualization. As operators configure subnets, route tables, and internet gateways, the system renders a dynamic layout diagram to prevent configuration errors.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "VPC Visualization"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture_and_-reference_implementations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ce00982850759ae8a4911efbdd625426658848fe32a9f4896a5f485bc05c8502',100.0,1.77903097939387297e+09,0,'2026-05-17T17:16:19.393873+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/new_deployment_pipelines_reference_architecture_and_-reference_implementations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ce00982850759ae8a4911efbdd625426658848fe32a9f4896a5f485bc05c8502',100.0,1779030979,0,'2026-05-17T17:16:19.393873+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/now-aws-step-functions-supports-200-aws-services-to-enable-easier-workflow-automation','Now — AWS Step Functions Supports 200 AWS Services To Enable Easier Workflow Automation','','2021',5,'Dramatically expands the capabilities of AWS Step Functions by offering direct SDK integration with over 200 AWS services and over 9,000 API actions. This architecture minimizes or completely eliminates custom ''glue'' Lambda functions whose sole purpose was calling AWS APIs. It simplifies state machine engineering, reducing latency, maintenance costs, and execution failure risks.','English','Service Feature','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Serverless Orchestration", "Step Functions"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/now-open-aws-region-in-spain','Now Open–AWS Region in Spain','','2022',0,'AWS announced the general availability of the Europe (Spain) Region (eu-south-2). This physical infrastructure footprint enables customers to achieve lower latency for local workloads, meet residency and data sovereignty requirements inside the European Union, and build multi-region failover setups.','None','Cloud Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Global Infrastructure", "Regions"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/preview-aws-backup-adds-support-for-amazon-s3','AWS Backup Adds Support for Amazon S3','','2021',4,'Introduces preview support for centralizing data protection across S3 buckets using AWS Backup policies. It allows security and operations teams to automate backups, lifecycles, and restores of S3 objects alongside other AWS resources. This replaces customized AWS Lambda or S3 replication-based snapshot workarounds with a managed compliance framework.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Protection", "AWS Backup"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md", "aws-newfeatures.md"]','{}','{}'); @@ -746,10 +746,10 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/reduce-unwanted INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2021','aws.amazon.com/blogs: Top Announcements of AWS re:Invent 2021','','2021',4,'Synthesizes the major platform transformations unveiled at re:Invent 2021, focusing on serverless options for Redshift, EMR, and MSK alongside new Graviton3 silicon. The catalog underscores a massive architectural drive towards serverless operational models across the analytics stack. These updates solidify AWS''s platform-as-a-service offerings for enterprise engineering.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Market Analysis", "Re:Invent Announcements"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/big-data/category/analytics/aws-data-pipeline','AWS Big Data Blog: Category - AWS Data Pipeline','','2024',2,'Technical blog category detailing legacy deployment setups for AWS Data Pipeline, providing structural templates for data movements before cloud-native ETL tools gained dominance.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[LEGACY]"]','[]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/big-data/querying-amazon-kinesis-streams-directly-with-sql-and-spark-streaming','Querying Amazon Kinesis Streams Directly with SQL and Spark Streaming','','2016',4,'Technical blueprint detailing Spark Streaming integration with Amazon Kinesis streams. Discusses record-processing window optimizations, checkpoint configurations, and SQL querying on live event pipelines.','Scala','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event Streaming"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587600531411e+09,0,'2026-06-18T00:37:56.005314+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/big-data/using-spark-sql-for-etl',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735876,0,'2026-06-18T00:37:56.005314+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/architecture-patterns-for-consuming-private-apis-cross-account','aws.amazon.com: Architecture patterns for consuming private APIs cross-account','','2021',0,'Examines security and network topology blueprints for consuming private APIs across different AWS accounts. Highlights the interaction of VPC endpoints, API Gateway resource policies, and Route 53 resolver rules to secure enterprise SaaS products.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "API Gateway", "Cross-Account Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/building-an-event-driven-application-with-amazon-eventbridge','Building an event-driven application with Amazon EventBridge','','2020',0,'This AWS architecture blog details how to design and build serverless event-driven applications using Amazon EventBridge. It highlights the platform''s ability to act as a centralized serverless event bus that simplifies decoupled communication across distributed microservices by routing events using declarative rules. The pattern eliminates custom routing code, improving structural robustness.','N/A','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-messaging.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones','Building highly resilient applications with on-premises interdependencies using AWS Local Zones','','2026',0,'An enterprise resilience design guide integrating AWS Local Zones with legacy on-premises systems. It addresses key edge architectures, detailing hybrid replication strategies, localized failovers, and latency-sensitive synchronization protocols.','N/A','Blog Post','Advanced',0,'online','manual','408c26ed1b45b2f125ac159b1ea0b040bd6b4d02bbdd63277260684efc8fd4d7',100.0,1.77903273186078095e+09,1,'2026-05-17T17:45:31.860781+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/building-highly-resilient-applications-with-on-premises-interdependencies-using-aws-local-zones','Building highly resilient applications with on-premises interdependencies using AWS Local Zones','','2026',0,'An enterprise resilience design guide integrating AWS Local Zones with legacy on-premises systems. It addresses key edge architectures, detailing hybrid replication strategies, localized failovers, and latency-sensitive synchronization protocols.','N/A','Blog Post','Advanced',0,'online','manual','408c26ed1b45b2f125ac159b1ea0b040bd6b4d02bbdd63277260684efc8fd4d7',100.0,1779032731,1,'2026-05-17T17:45:31.860781+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/deploying-aws-lambda-layers-automatically-across-multiple-regions','Deploying AWS Lambda layers automatically across multiple Regions','','2021',0,'Provides an automation framework for replicating Lambda Layers across multiple geographical AWS regions. Ensures dependency consistency, reduces manual overhead in multi-region failover setups, and leverages CloudFormation and Step Functions for automated version control.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/introducing-an-enhanced-local-ide-experience-for-aws-step-functions','Enhanced Local IDE Experience for AWS Step Functions','','2026',0,'Details local IDE integration utilities for designing and tracing AWS Step Functions. Enhances developer inner-loops by rendering local visual workflow representations and offering live Amazon States Language schema validation directly in-editor.','None','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Automation", "Serverless Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["iac.md", "aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/compute/introducing-aws-sam-pipelines-automatically-generate-deployment-pipelines-for-serverless-applications','Introducing AWS SAM Pipelines: Automatically generate deployment pipelines for serverless applications','','2021',0,'Introduces AWS SAM Pipelines, a feature within the Serverless Application Model CLI that auto-generates multi-stage CI/CD pipelines. It supports integration with Jenkins, GitLab, GitHub Actions, and Bitbucket, standardizing infrastructure-as-code deployment procedures across corporate accounts.','YAML','Tool Release','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Serverless Deployment", "AWS SAM Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); @@ -769,7 +769,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/architec INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/automate-rollbacks-for-amazon-ecs-rolling-deployments-with-cloudwatch-alarms','Automate rollbacks for Amazon ECS rolling deployments with CloudWatch alarms','','2021',0,'An architectural guide outlining automated deployment rollback capabilities within ECS rolling deployments. It illustrates how CloudWatch alarms can monitor application health (e.g., HTTP 5xx rates) during active deployments and automatically trigger rollbacks to a previously stable revision to maintain high availability.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/autoscaling-eks-on-fargate-with-custom-metrics','aws.amazon.com: Autoscaling EKS on Fargate with custom metrics','','2021',0,'Explores scaling mechanisms for EKS pods deployed onto AWS Fargate using Prometheus-emitted custom metrics. Illustrates HPA structures that scale serverless compute workloads without maintaining EC2 scaling profiles.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Auto-scaling", "Fargate"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/aws-and-kubecost-collaborate-to-deliver-cost-monitoring-for-eks-customers','AWS and Kubecost collaborate to deliver cost monitoring for EKS customers','','2022',0,'Explains the native integration of Kubecost with Amazon EKS to provide free, high-granularity in-cluster resource cost allocations. Demonstrates how administrators trace expenditures back to namespaces, labels, and specific engineering departments.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Cost Optimization", "Kubecost"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience','AWS and Docker collaborate to simplify the developer experience','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','732958e71d83dba1ec1914001f8feafa5fa9d062881ed71ef75cfb4dc9553e37',100.0,1.77903139902344608e+09,1,'2026-05-17T17:23:19.023446+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/aws-docker-collaborate-simplify-developer-experience','AWS and Docker collaborate to simplify the developer experience','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','732958e71d83dba1ec1914001f8feafa5fa9d062881ed71ef75cfb4dc9553e37',100.0,1779031399,1,'2026-05-17T17:23:19.023446+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/aws-secrets-manager-controller-poc-an-eks-operator-for-automatic-rotation-of-secrets','AWS Secrets Manager controller POC: an EKS operator for automatic rotation of secrets','','2020',0,'A proof-of-concept EKS Kubernetes Operator designed to synchronize and rotate AWS Secrets Manager secrets within EKS clusters automatically. It showcases pattern integration between AWS APIs and native Kubernetes Secret resources, reducing custom scripting for containerized application workloads.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/blue-green-kubernetes-upgrades-for-amazon-eks-anywhere-using-flux','aws.amazon.com: Blue/Green Kubernetes upgrades for Amazon EKS Anywhere using Flux','','2022',0,'Showcases a robust GitOps upgrading mechanism using Flux CD on EKS Anywhere clusters. Focuses on orchestrating safe blue/green cluster migrations to minimize physical infrastructure interruptions.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "Blue-Green Upgrades"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/chaos-engineering-with-litmuschaos-on-amazon-eks','aws.amazon.com: Chaos Engineering with LitmusChaos on Amazon EKS','','2021',0,'Provides an architectural blueprint for integrating LitmusChaos with Amazon EKS. Walks through installing custom resources, setting up experiment workflows for container and node disruptions, and verifying application resilience with AWS native CloudWatch metrics.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Cloud Architecture"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}'); @@ -789,29 +789,29 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/leveragi INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/onfidos-journey-to-a-multi-cluster-amazon-eks-architecture','Onfido’s Journey to a Multi-Cluster Amazon EKS Architecture','','2021',0,'Explores Onfido''s architectural transition from single-cluster configurations to a multi-region, multi-cluster Amazon EKS framework. Details scaling hurdles, network federation, load balancing, and configuration management at global enterprise scale.','Markdown','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Multi-Cluster Management", "Case Study"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/operating-a-multi-regional-stateless-application-using-amazon-eks','aws.amazon.com: Operating a multi-regional stateless application using Amazon EKS','','2021',0,'Architectural whitepaper addressing how to design, deploy, and synchronize global stateless applications across multiple regional EKS clusters utilizing Route 53 routing policies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "High Availability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/planning-kubernetes-upgrades-with-amazon-eks','aws.amazon.com: Planning Kubernetes Upgrades with Amazon EKS','','2023',0,'A strategic framework for executing major Kubernetes cluster version migrations on Amazon EKS. Outlines lifecycle calendars, API deprecation checkpoints, testing environments, and emergency rollback procedures for production platforms.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Upgrade Strategies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Detailed architectural guide on implementing declarative guardrails in EKS clusters to reduce attack surfaces. Focuses on the synergy between Kubernetes admission controllers and modern policy engines, illustrating how to validate and mutate payloads to block insecure configuration drift.','YAML','Blog','Advanced',0,'online','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1.77903366566746711e+09,1,'2026-05-17T18:01:05.667467+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Detailed architectural guide on implementing declarative guardrails in EKS clusters to reduce attack surfaces. Focuses on the synergy between Kubernetes admission controllers and modern policy engines, illustrating how to validate and mutate payloads to block insecure configuration drift.','YAML','Blog','Advanced',0,'online','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1779033665,1,'2026-05-17T18:01:05.667467+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/preventing-kubernetes-misconfigurations-using-datree','aws.amazon.com: Preventing Kubernetes misconfigurations using Datree','','2022',0,'An AWS technical write-up detailing the configuration of Datree policies inside Amazon EKS clusters to catch security and configuration drift. It details automated testing strategies to block misconfigured resource manifests at pre-commit and pipeline execution gates.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Policy Enforcement", "Datree Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/scaling-amazon-eks-and-cassandra-beyond-1000-nodes','Scaling Amazon EKS and Cassandra Beyond 1,000 Nodes','','2022',0,'A technical retrospective documenting the extreme scale performance testing of Cassandra clusters across 1,000+ nodes on EKS. Highlights optimal kernel-level tuning, persistent storage layout modifications, and scheduler fine-tuning required to maintain stateful reliability.','N/A','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Scalability", "Stateful Databases"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/start-pods-faster-by-prefetching-images','aws.amazon.com: Start Pods faster by prefetching images','','2023',0,'Describes the container image prefetching architecture on EKS nodes to slash cold-start initialization latency. Discusses daemonset solutions, caching strategies, and optimizing node startup times for responsive, highly dynamic cluster configurations.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Scalability", "Image Prefetching"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/streaming-kubernetes-events-in-slack','aws.amazon.com: Streaming Kubernetes Events in Slack','','2021',0,'Walkthrough detailing how to set up serverless notification integration pipelines that stream Kubernetes events directly to Slack. Integrates tools like BotKube or AWS Lambda with EKS clusters to optimize developer response loops.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus','aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus and Grafana','','2022',0,'Architectural guide for diagnosing Amazon EKS API server performance using metrics scraped by Prometheus and rendered via Grafana dashboards. Explains how to identify bottlenecks like throttling, request latency, and resource starvation in managed control planes.','N/A','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Monitoring & Observability", "API Server Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/understanding-and-cost-optimizing-amazon-eks-control-plane-logs','aws.amazon.com: Understanding and Cost Optimizing Amazon EKS Control Plane Logs','','2023',4,'Analyzes the high CloudWatch cost challenges generated by Amazon EKS control plane logs (API server, authenticator, audit, scheduler). Demonstrates how to configure fluent-bit to filter and route only essential telemetry records to cheap storage.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "EKS Log Optimization"]','["[ENTERPRISE-STABLE]"]','[]','["managed-kubernetes-in-public-cloud.md", "finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-karpenter','aws.amazon.com: Using Amazon EC2 Spot Instances with Karpenter','','2022',4,'An official AWS architectural guide explaining how to leverage EC2 Spot Instances with Karpenter. It dives deep into allocation strategies, capacity-optimized spot provisioning, and graceful node termination handling via Karpenter''s integrated interruption handler, guaranteeing high availability at minimum expense.','English','Technical Article','High',0,'online','manual','daf6c78ef3fd928bdea0cd314298c053886a158cccc23a867bf1b3a3c85e00b9',100.0,1.77903179355214095e+09,1,'2026-05-17T17:29:53.552141+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Cost Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/using-amazon-ec2-spot-instances-with-karpenter','aws.amazon.com: Using Amazon EC2 Spot Instances with Karpenter','','2022',4,'An official AWS architectural guide explaining how to leverage EC2 Spot Instances with Karpenter. It dives deep into allocation strategies, capacity-optimized spot provisioning, and graceful node termination handling via Karpenter''s integrated interruption handler, guaranteeing high availability at minimum expense.','English','Technical Article','High',0,'online','manual','daf6c78ef3fd928bdea0cd314298c053886a158cccc23a867bf1b3a3c85e00b9',100.0,1779031793,1,'2026-05-17T17:29:53.552141+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Cost Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/using-cdk-to-perform-continuous-deployments-in-multi-region-kubernetes-environments','Using CDK to perform continuous deployments in multi-region Kubernetes environments','','2022',0,'Explores the use of AWS Cloud Development Kit (CDK) to model continuous delivery systems across multi-region Kubernetes deployments. Highly relevant for cloud engineers designing hybrid-cloud architectures that span AKS and EKS infrastructure.','TypeScript','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Provisioning & IaC", "AWS CDK & Multicluster"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/containers/using-prometheus-to-avoid-disasters-with-kubernetes-cpu-limits','aws.amazon.com: Using Prometheus to Avoid Disasters with Kubernetes CPU Limits 🌟','','2021',0,'Technical deep dive into using Prometheus metric queries to track CFS (Completely Fair Scheduler) throttle time within AWS EKS. Demonstrates how micro-throttling hurts API tail-latencies and how to safely size resources to eliminate runtime CPU limit bottlenecks.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Resource Management", "Sizing & Quotas"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning','Amazon Aurora PostgreSQL blue/green deployment using fast database cloning','','N/A',0,'Curator Insight outlines zero-downtime database upgrades utilizing Aurora PostgreSQL''s fast database cloning mechanism. Live Grounding validates that the strategy leverages copy-on-write storage architecture to create isolated environments for risk-free schema testing and updates. This significantly reduces sync latency and production migration risks.','English','Blog Post','Advanced',0,'online','manual','f2ffb426f17ec679006f7db0f9ff3be284bd868c010d3af24c43d43b07360774',100.0,1.77903087394062805e+09,1,'2026-05-17T17:14:33.940628+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Deployments"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql','==Auditing for highly regulated industries using Amazon Aurora PostgreSQL==','','N/A',0,'Curator Insight details compliance and auditing methodologies for highly regulated sectors utilizing Amazon Aurora PostgreSQL. Live Grounding confirms the deployment patterns involve pgAudit integration, AWS CloudWatch Logs, and database activity streams. It provides actionable reference designs for achieving HIPAA, PCI-DSS, and SOC compliance.','English','Blog Post','Advanced',0,'online','manual','9df0d1cf6ef8b785e33c781d7f39f058fdab991645d1db5a6124bc24fa62cc80',100.0,1.77903369240361595e+09,1,'2026-05-17T18:01:32.403616+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Compliance and Security"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine','Introducing the Aurora Storage Engine','','N/A',0,'An architectural deep-dive into the specialized, log-structured distributed storage engine of Amazon Aurora. Details how it decouples computing from database storage, replicating blocks six ways across three availability zones.','English','Article','Advanced',1,'online','manual','f399d9c8c0f36c7175ecd5414141e38ed658c9ffd36729c7175b956aed3db1fb',100.0,1.77903143132386302e+09,1,'2026-05-17T17:23:51.323863+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon Aurora"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms','Migrating a commercial database to open source with AWS SCT and AWS DMS','','N/A',0,'Curator Insight examines how the AWS Schema Conversion Tool (SCT) pairs with DMS to automate SQL dialect conversion. Live Grounding shows that SCT translates legacy stored procedures, views, and functions to Postgres-compatible code before streaming data. Essential for teams driving cloud modernization away from costly commercial engines.','English','Blog Post','Advanced',0,'online','manual','11a1d5f59317e4dfeb41257d01b6a935e045c14275622df634179151f5e7e1b7',100.0,1.77903060484207701e+09,1,'2026-05-17T17:10:04.842077+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Schema Conversion"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms','Migrating Oracle databases with near-zero downtime using AWS DMS','','N/A',0,'Curator Insight provides blueprint architectures for migrating enterprise-grade Oracle databases with near-zero business impact. Live Grounding details the setup of supplemental logging on Oracle sources and AWS DMS task tuning for high-throughput replication. Outstanding technical playbook for traditional database migrations.','English','Blog Post','Advanced',0,'online','manual','8143aee7a4468c65e90d6e60a18b3ea628dfd962564f4dc34d15b4ae8939ba91',100.0,1.77903006968223595e+09,1,'2026-05-17T17:01:09.682236+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Oracle Migrations"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/modernize-database-stored-procedures-to-use-amazon-aurora-postgresql-federated-queries-pg_cron-and-aws-lambda','Modernize database stored procedures to use Amazon Aurora PostgreSQL federated queries, pg_cron, and AWS Lambda','','N/A',0,'Curator Insight details the modernization of legacy stored procedures within PostgreSQL by offloading business logic. Live Grounding shows how pg_cron scheduled jobs trigger serverless AWS Lambda functions via external federated queries. This architectural pattern untangles database compute from core transaction processing.','English','Blog Post','Advanced',0,'online','manual','f9a5d0e9c71a4a562bd83e49526184013036761926d5be1cafc95dc35ab78958',100.0,1779031393.0095,1,'2026-05-17T17:23:13.009500+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Modernization"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms','Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS','','N/A',0,'Curator Insight explains complex data replication and real-time schema transformations using AWS DMS across geographic zones. Live Grounding demonstrates how DMS filters and manipulates streaming CDC events to populate distinct regional schemas. An advanced implementation reference for global multi-region database architectures.','English','Blog Post','Advanced',0,'online','manual','329d6352864cc03622f2584e0a623356b82bc14cb362af55e15ea58a4a79d0b0',100.0,1.77902955651964306e+09,1,'2026-05-17T16:52:36.519643+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Multi-Region Storage"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui','Securely connect to an Amazon RDS or Amazon EC2 database instance remotely with your preferred GUI','','N/A',0,'Curator Insight addresses the configuration challenges of securely managing private databases remotely using visual tools. Live Grounding confirms the methodology relies on SSH tunneling, AWS Systems Manager (SSM) Session Manager, or VPC client VPN endpoints to bypass the need for public IP addresses. This aligns with zero-trust architectural principles.','English','Blog Post','Intermediate',0,'online','manual','5165e9c9ac44beb53340bbe30d07f5f42a694e562b0aa13b48b0ca309927c322',100.0,1.779032117381603e+09,1,'2026-05-17T17:35:17.381603+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Security"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/developer','The AWS Developer Blog now includes Python & GoLang','','2026',0,'The core technical blog for AWS developer tooling, highlighting standard SDK architectures for Python and Go, performance benchmarks, and asynchronous pipeline developments.','N/A','Blog Post','Intermediate',0,'online','manual','ebe9278faed58eec9bfa634033be0ab6b714d88ab44c96a4e3892e59c1870961',100.0,1.77903142908106398e+09,1,'2026-05-17T17:23:49.081064+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/amazon-aurora-postgresql-blue-green-deployment-using-fast-database-cloning','Amazon Aurora PostgreSQL blue/green deployment using fast database cloning','','N/A',0,'Curator Insight outlines zero-downtime database upgrades utilizing Aurora PostgreSQL''s fast database cloning mechanism. Live Grounding validates that the strategy leverages copy-on-write storage architecture to create isolated environments for risk-free schema testing and updates. This significantly reduces sync latency and production migration risks.','English','Blog Post','Advanced',0,'online','manual','f2ffb426f17ec679006f7db0f9ff3be284bd868c010d3af24c43d43b07360774',100.0,1779030873,1,'2026-05-17T17:14:33.940628+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Deployments"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/auditing-for-highly-regulated-industries-using-amazon-aurora-postgresql','==Auditing for highly regulated industries using Amazon Aurora PostgreSQL==','','N/A',0,'Curator Insight details compliance and auditing methodologies for highly regulated sectors utilizing Amazon Aurora PostgreSQL. Live Grounding confirms the deployment patterns involve pgAudit integration, AWS CloudWatch Logs, and database activity streams. It provides actionable reference designs for achieving HIPAA, PCI-DSS, and SOC compliance.','English','Blog Post','Advanced',0,'online','manual','9df0d1cf6ef8b785e33c781d7f39f058fdab991645d1db5a6124bc24fa62cc80',100.0,1779033692,1,'2026-05-17T18:01:32.403616+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Compliance and Security"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/introducing-the-aurora-storage-engine','Introducing the Aurora Storage Engine','','N/A',0,'An architectural deep-dive into the specialized, log-structured distributed storage engine of Amazon Aurora. Details how it decouples computing from database storage, replicating blocks six ways across three availability zones.','English','Article','Advanced',1,'online','manual','f399d9c8c0f36c7175ecd5414141e38ed658c9ffd36729c7175b956aed3db1fb',100.0,1779031431,1,'2026-05-17T17:23:51.323863+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon Aurora"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-source-with-aws-sct-and-aws-dms','Migrating a commercial database to open source with AWS SCT and AWS DMS','','N/A',0,'Curator Insight examines how the AWS Schema Conversion Tool (SCT) pairs with DMS to automate SQL dialect conversion. Live Grounding shows that SCT translates legacy stored procedures, views, and functions to Postgres-compatible code before streaming data. Essential for teams driving cloud modernization away from costly commercial engines.','English','Blog Post','Advanced',0,'online','manual','11a1d5f59317e4dfeb41257d01b6a935e045c14275622df634179151f5e7e1b7',100.0,1779030604,1,'2026-05-17T17:10:04.842077+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Schema Conversion"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-downtime-using-aws-dms','Migrating Oracle databases with near-zero downtime using AWS DMS','','N/A',0,'Curator Insight provides blueprint architectures for migrating enterprise-grade Oracle databases with near-zero business impact. Live Grounding details the setup of supplemental logging on Oracle sources and AWS DMS task tuning for high-throughput replication. Outstanding technical playbook for traditional database migrations.','English','Blog Post','Advanced',0,'online','manual','8143aee7a4468c65e90d6e60a18b3ea628dfd962564f4dc34d15b4ae8939ba91',100.0,1779030069,1,'2026-05-17T17:01:09.682236+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Oracle Migrations"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/modernize-database-stored-procedures-to-use-amazon-aurora-postgresql-federated-queries-pg_cron-and-aws-lambda','Modernize database stored procedures to use Amazon Aurora PostgreSQL federated queries, pg_cron, and AWS Lambda','','N/A',0,'Curator Insight details the modernization of legacy stored procedures within PostgreSQL by offloading business logic. Live Grounding shows how pg_cron scheduled jobs trigger serverless AWS Lambda functions via external federated queries. This architectural pattern untangles database compute from core transaction processing.','English','Blog Post','Advanced',0,'online','manual','f9a5d0e9c71a4a562bd83e49526184013036761926d5be1cafc95dc35ab78958',100.0,1779031393,1,'2026-05-17T17:23:13.009500+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Modernization"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/replicate-and-transform-data-in-amazon-aurora-postgresql-across-multiple-regions-using-aws-dms','Replicate and transform data in Amazon Aurora PostgreSQL across multiple Regions using AWS DMS','','N/A',0,'Curator Insight explains complex data replication and real-time schema transformations using AWS DMS across geographic zones. Live Grounding demonstrates how DMS filters and manipulates streaming CDC events to populate distinct regional schemas. An advanced implementation reference for global multi-region database architectures.','English','Blog Post','Advanced',0,'online','manual','329d6352864cc03622f2584e0a623356b82bc14cb362af55e15ea58a4a79d0b0',100.0,1779029556,1,'2026-05-17T16:52:36.519643+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Multi-Region Storage"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/database/securely-connect-to-an-amazon-rds-or-amazon-ec2-database-instance-remotely-with-your-preferred-gui','Securely connect to an Amazon RDS or Amazon EC2 database instance remotely with your preferred GUI','','N/A',0,'Curator Insight addresses the configuration challenges of securely managing private databases remotely using visual tools. Live Grounding confirms the methodology relies on SSH tunneling, AWS Systems Manager (SSM) Session Manager, or VPC client VPN endpoints to bypass the need for public IP addresses. This aligns with zero-trust architectural principles.','English','Blog Post','Intermediate',0,'online','manual','5165e9c9ac44beb53340bbe30d07f5f42a694e562b0aa13b48b0ca309927c322',100.0,1779032117,1,'2026-05-17T17:35:17.381603+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Security"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/developer','The AWS Developer Blog now includes Python & GoLang','','2026',0,'The core technical blog for AWS developer tooling, highlighting standard SDK architectures for Python and Go, performance benchmarks, and asynchronous pipeline developments.','N/A','Blog Post','Intermediate',0,'online','manual','ebe9278faed58eec9bfa634033be0ab6b714d88ab44c96a4e3892e59c1870961',100.0,1779031429,1,'2026-05-17T17:23:49.081064+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/developer/announcing-end-of-support-for-python-2-7-in-aws-sdk-for-python-and-aws-cli-v1','Announcing the end of support for Python 2.7 in the AWS SDK for Python and AWS CLI v1','','2021',0,'An official AWS deprecation announcement marking the end of Python 2.7 support within the AWS SDK for Python (Boto3) and AWS CLI v1. It details migration paths to modern Python 3.x runtimes and the container-native AWS CLI v2 architecture. Critical reading for legacy system maintainers undergoing platform modernization initiatives.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[LEGACY]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops','AWS DevOps Blog','','2026',0,'The authoritative AWS blog containing continuous architectural blueprints, release notes, and real-world implementation case studies for optimizing deployment patterns on Amazon Web Services.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS DevOps"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/announcing-cdk-migrate-a-single-command-to-migrate-to-the-aws-cdk','Announcing CDK Migrate: A single command to migrate to the AWS CDK','','2023',0,'Curator Insight details the native CDK CLI capability to ingest deployed CloudFormation stacks or raw resources and output fully functional CDK code. Live Grounding demonstrates its extreme usefulness in technical debt remediation, shifting old legacy infrastructure into managed, programmatically modeled code bases.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Migration Tools"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.7817358761230781e+09,0,'2026-06-18T00:37:56.123078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-account-to-a-production-account',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735876,0,'2026-06-18T00:37:56.123078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/aws-codepipeline-adds-support-for-branch-based-development-and-monorepos','aws.amazon.com: AWS CodePipeline adds support for Branch-based development and Monorepos','','2022',0,'Release analysis highlighting newly added monorepo and branch-specific triggers within AWS CodePipeline, optimizing continuous delivery workflows and reducing build execution times.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "CI/CD Integration", "AWS CodePipeline"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/blue-green-deployments-with-application-load-balancer','Fine-tuning blue/green deployments on application load balancer','','2021',0,'Focuses on ALB''s advanced routing capabilities to orchestrate safe blue/green deployments by shifting traffic percentages between target groups. A crucial operational pattern for continuous delivery pipelines, minimizing deployment blast radius.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Deployment Patterns", "Blue-Green", "ALB"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/devops/building-end-to-end-aws-devsecops-ci-cd-pipeline-with-open-source-sca-sast-and-dast-tools','amazon.com: Building end-to-end AWS DevSecOps CI/CD pipeline with open source SCA, SAST and DAST tools','','2021',0,'This comprehensive AWS guide demonstrates building a DevSecOps CI/CD pipeline inside AWS CodePipeline. Outlines integrating open-source security components—such as SonarQube (SAST), OWASP ZAP (DAST), and Bandit—into native cloud deployment workflows.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "AWS Implementations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -832,7 +832,7 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/industries/bmw-grou INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/infrastructure-and-automation/save-time-with-automated-security-checks-of-terraform-scripts','aws.amazon.com: Save time with automated security checks of your Terraform scripts','','2022',0,'An official AWS tutorial outlining security verification workflows for Terraform templates. Shows how to integrate automated scanners like tfsec and Checkov inside CI pipelines to catch vulnerabilities pre-provisioning.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enterprises-with-amazon-sagemaker','aws.amazon.com: MLOps foundation roadmap for enterprises with Amazon SageMaker','','2022',4,'A detailed blueprints roadmap by AWS outlining standard enterprise implementation strategies for SageMaker. Addresses resource provisioning, continuous training cycles, multi-account governance, and secure networking architectures required for heavy-duty financial and healthcare deployments.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS", "SageMaker"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/machine-learning/openai-models-and-codex-on-amazon-bedrock-are-now-generally-available/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=n/a&linkId=953986722','OpenAI Models and Codex on Amazon Bedrock are Now Generally Available','Official announcement introducing the general availability of OpenAI''s GPT-5.5, GPT-5.4, and Codex models on the serverless Amazon Bedrock platform.','2026',4,'### Curator Insight -This landmark AWS announcement marks the general availability of OpenAI''s frontier models (GPT-5.5 and GPT-5.4) and Codex directly within Amazon Bedrock''s secure enterprise environment. Organizations can now deploy these state-of-the-art LLMs and agentic coding models utilizing Bedrock''s serverless pay-per-token pricing, robust VPC data isolation, and integrated governance tools. This significantly bridges the gap between AWS''s managed infrastructure and OpenAI''s leading-edge intelligence.','English','Announcement','Intermediate',0,'online','automatic','7a8a98ae544a2e32eb710ebfbd446b0237ad4fd5ca0ccac47efe59785f1e712a',NULL,1.7804017025490539e+09,0,'2026-06-02T14:01:42.549054+02:00',NULL,NULL,NULL,'["Amazon Web Services", "Amazon Bedrock", "Generative AI Integration"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-newfeatures", "impact_score": 96, "reputation_status": "Vetted", "reputation_summary": "Official AWS Blog announcement. One of the highest-impact enterprise news cycles of 2026, marking a monumental shift in the availability of OpenAI models on major public cloud serverless platforms.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/06/01/21096.png", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); +This landmark AWS announcement marks the general availability of OpenAI''s frontier models (GPT-5.5 and GPT-5.4) and Codex directly within Amazon Bedrock''s secure enterprise environment. Organizations can now deploy these state-of-the-art LLMs and agentic coding models utilizing Bedrock''s serverless pay-per-token pricing, robust VPC data isolation, and integrated governance tools. This significantly bridges the gap between AWS''s managed infrastructure and OpenAI''s leading-edge intelligence.','English','Announcement','Intermediate',0,'online','automatic','7a8a98ae544a2e32eb710ebfbd446b0237ad4fd5ca0ccac47efe59785f1e712a',NULL,1780401702,0,'2026-06-02T14:01:42.549054+02:00',NULL,NULL,NULL,'["Amazon Web Services", "Amazon Bedrock", "Generative AI Integration"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-newfeatures", "impact_score": 96, "reputation_status": "Vetted", "reputation_summary": "Official AWS Blog announcement. One of the highest-impact enterprise news cycles of 2026, marking a monumental shift in the availability of OpenAI models on major public cloud serverless platforms.", "social_preview_url": "https://d2908q01vomqb2.cloudfront.net/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59/2026/06/01/21096.png", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/machine-learning/promote-pipelines-in-a-multi-environment-setup-using-amazon-sagemaker-model-registry-hashicorp-terraform-github-and-jenkins-ci-cd','aws.amazon.com: Promote pipelines in a multi-environment setup using Amazon SageMaker Model Registry, HashiCorp Terraform, GitHub, and Jenkins CI/CD','','2022',4,'An advanced infrastructure-as-code deployment blueprint for multi-environment (Dev, Stage, Prod) MLOps promotion. Orchestrates SageMaker Model Registry with HashiCorp Terraform, GitHub Actions, and Jenkins, demonstrating an enterprise-grade, highly-secured CI/CD model delivery loop.','HCL','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS", "SageMaker"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mobile/how-to-enforce-user-quota-on-aws-appsync-with-lambda-authorizer','How to enforce user quota on AWS AppSync with Lambda Authorizer','','2022',0,'Demonstrates how to design custom Lambda Authorizers for AWS AppSync (GraphQL) to implement rate-limiting, user tier quotas, and tenant-based isolation. Reduces compute strain by verifying credentials and quotas at the API edge.','JavaScript','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "GraphQL & AppSync", "Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt','AWS Management Tools Blog','','2026',0,'The official AWS Management and Governance Tools Blog, serving as the authority on systems manager, Config, CloudTrail, and CloudWatch updates. It hosts standard architectures for designing observability frameworks and cloud optimization. Crucial for enterprise platform administrators ensuring alignment with modern AWS best practices.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); @@ -843,11 +843,11 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/extending-and-ex INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/how-bt-uses-amazon-cloudwatch-to-monitor-millions-of-devices','How BT uses Amazon CloudWatch to monitor millions of devices','','2021',0,'Deep-dives into an enterprise architecture deployed by BT utilizing Amazon CloudWatch to ingest, structure, and analyze telemetry streams originating from millions of physical client network units globally.','N/A','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/how-to-use-aws-config-and-cloudtrail-to-find-who-made-changes-to-a-resource','How to use AWS Config and CloudTrail to find who made changes to a resource','','2022',0,'Demonstrates how to correlate events from AWS Config history with CloudTrail api audit logs. Provides an audit mechanism to pinpoint precise user identities, timestamps, and parameters related to unauthorized resource alterations.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Cloud Governance", "Compliance & Audit"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/migrate-aws-landing-zone-solution-to-aws-control-tower','Migrate AWS Landing Zone solution to AWS Control Tower','','2021',4,'A technical walkthrough explaining the migration path from legacy, custom-built AWS Landing Zone (ALZ) frameworks to fully managed Control Tower landing zones. It details account enrollment, baseline consolidation, and continuous policy management translations. This migration ensures long-term supportability, lower engineering maintenance, and structured governance.','English','Migration Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Landing Zones", "Control Tower"]','["[ENTERPRISE-STABLE]", "[GUIDE]", "[LEGACY]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer','Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer','','2021',0,'This technical integration consolidates multi-account AWS Trusted Advisor recommendations directly within AWS Systems Manager Explorer. This consolidation provides architects with a single-pane-of-glass dashboard for monitoring cost optimization, security, fault tolerance, and operational efficiency across entire AWS Organizations. Architecturally, it streamlines administrative overhead and improves governance visibility at scale.','N/A','Documentation','Intermediate',0,'online','manual','ed82966b09b4de2b38dc8548af2ef70f6c034a80410be07d75824f823bc95aab',100.0,1.77903144009439897e+09,1,'2026-05-17T17:24:00.094399+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations & Governance", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-available-aws-systems-manager-explorer','Multi-account AWS Trusted Advisor summaries now available in AWS Systems Manager Explorer','','2021',0,'This technical integration consolidates multi-account AWS Trusted Advisor recommendations directly within AWS Systems Manager Explorer. This consolidation provides architects with a single-pane-of-glass dashboard for monitoring cost optimization, security, fault tolerance, and operational efficiency across entire AWS Organizations. Architecturally, it streamlines administrative overhead and improves governance visibility at scale.','N/A','Documentation','Intermediate',0,'online','manual','ed82966b09b4de2b38dc8548af2ef70f6c034a80410be07d75824f823bc95aab',100.0,1779031440,1,'2026-05-17T17:24:00.094399+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations & Governance", "AWS Systems Manager"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/share-your-amazon-cloudwatch-dashboards-with-anyone-using-aws-single-sign-on','aws.amazon.com: Share your Amazon CloudWatch Dashboards with anyone using AWS Single Sign-On','','2021',3,'Enables engineers to share CloudWatch dashboards with stakeholders outside the AWS Console using IAM Identity Center (formerly AWS SSO). This decouples operations visualization from root access management, offering a secure path to operational metrics. It ensures fine-grained dashboard sharing across federated organizational entities.','English','Service Feature','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "CloudWatch", "Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/simplifying-permissions-management-at-scale-using-tags-in-aws-organizations','Simplifying permissions management at scale using tags in AWS Organizations','','2022',0,'Explains how Attribute-Based Access Control (ABAC) can scale within AWS Organizations using tag propagation. By tying access control permissions to metadata tags applied to AWS accounts and resources, architectures can achieve dynamic permission management that automatically scales as new resources are provisioned.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Governance", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a-cloud-center-of-excellence-ccoe-approach','Standardize compliance in AWS using DevOps and a Cloud Center of Excellence (CCOE) approach','','2022',0,'Details institutional frameworks for establishing a Cloud Center of Excellence (CCoE) to govern multi-account AWS environments. It details the alignment of continuous integration pipelines, automated compliance scanning, and guardrail enforcement to deliver standardized, compliant patterns across large enterprises.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Governance", "Compliance Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight','Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight','','2021',5,'Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.','English','Technical Article','Advanced',0,'online','manual','dbcb634c0072d6d61c07855f854799ce9b31d0f4f2b6d8e2bb077b9f7dd56eb0',100.0,1.77903095175986695e+09,1,'2026-05-17T17:15:51.759867+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[DE FACTO STANDARD]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/mt/visualize-and-gain-insights-into-your-aws-cost-and-usage-with-cloud-intelligence-dashboards-using-amazon-quicksight','Visualize and gain insights into your AWS cost and usage with Cloud Intelligence Dashboards and CUDOS using Amazon QuickSight','','2021',5,'Guide to building operational cost dashboards via AWS CUDOS and Amazon QuickSight. Translates complex billing files into detailed visualizations tracking anomalous expenditure patterns in real time.','English','Technical Article','Advanced',0,'online','manual','dbcb634c0072d6d61c07855f854799ce9b31d0f4f2b6d8e2bb077b9f7dd56eb0',100.0,1779030951,1,'2026-05-17T17:15:51.759867+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[DE FACTO STANDARD]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/networking-and-content-delivery/centralize-access-using-vpc-interface-endpoints','Centralize access using VPC interface endpoints to access AWS services across multiple VPCs','','2021',0,'An advanced networking pattern describing how to route traffic through centralized VPC endpoints across complex multi-VPC configurations. Live architectures utilize Route 53 Private Hosted Zones and Transit Gateway routing to avoid redundant endpoint charges.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "VPC", "VPC Endpoints"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/networking-and-content-delivery/creating-active-passive-bgp-connections-over-aws-direct-connect','aws.amazon.com: Creating active/passive BGP connections over AWS Direct Connect','','2019',0,'Explores advanced Route-Maps and BGP configuration options to establish resilient active/passive patterns on AWS Direct Connect. Explains path selection using AS-Path prepending and local preference. Critical for hybrid enterprise integrations demanding robust automated failover.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Direct Connect", "BGP Routing"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/networking-and-content-delivery/creating-disaster-recovery-mechanisms-using-amazon-route-53','Creating Disaster Recovery Mechanisms Using Amazon Route 53 🌟','- [Disaster recovery with AWS managed services, Part 2: Multi-Region/backup and restore 🌟](https://aws.amazon.com/blogs/architecture/disaster-recovery-with-aws-managed-services-part-ii-multi-region-backup-and-restore)','2021',4,'An official AWS networking guide outlining DNS-level disaster recovery configurations using Amazon Route 53 health checks and active-passive routing policies. Live Grounding shows Route 53 failover remains a foundational architectural component for maintaining global availability during severe regional cluster outages.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "DNS Routing"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); @@ -865,28 +865,28 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/opensource/querying INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/opensource/realize-policy-as-code-with-aws-cloud-development-kit-through-open-policy-agent','Realize Policy-as-Code with AWS Cloud Development Kit through Open Policy Agent 🌟','','2022',0,'A detailed walk-through demonstrating Policy-as-Code setups within AWS CDK deployment models using Open Policy Agent (OPA). Teaches engineers how to compile cloud infrastructure representations and parse them against Rego policies to catch insecure setups before resource creation.','TypeScript/Rego','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps", "Policy as Code", "Open Policy Agent"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/opensource/stepping-up-for-a-truly-open-source-elasticsearch','amazon.com: Stepping up for a truly open source Elasticsearch','','2021',0,'AWS''s official announcement and rationale behind driving a community-led fork of Elasticsearch and Kibana. Outlines commitment to preserving open-source software licenses and maintaining Apache 2.0-compliant versions for enterprise developers.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Industry Shifts"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/opensource/why-jenkins-still-continuously-serves-developers','aws.amazon.com/blogs: Why Jenkins still continuously serves developers 🌟','','2020',0,'An AWS technical analysis detailing why Jenkins remains a widely used CI/CD platform. It highlights its plugin ecosystem, massive deployment base, and adaptability within highly customized cloud-native environments.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Industry Standards"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587829513406e+09,0,'2026-06-18T00:37:58.295134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587779965305e+09,0,'2026-06-18T00:37:57.799653+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.295134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-securing-aws-resources',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.799653+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/announcing-new-aws-iam-identity-center-apis-to-manage-users-and-groups-at-scale','Announcing new AWS IAM Identity Center APIs to manage users and groups at scale','','2022',0,'AWS expanded its IAM Identity Center with programmatic APIs for user and group management. These endpoints facilitate Automated Provisioning (SCIM-based or native) and deep integration with existing external Identity Providers (IdPs) and custom HR software to manage lifecycle identities systematically.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "API Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587828882408e+09,0,'2026-06-18T00:37:58.288824+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.288824+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/encrypt-global-data-client-side-with-aws-kms-multi-region-keys','Encrypt global data client-side with AWS KMS multi-Region keys','','2021',0,'Deep architectural guide explaining client-side data encryption utilizing AWS KMS multi-Region keys. This approach ensures secure, identical-key replication across different geographic regions, simplifying global data protection without requiring decryption and re-encryption loops.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Cryptography"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/extend-aws-iam-roles-to-workloads-outside-of-aws-with-iam-roles-anywhere','Extend AWS IAM roles to workloads outside of AWS with IAM Roles Anywhere 🌟','','2022',0,'Official announcement and architectural guide detailing IAM Roles Anywhere. This service extends AWS IAM trust to on-premises servers, containers, and databases using X.509 PKI certificates. By eliminating the need for long-lived IAM user keys outside AWS, it significantly enhances hybrid-cloud security postures.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Hybrid Cloud Identity"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-sso-user-assignment','How to automate AWS account creation with SSO user assignment','','2021',0,'An automation blueprint detailing programmatic AWS account creation and scaling under AWS Organizations. Details integration with IAM Identity Center (formerly AWS SSO) to automate standard permission set attachments and directory-level user allocation during tenancy bootstrap.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager','How to automate incident response to security events with AWS Systems Manager Incident Manager','','2021',0,'This guide outlines how to automate security incident response workflows using AWS Systems Manager Incident Manager. It details how to leverage custom runbooks, notify on-call teams, and orchestrate automated mitigations for resource degradation or security breaches. Utilizing these automated workflows drastically reduces the Mean Time to Resolution (MTTR) while enforcing uniform incident management standards across distributed environments.','N/A','Guide','Advanced',0,'online','manual','4f27d5fd1a5c1ced37597faa3ef46654a251728f266728cc15665ba18e8c6621',100.0,1.77903308151878094e+09,1,'2026-05-17T17:51:21.518781+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Incident Response", "AWS Systems Manager"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-automatically-update-your-security-groups-for-amazon-cloudfront-and-aws-waf-by-using-aws-lambda',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587783099198e+09,0,'2026-06-18T00:37:57.830992+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-automate-incident-response-to-security-events-with-aws-systems-manager-incident-manager','How to automate incident response to security events with AWS Systems Manager Incident Manager','','2021',0,'This guide outlines how to automate security incident response workflows using AWS Systems Manager Incident Manager. It details how to leverage custom runbooks, notify on-call teams, and orchestrate automated mitigations for resource degradation or security breaches. Utilizing these automated workflows drastically reduces the Mean Time to Resolution (MTTR) while enforcing uniform incident management standards across distributed environments.','N/A','Guide','Advanced',0,'online','manual','4f27d5fd1a5c1ced37597faa3ef46654a251728f266728cc15665ba18e8c6621',100.0,1779033081,1,'2026-05-17T17:51:21.518781+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Incident Response", "AWS Systems Manager"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-automatically-update-your-security-groups-for-amazon-cloudfront-and-aws-waf-by-using-aws-lambda',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.830992+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-monitor-and-query-iam-resources-at-scale-part-1','How to monitor and query IAM resources at scale – Part 1','','2022',0,'Technical guide on orchestrating AWS IAM visibility at scale using AWS Config, Amazon Athena, and Amazon QuickSight. It outlines data pipeline architectures to aggregate, query, and visualize IAM configurations across an entire AWS Organization, enabling rapid detection of security regressions and unmanaged IAM entities.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Compliance & Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource-configurations-using-aws-config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587776379609e+09,0,'2026-06-18T00:37:57.763796+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource-configurations-using-aws-config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.763796+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-replicate-secrets-aws-secrets-manager-multiple-regions','How to replicate secrets in AWS Secrets Manager to multiple Regions','','2021',0,'Architectural blueprint describing how to orchestrate multi-region secrets replication natively via AWS Secrets Manager. It explains synchronization mechanics, KMS encryption wrapping at rest in target regions, and read-replica endpoint configurations to guarantee low-latency access and cross-region disaster recovery capability.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to-a-specific-iam-role',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587799937391e+09,0,'2026-06-18T00:37:57.999374+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to-a-specific-iam-role',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.999374+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-opensearch-service-for-siem','How to use AWS Security Hub and Amazon OpenSearch Service for SIEM','','2022',0,'A reference architecture blueprint demonstrating how to centralize finding logs from AWS Security Hub and ingestion-routing them into Amazon OpenSearch Service. It serves as a cost-effective, real-time Security Information and Event Management (SIEM) dashboard for continuous log investigation.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-use-saml-to-automatically-direct-federated-users-to-a-specific-aws-management-console-page',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587828718495e+09,0,'2026-06-18T00:37:58.287185+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog-posts-from-june-july-and-august',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587829086208e+09,0,'2026-06-18T00:37:58.290862+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/how-to-use-saml-to-automatically-direct-federated-users-to-a-specific-aws-management-console-page',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.287185+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog-posts-from-june-july-and-august',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.290862+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/security-practices-in-aws-multi-tenant-saas-environments','Security practices in AWS multi-tenant SaaS environments','','2021',0,'An analytical guide establishing SaaS tenant isolation policies on AWS. Discusses partitioning patterns across compute resources, dynamically generating short-lived IAM session credentials to enforce data-layer security boundaries, and configuring tenant-specific encryption keys via KMS.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "SaaS Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/temporary-elevated-access-management-with-iam-identity-center','Temporary elevated access management with IAM Identity Center','','2023',0,'AWS IAM Identity Center introduced temporary elevated access mechanisms. This feature implements time-bound, audited administrative permissions (just-in-time privilege escalation), mitigating risks from persistently elevated root and operator access.','None','Cloud Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Privilege Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587843450093e+09,0,'2026-06-18T00:37:58.434501+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so-far-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587828095603e+09,0,'2026-06-18T00:37:58.280956+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-in-2015',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.434501+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so-far-in-2016',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.280956+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/update-of-aws-security-reference-architecture-is-now-available','aws.amazon.com: Update of AWS Security Reference Architecture is now available','','2023',0,'An architectural announcement detailing updates made to the AWS Security Reference Architecture (SRA). Details integrations with newly evolved AWS security services, updated multi-account strategies, and delegation changes designed to simplify operational overhead.','English','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-practices-for-ddos-resiliency',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587829200792e+09,0,'2026-06-18T00:37:58.292008+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-practices-for-ddos-resiliency',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.292008+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/use-iam-access-analyzer-policy-generation-to-grant-fine-grained-permissions-for-your-aws-cloudformation-service-roles','Use IAM Access Analyzer policy generation to grant fine-grained permissions for your AWS CloudFormation service roles','','2021',0,'Detailed operational guide showing how to generate least-privilege IAM policies automatically from CloudFormation deployment histories via Access Analyzer. This workflow accelerates secure infrastructure-as-code deployments by capturing actual runtime API calls and converting them into precise, production-ready IAM policies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Least Privilege Automation"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/security/when-and-where-to-use-iam-permissions-boundaries','aws.amazon.com: When and where to use IAM permissions boundaries','','2023',0,'A comprehensive architectural guide on implementing AWS IAM permissions boundaries to delegate authority safely. It explains how to set the maximum privilege level for IAM principals, enabling developers to create roles without escalating privileges. Essential for scaling IAM governance in decentralized engineering organizations.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/smb/four-principles-of-cloud-financial-management-small-and-medium-business-owners-need-to-know','aws.amazon.com: Four Principles of Cloud Financial Management Small and Medium Business Owners Need to Know','','2023',3,'Breaks down AWS Cloud Financial Management (CFM) pillars specifically optimized for small and medium businesses. Outlines strategies for mapping budgets to cloud infrastructure utilization using AWS Cost Explorer and AWS Budgets, striking a balance between fast delivery and operational cost overhead.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "SMB Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}'); @@ -894,67 +894,67 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/a-step-by-s INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/automate-and-centrally-manage-data-protection-for-amazon-s3-with-aws-backup','Automate and centrally manage data protection for Amazon S3 with AWS Backup','','2021',4,'Details on leveraging AWS Backup to configure and schedule continuous backups and point-in-time restores directly for Amazon S3 buckets. Live Grounding identifies this integration as a critical requirement for securing high-scale object store applications against ransomware or logical deletion bugs.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Services", "S3 Protection"]','["[ENTERPRISE-STABLE]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/building-an-active-active-latency-based-application-across-multiple-regions','Building an active-active, latency-based application across multiple Regions 🌟','','2021',0,'Outlines patterns for constructing active-active, latency-routed storage setups across multiple geographical AWS Regions. Focuses on orchestrating distributed systems with zero-RTO ambitions, detailing replication policies, DNS-level routing strategies, and conflict-free data synchronization. Key trade-offs in consistency and replication lag are analyzed to build resilient enterprise services.','Agnostic','Architecture Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Reliability Engineering", "Multi-Region Architectures"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/machine-learning-with-kubeflow-on-amazon-eks-with-amazon-efs','aws.amazon.com: Machine Learning with Kubeflow on Amazon EKS with Amazon EFS','','2022',0,'Illustrates the reference architecture for scaling distributed machine learning workloads using Kubeflow on Amazon EKS backed by AWS EFS. Addresses shared-storage patterns crucial for training datasets, model checkpoints, and collaborative Jupyter notebooks.','N/A','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Machine Learning", "Kubeflow Storage"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering','Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering','','2021',4,'Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.','English','Technical Article','Intermediate',0,'online','manual','af55e777f6dd102fb7cc5e394eed245a3bd08094b063b668dbc466b217dfb6f5',100.0,1.77903310092413806e+09,1,'2026-05-17T17:51:40.924138+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-and-at-scale-using-s3-intelligent-tiering','Manage Amazon S3 storage costs granularly and at scale using S3 Intelligent-Tiering','','2021',4,'Details how S3 Intelligent-Tiering minimizes administration tasks by automating object data migration. Moves records between active and archival tiers based on individual file lifecycle events.','English','Technical Article','Intermediate',0,'online','manual','af55e777f6dd102fb7cc5e394eed245a3bd08094b063b668dbc466b217dfb6f5',100.0,1779033100,1,'2026-05-17T17:51:40.924138+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/monitor-amazon-s3-activity-using-s3-server-access-logs-and-pandas-in-python','Monitor Amazon S3 activity using S3 server access logs and Pandas in Python','','2021',0,'Explores the implementation of data-driven security audits and monitoring on Amazon S3. Leveraging Python''s Pandas library, the post walks through parsing raw S3 server access logs to construct structured dataframes. This allows engineers to query access patterns, detect anomalous behaviors, and automate compliance audits with high precision without provisioning complex database engines.','Python','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "AWS S3", "Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/mount-amazon-efs-file-systems-cross-account-from-amazon-eks','aws.amazon.com: Mount Amazon EFS file systems cross-account from Amazon EKS, and utilize AWS Organizations more effectively','','2021',0,'A guide to mounting Amazon Elastic File System (EFS) across separate AWS accounts using AWS Organizations and EKS. Outlines IAM policy delegation and EFS CSI driver setup to enable persistent shared storage across multi-tenant environments.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "Amazon EFS"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/blogs/storage/persistent-storage-for-kubernetes','aws.amazon.com: Persistent storage for Kubernetes','','2021',0,'A comprehensive architectural assessment of persistent storage paradigms in AWS-hosted Kubernetes. Contrasts EBS, EFS, and FSx for Lustre, outlining optimal use cases, performance characteristics, and mounting protocols across containerized applications.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "Persistent Volumes"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cdk','CDK','','2026',0,'Curator Insight highlights the AWS Cloud Development Kit (CDK) for defining cloud infrastructure using familiar programming languages. Live Grounding confirms AWS CDK v2 is the undisputed standard for modern AWS programmatic provisioning, drastically reducing CloudFormation boilerplate via high-level, reusable constructs.','TypeScript','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/certification/certification-prep/testing','Schedule an Exam','','2023',0,'Official AWS portal dedicated to scheduling cloud certification exams via Pearson VUE. Provides essential administrative details, policy guidelines, accommodations request forms, and localized testing options.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Administration"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cli','Amazon CLI Documentation','','2026',0,'The main landing and installation documentation portal for the AWS Command Line Interface. It acts as the definitive source for setting up the CLI across macOS, Linux, and Windows environments. Essential for establishing standard terminal configurations and programmatic environment variables across both developer workstations and CI/CD agents.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/cloud-adoption-framework','AWS Cloud Adoption Framework (AWS CAF)','','2026',0,'The AWS Cloud Adoption Framework (AWS CAF) defines a structured architectural approach to enterprise cloud migration. Evaluates six primary organizational perspectives to securely de-risk large-scale cloud transformations.','English','Documentation','Advanced',0,'online','manual','91cf5a1db1ab2d0b67528ecbe38fc8a3a5e00d5aa2311358212017dcd995a2c3',100.0,1.77913049496701693e+09,1,'2026-05-18T20:54:54.967017+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Enterprise Migration", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/cloud-adoption-framework','AWS Cloud Adoption Framework (AWS CAF)','','2026',0,'The AWS Cloud Adoption Framework (AWS CAF) defines a structured architectural approach to enterprise cloud migration. Evaluates six primary organizational perspectives to securely de-risk large-scale cloud transformations.','English','Documentation','Advanced',0,'online','manual','91cf5a1db1ab2d0b67528ecbe38fc8a3a5e00d5aa2311358212017dcd995a2c3',100.0,1779130494,1,'2026-05-18T20:54:54.967017+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Enterprise Migration", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudcontrolapi','AWS Cloud Control API','','2021',0,'Detailed programmatic standard for the Cloud Control API. Unifies CRUDL interactions across hundreds of AWS resource classes and third-party integration schemas, facilitating custom provisioning engine designs.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure APIs"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudendure-migration','AWS Cloud Endure Migration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61',100.0,1.77903404154777503e+09,0,'2026-05-17T18:07:21.547775+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/application-migration-service"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudformation',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6860ed82275e041fcbe79931339f8e8c8f2a0179f7a5da72a834d4b124cc2e70',100.0,1.77903404540694189e+09,0,'2026-05-17T18:07:25.406942+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru','Amazon CodeGuru Reviewer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e',100.0,1.77902912417182898e+09,0,'2026-05-17T16:45:24.171829+02:00',NULL,NULL,NULL,'[]','[]','["docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/codeguru/profiler"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudendure-migration','AWS Cloud Endure Migration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61',100.0,1779034041,0,'2026-05-17T18:07:21.547775+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/application-migration-service"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/cloudformation',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6860ed82275e041fcbe79931339f8e8c8f2a0179f7a5da72a834d4b124cc2e70',100.0,1779034045,0,'2026-05-17T18:07:25.406942+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru','Amazon CodeGuru Reviewer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e',100.0,1779029124,0,'2026-05-17T16:45:24.171829+02:00',NULL,NULL,NULL,'[]','[]','["docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/codeguru/profiler"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/codeguru/profiler','Amazon CodeGuru Reviewer','','2026',0,'Amazon CodeGuru Reviewer is an AI-driven security and performance analysis service built to find hard-to-detect defects within CI/CD pipelines. It identifies security vulnerabilities, synchronization issues, and resource leaks. In 2026, it offers refined cloud-native optimization suggestions tailored to AWS service dependencies and serverless execution environments.','Java','tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Automated Code Review", "Amazon CodeGuru"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/codewhisperer','Amazon CodeWhisperer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30cd6d021ff9fb492b38f274b8c66090eadf4e900bce6a00dd2a0a3b48692f73',100.0,1.7790345643084619e+09,0,'2026-05-17T18:16:04.308462+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/q/developer"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/compliance/shared-responsibility-model',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a1ee072decf0f2baca82f1015afe12e9904f70a09c25c6bd9524eaf803947ed6',100.0,1.77903182698903608e+09,1,'2026-05-17T17:30:26.989036+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/codewhisperer','Amazon CodeWhisperer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','30cd6d021ff9fb492b38f274b8c66090eadf4e900bce6a00dd2a0a3b48692f73',100.0,1779034564,0,'2026-05-17T18:16:04.308462+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md", "docs/devel-sites.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/q/developer"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/compliance/shared-responsibility-model',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a1ee072decf0f2baca82f1015afe12e9904f70a09c25c6bd9524eaf803947ed6',100.0,1779031826,1,'2026-05-17T17:30:26.989036+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/controltower','aws.amazon.com: AWS Control Tower','','2023',0,'Official AWS product reference for AWS Control Tower, a managed service that streamlines multi-account governance and landing zone orchestration. It details how the platform enforces automated guardrails, visualizes enterprise health, and coordinates with AWS Organizations for centralized billing and policy compliance.','None','Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "Multi-Account Setup", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/corretto','Amazon Corretto','','2020',0,'Amazon Corretto is a no-cost, multiplatform, production-ready distribution of OpenJDK backed by Amazon AWS. It includes performance optimizations and security patches used internally at Amazon, making it a reliable standard for enterprise Java APIs.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "JDK Distribution"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/datapipeline','AWS Data Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b',100.0,1.77903456891717195e+09,0,'2026-05-17T18:16:08.917172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/glue"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/datapipeline','AWS Data Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9fae1d0be9296b6fc7d2340f9ab54f90a9525d2133fa56706439edcc2b3272b',100.0,1779034568,0,'2026-05-17T18:16:08.917172+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/glue"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus','aws.amazon.com: Troubleshooting Amazon EKS API servers with Prometheus','','2022',0,'Discusses Prometheus instrumentation and query dashboards tailored specifically for evaluating EKS API server health. Analyzes performance bottlenecks, webhook latency, request queues, and resource utilization to maintain high availability.','PromQL','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/troubleshooting-amazon-eks-api-servers-with-prometheus"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/mt/strategies-for-consolidating-aws-environments','Strategies for consolidating AWS environments','','2023',0,'Details architectural strategies for consolidating multi-account AWS environments. 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This approach prevents unauthorized downloads of static content directly at the CDN tier, dramatically reducing backend origin load.','English','blog','advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "CDN", "Edge Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/de/blogs/storage/simplifying-amazon-ebs-volume-migration-and-modification-using-the-ebs-csi-driver','Simplifying Amazon EBS volume migration and modification on Kubernetes using the EBS CSI Driver','','2023',0,'Outlines techniques for non-disruptively scaling, upgrading, and migrating stateful persistent volumes using the advanced AWS Elastic Block Store (EBS) CSI Driver. Focuses on hot-modifying volume sizes, IOPS parameters, and throughput.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Storage", "EBS Migration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/device-farm','AWS Device Farm: Improve the quality of your web and mobile applications by testing across desktop browsers and real mobile devices hosted in the AWS Cloud','','2025',4,'Product brief of AWS Device Farm, an automated application testing service hosting real physical mobile devices and desktop browser stacks for continuous cross-platform validation.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Mobile Testing"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/devops','AWS DevOps 🌟','','2026',0,'AWS’s primary DevOps portal, presenting their native continuous delivery and infrastructure management stack, including CodePipeline, CodeBuild, and CloudFormation. While curator listings highlight frictionless integration with EC2 and ECS, live architectural patterns in 2026 showcase teams frequently combining AWS-native compute with cloud-agnostic deployment runtimes to avoid platform lock-in.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Cloud Services"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "aws-devops.md", "devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/devops-guru','Amazon DevOps Guru','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','280116a655de3cf3a75f1334ee3bbe7f51e83630f34c706164de136170dd341e',100.0,1.77902929453858709e+09,0,'2026-05-17T16:48:14.538587+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/devops/-guru',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.7791304949990561e+09,0,'2026-05-18T20:54:54.999056+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/devops-guru','Amazon DevOps Guru','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','280116a655de3cf3a75f1334ee3bbe7f51e83630f34c706164de136170dd341e',100.0,1779029294,0,'2026-05-17T16:48:14.538587+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/devops/-guru',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.999056+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-devops.md"]','["aws-devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/?audit=2019q1','Whitepaper: Migrating Your Databases to AWS','','2019',4,'Curator Insight offers a comprehensive methodology and step-by-step guidance for planning and executing database migrations to AWS. Live Grounding reviews key architectural patterns, conversion tools (AWS SCT), and common anti-patterns. Crucial reading for enterprise modernization and cloud adoption planning.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Whitepapers"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1.77903157649662303e+09,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/dms/?audit=2019q1"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/dms/learn-more','Whitepaper: Migrating Your Databases to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ac4db73285b65f1f821b683233f8d3e1481d806d3a0bd3f07e610f53ff05139',100.0,1779031576,0,'2026-05-17T17:26:16.496623+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/dms/?audit=2019q1"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/documentation/elastic-beanstalk','AWS Elastic Beanstalk Documentation','','2011',0,'Official reference architecture and deployment guide for AWS Elastic Beanstalk. Simplifies cloud application lifecycle management by handling capacity provisioning, balancing, scaling, and platform patching.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1.77903415561543488e+09,1,'2026-05-17T18:09:15.615435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1779034155,1,'2026-05-17T18:09:15.615435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/elasticloadbalancing/application-load-balancer','Application Load Balancer','','2020',0,'The authoritative landing page for AWS ALB, highlighting its Layer 7 request routing capabilities, HTTP/2 support, and WAF integrations. 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-INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory','AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903215931221699e+09,0,'2026-05-17T17:35:59.312217+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer','Application Load Balancer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9afd89ec5e6ae024c833406a37b61768771d65db7f9dda728b3a1d4bba245dd1',100.0,1779031327,0,'2026-05-17T17:22:07.282979+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-networking.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/elasticloadbalancing/application-load-balancer"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/eks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc4e75731432f5deb65ca3101065c75f0937fad733f57179ef7f185b7ffee548',100.0,1779029142,0,'2026-05-17T16:45:42.366300+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/eks"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/iot','aws.amazon.com/en/iot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','53a4ea9ed280c66544be53a0137bd389de48046349fb777aab0ec4ac4e2650cb',100.0,1779030982,0,'2026-05-17T17:16:22.773584+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/iot"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/premiumsupport','AWS Support','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','be1cf71d0326726204d76ad5aa0b2031464021b98ef70d6e5cd4dc9101896afd',100.0,1779030436,0,'2026-05-17T17:07:16.601735+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/premiumsupport"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/en/premiumsupport/knowledge-center','AWS Knowledge Center','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ec4e2f5075597f14863a449986ae6312a4ad332eb0b511b9da30df9b82a50582',100.0,1779033118,0,'2026-05-17T17:51:58.516298+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2015/12/aws-cloudformation-adds-support-for-aws-waf-and-aws-directory-service-for-microsoft-active-directory','AWS CloudFormation Adds Support for AWS WAF and AWS Directory Service for Microsoft Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1779032159,0,'2026-05-17T17:35:59.312217+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/docker-datacenter-on-the-aws-cloud-quick-start-reference-deployment','Docker Datacenter on the AWS Cloud: Quick Start Reference Deployment','','2016',0,'Quick Start guide detailing the automated orchestration of Docker Datacenter (now Mirantis Kubernetes Engine) on AWS. It serves as an architectural design reference from the pre-Kubernetes dominance era, describing multi-zone registry configurations, control planes, and Swarm-based container engines.','N/A','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub','Easily model your app data in a NoSQL database with AWS Mobile Hub','','N/A',0,'Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT]','Spanish','Release Announcement','Beginner',0,'online','manual','21f8bb9eda217128301104a7159790fc2f1b33f4d8dc498fb4b1a9c34391a72e',100.0,1.77903161852051091e+09,1,'2026-05-17T17:26:58.520511+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Mobile Development", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization','AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization','','N/A',0,'Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT]','Spanish','Release Announcement','Advanced',0,'online','manual','ab8d47918e42fe8451e7eb56d8d4786364927e216ff5abba72f85dd1b6ed0eca',100.0,1.77903221723213195e+09,1,'2026-05-17T17:36:57.232132+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data-in-a-nosql-database-with-aws-mobile-hub','Easily model your app data in a NoSQL database with AWS Mobile Hub','','N/A',0,'Curator Insight details a legacy utility tool (AWS Mobile Hub) that assisted developers in bootstrapping NoSQL data layers. Live Grounding highlights that AWS Mobile Hub has been replaced by the more powerful AWS Amplify framework. Included for legacy archeological reference. [SPANISH CONTENT]','Spanish','Release Announcement','Beginner',0,'online','manual','21f8bb9eda217128301104a7159790fc2f1b33f4d8dc498fb4b1a9c34391a72e',100.0,1779031618,1,'2026-05-17T17:26:58.520511+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Mobile Development", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/07/aws-schema-conversion-tool-now-supports-conversions-from-oracle-dw-and-teradata-to-amazon-redshift-embedded-code-conversion-and-cloud-native-code-optimization','AWS Schema Conversion Tool now supports conversions from Oracle DW and Teradata to Amazon Redshift, Embedded Code Conversion, and Cloud native Code Optimization','','N/A',0,'Curator Insight announces legacy enhancements to AWS SCT, focusing on target conversions to Amazon Redshift. Live Grounding confirms this enabled automation for migrating complex on-premises data warehouses like Teradata and Oracle DW to modern cloud analytics warehouses. [SPANISH CONTENT]','Spanish','Release Announcement','Advanced',0,'online','manual','ab8d47918e42fe8451e7eb56d8d4786364927e216ff5abba72f85dd1b6ed0eca',100.0,1779032217,1,'2026-05-17T17:36:57.232132+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Database Migration", "Legacy Releases"]','["[LEGACY]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/amazon-inspector-announces-general-availability-for-windows','Amazon Inspector Announces General Availability for Windows','','2016',0,'Historical announcement outlining Amazon Inspector''s release of vulnerability assessment scanning support on Windows Server instances. While foundational, modern operators should reference later Amazon Inspector v2 capabilities for unified container and EC2 scanning.','Spanish','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Vulnerability Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/08/backup-and-archive-to-aws-storage-gateway-vtl-with-veeam-backup-and-replication-v9','Backup and archive to AWS Storage Gateway VTL with Veeam Backup & Replication v9','','2016',3,'An AWS announcement detailing integration between Veeam Backup & Replication and the virtual tape library (VTL) functionality of AWS Storage Gateway. Live Grounding highlights how this hybrid solution continues to serve traditional enterprises transitioning to the cloud while maintaining legacy archiving requirements.','English','Release Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Storage", "Veeam Integration"]','["[LEGACY]"]','[]','["aws-backup.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2016/10/first-aws-certification-study-guide-now-available','aws.amazon.com: First AWS Certification Study Guide Now Available','','2016',0,'Historical announcement of the first official AWS Certified Solutions Architect - Associate Study Guide. While highly informative on classical concepts, modern practitioners must supplement it with current AWS documentation to address the evolved features of modern cloud services.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1.77903422388268089e+09,0,'2026-05-17T18:10:23.882681+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unified-extensible-firmware-interface-aws','EC2 VM Import/Export now supports migration of virtual machines with Unified Extensible Firmware Interface (UEFI) boot to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36',100.0,1779034223,0,'2026-05-17T18:10:23.882681+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-headers-forwarded-from-amazon-cloudfront-to-origin"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/apn/aws-networking-for-developers','AWS Networking for Developers','','2020',0,'Synthesizes AWS''s core networking constructs for software engineers. While early guides treat VPC and subnetting as peripheral, modern development architectures position these as foundational security boundaries. The guide details CIDR blocks, VPC structure, and security groups.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking Concepts"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/apn/oracle-database-encryption-options-on-amazon-rds','Oracle Database Encryption Options on Amazon RDS','','2018',0,'A technical architectural blog guiding engineers through configuring database security on Amazon RDS. It focuses on integrating Oracle Transparent Data Encryption (TDE) with AWS KMS, ensuring low-latency column and tablespace encryption-at-rest with robust enterprise key separation.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Database Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/architecture/connect-amazon-s3-file-gateway-using-aws-privatelink-for-amazon-s3','Connect Amazon S3 File Gateway using AWS PrivateLink for Amazon S3','','2022',0,'A security-focused guide detailing how to mount and connect AWS S3 File Gateways securely using AWS PrivateLink endpoints. Eliminates exposure to the public internet by keeping all backup transactions fully routed within local corporate VPC networks.','English','Architecture Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Private Connectivity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws-spanish/aws-network-firewall-nuevo-servicio-gestionado-de-firewall-para-vpc','AWS Network Firewall – Nuevo Servicio Gestionado de Firewall para VPC','','2021',4,'Un análisis en español sobre AWS Network Firewall, detallando cómo este servicio gestionado de seguridad perimetral proporciona inspección de paquetes activa, prevención de intrusiones (IPS) y filtrado de URL. Arquitectónicamente, se integra con Transit Gateway para asegurar de manera centralizada el tráfico de entrada y salida a nivel de VPC corporativo.','Spanish','Service','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Network Security"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws-spanish/examenes-practicos-gratuitos-y-100-en-espanol-para-que-obtenga-su-certificacion','aws.amazon.com: Exámenes prácticos gratuitos y 100% en español para que obtenga su certificación','','2023',0,'Spanish-language portal by AWS detailing official, free practice certification exams. Designed to help Spanish-speaking engineers evaluate their readiness for Cloud Practitioner and Solutions Architect exams while familiarizing themselves with localized technical vocabulary.','Spanish','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Certification Training"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service'' and Supports OpenSearch 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130',100.0,1.77903297732679891e+09,0,'2026-05-17T17:49:37.326799+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available','Amazon RDS Proxy – Now Generally Available','','N/A',0,'Curator Insight presents Amazon RDS Proxy as a managed solution to handle high database connection concurrency. Live Grounding validates that RDS Proxy multiplexes connections, bypassing the performance degradation caused by high serverless (AWS Lambda) spin-up events. A critical integration pattern for cloud-native microservices. [SPANISH CONTENT]','Spanish','Blog Post','Intermediate',1,'online','manual','bf0c24c2f82da9fadb5e86e0950ef96791ae86c854470897dd544b3ae9b0dbca',100.0,1.77903059745959711e+09,1,'2026-05-17T17:09:57.459597+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Serverless Architecture"]','["[DE FACTO STANDARD]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction','aws.amazon.com: Amazon S3 Glacier Price Reduction','','2021',4,'Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical compliance logs.','English','Technical Article','Intermediate',0,'online','manual','de838d4e4d6256050d8712e060ec0a29730e57d09ef9418b67a61096d1f9ea9a',100.0,1.77903172016570401e+09,1,'2026-05-17T17:28:40.165704+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-opensearch-service-and-supports-opensearch-10','aws.amazon.com: Amazon Elasticsearch Service Is Now Amazon OpenSearch Service'' and Supports OpenSearch 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','50e89257bccff5ad33443b08ee3e69bfa8293c698504c504d6d500db995f2130',100.0,1779032977,0,'2026-05-17T17:49:37.326799+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/announcing-amazon-opensearch-service-which-supports-opensearch-10"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available','Amazon RDS Proxy – Now Generally Available','','N/A',0,'Curator Insight presents Amazon RDS Proxy as a managed solution to handle high database connection concurrency. Live Grounding validates that RDS Proxy multiplexes connections, bypassing the performance degradation caused by high serverless (AWS Lambda) spin-up events. A critical integration pattern for cloud-native microservices. [SPANISH CONTENT]','Spanish','Blog Post','Intermediate',1,'online','manual','bf0c24c2f82da9fadb5e86e0950ef96791ae86c854470897dd544b3ae9b0dbca',100.0,1779030597,1,'2026-05-17T17:09:57.459597+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Serverless Architecture"]','["[DE FACTO STANDARD]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction','aws.amazon.com: Amazon S3 Glacier Price Reduction','','2021',4,'Analyses structural price reductions on S3 Glacier archiving solutions. Evaluates its architectural impact for enterprises storing high-volume data lakes and maintaining long-term historical compliance logs.','English','Technical Article','Intermediate',0,'online','manual','de838d4e4d6256050d8712e060ec0a29730e57d09ef9418b67a61096d1f9ea9a',100.0,1779031720,1,'2026-05-17T17:28:40.165704+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/aws-cloudshell-command-line-access-to-aws-resources','AWS CloudShell - Command-Line Access to AWS Resources','','2020',5,'Introduction to AWS CloudShell, a browser-based, secure terminal console preconfigured with standard CLI utilities, shell environments, and automatic IAM session credential sharing.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Management Tools"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances','May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard'' Reserved Instances','','2020',4,'Details systemic price reductions for EC2 Instance Savings Plans and Standard Reserved Instances. Highlights AWS''s continuous price adjustments and the architectural shift towards commitment-based financial engineering models.','English','Technical Article','Intermediate',0,'online','manual','815be8e566d6624237e65cc5cb8947cdf55f101a50ffdda374bbc85a0a03a398',100.0,1.77903044026481604e+09,1,'2026-05-17T17:07:20.264816+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Compute Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-plans-and-standard-reserved-instances','May 2020: EC2 Price Reduction – For EC2 Instance Saving Plans and Standard'' Reserved Instances','','2020',4,'Details systemic price reductions for EC2 Instance Savings Plans and Standard Reserved Instances. Highlights AWS''s continuous price adjustments and the architectural shift towards commitment-based financial engineering models.','English','Technical Article','Intermediate',0,'online','manual','815be8e566d6624237e65cc5cb8947cdf55f101a50ffdda374bbc85a0a03a398',100.0,1779030440,1,'2026-05-17T17:07:20.264816+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Compute Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/introducing-a-public-registry-for-aws-cloudformation','Introducing a Public Registry for AWS CloudFormation','','2021',0,'The AWS CloudFormation Public Registry simplifies resource discovery, allowing platform engineers to deploy third-party resource models directly within stacks. It eliminates the need for complex, custom lambda triggers when integrating external APIs or monitoring tools.','N/A','Registry Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Registries"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/new-for-aws-cloudformation-quickly-retry-stack-operations-from-the-point-of-failure','New for AWS CloudFormation – Quickly Retry Stack Operations from the Point of Failure','','2021',4,'Introduces the ability to retry failed CloudFormation stack operations from the point of failure, omitting the need to rollback and rebuild the entire deployment from scratch. This drastically optimizes development feedback loops, especially when dealing with flaky external resources or transient timeouts. It dramatically changes IaC debugging workflows on AWS.','English','Service Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "State Management"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/aws/red-hat-openshift-service-on-aws-now-generally-availably','amazon.com: Red Hat OpenShift Service on AWS Now GA','','2021',0,'The official AWS News Blog GA release for ROSA. It highlights deep integration with native AWS consoles, identity management, and simplified direct deployment methods.','Spanish','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Managed Kubernetes", "ROSA"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/compute/optimizing-lambda-functions-packaged-as-container-images','aws.amazon.com: Optimizing Lambda functions packaged as container images','','2021',0,'Highly technical optimization guide for serverless containers. Focuses on cache warming, base image choices, and reducing multi-tier image footprints to minimize cold start latency.','None','Technical Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/developers-guide-to-using-amazon-efs-with-amazon-ecs-and-aws-fargate-part-1','Amazon EFS with Amazon ECS and AWS Fargate – Part 1','','2021',0,'A detailed developer''s guide showing how to mount elastic, multi-writer shared storage structures (Amazon EFS) onto transient AWS ECS containers running under AWS Fargate. Highly critical for migrating legacy workloads requiring stateful configurations.','N/A','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "AWS ECS & Fargate", "Storage Architecture"]','["[LEGACY]"]','[]','["aws-serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects','Introducing cdk8s+: Intent-driven APIs for Kubernetes objects','','2021',0,'AWS blog introducing cdk8s+, an abstraction layer built on top of Cloud Development Kit for Kubernetes. Allows developers to programmatically compose secure, intent-driven configurations using object-oriented languages instead of flat YAML documents.','English','Article','Advanced',0,'online','manual','784a3338cc02023deec7725049143e6541f7344bf6de43993dbbca12b49f9f7b',100.0,1.77903108902861309e+09,1,'2026-05-17T17:18:09.028613+02:00',NULL,NULL,NULL,'["Configuration Management", "IaC & SDKs", "CDK"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Spanish localized edition of AWS''s architectural breakdown detailing policy-driven mitigations within Kubernetes runtime layers. Instructs platform engineers on configuring robust security guardrails using native Kubernetes controllers and cloud provider identity brokers to neutralize container vulnerabilities.','YAML','Blog','Advanced',0,'duplicate','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1.77903351108967089e+09,1,'2026-05-17T17:58:31.089671+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-for-kubernetes-objects','Introducing cdk8s+: Intent-driven APIs for Kubernetes objects','','2021',0,'AWS blog introducing cdk8s+, an abstraction layer built on top of Cloud Development Kit for Kubernetes. Allows developers to programmatically compose secure, intent-driven configurations using object-oriented languages instead of flat YAML documents.','English','Article','Advanced',0,'online','manual','784a3338cc02023deec7725049143e6541f7344bf6de43993dbbca12b49f9f7b',100.0,1779031089,1,'2026-05-17T17:18:09.028613+02:00',NULL,NULL,NULL,'["Configuration Management", "IaC & SDKs", "CDK"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1','aws.amazon.com: Policy-based countermeasures for Kubernetes – Part 1','','2021',0,'Spanish localized edition of AWS''s architectural breakdown detailing policy-driven mitigations within Kubernetes runtime layers. Instructs platform engineers on configuring robust security guardrails using native Kubernetes controllers and cloud provider identity brokers to neutralize container vulnerabilities.','YAML','Blog','Advanced',0,'duplicate','manual','dca6bc05170d65cf15a694f2b2f5f6fe0b0310fb65e615bd3153cad2c1e932bd',100.0,1779033511,1,'2026-05-17T17:58:31.089671+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/containers/policy-based-countermeasures-for-kubernetes-part-1"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/containers/red-hat-openshift-service-on-aws-architecture-and-networking','aws.amazon.com: Red Hat OpenShift Service on AWS: architecture and networking','','2021',0,'An in-depth guide on ROSA integration within existing virtual networks, demonstrating VPC configurations, routing tables, and Elastic Load Balancer (ELB) design parameters.','Spanish','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Cluster Networking", "ROSA Networking"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/developer/migrating-to-boto3','Migrating to Boto3','','2015',4,'Curator Insight outlines the definitive transition guide from early Boto v2 to the modern Boto3 framework. Live Grounding demonstrates that Boto3 is the fundamental backend library for programmatic cloud orchestration, leveraging AWS-designed schemas to autogenerate modern client models.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Migration Guides"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/blogs/devops/building-a-serverless-jenkins-environment-on-aws-fargate','amazon.com: Building a serverless Jenkins environment on AWS Fargate','','2021',0,'This architectural blueprint outlines how to build a highly available, serverless Jenkins cluster on AWS Fargate. It covers eliminating static controller instances, deploying dynamic containerized worker agents via ECS, and mitigating idle cost structures. *Curator Insight*: Highlighting cloud-native agent deployment. *Live Grounding*: By 2026, Fargate-backed agents represent a dominant methodology to avoid VM configuration drift and dynamic scaling bottlenecks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Serverless Jenkins on AWS"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); @@ -968,52 +968,52 @@ INSERT INTO "resources" VALUES('https://aws.amazon.com/es/codepipeline/product-i INSERT INTO "resources" VALUES('https://aws.amazon.com/es/documentation/ecr','Amazon EC2 Container Registry Documentation','','2024',0,'Official engineering reference for Amazon ECR, a fully managed OCI-compliant container registry. It covers critical security integrations, image scanning capabilities, cross-region replication configurations, and direct integration with Amazon ECS/EKS to facilitate safe, high-speed container pull actions.','N/A','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/eks/pricing','AWS Kubernetes pricing','','2026',0,'The official pricing directory for AWS Elastic Kubernetes Service (EKS). Outlines hourly control-plane overhead fees alongside integration costs for EC2 worker nodes, AWS Fargate, and localized Outposts. Live grounding establishes EKS pricing as the foundational metric for container hosting calculations.','Spanish','Reference/Pricing','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Managed Kubernetes", "AWS EKS Costs"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/local/spain','AWS en España','','2023',0,'The landing portal for AWS''s infrastructure operations in Spain, outlining local low-latency clusters, geographical redundancy options, and sovereign data residency frameworks for European enterprise workloads.','None','Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md", "aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea',100.0,1.77903417366868591e+09,0,'2026-05-17T18:09:33.668686+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/es/training/ramp-up-guides','AWS Ramp-Up Guides','','2026',0,'Curated, structured training roadmaps provided by AWS experts to build capability across role-based boundaries (Architect, Developer, DevOps). These paths organize disparate services into digestible, progressive educational units.','N/A','Documentation','Beginner',0,'online','manual','08c9e28d5bdf2e68d3dd77b5c5264a2b489cd8c63862d95a915dac73bfce2229',100.0,1.77903375076837205e+09,1,'2026-05-17T18:02:30.768372+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-quotas-cli-commands','How can I troubleshoot errors using the AWS CLI to manage my service quota requests?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f521091844b95e4b498fcddac441a8a8acc3301cd1a71087193764f3e2cfbbea',100.0,1779034173,0,'2026-05-17T18:09:33.668686+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://repost.aws/es/knowledge-center/troubleshoot-service-quotas-cli-commands"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/es/training/ramp-up-guides','AWS Ramp-Up Guides','','2026',0,'Curated, structured training roadmaps provided by AWS experts to build capability across role-based boundaries (Architect, Developer, DevOps). These paths organize disparate services into digestible, progressive educational units.','N/A','Documentation','Beginner',0,'online','manual','08c9e28d5bdf2e68d3dd77b5c5264a2b489cd8c63862d95a915dac73bfce2229',100.0,1779033750,1,'2026-05-17T18:02:30.768372+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/es/vmware','VMware Cloud on AWS','','2017',0,'Official architectural landing page for VMware Cloud on AWS. Outlines SDDC framework deployments on bare-metal infrastructure, enabling disaster recovery, capacity bursting, and seamless VM migrations.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Hybrid Cloud"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/events','RESOURCE HUB: Eventos y webinars de AWS','','2025',0,'The main catalog of upcoming and archived AWS training webinars, events, and bootcamps, detailing multi-region strategy patterns, cloud migration best practices, and serverless architectures.','None','Resource Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Education", "Resources"]','["[LEGACY]"]','[]','["aws-spain.md", "aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/events/reinvent/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=950284531','AWS re:Invent Event Portal','The primary learning and announcements portal for Amazon Web Services re:Invent conference.','2026',4,'The primary information repository and registration hub for AWS''s flagship learning event. - **Architectural Value**: Serves as the ground truth for major cloud infrastructure, compute, and serverless product launches. - **Key Features**: Comprehensive catalog of technical bootcamps, architectural breakout sessions, and keynotes. -- **Technical Significance**: Essential for enterprise cloud architects seeking to keep abreast of managed service innovations and optimization patterns.','en','event','intermediate',0,'online','automatic','0c494498880ce071e39678c8245dd4a17251c0eb519814b91a070326a8b68a03',NULL,1.78035254437053394e+09,0,'2026-06-02T00:22:24.370534+02:00',NULL,NULL,NULL,'["AWS Ecosystem", "Cloud Conferences", "re:Invent Events"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "The premier annual AWS learning conference where global cloud announcements, deep-dive sessions, and technical architecture workshops are launched.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on','AWS 10-Minute Tutorials','','2026',0,'An onboarding portal featuring bite-sized, 10-minute technical exercises across core services (EC2, S3, RDS). These tutorials utilize guided steps to help engineers rapidly spin up cloud resources while demonstrating fundamental networking, security, and storage architecture patterns.','English','Educational','Beginner',0,'online','manual','e169e28e3c1fe0da727dd43e11980a3b29a9a5df232553b62ccf5f4efa0d6786',100.0,1779130495.01498,1,'2026-05-18T20:54:55.014980+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Services", "Hands-on Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins','aws.amazon.com: How to cost optimize Jenkins jobs on Kubernetes with EC2'' Spot Instances 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1',100.0,1.77903223225775098e+09,0,'2026-05-17T17:37:12.257751+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks','aws.amazon.com: Deploy a kubernetes application','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bf709362f4aef747e0ac49d07c4a607138d91ddbb4ad1c14787ac358c81f0c4',100.0,1.77903423548369598e+09,0,'2026-05-17T18:10:35.483696+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials','AWS 10-Minute Tutorials','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','90389b12e5080aef584936b7e2fa36ffd67cd6638101365e0cd0efe64f163cc4',100.0,1.77903002467657089e+09,0,'2026-05-17T17:00:24.676571+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/getting-started/hands-on"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials/create-mysql-db','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531',100.0,1779031146.82959,0,'2026-05-17T17:19:06.829590+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html"}'); +- **Technical Significance**: Essential for enterprise cloud architects seeking to keep abreast of managed service innovations and optimization patterns.','en','event','intermediate',0,'online','automatic','0c494498880ce071e39678c8245dd4a17251c0eb519814b91a070326a8b68a03',NULL,1780352544,0,'2026-06-02T00:22:24.370534+02:00',NULL,NULL,NULL,'["AWS Ecosystem", "Cloud Conferences", "re:Invent Events"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "The premier annual AWS learning conference where global cloud announcements, deep-dive sessions, and technical architecture workshops are launched.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on','AWS 10-Minute Tutorials','','2026',0,'An onboarding portal featuring bite-sized, 10-minute technical exercises across core services (EC2, S3, RDS). These tutorials utilize guided steps to help engineers rapidly spin up cloud resources while demonstrating fundamental networking, security, and storage architecture patterns.','English','Educational','Beginner',0,'online','manual','e169e28e3c1fe0da727dd43e11980a3b29a9a5df232553b62ccf5f4efa0d6786',100.0,1779130495,1,'2026-05-18T20:54:55.014980+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Services", "Hands-on Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins','aws.amazon.com: How to cost optimize Jenkins jobs on Kubernetes with EC2'' Spot Instances 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1',100.0,1779032232,0,'2026-05-17T17:37:12.257751+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks','aws.amazon.com: Deploy a kubernetes application','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bf709362f4aef747e0ac49d07c4a607138d91ddbb4ad1c14787ac358c81f0c4',100.0,1779034235,0,'2026-05-17T18:10:35.483696+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials','AWS 10-Minute Tutorials','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','90389b12e5080aef584936b7e2fa36ffd67cd6638101365e0cd0efe64f163cc4',100.0,1779030024,0,'2026-05-17T17:00:24.676571+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/getting-started/hands-on"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/getting-started/tutorials/create-mysql-db','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','721b62b045492c126d7de94e7f61fd1db854bd23c7767798fbcb580df8c76531',100.0,1779031146,0,'2026-05-17T17:19:06.829590+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-databases.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html"}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/glue','AWS Data Pipeline','','2025',5,'Official page of AWS Glue, a fully managed serverless data integration service. Identifies structural discovery using AWS Glue Data Catalog, PySpark ETL execution, and schema registry controls.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[DE FACTO STANDARD]"]','[]','["aws-data.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/grafana','Amazon Managed Service for Grafana','','2024',0,'Managed visualization console offering direct enterprise integrations with SSO and IAM setups. Allows telemetry aggregation from diverse cloud datasources (S3, Prometheus, CloudWatch, Opensearch) under unified dynamic views.','N/A','Cloud Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Grafana"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/iot','aws.amazon.com/en/iot','','2015',0,'Technical documentation for AWS IoT Core, a high-throughput managed broker designed to securely route and map billions of device telemetry streams into cloud databases and analysis applications.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "AWS", "IoT Platforms"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/isv/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trk=2b5d5ac0-d7ce-421b-87ac-beedc1d30a35&linkId=953889966','AWS Software and Technology Business Scaling Solutions','The primary landing page for Independent Software Vendors (ISVs) looking to scale, optimize, and market multi-tenant SaaS products utilizing the AWS partner network.','2025',4,'### Curator Insight -This AWS portal serves as the primary gateway for Independent Software Vendors (ISVs) looking to architect, deploy, and scale SaaS products on AWS. It provides blueprints for integrating multi-tenant databases, achieving the ''Rule of 40'' through cloud growth, and aligning with the AWS Global Passport program for global expansion. Software architects and product leaders can leverage this hub for proven business and technical growth frameworks.','English','Documentation Portal','Intermediate',0,'online','automatic','5a4a19c413e621ee4426eb9e8e9b68f9267b94964c81001d3c4aba87077d3615',NULL,1.78040170254899406e+09,0,'2026-06-02T14:01:42.548994+02:00',NULL,NULL,NULL,'["Amazon Web Services", "SaaS Architecture", "ISV Scaling"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-architecture", "impact_score": 80, "reputation_status": "Vetted", "reputation_summary": "Official AWS portal. Holds direct corporate backing and is verified as the central authoritative resource for scaling SaaS and software businesses on AWS infrastructure.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); +This AWS portal serves as the primary gateway for Independent Software Vendors (ISVs) looking to architect, deploy, and scale SaaS products on AWS. It provides blueprints for integrating multi-tenant databases, achieving the ''Rule of 40'' through cloud growth, and aligning with the AWS Global Passport program for global expansion. Software architects and product leaders can leverage this hub for proven business and technical growth frameworks.','English','Documentation Portal','Intermediate',0,'online','automatic','5a4a19c413e621ee4426eb9e8e9b68f9267b94964c81001d3c4aba87077d3615',NULL,1780401702,0,'2026-06-02T14:01:42.548994+02:00',NULL,NULL,NULL,'["Amazon Web Services", "SaaS Architecture", "ISV Scaling"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-architecture", "impact_score": 80, "reputation_status": "Vetted", "reputation_summary": "Official AWS portal. Holds direct corporate backing and is verified as the central authoritative resource for scaling SaaS and software businesses on AWS infrastructure.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/lightsail','AWS LightSail','','2026',0,'Curator Insight presents AWS Lightsail as a simplified, cost-predictable virtual private server (VPS) alternative to raw EC2. Live Grounding confirms Lightsail is widely used in 2026 for small-scale projects, staging environments, and rapid WP deployments, offering pre-configured blueprints and straightforward billing.','N/A','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Virtual Private Servers", "AWS Lightsail"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/marketplace','AWS Marketplace','','2026',0,'The centralized enterprise portal cataloging certified third-party software, AMI definitions, and SaaS integrations compatible with AWS workloads. It serves as an procurement platform, simplifying image provisioning and licensing configurations.','N/A','Documentation','Beginner',0,'online','manual','5fef63d962aacea02598faf7bb9d03728428a72878ce93fff36b25a821c8c795',100.0,1.77903347913712811e+09,1,'2026-05-17T17:57:59.137128+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/marketplace','AWS Marketplace','','2026',0,'The centralized enterprise portal cataloging certified third-party software, AMI definitions, and SaaS integrations compatible with AWS workloads. It serves as an procurement platform, simplifying image provisioning and licensing configurations.','N/A','Documentation','Beginner',0,'online','manual','5fef63d962aacea02598faf7bb9d03728428a72878ce93fff36b25a821c8c795',100.0,1779033479,1,'2026-05-17T17:57:59.137128+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/marketplace/search/results?searchTerms=tower','AWS Marketplace (AMIs): AWX/Tower','','2024',0,'A curated catalog of Amazon Machine Images (AMIs) featuring pre-configured deployments of Ansible Tower and AWX. This enables fast, turn-key deployment of configuration management control centers within VPC structures on AWS.','N/A','Cloud Catalog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Marketplace"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/migration-and-modernization/partners/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=4dd53e6b-f293-407d-aa10-583d5e116d36&sc_content=Video&trk=4dd53e6b-f293-407d-aa10-583d5e116d36&linkId=951237536','AWS Migration and Modernization partners','Official portal showcasing AWS Partner specialized solutions for migrating and modernizing VMware, SAP, and legacy enterprise workloads.','2026',4,'An official AWS directory cataloging specialized partner integrations and automation solutions designed for deep enterprise migrations. * Supports complex migrations for legacy architectures, VMware setups, and SAP systems, incorporating automated, AI-driven refactoring mechanisms. -* Integrates proven tooling from system integrators (including Capgemini, Accenture, and Infosys) to achieve up to 90% faster workload mobilization.','en','website','intermediate',0,'online','automatic','0ce564c28a7581531b64a90c23cccb1ddf0ff5cef8093c661f0b98fcd53725ac',NULL,1780352686.74471,0,'2026-06-02T00:24:46.744710+02:00',NULL,NULL,NULL,'["Public Cloud Solutions", "Amazon Web Services", "Cloud Migration", "Infrastructure Modernization"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-architecture", "reputation_status": "Vetted", "reputation_summary": "The portal represents the official, highly scrutinized ecosystem database of certified cloud migration solutions on AWS, with zero negative community consensus.", "social_preview_url": "", "source_provenance": "X.com (awscloud)", "suggested_new_category": "cloud-migration"}'); -INSERT INTO "resources" VALUES('https://aws.amazon.com/migration-and-modernization/podcast/?sc_channel=sm&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=awareness&trkCampaign=d441cd74-3302-403f-826c-e93c7355e15a&trk=d441cd74-3302-403f-826c-e93c7355e15a&linkId=943129312','AWS Migration and Modernization Podcast','Strategic and architectural discussions mapping out enterprise cloud modernization and transformation routes.','2026',4,'An official podcast series from Amazon Web Services dedicated to cloud-native application transformation, migration patterns, and organizational leadership. Featuring insights from AWS Executives-in-Residence, cloud architects, and financial analysts, it unpacks practical frameworks like the ''7 Rs'' of migration, security modernization (in collaboration with the Office of the CISO), and decoupled migration vs. modernization approaches. 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(Video)','','N/A',0,'This step-by-step video guide demonstrates how to orchestrate automated EC2 state transitions utilizing AWS Lambda and Amazon EventBridge rules. The architectural walkthrough presents a cost-optimization blueprint for non-production environments by cutting off idle compute resources. 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Live Grounding confirms that this tool integrates organizational data with multi-model intelligence to deliver automated research, dashboards, and app integrations. 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+INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/multi-region-infrastructure-deployment','**Multi-Region Infrastructure Deployment**','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4b14fbaced5d13372b8666be9bfe16ab7954c8f60b8a55f71ae067971ad1460',100.0,1779033640,0,'2026-05-17T18:00:40.177133+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-devops.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/quickstart/architecture/openshift"}'); +INSERT INTO "resources" VALUES('https://aws.amazon.com/sports/f1/?sc_channel=sm&sc_campaign=Sports-Marketing&sc_publisher=TWITTER&sc_country=global&sc_geo=GLOBAL&sc_outcome=GSMT%20Only&linkId=941924374','F1 Insights Powered by AWS','Real-time edge telemetry and predictive race analytics framework running on AWS.','2026',4,'An in-depth corporate case study showcasing Formula 1''s migration and real-time processing of massive racing telemetry (1.1 million data points per second) on AWS. Utilizing high-performance computing (HPC) for Computational Fluid Dynamics (CFD) and Amazon SageMaker for predictive machine learning models, the system delivers real-time race insights, tire wear metrics, and overtaking strategies to global broadcasts. 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Promotes rapid prototyping by offloading cloud infrastructure costs and supplying pre-configured template architectures.','English','Program','Beginner',0,'online','manual','2d85222f31d18d20895d661f3222033e4383b5c6147806856a3a890b92df04a8',100.0,1779130494,1,'2026-05-18T20:54:54.963326+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Startup Enablement"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.amazon.com/step-functions','AWS Step Functions','','2024',0,'A managed serverless orchestration service that simplifies state machine design for multi-step microservices. 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Compares high-throughput, sequential processing mechanisms against traditional batch structures, referencing Amazon Kinesis and Apache Kafka as key streaming backplanes.','English','Concept','Intermediate',0,'online','manual','7eb41fae1c99e472c64ff9694831661ef1c33fee31faa216ab6b828100715f20',100.0,1779130494,1,'2026-05-18T20:54:54.999164+02:00',NULL,NULL,NULL,'["Data Engineering", "Streaming Data", "Architectural Concepts"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.github.io','OpenSource at AWS','','2026',0,'The main portal showcasing AWS''s strategic contributions, governance standards, and active open-source projects. It acts as an architectural guide for platform engineers to align with verified cloud-native upstream projects. Grounding in 2026 verifies its status as a critical reference for production-grade SDK patterns and cloud integrations.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Open Source Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://aws.github.io/aws-eks-best-practices','Amazon EKS Best Practices Guide for Security 🌟','','2024',0,'The definitive enterprise guide for hardening EKS clusters against cloud-native threats. It covers network segregation, IAM roles for service accounts (IRSA), secrets encryption, and runtime defense. 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OPA policies','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Istio and Kubernetes ft. 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+INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/k8s-sidecars','banzaicloud.com: Sidecar container lifecycle changes in Kubernetes 1.18'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Sidecar container lifecycle changes in Kubernetes 1.18'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034211,0,'2026-05-17T18:10:11.523823+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/kafka-on-etcd','banzaicloud.com: Kafka on Kubernetes - using etcd 🌟','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Kafka on Kubernetes - using etcd 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031357,0,'2026-05-17T17:22:37.968546+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/kafka-on-istio-benefits','The benefits of integrating Apache Kafka with Istio','','N/A',0,'A curated technical resource and architectural guide covering The benefits of integrating Apache Kafka with Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033698,0,'2026-05-17T18:01:38.883072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/kafka-rolling-upgrade','banzaicloud.com: Kafka rolling upgrade made easy with Supertubes','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Kafka rolling upgrade made easy with Supertubes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031788,0,'2026-05-17T17:29:48.024565+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/kafka-schemareg','banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Kafka Schema Registry on Kubernetes the declarative way in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031094,0,'2026-05-17T17:18:14.297821+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/kubernetes-nodepool-upgrades','Kubernetes node pool upgrades with Banzai Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033773,0,'2026-05-17T18:02:53.223214+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/blog/supertubes-focal','banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage','','N/A',0,'A curated technical resource and architectural guide covering banzaicloud.com: Bulletproof Kafka, and the tale of an Amazon outage in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034094,0,'2026-05-17T18:08:14.378221+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://banzaicloud.com/docs/one-eye/logging-operator/quickstarts/es-nginx','Store NGINX access logs in Elasticsearch with Logging operator 🌟','','N/A',0,'A curated technical resource and architectural guide covering Store NGINX access logs in Elasticsearch with Logging operator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031349,0,'2026-05-17T17:22:29.282955+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://bash.cyberciti.biz/guide/Main_Page','bash.cyberciti.biz Wiki 🌟','','N/A',0,'A curated technical resource and architectural guide covering bash.cyberciti.biz Wiki 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033759,0,'2026-05-17T18:02:39.209581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://bash.cyberciti.biz/guide/Man_command','bash.cyberciti.biz: Man command','','N/A',0,'A curated technical resource and architectural guide covering bash.cyberciti.biz: Man command in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032343,0,'2026-05-17T17:39:03.929081+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://baykara.medium.com/a-gentle-inspection-of-oomkilled-in-kubernetes-4b4124cd23a8','baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering baykara.medium.com: A Gentle Inspection of OOMKilled in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034084,0,'2026-05-17T18:08:04.230052+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bea.stollnitz.com/blog/aml-batch-endpoint','bea.stollnitz.com: Creating batch endpoints in Azure ML','- Suppose you’ve trained a machine learning model to accomplish some task, and you’d now like to provide that model’s inference capabilities as a service. Maybe you’re writing an application of your own that will rely on this service, or perhaps you want to make the service available to others. This is the purpose of endpoints — they provide a simple web-based API for feeding data to your model and getting back inference results. - Azure ML currently supports three types of endpoints: batch endpoints, Kubernetes online endpoints, and managed online endpoints. I’m going to focus on batch endpoints in this post, but let me start by explaining how the three types differ.','2022',3,'Demystifies Azure ML batch endpoint configurations, highlighting the differences between batch and low-latency real-time managed endpoints. Covers execution environments, partition configurations, storage connections, and scaling parameters needed to serve heavy computational batch datasets efficiently.','Python','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Azure", "Model Serving"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://beam.apache.org','Apache Beam','','2026',0,'An advanced unified programming model for batch and stream processing pipelines. Running natively on Kubernetes via Apache Flink or Spark runners, Beam remains a fundamental framework in 2026 for high-concurrency event-driven architectures and real-time telemetry stream ingestion.','Java','Tool','Advanced',0,'online','manual','48530b322b79aaf38516fe082093a9cc89cef993adcf8b51db9d9fdf36da0519',100.0,1.77903316238935899e+09,1,'2026-05-17T17:52:42.389359+02:00',NULL,NULL,NULL,'["Data Engineering", "Stream Processing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope','==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope==','','N/A',0,'A curated technical resource and architectural guide covering ==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903160215448904e+09,0,'2026-05-17T17:26:42.154489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e','ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) — there’s a better way','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) — there’s a better way in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144585510396e+09,0,'2026-05-17T17:24:05.855104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a','ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903439182034802e+09,0,'2026-05-17T18:13:11.820348+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://beam.apache.org','Apache Beam','','2026',0,'An advanced unified programming model for batch and stream processing pipelines. Running natively on Kubernetes via Apache Flink or Spark runners, Beam remains a fundamental framework in 2026 for high-concurrency event-driven architectures and real-time telemetry stream ingestion.','Java','Tool','Advanced',0,'online','manual','48530b322b79aaf38516fe082093a9cc89cef993adcf8b51db9d9fdf36da0519',100.0,1779033162,1,'2026-05-17T17:52:42.389359+02:00',NULL,NULL,NULL,'["Data Engineering", "Stream Processing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://beellz.hashnode.dev/continuous-profiling-in-kubernetes-using-pyroscope','==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope==','','N/A',0,'A curated technical resource and architectural guide covering ==beellz.hashnode.dev: Continuous Profiling in Kubernetes Using Pyroscope== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031602,0,'2026-05-17T17:26:42.154489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/never-put-aws-temporary-credentials-in-env-vars-or-credentials-files-theres-a-better-way-25ec45b4d73e','ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) — there’s a better way','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: Never put AWS temporary credentials in the credentials'' file (or env vars) — there’s a better way in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031445,0,'2026-05-17T17:24:05.855104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ben11kehoe.medium.com/principals-in-aws-iam-38c4a3dc322a','ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM','','N/A',0,'A curated technical resource and architectural guide covering ben11kehoe.medium.com: AWS Authentication: Principals (users and roles)'' in AWS IAM in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034391,0,'2026-05-17T18:13:11.820348+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bespoyasov.me/blog/clean-architecture-on-frontend','Clean Architecture on Frontend','','2021',0,'Adapts Robert C. Martin''s Clean Architecture principles to modern client-side frontend applications. Focuses on isolation of core business domains, UI frameworks, and data sources via explicit dependency inversion layers, simplifying testing and future framework transitions.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Frontend Architecture", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "developerportals.md"]','{}','{"duplicate_of": "https://dev.to/bespoyasov/clean-architecture-on-frontend-4311?utm=midu"}'); -INSERT INTO "resources" VALUES('https://betanews.com/2022/01/26/overcoming-observability-challenges','==betanews.com: Overcoming observability challenges in the CI/CD Pipeline==','','N/A',0,'A curated technical resource and architectural guide covering ==betanews.com: Overcoming observability challenges in the CI/CD Pipeline== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903451699144506e+09,0,'2026-05-17T18:15:16.991445+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betanews.com/2022/10/22/cloud-security-is-complex-but-most-vulnerabilities-fall-into-three-key-categories','==betanews.com: Cloud security is complex -- but most vulnerabilities fall'' into three key categories==','','N/A',0,'A curated technical resource and architectural guide covering ==betanews.com: Cloud security is complex -- but most vulnerabilities fall'' into three key categories== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033338.93183,0,'2026-05-17T17:55:38.931830+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterhumans.pub/8-communication-hacks-i-use-to-appear-more-senior-as-a-young-employee-9106468bf5aa','betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a'' Young Employee','','N/A',0,'A curated technical resource and architectural guide covering betterhumans.pub: 8 Communication Hacks I Use To Appear More Senior As a'' Young Employee in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033697.01239,0,'2026-05-17T18:01:37.012390+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d','betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903209759452605e+09,0,'2026-05-17T17:34:57.594526+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/10-things-you-might-not-know-about-yaml-b0589da547c','betterprogramming.pub: 10 Things You Might Not Know About YAML','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 10 Things You Might Not Know About YAML in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029274.14891,0,'2026-05-17T16:47:54.148910+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/2-use-cases-of-python-pre-commit-hooks-to-tidy-up-your-git-repositories-8d86c9c4f06b','betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up'' Your Git Repositories','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 2 Use Cases of Python Pre-commit Hooks to Tidy Up'' Your Git Repositories in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903376551807188e+09,0,'2026-05-17T18:02:45.518072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/3-seemingly-simple-python-features-that-confuse-beginners-313575312dcf','betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 3 Seemingly Simple Python Features That Confuse Beginners in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903362268974494e+09,0,'2026-05-17T18:00:22.689745+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/4-awesome-browser-apis-you-might-not-be-using-yet-726d3e3237d2','betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 4 Awesome Browser APIs You Might Not Be Using Yet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790326132008779e+09,0,'2026-05-17T17:43:33.200878+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/5-simple-tips-for-debugging-docker-containers-271cb3dee77a','betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 5 Simple Tips For Debugging Docker Containers 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031539744529e+09,0,'2026-05-17T17:25:39.744529+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/6-metrics-to-watch-for-on-your-k8s-cluster-76d58f08397f','==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==betterprogramming.pub: 6 Metrics To Watch for on Your K8s Cluster== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902957528756809e+09,0,'2026-05-17T16:52:55.287568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/6-tips-for-creating-helm-charts-in-kubernetes-applications-452a37446f31','betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 6 Tips for Creating Helm Charts in Kubernetes Applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146657544803e+09,0,'2026-05-17T17:24:26.575448+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/8-advanced-git-commands-university-wont-teach-you-fe63b483d34b','betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach'' You','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 8 Advanced Git Commands Universities Won’t Teach'' You in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903308845654296e+09,0,'2026-05-17T17:51:28.456543+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://betterprogramming.pub/8-techniques-to-speed-up-your-database-292754ff7739','betterprogramming.pub: 8 Techniques To Speed up Your Database','','N/A',0,'A curated technical resource and architectural guide covering betterprogramming.pub: 8 Techniques To Speed up Your Database in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903125526845192e+09,0,'2026-05-17T17:20:55.268452+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); 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It details multi-cluster updates, global load balancing, and orchestration patterns that bypass single-cluster scaling bottlenecks, supporting highly distributed deep learning and large-scale analytical runtimes.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Azure Kubernetes Service", "AKS Fleet Manager"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49','blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at'' Enterprise Scale with Argo CD','','N/A',0,'A curated technical resource and architectural guide covering blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at'' Enterprise Scale with Argo CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790293693067069e+09,0,'2026-05-17T16:49:29.306707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.akuity.io/unveil-the-secret-ingredients-of-continuous-delivery-at-enterprise-scale-with-argo-cd-7c5b4057ee49','blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at'' Enterprise Scale with Argo CD','','N/A',0,'A curated technical resource and architectural guide covering blog.akuity.io: Unveil the Secret Ingredients of Continuous Delivery at'' Enterprise Scale with Argo CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029369,0,'2026-05-17T16:49:29.306707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alexellis.io/a-bit-of-istio-before-tea-time','blog.alexellis.io: A bit of Istio before tea-time','','2020',0,'Accelerated developer tutorial detailing local installations and practical evaluations of the Istio service mesh. Covers microservice configuration injections, sidecar integrations, and foundational egress traffic testing in simple configurations.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Istio", "Hands-On"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alexellis.io/bare-metal-kubernetes-with-k3s','blog.alexellis.io: Bare-metal Kubernetes with K3s','','2020',3,'A foundational tutorial by Alex Ellis on provisioning fully compliant bare-metal Kubernetes nodes on physical hardware using K3s, metalLB, and generic local network environments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Bare Metal", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alexellis.io/building-containers-without-docker','blog.alexellis.io: Building containers without Docker 🌟','','2026',0,'Written by cloud-native expert Alex Ellis, this post explores build tools (such as BuildKit, Buildah, and Kaniko) that compile container images without relying on a local Docker daemon. It unpacks the benefits of using non-docker setups inside Kubernetes CI/CD runner environments, avoiding Docker-in-Docker (DinD) security compromises. It serves as an essential manual for modern cloud pipeline designs.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Building"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); @@ -1390,14 +1390,14 @@ INSERT INTO "resources" VALUES('https://blog.alexellis.io/ingress-for-your-local INSERT INTO "resources" VALUES('https://blog.alexellis.io/primer-accessing-kubernetes-services','blog.alexellis.io: A Primer: Accessing services in Kubernetes','','2020',3,'Demystifies service exposition mechanisms. Breaks down the network plumbing and structural configuration differences between ClusterIP, NodePort, and cloud-provider LoadBalancer integrations.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Services", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alexellis.io/troubleshooting-on-kubernetes','blog.alexellis.io: How to Troubleshoot Applications on Kubernetes 🌟','','2021',0,'A classic, hands-on troubleshooting guide tailored for engineers deploying applications to Kubernetes clusters. It provides a logical flow of commands from checking container logs and inspecting events to executing commands inside a container. This resource is excellent for developing the primary instincts required to resolve containerized application failures.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "General Guide"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alexellis.io/what-if-your-pods-need-to-trust-self-signed-certificates','blog.alexellis.io: What if your Pods need to trust self-signed certificates?','','2022',0,'Focuses on patterns for trusting self-signed or internal enterprise Root CA certificates inside dynamic pod runtimes. Demonstrates using initContainers and shared volumes to inject trust anchors clean of custom application builds. Prevents hardcoding issues across dynamic corporate multi-tenant infrastructures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "PKI", "Certificate Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador-python','blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador'' Python','','N/A',0,'A curated technical resource and architectural guide covering blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador'' Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903357008326196e+09,0,'2026-05-17T17:59:30.083262+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.alluxi.com/8-habilidades-que-necesitas-para-ser-un-gran-programador-python','blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador'' Python','','N/A',0,'A curated technical resource and architectural guide covering blog.alluxi.com: 8 habilidades que necesitas para ser un gran programador'' Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033570,0,'2026-05-17T17:59:30.083262+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.alterway.fr/en/building-a-continious-deployment-pipeline-with-kubernetes-and-concourse-ci.html','Building a continious deployment pipeline with Kubernetes and Concourse-CI','','2026',0,'A deep-dive engineering guide on interfacing Concourse CI pipelines directly with target Kubernetes clusters. Focuses on the security boundaries of Kubernetes resources, service accounts, and secret synchronization patterns.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Continuous Deployment", "Concourse Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3','blog.amhaish.com: Observing the K8 cluster using ELK stack','','N/A',0,'A curated technical resource and architectural guide covering blog.amhaish.com: Observing the K8 cluster using ELK stack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903085430973696e+09,0,'2026-05-17T17:14:14.309737+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-basic-git-commands-ckdc1nvfs02zp66s1d4zydz47','blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with'' Basic Git Commands','','N/A',0,'A curated technical resource and architectural guide covering blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with'' Basic Git Commands in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903157637146806e+09,0,'2026-05-17T17:26:16.371468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.antoinechoula.ga/native-eks-ingress-with-aws-load-balancer-controller','blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller','','N/A',0,'A curated technical resource and architectural guide covering blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903213451667499e+09,0,'2026-05-17T17:35:34.516675+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1','DZone: A Guide to Performance Challenges with AWS EC2: Part 1','','N/A',0,'A curated technical resource and architectural guide covering DZone: A Guide to Performance Challenges with AWS EC2: Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903327499361896e+09,0,'2026-05-17T17:54:34.993619+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-architecture.md"]','["aws-architecture.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.amhaish.com/observing-the-k8-cluster-using-elk-stack-7d4264fdb0e3','blog.amhaish.com: Observing the K8 cluster using ELK stack','','N/A',0,'A curated technical resource and architectural guide covering blog.amhaish.com: Observing the K8 cluster using ELK stack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030854,0,'2026-05-17T17:14:14.309737+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.annamcdougall.com/git-workflow-tutorial-start-using-git-today-with-basic-git-commands-ckdc1nvfs02zp66s1d4zydz47','blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with'' Basic Git Commands','','N/A',0,'A curated technical resource and architectural guide covering blog.annamcdougall.com: Git Workflow Tutorial: Start Using Git TODAY with'' Basic Git Commands in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031576,0,'2026-05-17T17:26:16.371468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.antoinechoula.ga/native-eks-ingress-with-aws-load-balancer-controller','blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller','','N/A',0,'A curated technical resource and architectural guide covering blog.antoinechoula.ga: Native EKS Ingress with AWS Load Balancer Controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032134,0,'2026-05-17T17:35:34.516675+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.appdynamics.com/cloud/a-guide-to-performance-challenges-with-aws-ec2-part-1','DZone: A Guide to Performance Challenges with AWS EC2: Part 1','','N/A',0,'A curated technical resource and architectural guide covering DZone: A Guide to Performance Challenges with AWS EC2: Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033274,0,'2026-05-17T17:54:34.993619+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-architecture.md"]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.appsignal.com/2021/01/06/microservices-monitoring-using-namespaces-for-data-structuring.html','blog.appsignal.com: Microservices Monitoring: Using Namespaces for Data Structuring 🌟','','2021',0,'Discusses structured logging and telemetry tagging practices across distributed microservices. Explains how namespace isolation and unified tagging strategies allow DevOps teams to easily filter performance metrics, traces, and application logs.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Observability", "Namespaces"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes','blog.appstack.one: How to run Ghost blog inside Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.appstack.one: How to run Ghost blog inside Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903228758079409e+09,0,'2026-05-17T17:38:07.580794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.appstack.one/how-to-run-ghost-blog-inside-kubernetes','blog.appstack.one: How to run Ghost blog inside Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.appstack.one: How to run Ghost blog inside Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032287,0,'2026-05-17T17:38:07.580794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.aquasec.com/advanced-persistent-threat-techniques-container-attacks','blog.aquasec.com: Advanced Persistent Threat Techniques Used in Container Attacks','','2021',0,'Analyzes advanced persistent threat (APT) techniques targeting containerized cloud environments. Outlines attack vectors such as local privilege escalation, detection evasion, and cryptomining, highlighting the importance of real-time container runtime instrumentation.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Intelligence", "Container Runtime Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.aquasec.com/container-isolation-techniques','blog.aquasec.com: How Do Containers Contain? Container Isolation Techniques','','2021',0,'An elite architectural breakdown explaining kernel-level containment mechanisms. Explores Linux Namespaces (PID, Mount, Net, User) and Control Groups (cgroups), as well as supplementary security layers like AppArmor, SELinux, and Seccomp filters.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Architecture", "OS Level Virtualization"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.aquasec.com/docker-official-images','blog.aquasec.com: A Security Review of Docker Official Images: Which Do You Trust? (with trivy)','- [dev.to: Terraform IaC Scanning with Trivy](https://dev.to/pwd9000/terraform-iac-scanning-with-trivy-3cai)','2021',0,'A structured vulnerability study evaluating official Docker base images using the Trivy scanner. Illustrates how standard distributions accumulate vast libraries of unneeded and highly dangerous packages, reinforcing the architectural requirement to move towards optimized base images such as Alpine or Distroless.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Base Images"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -1415,20 +1415,20 @@ INSERT INTO "resources" VALUES('https://blog.argoproj.io/whats-new-in-argo-workf INSERT INTO "resources" VALUES('https://blog.arkey.fr/2020/06/28/using-jdk-flight-recorder-and-jdk-mission-control','blog.arkey.fr: Using JDK FlightRecorder and JDK Mission Control','','2020',0,'Details the usage of JDK Flight Recorder (JFR) and JDK Mission Control (JMC) for low-overhead, production-grade JVM diagnostic profiling. Explains trace capture of memory, CPU, and I/O cycles.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.ashwinchat.com/9-months-of-full-time-vim','blog.ashwinchat.com: 9 Months of Full Time Neovim + Tmux','','2023',3,'A highly reflective engineering journal detailing a 9-month migration from IDEs to a unified Neovim and Tmux terminal setup. Evaluates configuration complexity, speed gains, and terminal ergonomics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Productivity", "Text Editors", "Workflows"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.asmartbear.com/slc.html','blog.asmartbear.com: I hate MVPs. So do your customers. Make it SLC instead 🌟','','2021',0,'Challenges the traditional MVP (Minimum Viable Product) paradigm, advocating instead for the ''SLC'' (Simple, Lovable, and Complete) framework. 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-INSERT INTO "resources" VALUES('https://blog.baeke.info/2022/11/24/aks-workload-identity-revisited','==blog.baeke.info: AKS Workload Identity Revisited==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','80ab8d6dbbba013035979cc96899f41e021402649e69a33632580ab3256e041b',100.0,1.77902916967514491e+09,0,'2026-05-17T16:46:09.675145+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.balasundar.com/automate-git-operations-using-python','blog.balasundar.com: Automate Git Operations Using Python','','N/A',0,'A curated technical resource and architectural guide covering blog.balasundar.com: Automate Git Operations Using Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903107969267106e+09,0,'2026-05-17T17:17:59.692671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.balasundar.com/run-postman-collections-using-newman-and-python','blog.balasundar.com: Run Postman collections using Newman and Python','','N/A',0,'A curated technical resource and architectural guide covering blog.balasundar.com: Run Postman collections using Newman and Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903109909460496e+09,0,'2026-05-17T17:18:19.094605+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.bandowski.eu/tools-that-should-be-used-in-every-kubernetes-cluster-38969ed3e603','blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029939.41194,0,'2026-05-17T16:58:59.411940+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.balasundar.com/run-postman-collections-using-newman-and-python','blog.balasundar.com: Run Postman collections using Newman and Python','','N/A',0,'A curated technical resource and architectural guide covering blog.balasundar.com: Run Postman collections using Newman and Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031099,0,'2026-05-17T17:18:19.094605+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.bandowski.eu/tools-that-should-be-used-in-every-kubernetes-cluster-38969ed3e603','blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.bandowski.eu: Tools that should be used in every Kubernetes cluster'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029939,0,'2026-05-17T16:58:59.411940+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.bigdataboutique.com/2021/07/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','N/A',0,'A curated technical resource and architectural guide covering blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','5d8dc2c9c23e5cedbdc0703b26605b8dfe93b10ae967e6b4c6881b5feb0bfa7b',100.0,1779033419,0,'2026-05-17T17:56:59.465887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"duplicate_of": "https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j"}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/api-vs-microservices-are-you-using-2-terms-for-the-same-concept-b51f13f5974e','blog.bitsrc.io: API vs Microservices — Are you using 2 terms for the same concept?','','2023',4,'Delves into the distinct definitions of API and Microservices, resolving architectural misconceptions about their equivalence. It highlights how APIs represent the functional contract, whereas microservices represent physical implementation and deployment isolation. Correctly distinguishing these concepts allows engineering teams to optimize API gateway layers independent of back-end microservice restructuring.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Architecture Comparisons"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/best-practices-for-writing-a-dockerfile-68893706c3','blog.bitsrc.io: Best Practices for Writing a Dockerfile','','2022',0,'Details architectural recommendations for image creation pipelines. Teaches cache alignment, layer count reduction, ENTRYPOINT best practices, and standard build arg variables.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/ci-cd-best-practices-bca0ef665677','CI/CD Best Practices 🌟','','2021',1,'Details essential strategies for optimizing continuous integration speed and reliability. Evaluates modular pipelines, build caching systems, parallelized test execution, and shift-left automated scanning.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); @@ -1437,39 +1437,39 @@ INSERT INTO "resources" VALUES('https://blog.bitsrc.io/google-chrome-experimenta INSERT INTO "resources" VALUES('https://blog.bitsrc.io/implementing-microservices-with-cqrs-2cecb0b09c66','blog.bitsrc.io: Implementing a Microservices Application with CQRS (Command Query Responsibiltiy Segregation)','','2021',0,'Provides a practical, code-driven guide to setting up CQRS in a multi-service Node.js or TypeScript application, explaining how read-replicas are kept synchronized using event messaging systems.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Implementation", "CQRS"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/not-all-microservices-need-to-be-rest-3-alternatives-to-the-classic-41cedbf1a907','blog.bitsrc.io: Not All Microservices Need to Be REST — 3 Alternatives to the Classic','','2021',4,'An architectural argument against REST-by-default setups. Assesses robust, modern alternatives like gRPC, GraphQL, and event-driven architectures to minimize latency and decouple microservices.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Patterns", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.bitsrc.io/why-microservices-should-use-event-sourcing-9755a54ebfb4','blog.bitsrc.io: Why Microservices Should use Event Sourcing 🌟','','2020',0,'An in-depth analysis advocating for Event Sourcing inside microservice frameworks. It details how recording every event state change enables historical auditability and decouples read queries from primary transaction engines via CQRS.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Patterns", "Event Sourcing"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8','blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You','','N/A',0,'A curated technical resource and architectural guide covering blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392146753191e+09,0,'2026-05-17T18:05:21.467532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.bitsrc.iogithub-actions-or-jenkins-making-the-right-choice-for-you-9ac774684c8','blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You','','N/A',0,'A curated technical resource and architectural guide covering blog.bitsrc.io: Github Actions or Jenkins? Making the Right Choice for You in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033921,0,'2026-05-17T18:05:21.467532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.brujordet.no/post/homelab/using_custom_hardware_in_kubernetes','blog.brujordet.no: Using custom hardware in kubernetes','','2021',3,'Details how to configure Kubernetes to detect and consume custom hardware resources like GPUs, specialized USB controllers, and serial devices. Explains device plugin setups, node labels, and mounting pathways for host paths into targeted containers.','YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Bare-Metal Setup", "Device Plugins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.byte.builders/post/openshift-mongodb','blog.byte.builders: Manage MongoDB in Openshift Using KubeDB','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bcce4ae8b0915607c565508ed17c7d5352086e21a44a81ac7c1d87ca7950c85',100.0,1.77903228853905296e+09,0,'2026-05-17T17:38:08.539053+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://appscode.com/blog/post/openshift-mongodb"}'); +INSERT INTO "resources" VALUES('https://blog.byte.builders/post/openshift-mongodb','blog.byte.builders: Manage MongoDB in Openshift Using KubeDB','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4bcce4ae8b0915607c565508ed17c7d5352086e21a44a81ac7c1d87ca7950c85',100.0,1779032288,0,'2026-05-17T17:38:08.539053+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://appscode.com/blog/post/openshift-mongodb"}'); INSERT INTO "resources" VALUES('https://blog.bytebytego.com/p/ep94-rest-api-cheatsheet','blog.bytebytego.com: EP94: REST API Cheatsheet','','2023',5,'An architectural reference cheat sheet detailing REST API best practices. Covers correct resource mapping, status code patterns, authorization paradigms, error-payload formatting, sorting, filtering, and API pagination.','Agnostic','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "REST", "Design Principles"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.chainguard.dev/cosign-verify-ecs','blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83e7fc1ec4acd2accf2dce9d6ad6c895266066e49c15ee6381e396a6cc72269e',100.0,1.77903209165933203e+09,0,'2026-05-17T17:34:51.659332+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.chainguard.dev/unchained"}'); +INSERT INTO "resources" VALUES('https://blog.chainguard.dev/cosign-verify-ecs','blog.chainguard.dev: How To Verify Cosigned Container Images In Amazon ECS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83e7fc1ec4acd2accf2dce9d6ad6c895266066e49c15ee6381e396a6cc72269e',100.0,1779032091,0,'2026-05-17T17:34:51.659332+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.chainguard.dev/unchained"}'); INSERT INTO "resources" VALUES('https://blog.christianposta.com/kubernetes/logging-into-a-kubernetes-cluster-with-kubectl','kubernetes login','','2020',0,'A legacy-focused technical exploration explaining the login process flow through kubectl. This article breaks down the historical and contemporary mechanics of authentication helpers and tokens. Ideal for engineers seeking to demystify credential caching behaviors.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "kubectl Authentication"]','["[LEGACY]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.christianposta.com/microservices/do-i-need-an-api-gateway-if-i-have-a-service-mesh','blog.christianposta.com: Do I Need an API Gateway if I Use a Service Mesh?','','2018',4,'A seminal article detailing the functional boundary differences between API Gateways and Service Meshes. Christian Posta demonstrates how gateways excel at managing south-north public consumer interfaces (security, transformations, rate limiting), while service meshes optimize complex east-west backend telemetry.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "System Design", "Microservices Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["api.md", "servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.christianposta.com/microservices/istio-as-an-example-of-when-not-to-do-microservices','blog.christianposta.com: Istio as an Example of When Not to Do Microservices','','2020',0,'Critical architectural analysis reflecting on Istio''s transition from an overly complex microservice-based control plane back to a monolithic single binary (Istiod). Essential lesson in pragmatic software engineering.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Architecture", "Microservices Design"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.christophetd.fr/shifting-cloud-security-left-scanning-infrastructure-as-code-for-security-issues','blog.christophetd.fr: Shifting Cloud Security Left — Scanning Infrastructure as Code for Security Issues','','2020',0,'This blog post details shifting cloud security left by scanning Infrastructure as Code (IaC) manifests prior to deployment. Highlights implementing tools like tfsec, Kube-score, and Hadolint to automatically identify misconfigurations in Terraform, Kubernetes, and Docker files.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Infrastructure as Code Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5','blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5','','2021',4,'Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cost brackets.','English','Technical Article','Intermediate',0,'online','manual','a15f6556595ad7dae917c3f0ae80b585061fd2af4b2f5e44909ec2dffac80a65',100.0,1.77903133397236299e+09,1,'2026-05-17T17:22:13.972363+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute Optimization", "EC2 Instances"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloud-mercato.com/aws-m6i-the-why-you-should-abandon-your-m5','blog.cloud-mercato.com: AWS m6i: The why you should abandon your m5','','2021',4,'Compares AWS m6i instances to preceding m5 configurations, outlining performance benchmarks. Details compute and memory optimizations delivered by 3rd Gen Intel Xeon Scalable processors at similar cost brackets.','English','Technical Article','Intermediate',0,'online','manual','a15f6556595ad7dae917c3f0ae80b585061fd2af4b2f5e44909ec2dffac80a65',100.0,1779031333,1,'2026-05-17T17:22:13.972363+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute Optimization", "EC2 Instances"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloud-mercato.com/new-http-benchmark-tool-pycurlb','blog.cloud-mercato.com: New HTTP benchmark tool **pycurlb**','','2021',0,'Introduces pycurlb, a Python-based wrapper and benchmarking utility utilizing libcurl for low-overhead HTTP performance testing. Explores its use cases in testing microservice latency and raw throughput. Curator Insight: Quick functional introduction of a new pycurl tool. Live Grounding: Provides an alternative for developers seeking a highly customizable, scriptable curl execution engine for API baselining.','Python','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance Engineering", "Testing", "Benchmarking", "HTTP Tools"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md", "monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloud63.fr/landing-zone-networking-using-terraform','blog.cloud63.fr: Landing Zone networking using Terraform','','2023',0,'Analyzes complex networking setups inside enterprise landing zones. Explains how to use Terraform to build hub-and-spoke configurations, manage ExpressRoute setups, and integrate centralized firewalls.','HCL','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Networking", "Landing Zone"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3','blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' — Prometheus, KEDA, and K6','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' — Prometheus, KEDA, and K6 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902968917531204e+09,0,'2026-05-17T16:54:49.175312+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38','blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices','','N/A',0,'A curated technical resource and architectural guide covering blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118597660803e+09,0,'2026-05-17T17:19:45.976608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups','blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bb8364f3489bbc3a2fbe534bda2709f846cb5751cdd208fc42acb056db1d604',100.0,1.77903088281825304e+09,0,'2026-05-17T17:14:42.818253+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.cloudera.com/blog.html"}'); +INSERT INTO "resources" VALUES('https://blog.cloudacode.com/how-to-autoscale-kubernetes-pods-based-on-ingress-request-prometheus-keda-and-k6-84ae4250a9f3','blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' — Prometheus, KEDA, and K6','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudacode.com: How to Autoscale Kubernetes pods based on ingress request'' — Prometheus, KEDA, and K6 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029689,0,'2026-05-17T16:54:49.175312+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.clouddrove.com/aws-eks-blue-green-deployment-with-best-practices-99be4b7baa38','blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices','','N/A',0,'A curated technical resource and architectural guide covering blog.clouddrove.com: AWS EKS Blue/Green Deployment with Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031185,0,'2026-05-17T17:19:45.976608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudera.com/scalability-of-kafka-messaging-using-consumer-groups','blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bb8364f3489bbc3a2fbe534bda2709f846cb5751cdd208fc42acb056db1d604',100.0,1779030882,0,'2026-05-17T17:14:42.818253+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.cloudera.com/blog.html"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/automatic-remediation-of-kubernetes-nodes','blog.cloudflare.com: Automatic Remediation of Kubernetes Nodes','','2021',0,'Case study of Cloudflare''s automated node remediation system. Demonstrates how to write custom monitoring scripts to detect unresponsive nodes and execute safe pod drains and machine reboots to reduce manual maintenance shifts.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Self-Healing", "Automation Platforms"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/casb-anthropic-integration','Announcing Claude Compliance API support with Cloudflare CASB','Cloudflare extends its Cloud Access Security Broker (CASB) to integrate with Anthropic''s Claude Compliance API, allowing out-of-band monitoring of Claude Enterprise activities.','2026',4,'Cloudflare has extended its Cloud Access Security Broker (CASB) to integrate natively with Anthropic''s newly released Claude Compliance API. This integration allows enterprise security administrators to monitor user interactions, file uploads, and prompt histories in Claude Enterprise environments directly from the Cloudflare Zero Trust dashboard. By eliminating the need for endpoint agents, the platform offers out-of-band visibility to prevent sensitive data leakage while maintaining frictionless compliance with corporate governance standards.','en','article','Intermediate',0,'online','automatic','d04c700715cf994d85ca01be2795462b62603de2e5cb384d16ebc25f96d3a2cb',NULL,1.78035305202445197e+09,0,'2026-06-02T00:30:52.024452+02:00',NULL,NULL,NULL,'["Security > Cloud Access Security Broker > AI Application Governance"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/5MViMEGtj28ko2psjCNDPL/c5103829f690bd5509357593d55445d8/BLOG-3313_OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/claude-managed-agents','Announcing Claude Managed Agents on Cloudflare','Cloudflare introduces secure, scalable sandboxes for Claude Managed Agents, decoupling agent orchestration on Anthropic from secure code execution and tooling on Cloudflare.','2026',4,'Cloudflare has partnered with Anthropic to host Cloudflare Environments for Claude Managed Agents, providing a secure, sandboxed execution plane for autonomous workflows. Orchestrated by a Workers-based control plane, the system supports both full-state Linux containers (microVMs) and lightweight isolates using the Cloudflare Agents SDK. This architecture decouples the agent''s ''brain'' (running on Anthropic''s platform) from its ''hands'' (executing untrusted code, proxying egress with Zero-Trust credential injection, and accessing private VPC resources on Cloudflare).','en','article','Advanced',0,'online','automatic','e4f5222c249e5484de7a0a17f338dc489d67a6e83a1e69589d5078f34f60bd54',NULL,1.78035305202446389e+09,0,'2026-06-02T00:30:52.024464+02:00',NULL,NULL,NULL,'["AI Systems > Autonomous Agents > Secure Execution Sandboxes"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/3GBib7OfVmhYlZN4Q7BzIu/f5fe02f2eaaecb1c5da9870bfe2c756d/Announcing_Claude_Managed_Agents_on_Cloudflare-OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/cyber-frontier-models','Project Glasswing: what Mythos showed us','Cloudflare shares insights from Project Glasswing, testing Anthropic''s unreleased security-focused model ''Mythos Preview'' to identify exploit chains and proof-of-concepts across 50+ repositories.','2026',4,'As part of Project Glasswing, Cloudflare evaluated Anthropic''s unreleased, security-tuned ''Mythos Preview'' model across fifty production codebases. The assessment highlights Mythos''s capability to orchestrate complex exploit chains by correlating multiple low-severity vulnerabilities, constructing and verifying its own Proof-of-Concept (PoC) code in real-time test sandboxes. The critical technical takeaway is that a raw model is insufficient; real-world efficacy depends heavily on the orchestration harness—a multi-stage pipeline designed for context injection, isolated execution, and systematic validation.','en','article','Advanced',0,'online','automatic','6228ae88774e884a4148573d195ba13e45f44f1f9eb7a035167266bcf58b7edc',NULL,1.78035305202448201e+09,0,'2026-06-02T00:30:52.024482+02:00',NULL,NULL,NULL,'["Security > Automated Vulnerability Discovery > LLM-Powered Pentesting Harnesses"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Highly discussed on Reddit r/artificial and Hacker News. Praised for demonstrating that model capability is a commodity and a structured execution harness is the true engineering differentiator for defensive penetration testing.", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/4ILuGDGHs7n6fbasZ54VOx/0dbf7f7099880643bb53eafceb695281/OG_Share_2024-2025-2026__35_.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/casb-anthropic-integration','Announcing Claude Compliance API support with Cloudflare CASB','Cloudflare extends its Cloud Access Security Broker (CASB) to integrate with Anthropic''s Claude Compliance API, allowing out-of-band monitoring of Claude Enterprise activities.','2026',4,'Cloudflare has extended its Cloud Access Security Broker (CASB) to integrate natively with Anthropic''s newly released Claude Compliance API. This integration allows enterprise security administrators to monitor user interactions, file uploads, and prompt histories in Claude Enterprise environments directly from the Cloudflare Zero Trust dashboard. By eliminating the need for endpoint agents, the platform offers out-of-band visibility to prevent sensitive data leakage while maintaining frictionless compliance with corporate governance standards.','en','article','Intermediate',0,'online','automatic','d04c700715cf994d85ca01be2795462b62603de2e5cb384d16ebc25f96d3a2cb',NULL,1780353052,0,'2026-06-02T00:30:52.024452+02:00',NULL,NULL,NULL,'["Security > Cloud Access Security Broker > AI Application Governance"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/5MViMEGtj28ko2psjCNDPL/c5103829f690bd5509357593d55445d8/BLOG-3313_OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/claude-managed-agents','Announcing Claude Managed Agents on Cloudflare','Cloudflare introduces secure, scalable sandboxes for Claude Managed Agents, decoupling agent orchestration on Anthropic from secure code execution and tooling on Cloudflare.','2026',4,'Cloudflare has partnered with Anthropic to host Cloudflare Environments for Claude Managed Agents, providing a secure, sandboxed execution plane for autonomous workflows. Orchestrated by a Workers-based control plane, the system supports both full-state Linux containers (microVMs) and lightweight isolates using the Cloudflare Agents SDK. This architecture decouples the agent''s ''brain'' (running on Anthropic''s platform) from its ''hands'' (executing untrusted code, proxying egress with Zero-Trust credential injection, and accessing private VPC resources on Cloudflare).','en','article','Advanced',0,'online','automatic','e4f5222c249e5484de7a0a17f338dc489d67a6e83a1e69589d5078f34f60bd54',NULL,1780353052,0,'2026-06-02T00:30:52.024464+02:00',NULL,NULL,NULL,'["AI Systems > Autonomous Agents > Secure Execution Sandboxes"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/3GBib7OfVmhYlZN4Q7BzIu/f5fe02f2eaaecb1c5da9870bfe2c756d/Announcing_Claude_Managed_Agents_on_Cloudflare-OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/cyber-frontier-models','Project Glasswing: what Mythos showed us','Cloudflare shares insights from Project Glasswing, testing Anthropic''s unreleased security-focused model ''Mythos Preview'' to identify exploit chains and proof-of-concepts across 50+ repositories.','2026',4,'As part of Project Glasswing, Cloudflare evaluated Anthropic''s unreleased, security-tuned ''Mythos Preview'' model across fifty production codebases. The assessment highlights Mythos''s capability to orchestrate complex exploit chains by correlating multiple low-severity vulnerabilities, constructing and verifying its own Proof-of-Concept (PoC) code in real-time test sandboxes. The critical technical takeaway is that a raw model is insufficient; real-world efficacy depends heavily on the orchestration harness—a multi-stage pipeline designed for context injection, isolated execution, and systematic validation.','en','article','Advanced',0,'online','automatic','6228ae88774e884a4148573d195ba13e45f44f1f9eb7a035167266bcf58b7edc',NULL,1780353052,0,'2026-06-02T00:30:52.024482+02:00',NULL,NULL,NULL,'["Security > Automated Vulnerability Discovery > LLM-Powered Pentesting Harnesses"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Highly discussed on Reddit r/artificial and Hacker News. Praised for demonstrating that model capability is a commodity and a structured execution harness is the true engineering differentiator for defensive penetration testing.", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/4ILuGDGHs7n6fbasZ54VOx/0dbf7f7099880643bb53eafceb695281/OG_Share_2024-2025-2026__35_.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/guest-blog-zero-trust-access-kubernetes','blog.cloudflare.com: Guest Blog: k8s tunnels with Kudelski Security','','2026',0,'An exploration detailing the security mechanics of wrapping Kubernetes API infrastructure within Cloudflare Zero Trust Tunnels, establishing end-to-end encrypted private topologies without dynamic ingress exposure.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes Security", "Zero Trust"]','["[COMMUNITY-TOOL]"]','[]','["cloudflare.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/how-we-use-hashicorp-nomad','blog.cloudflare.com: How we use HashiCorp Nomad (Cloudflare using Nomad and Consul)','','2020',0,'Cloudflare''s technical layout describing how they use HashiCorp Nomad and Consul to run massive global edge microservices. Validates the performance, resource-efficiency, and stability of Nomad under hyper-scale production loads.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/http-2-for-web-developers','blog.cloudflare.com - HTTP/2 For Web Developers','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8f722b6dc18b363f17394b1f628326cab965a7b85108c84be777c13a3af9a05e',100.0,1.77903074051732707e+09,1,'2026-05-17T17:12:20.517327+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/iran-internet-partially-restored-may-2026','Iran''s Internet is partially restored, Cloudflare Radar data shows','Cloudflare Radar reports on the partial restoration of internet traffic and DNS queries in Iran following a three-month shutdown, detailing traffic trends and routing differences.','2026',4,'Using data from Cloudflare Radar, this analysis confirms a partial restoration of internet services in Iran after an extensive 87-day national shutdown. The report observes distinct traffic patterns, noting that while DNS queries and general network traffic have climbed, overall volume remains capped at roughly 40% of pre-shutdown levels. Key observations detail differences in routing policies and recovery behavior between IPv4 and IPv6 protocols, demonstrating the architectural impact of state-level network controls.','en','article','Intermediate',0,'online','automatic','ddeda0d78b89248301c1ebfb9bb8ab8fb2aedf8dbc5f0f192e74758ca082505b',NULL,1.78035305202443504e+09,0,'2026-06-02T00:30:52.024435+02:00',NULL,NULL,NULL,'["Networking > Global Routing > Internet Traffic Analysis"]','["CASE STUDY"]','[]','[]','{}','{"category": "aws-networking", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/4oMLpRezg56DfPDcDom7mY/c676e35995417a603362c899f4f9658f/Cloudflare_Radar_confirms_signals_of_a_partial_Internet_restoration_in_Iran-OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/http-2-for-web-developers','blog.cloudflare.com - HTTP/2 For Web Developers','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8f722b6dc18b363f17394b1f628326cab965a7b85108c84be777c13a3af9a05e',100.0,1779030740,1,'2026-05-17T17:12:20.517327+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/iran-internet-partially-restored-may-2026','Iran''s Internet is partially restored, Cloudflare Radar data shows','Cloudflare Radar reports on the partial restoration of internet traffic and DNS queries in Iran following a three-month shutdown, detailing traffic trends and routing differences.','2026',4,'Using data from Cloudflare Radar, this analysis confirms a partial restoration of internet services in Iran after an extensive 87-day national shutdown. The report observes distinct traffic patterns, noting that while DNS queries and general network traffic have climbed, overall volume remains capped at roughly 40% of pre-shutdown levels. Key observations detail differences in routing policies and recovery behavior between IPv4 and IPv6 protocols, demonstrating the architectural impact of state-level network controls.','en','article','Intermediate',0,'online','automatic','ddeda0d78b89248301c1ebfb9bb8ab8fb2aedf8dbc5f0f192e74758ca082505b',NULL,1780353052,0,'2026-06-02T00:30:52.024435+02:00',NULL,NULL,NULL,'["Networking > Global Routing > Internet Traffic Analysis"]','["CASE STUDY"]','[]','[]','{}','{"category": "aws-networking", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/4oMLpRezg56DfPDcDom7mY/c676e35995417a603362c899f4f9658f/Cloudflare_Radar_confirms_signals_of_a_partial_Internet_restoration_in_Iran-OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/moving-k8s-communication-to-grpc','blog.cloudflare.com: Moving k8s communication to gRPC','','2021',4,'An insightful case study detailing Cloudflare''s transition of internal microservices and Kubernetes cluster control-plane communications from traditional REST/JSON endpoints to high-performance gRPC over HTTP/2. Live Grounding shows that adopting gRPC significantly reduces CPU utilization and network latency across high-throughput distributed architectures.','Markdown','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Performance & Tuning"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/network-performance-update-full-stack-week','blog.cloudflare.com: Network Performance Update: Full Stack Week','','2026',0,'Cloudflare analysis outlining modern performance updates and the architectural advantages of edge-native isolation models over classic virtual-machine setups for high-throughput globally distributed applications.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Edge Network", "Performance"]','["[COMMUNITY-TOOL]"]','[]','["cloudflare.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/optimizing-core-unit-boot-time','How we reduced core unit boot time from hours to minutes','Cloudflare outlines how they debugged and resolved UEFI firmware boot bottlenecks on their Gen12 core bare-metal servers, reducing boot times from four hours to under a minute.','2026',4,'This technical post explores how Cloudflare diagnosed and optimized a critical UEFI-stage boot bottleneck affecting their Gen12 bare-metal fleet of nearly 2,000 servers. Engineers traced the multi-hour reboot delays to an unoptimized linear search through empty network boot interfaces triggered after routine firmware updates. The resolution involved explicit PXE network boot sequence declarations, custom UEFI configuration validation steps using a stateful `uefi-same-hex` boolean flag, and iPXE automation that brought reboots down from hours to minutes.','en','article','Advanced',0,'online','automatic','32d8c00bbca03c66dab602fccd4b9291d71775888edb211a7e55e8cc1355ed89',NULL,1.780353052024405e+09,0,'2026-06-02T00:30:52.024405+02:00',NULL,NULL,NULL,'["Infrastructure > Bare Metal > UEFI Firmware and PXE Boot Optimization"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "sre", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/2sNWgFFJRChSJRDf86w7Sk/17c01739d21d896363b098a4c0c47967/BLOG-3108_OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/our-unified-data-platform','How we built Cloudflare''s data platform and an AI agent on top of it','Cloudflare introduces Town Lake, their in-house unified data platform featuring a single SQL interface, and Skipper, an AI agent enabling natural language queries over metadata, ClickHouse, and R2 logs.','2026',4,'Cloudflare addresses corporate data sprawl by engineering Town Lake, a centralized data platform that unifies access to disparate ClickHouse clusters, Kafka streams, R2 buckets, and PostgreSQL instances. On top of this single SQL interface, they implemented Skipper, an LLM-powered natural language database agent that allows teams to perform complex, auditable ad-hoc queries. This architecture significantly improves developer productivity, reduces cross-organizational data silos, and avoids the cost of querying raw sampled data logs.','en','article','Advanced',0,'online','automatic','77138477f410121e0316580f62a5f8b8ba09e72e24ffbdf97d0cb585567d46e7',NULL,1.78035305202442097e+09,0,'2026-06-02T00:30:52.024421+02:00',NULL,NULL,NULL,'["Data Engineering > Data Lakehouse > Unified SQL Query Interfaces"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/6TH1tmcxAA3gDCsdXcnqSl/8c8b1ca2b9b83459d6f54025f5f8c1eb/OG_Share_2024-2025-2026__36_.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); -INSERT INTO "resources" VALUES('https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2','blog.cloudflare.com - Tools for debugging, testing and using HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af01f89af517a2b38c3e009fc990713cf9f30c915752e06972bc47f8271e17f5',100.0,1.77902937901644802e+09,1,'2026-05-17T16:49:39.016448+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/optimizing-core-unit-boot-time','How we reduced core unit boot time from hours to minutes','Cloudflare outlines how they debugged and resolved UEFI firmware boot bottlenecks on their Gen12 core bare-metal servers, reducing boot times from four hours to under a minute.','2026',4,'This technical post explores how Cloudflare diagnosed and optimized a critical UEFI-stage boot bottleneck affecting their Gen12 bare-metal fleet of nearly 2,000 servers. Engineers traced the multi-hour reboot delays to an unoptimized linear search through empty network boot interfaces triggered after routine firmware updates. The resolution involved explicit PXE network boot sequence declarations, custom UEFI configuration validation steps using a stateful `uefi-same-hex` boolean flag, and iPXE automation that brought reboots down from hours to minutes.','en','article','Advanced',0,'online','automatic','32d8c00bbca03c66dab602fccd4b9291d71775888edb211a7e55e8cc1355ed89',NULL,1780353052,0,'2026-06-02T00:30:52.024405+02:00',NULL,NULL,NULL,'["Infrastructure > Bare Metal > UEFI Firmware and PXE Boot Optimization"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "sre", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/2sNWgFFJRChSJRDf86w7Sk/17c01739d21d896363b098a4c0c47967/BLOG-3108_OG.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/our-unified-data-platform','How we built Cloudflare''s data platform and an AI agent on top of it','Cloudflare introduces Town Lake, their in-house unified data platform featuring a single SQL interface, and Skipper, an AI agent enabling natural language queries over metadata, ClickHouse, and R2 logs.','2026',4,'Cloudflare addresses corporate data sprawl by engineering Town Lake, a centralized data platform that unifies access to disparate ClickHouse clusters, Kafka streams, R2 buckets, and PostgreSQL instances. On top of this single SQL interface, they implemented Skipper, an LLM-powered natural language database agent that allows teams to perform complex, auditable ad-hoc queries. This architecture significantly improves developer productivity, reduces cross-organizational data silos, and avoids the cost of querying raw sampled data logs.','en','article','Advanced',0,'online','automatic','77138477f410121e0316580f62a5f8b8ba09e72e24ffbdf97d0cb585567d46e7',NULL,1780353052,0,'2026-06-02T00:30:52.024421+02:00',NULL,NULL,NULL,'["Data Engineering > Data Lakehouse > Unified SQL Query Interfaces"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://cf-assets.www.cloudflare.com/zkvhlag99gkb/6TH1tmcxAA3gDCsdXcnqSl/8c8b1ca2b9b83459d6f54025f5f8c1eb/OG_Share_2024-2025-2026__36_.png", "source_provenance": "RSS Feed (The Cloudflare Blog)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2','blog.cloudflare.com - Tools for debugging, testing and using HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','af01f89af517a2b38c3e009fc990713cf9f30c915752e06972bc47f8271e17f5',100.0,1779029379,1,'2026-05-17T16:49:39.016448+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudflare.com/zero-trust-private-networking-rules','blog.cloudflare.com: Zero Trust Private Networking Rules','','2026',0,'Architectural documentation for defining identity-aware, Zero Trust private network topologies in Cloudflare. Explains granular permission structures to govern internal database and API access paths.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Zero Trust"]','["[COMMUNITY-TOOL]"]','[]','["cloudflare.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudgeni.ai/the-definitive-guide-to-importing-your-cloud-resources-into-iac','The Definitive Guide to Importing Your Cloud Resources into IaC','','2026',0,'A detailed technical review addressing drift reconciliation when converting untracked click-ops clouds into declarative state files. Reviews native state import commands and toolkits that automate resource generation.','None','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Migration Strategies"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke','blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903003478868508e+09,0,'2026-05-17T17:00:34.788685+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudnloud.com/kubernetes-volume','blog.cloudnloud.com: Kubernetes Volume','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudnloud.com: Kubernetes Volume in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790315645556581e+09,0,'2026-05-17T17:26:04.555658+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574','==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903036715842795e+09,0,'2026-05-17T17:06:07.158428+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudneutral.se/running-cockroachdb-tpc-c-benchmark-on-gke','blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudneutral.se: Running CockroachDB TPC-C benchmark on GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030034,0,'2026-05-17T17:00:34.788685+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudnloud.com/kubernetes-volume','blog.cloudnloud.com: Kubernetes Volume','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudnloud.com: Kubernetes Volume in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031564,0,'2026-05-17T17:26:04.555658+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.cloudsecque.com/how-to-improve-the-security-of-your-applications-with-kubernetes-security-scanners-cda97fd2f574','==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.cloudsecque.com: How to Improve the Security of Your Applications'' with Kubernetes Security Scanners== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030367,0,'2026-05-17T17:06:07.158428+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudsigma.com/kubernetes-dns-service-a-beginners-guide','blog.cloudsigma.com: Kubernetes DNS Service: A Beginner’s Guide','','2021',0,'This reference details the mechanics of Kubernetes cluster DNS architectures. It contrasts legacy kube-dns limitations with CoreDNS performance, explaining service discovery configurations, search paths, and DNS forwarding profiles essential for microservice visibility.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Core Services", "DNS"]','["[LEGACY]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2022/11/14/overlapping-ip-addresses-in-a-hub-and-spoke-network-feat-avnm-ars','blog.cloudtrooper.net: Overlapping IP addresses in a hub-and-spoke network (feat. AVNM & ARS)','','2022',0,'An in-depth network engineering analysis on resolving overlapping IP addresses in enterprise hub-and-spoke topologies. Evaluates the integration of Azure Virtual Network Manager (AVNM) and Azure Route Server (ARS) to resolve complex routing conflicts. Addresses dynamic NAT policies, route propagation metrics, and route-filtering mechanisms.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid Networking", "Virtual WAN", "IP Routing"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2023/02/06/virtual-network-gateways-routing-in-azure','blog.cloudtrooper.net: Virtual Network Gateways routing in Azure','','2023',0,'Deep-dive analysis exploring BGP routing, path selection, and priority mechanics inside Azure Virtual Network Gateways. Investigates routing behavior during hybrid ExpressRoute and VPN gateway co-existence scenarios, detailing path asymmetric routing and failover performance.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid Networking", "Core Networking", "Virtual WAN"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); @@ -1481,14 +1481,14 @@ INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/02/28/applica INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/04/02/application-gateway-for-containers-a-not-so-gentle-intro-4','Application Gateway for Containers with AKS Overlay Networking and VNet Flow Logs','','2025',5,'A deep-dive technical investigation of Azure''s next-generation Application Gateway for Containers (AGC) running atop AKS Overlay Networking. Details the setup, logging mechanics, and network telemetry capture.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Azure Application Gateway"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md", "azure.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2025/11/21/application-gateway-for-containers-istio-integration','Application Gateway for Containers: Istio Integration','','2025',4,'An advanced architectural post demonstrating how Azure Application Gateway for Containers (AGC) integrates with Istio Service Mesh via Kubernetes Gateway API. It details how edge traffic routing seamlessly hands off to internal mesh proxy sidecars while preserving end-to-end mTLS and header-based routing. This integration is critical for high-security microservices topologies demanding zero-trust communication.','Go / YAML','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes", "Networking & Edge Routing", "Gateway API"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.cloudtrooper.net/2026/01/16/which-azure-network-is-cheaper','Which Azure Network is Cheaper?','','2026',0,'This cost-analysis guide scrutinizes the pricing structures of Azure networking patterns, contrasting VNet Peering, Private Link, Virtual WAN, and ExpressRoute. It provides system architects with actionable formulas to optimize egress and internal data transfer fees, which are critical for high-throughput, multi-region distributed microservices.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security','blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security!','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377277123594e+09,0,'2026-05-17T18:02:52.771236+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd','blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive'' the future of CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','189e0bee6485a9787eee65a60624bca6517c0370776ebb066fef0cccc25c9941',100.0,1.77903044497719192e+09,0,'2026-05-17T17:07:24.977192+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd"}'); -INSERT INTO "resources" VALUES('https://blog.codefx.org/java/java-11-migration-guide','All You Need To Know For Migrating To Java 11','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489cb940c9976b6c1ed035eded2eca42dea540b58b854f2766d65ff5f65e60c6',100.0,1.77903292098532509e+09,0,'2026-05-17T17:48:40.985325+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://nipafx.dev/java-11-migration-guide"}'); +INSERT INTO "resources" VALUES('https://blog.cloudyali.io/absolute-minimum-every-developer-must-know-about-aws-security','blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security!','','N/A',0,'A curated technical resource and architectural guide covering blog.cloudyali.io: The Absolute minimum every developer must know about'' AWS security! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033772,0,'2026-05-17T18:02:52.771236+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.codecentric.de/en/2021/03/github-actions-nextgen-cicd','blog.codecentric.de: Stop re-writing pipelines! Why GitHub Actions drive'' the future of CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','189e0bee6485a9787eee65a60624bca6517c0370776ebb066fef0cccc25c9941',100.0,1779030444,0,'2026-05-17T17:07:24.977192+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.codecentric.de/en/knowledge-hub/blog/github-actions-nextgen-cicd"}'); +INSERT INTO "resources" VALUES('https://blog.codefx.org/java/java-11-migration-guide','All You Need To Know For Migrating To Java 11','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489cb940c9976b6c1ed035eded2eca42dea540b58b854f2766d65ff5f65e60c6',100.0,1779032920,0,'2026-05-17T17:48:40.985325+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://nipafx.dev/java-11-migration-guide"}'); INSERT INTO "resources" VALUES('https://blog.coderco.io/p/tcp-fundamentals-for-software-and','blog.coderco.io: TCP Fundamentals for Software & DevOps Engineers: Building a Strong Foundation in Networking','','2023',0,'A deep engineering dive analyzing TCP transmission mechanics, window scaling options, handshake models, socket connection limits, and congestion avoidance algorithms required to tune high-throughput software backends.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Protocols", "TCP/IP"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 1','- [blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield: Part 2](https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd)','2023',0,'A two-part real-world post-mortem analysis exploring system breakdowns when operating large IaC topologies. Details technical remediation steps for corrupted states, uncoordinated dynamic lock releases, and scaling boundary patterns for high-frequency microservice backbones.','None','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Best Practices", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield:'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42c81113796cdbe211c8e1074b753caba0820e7710fed6041cfdd318c6e4ec1f',100.0,1779029482.69566,1,'2026-05-17T16:51:22.695660+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://blog.coderco.io/p/terraform-best-practices-series-lessons"}'); -INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-a-step-by-step-guide-to-setting-up-a-production-ready-cluster-7336f78d5f7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790308543318541e+09,0,'2026-05-17T17:14:14.331854+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-part-2-basic-deployment-to-aks-and-https-setup-112d43e979cb',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030589.30497,0,'2026-05-17T17:09:49.304970+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.coderco.io/p/terraform-best-practices-series-lessons-0cd','blog.coderco.io: Terraform Best Practices Series - Lessons from the Battlefield:'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42c81113796cdbe211c8e1074b753caba0820e7710fed6041cfdd318c6e4ec1f',100.0,1779029482,1,'2026-05-17T16:51:22.695660+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://blog.coderco.io/p/terraform-best-practices-series-lessons"}'); +INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-a-step-by-step-guide-to-setting-up-a-production-ready-cluster-7336f78d5f7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030854,0,'2026-05-17T17:14:14.331854+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.codeswiftr.com/kubernetes-in-azure-part-2-basic-deployment-to-aks-and-https-setup-112d43e979cb',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030589,0,'2026-05-17T17:09:49.304970+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.coffeeapplied.com/securing-aks-in-peered-virtual-networks-using-only-network-security-groups-nsgs-c43d6a215f32','blog.coffeeapplied.com: Securing AKS in peered virtual networks using only network security groups (NSGs)','','2022',0,'Demonstrates locking down traffic inside peered Azure virtual networks utilizing Network Security Groups (NSGs) exclusively. Shows how to avoid routing complexity and high firewall transit charges in multi-tenant hub-and-spoke virtual environments.','Bash/ARM','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Network Security", "VNet Peering"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/7-cloud-native-trends-to-watch-in-2020','blog.container-solutions.com: 7 Cloud Native Trends to Watch in 2020','','2020',0,'Offers retrospective insight into cloud-native dynamics, analyzing service mesh scaling, security instrumentation, and multi-tenant architectures. It serves as a marker for how enterprise patterns have settled over the years.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Ecosystem Trends", "Historical Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/comparing-chaos-engineering-tools','blog.container-solutions.com: Comparing Chaos Engineering Tools for Kubernetes Workloads','','2021',0,'A comparison evaluating Litmus, Chaos Mesh, and Gremlin for Kubernetes workloads. Analyzes installation paths, custom resource capabilities, visual dashboards, access safety mechanisms, and cost factors to help enterprise teams select the right toolkit.','English','Comparative Review','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Curated Resources"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}'); @@ -1496,188 +1496,188 @@ INSERT INTO "resources" VALUES('https://blog.container-solutions.com/deployment- - Blue/green and shadow strategies have more impact on the budget as it requires double resource capacity. If the application lacks in tests or if there is little confidence about the impact/stability of the software, then a canary, a/b testing or shadow release can be used. If your business requires testing of a new feature amongst a specific pool of users that can be filtered depending on some parameters like geolocation, language, operating system or browser features, then you may want to use the a/b testing technique. - Last but not least, a shadow release is complex and requires extra work to mock egress traffic which is mandatory when calling external dependencies with mutable actions (email, bank, etc.). However, this technique can be useful when migrating to a new database technology and use shadow traffic to monitor system performance under load.','2023',0,'In-depth guide comparing core deployment topologies: recreate, rolling update, blue/green, canary, and shadow. Focuses on the trade-offs of budget, state management, infrastructure replication overhead, and traffic routing mechanisms.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Deployment Strategies", "Blue-Green & Canary"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools','blog.container-solutions.com: FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You? 🌟','','2021',0,'Compares design architectures of FluxCD, ArgoCD, and Jenkins X. Contrasts Flux''s minimal controller-native footprints with ArgoCD''s feature-rich enterprise dashboard and Jenkins X''s opinionated, complete CI/CD environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-right-gitops-tool-for-you','FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a7eebe2f710f8ff790580c3a3866a0ac01578e1b845bc3241dec7c0dde27157d',100.0,1.77903200017210888e+09,0,'2026-05-17T17:33:20.172109+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools"}'); +INSERT INTO "resources" VALUES('https://blog.container-solutions.com/fluxcd-argocd-or-jenkins-x-which-is-the-right-gitops-tool-for-you','FluxCD, ArgoCD or Jenkins X: Which Is the Right GitOps Tool for You?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a7eebe2f710f8ff790580c3a3866a0ac01578e1b845bc3241dec7c0dde27157d',100.0,1779032000,0,'2026-05-17T17:33:20.172109+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/fluxcd-argocd-jenkins-x-gitops-tools"}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-limitations','blog.container-solutions.com: GitOps: The Bad and the Ugly','','2021',0,'An objective critique of GitOps limitations, exposing pain points like secret management, repo explosion, and state drift during rapid rollbacks. Highlighting live production trade-offs, it guides architects on where GitOps struggles compared to traditional imperative orchestrations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Architecture", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-the-bad-and-the-ugly','container-solutions.com: GitOps: The Bad and the Ugly','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dad49eea9a9e4347ae15f0a92c06a55dffd389175b3728fb79cfc6da9eeb5027',100.0,1.77903055431489109e+09,0,'2026-05-17T17:09:14.314891+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/gitops-limitations"}'); +INSERT INTO "resources" VALUES('https://blog.container-solutions.com/gitops-the-bad-and-the-ugly','container-solutions.com: GitOps: The Bad and the Ugly','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dad49eea9a9e4347ae15f0a92c06a55dffd389175b3728fb79cfc6da9eeb5027',100.0,1779030554,0,'2026-05-17T17:09:14.314891+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://blog.container-solutions.com/gitops-limitations"}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/how-mature-is-your-microservices-architecture','blog.container-solutions.com: How Mature Is Your Microservices Architecture? 🌟','','2020',4,'Establishes a systematic maturity assessment framework for microservice architectures. Evaluates technical implementation levels across continuous deployment pipelines, automated system testing, distributed observability, configuration injection, and organizational alignment.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Maturity Models"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/kubernetes-operators-explained','container-solutions.com: Kubernetes Operators Explained','','2021',0,'An foundational architectural guide explaining the design of the Kubernetes Operator pattern. It covers the core mechanics of custom controllers, the reconciliation loop, and CRDs, codifying operational knowledge into software.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Concepts", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/the-birth-of-the-external-secrets-community','blog.container-solutions.com: The Birth of the External Secrets Community','','2022',0,'An insightful historical retrospective on the consolidation of fragmented Kubernetes secrets solutions. Traces the collaborative community migration from proprietary GoDaddy and Container Solutions utilities to the unified, CNCF-incubated External Secrets Operator (ESO).','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Open Source Evolution", "External Secrets Community"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.container-solutions.com/why-adopt-gitops','blog.container-solutions.com: 11 Reasons for Adopting GitOps','','2020',0,'Presents key reasons for adopting GitOps, focusing on deployment reliability, audit compliance, developer velocity, and cluster disaster recovery. It translates complex technical capabilities into clear business metrics like release frequency and overall uptime. This helps engineering leaders justify platform modernization efforts.','None','Technical Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Business Value"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-leaders',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903138500476193e+09,0,'2026-05-17T17:23:05.004762+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903329603477597e+09,0,'2026-05-17T17:54:56.034776+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase','blog.couchbase.com: How to Build Observability Dashboards with Prometheus,'' Grafana & Couchbase','','N/A',0,'A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,'' Grafana & Couchbase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903213461980795e+09,0,'2026-05-17T17:35:34.619808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md", "docs/prometheus.md"]','["nosql.md", "prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.couchbase.com/microservices-architecture-in-couchbase','blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase','','N/A',0,'A curated technical resource and architectural guide covering blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903093439705491e+09,0,'2026-05-17T17:15:34.397055+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.couchbase.com/2016/january/nosql-in-the-perspective-of-industry-leaders',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031385,0,'2026-05-17T17:23:05.004762+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.couchbase.com/2016/july/docker-for-aws-getting-started-scaling-nodes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.couchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033296,0,'2026-05-17T17:54:56.034776+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.couchbase.com/how-to-build-observability-dashboards-prometheus-grafana-couchbase','blog.couchbase.com: How to Build Observability Dashboards with Prometheus,'' Grafana & Couchbase','','N/A',0,'A curated technical resource and architectural guide covering blog.couchbase.com: How to Build Observability Dashboards with Prometheus,'' Grafana & Couchbase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032134,0,'2026-05-17T17:35:34.619808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md", "docs/prometheus.md"]','["nosql.md", "prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.couchbase.com/microservices-architecture-in-couchbase','blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase','','N/A',0,'A curated technical resource and architectural guide covering blog.couchbase.com: 4 Patterns for Microservices Architecture in Couchbase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030934,0,'2026-05-17T17:15:34.397055+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); 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Enough!== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903403969006705e+09,0,'2026-05-17T18:07:19.690067+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6','blog.devops.dev: Stop messing up with Git. Follow this simple and effective'' strategy to maintain Git branches','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Stop messing up with Git. Follow this simple and effective'' strategy to maintain Git branches in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902924284634208e+09,0,'2026-05-17T16:47:22.846342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.devops.dev/terraform-drift-detection-in-production-why-plan-isnt-enough-f660af7e1029','Terraform Drift Detection in Production: Why plan Isn''t Enough','Deep dive on how scheduled plan checks fail as a sole detection strategy, and how to build a layered detection system.','2026',4,'This technical analysis explores the production operational challenges of infrastructure drift detection and explains why a standard `terraform plan` is insufficient as a standalone monitoring strategy. The author outlines critical blind spots, such as untracked out-of-band resources invisible to the state file and security changes hidden by lifecycle `ignore_changes` configurations. 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-INSERT INTO "resources" VALUES('https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engineers-54d2f0aca4d1','blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033500.35167,0,'2026-05-17T17:58:20.351670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservice-from-containers-39dbcb80b0d8','blog.direktiv.io: Building a simple cloud-native, orchestrated microservice'' from containers','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Building a simple cloud-native, orchestrated microservice'' from containers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203657381701e+09,0,'2026-05-17T17:33:56.573817+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2ea03','blog.direktiv.io: Event driven orchestration with Knative (part 1)','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Event driven orchestration with Knative (part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903367491436696e+09,0,'2026-05-17T18:01:14.914367+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0','blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903111725740098e+09,0,'2026-05-17T17:18:37.257401+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903308176770806e+09,0,'2026-05-17T17:51:21.767708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.doit.com/blog"}'); -INSERT INTO "resources" VALUES('https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca','blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903422677837395e+09,0,'2026-05-17T18:10:26.778374+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://blog.ediri.io/flux-with-buckets-is-this-still-gitops','blog.ediri.io: Flux With Buckets: Is This Still GitOps?','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Flux With Buckets: Is This Still GitOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902936670683097e+09,0,'2026-05-17T16:49:26.706831+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.ediri.io/how-to-remove-a-stuck-namespace','blog.ediri.io: How to remove a stuck namespace','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: How to remove a stuck namespace in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903149442960691e+09,0,'2026-05-17T17:24:54.429607+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.ediri.io/how-to-unit-test-your-helm-charts','==blog.ediri.io: How To Unit Test Your Helm Charts==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.ediri.io: How To Unit Test Your Helm Charts== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097081975388e+09,0,'2026-05-17T17:16:10.819754+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.ediri.io/kubernetes-imagepullbackoff','blog.ediri.io: Kubernetes: ImagePullBackOff!','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Kubernetes: ImagePullBackOff! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903132895036792e+09,0,'2026-05-17T17:22:08.950368+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e6656cb8','blog.devgenius.io: When K8s pods are stuck mounting large volumes','','N/A',0,'A curated technical resource and architectural guide covering blog.devgenius.io: When K8s pods are stuck mounting large volumes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030367,0,'2026-05-17T17:06:07.139452+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab','==blog.devgenius.io: YAML with Python==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.devgenius.io: YAML with Python== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032333,0,'2026-05-17T17:38:53.304522+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); 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+INSERT INTO "resources" VALUES('https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github-and-jenkins-6a262b2994c6','blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,'' Jenkins and SonarQube','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Blue-Green Deployment (CI/CD) Pipelines with Docker, GitHub,'' Jenkins and SonarQube in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032087,0,'2026-05-17T17:34:47.756242+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/demystifying-kubernetes-understanding-ingress-configuration-and-best-practices-fb34e33e5f5f','blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,'' and Best Practices','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Demystifying Kubernetes:Understanding Ingress, Configuration,'' and Best Practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032699,0,'2026-05-17T17:44:59.160740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-releaser-a356ac10ce5c','blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Hosting Your Own Helm Chart on GitHub with Chart Releaser in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034237,0,'2026-05-17T18:10:37.918649+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c3592a6d8abd','blog.devops.dev: How to create an AWS sandbox account using terraform','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: How to create an AWS sandbox account using terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030473,0,'2026-05-17T17:07:53.027384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7','==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==blog.devops.dev: Stop cloning helm charts! Enough!== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034039,0,'2026-05-17T18:07:19.690067+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effective-strategy-to-maintain-git-branches-cc378468cde6','blog.devops.dev: Stop messing up with Git. Follow this simple and effective'' strategy to maintain Git branches','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Stop messing up with Git. 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The author outlines critical blind spots, such as untracked out-of-band resources invisible to the state file and security changes hidden by lifecycle `ignore_changes` configurations. It outlines a modern, layered engineering approach combining cloud-native asset inventories, policy engines, and event-driven architectures to continuously validate real infrastructure state.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1780352003,0,'2026-06-02T00:13:23.689869+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Production Drift Detection"]','["[CASE STUDY]", "[GUIDE]"]','[]','[]','{}','{"category": "terraform", "reputation_status": "Vetted", "reputation_summary": "Widely circulated across developer and DevOps communities for its realistic view of Terraform''s state reconciliation gaps and solid mitigation patterns.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/terraform-modules-db392bb7e950','blog.devops.dev: Terraform Modules','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Terraform Modules in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034454,0,'2026-05-17T18:14:14.189284+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4','blog.devops.dev: Tools to manage Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Tools to manage Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031186,0,'2026-05-17T17:19:46.007150+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/understanding-jobs-and-cronjobs-in-kubernetes-9db379562da','blog.devops.dev: Understanding Jobs and CronJobs in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Understanding Jobs and CronJobs in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033696,0,'2026-05-17T18:01:36.956703+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engineers-54d2f0aca4d1','blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers','','N/A',0,'A curated technical resource and architectural guide covering blog.devops.dev: Using Vault in Kubernetes Production for Security Engineers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033500,0,'2026-05-17T17:58:20.351670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.direktiv.io/building-a-simple-cloud-native-orchestrated-microservice-from-containers-39dbcb80b0d8','blog.direktiv.io: Building a simple cloud-native, orchestrated microservice'' from containers','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Building a simple cloud-native, orchestrated microservice'' from containers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032036,0,'2026-05-17T17:33:56.573817+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.direktiv.io/event-driven-orchestration-with-knative-part-1-fbdcc0e2ea03','blog.direktiv.io: Event driven orchestration with Knative (part 1)','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Event driven orchestration with Knative (part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033674,0,'2026-05-17T18:01:14.914367+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.direktiv.io/redefining-event-driven-orchestration-for-automation-applications-ec07d79f21c0','blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications','','N/A',0,'A curated technical resource and architectural guide covering blog.direktiv.io: Redefining event-driven orchestration for automation &'' applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031117,0,'2026-05-17T17:18:37.257401+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.docker.com/2019/07/intro-guide-to-dockerfile-best-practices','blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.docker.com: Intro Guide to Dockerfile Best Practices 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031435,0,'2026-05-17T17:23:55.643093+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.doit-intl.com/aws-firewalls-101-how-and-when-to-use-each-one-d4ad8087a6b3','doit-intl.com: AWS Firewalls 101: How and when to use each one','','N/A',0,'A curated technical resource and architectural guide covering doit-intl.com: AWS Firewalls 101: How and when to use each one in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032683,0,'2026-05-17T17:44:43.857818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.doit-intl.com/how-to-setup-multi-cluster-load-balancing-with-gke-4b407e1f3dff','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779033081,0,'2026-05-17T17:51:21.767708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.doit.com/blog"}'); +INSERT INTO "resources" VALUES('https://blog.doit-intl.com/kubernetes-and-secrets-management-in-cloud-858533c20dca','blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud','','N/A',0,'A curated technical resource and architectural guide covering blog.doit-intl.com: Kubernetes and Secrets Management in the Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034226,0,'2026-05-17T18:10:26.778374+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.dream11engineering.com/finding-order-in-chaos-how-we-automated-performance-testing-with-torque-6eb63706fcea','blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance'' Testing with Torque','','N/A',0,'A curated technical resource and architectural guide covering blog.dream11engineering.com: Finding Order in Chaos: How We Automated Performance'' Testing with Torque in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029916,0,'2026-05-17T16:58:36.601069+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.dream11engineering.com/lessons-learned-from-running-graphql-at-scale-2ad60b3cefeb','blog.dream11engineering.com: Lessons learned from running GraphQL at scale','','N/A',0,'A curated technical resource and architectural guide covering blog.dream11engineering.com: Lessons learned from running GraphQL at scale in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031618,0,'2026-05-17T17:26:58.320892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/auto-docs-test-and-release-a-helm-chart-with-github-actions','blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Auto Docs, Test And Release A Helm Chart With GitHub Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031125,0,'2026-05-17T17:18:45.651798+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/digitalocean-kubernetes-challenge','blog.ediri.io: DigitalOcean Kubernetes Challenge','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: DigitalOcean Kubernetes Challenge in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031499,0,'2026-05-17T17:24:59.346194+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/flux-with-buckets-is-this-still-gitops','blog.ediri.io: Flux With Buckets: Is This Still GitOps?','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Flux With Buckets: Is This Still GitOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029366,0,'2026-05-17T16:49:26.706831+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/how-to-remove-a-stuck-namespace','blog.ediri.io: How to remove a stuck namespace','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: How to remove a stuck namespace in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031494,0,'2026-05-17T17:24:54.429607+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/how-to-unit-test-your-helm-charts','==blog.ediri.io: How To Unit Test Your Helm Charts==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.ediri.io: How To Unit Test Your Helm Charts== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030970,0,'2026-05-17T17:16:10.819754+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/kubernetes-imagepullbackoff','blog.ediri.io: Kubernetes: ImagePullBackOff!','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Kubernetes: ImagePullBackOff! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031328,0,'2026-05-17T17:22:08.950368+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ediri.io/writing-kubernetes-policies-with-jspolicy','blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them'' via FluxCD','','N/A',0,'A curated technical resource and architectural guide covering blog.ediri.io: Writing Kubernetes policies with jsPolicy and deploy them'' via FluxCD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029609,0,'2026-05-17T16:53:29.341848+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.eduguru.in/mysql-2/mysql-create-index-on-table','blog.eduguru.in: mysql create index on table','','2023',0,'Detailed guide on index creation mechanics inside MySQL. Focuses on planning, key-length constraints, B-tree index structures, and avoiding table lock scenarios during schema operations.','SQL','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Relational Databases", "MySQL Features"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.eisele.net/2015/11/http2-with-jboss-eap-7.html','HTTP/2 With JBoss EAP 7 - Tech Preview','','2015',0,'Details configurations and challenges during the early-access implementation of HTTP/2 routing inside JBoss EAP 7. Outlines setup rules for ALPN dependencies, TLS parameters, and concurrent stream mappings.','Java','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "Protocol Evolution", "Enterprise Servers"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.envoyproxy.io/examining-load-balancing-algorithms-with-envoy-1be643ea121c','Examining Load Balancing Algorithms with Envoy','','2021',0,'A technical evaluation of core load balancing mechanisms built into the Envoy proxy. The guide dissects active versus passive routing behaviors, highlighting the performance profiles of Round Robin, Weighted Least Request, and Ring Hash algorithms under dynamic microservice topologies. It provides critical architecture insights for configuring Envoy to manage asymmetric backend loads and minimize tail latencies.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Networking", "Data Plane", "Load Balancing Algorithms"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment','==blog.equationlabs.io: Managing database migrations safely in high replicated'' k8s deployment== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==blog.equationlabs.io: Managing database migrations safely in high replicated'' k8s deployment== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903224292589402e+09,0,'2026-05-17T17:37:22.925894+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a','blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A','','N/A',0,'A curated technical resource and architectural guide covering blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032518.34226,0,'2026-05-17T17:41:58.342260+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.equationlabs.io/managing-database-migrations-safely-in-high-replicated-k8s-deployment','==blog.equationlabs.io: Managing database migrations safely in high replicated'' k8s deployment== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==blog.equationlabs.io: Managing database migrations safely in high replicated'' k8s deployment== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032242,0,'2026-05-17T17:37:22.925894+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.executeautomation.com/running-jenkins-build-agent-within-docker-container-part-a','blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A','','N/A',0,'A curated technical resource and architectural guide covering blog.executeautomation.com: Running Jenkins Build Agent within Docker container'' – Part A in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032518,0,'2026-05-17T17:41:58.342260+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.extremehacking.org/blog/2015/11/09/jmeter-web-application-testing-cheatsheet','JMeter Web Application Testing Cheatsheet','','2026',0,'A testing reference for designing HTTP request sequences in Apache JMeter. Curator Insight highlights its historical impact on load testing. 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-INSERT INTO "resources" VALUES('https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools','blog.flant.com: Open Source solutions for chaos engineering in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7e13d56bc586b5dc1c4c83bd7624f1b1326a5ebeadd9f9f8dcafd5c2b2a97d2',100.0,1.77903270712042188e+09,0,'2026-05-17T17:45:07.120422+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools"}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/comparing-kubernetes-operators-for-postgresql','blog.flant.com: Comparing Kubernetes operators for PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7c247c557ca0e7778d8bfb1fbe977f0b0f8b0caba414b1c171235484a88727e3',100.0,1.77903149182481408e+09,0,'2026-05-17T17:24:51.824814+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/comparing-kubernetes-operators-for-postgresql"}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/ha-keycloak-infinispan-kubernetes','blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8179038c36bb539c39c65093e16786767ad31ddd73fcfa345d67fe8891f1c07a',100.0,1.77903307644818496e+09,0,'2026-05-17T17:51:16.448185+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/ha-keycloak-infinispan-kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone','blog.flant.com: kubenav as a tool for managing Kubernetes clusters from'' your smartphone','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','33992fc42410ff2fff905bc3876c1606701e4aa1646ff08a0bc2a81a06072c5a',100.0,1.77903003082194805e+09,0,'2026-05-17T17:00:30.821948+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone"}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter','==blog.flant.com: Kubernetes cluster security assessment with kube-bench'' and kube-hunter==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e5c494288589795e300f17fcf224f45ce704cdc226a8e29fa4da0a28502cd707',100.0,1.779034525343616e+09,0,'2026-05-17T18:15:25.343616+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor','blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage'' performance in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','179a984f39cacacdd1566ac15e88b14c03998b87235d10969404240b26bc9df8',100.0,1.77902912583944296e+09,0,'2026-05-17T16:45:25.839443+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor"}'); 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+INSERT INTO "resources" VALUES('https://blog.flant.com/chaos-engineering-in-kubernetes-open-source-tools','blog.flant.com: Open Source solutions for chaos engineering in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7e13d56bc586b5dc1c4c83bd7624f1b1326a5ebeadd9f9f8dcafd5c2b2a97d2',100.0,1779032707,0,'2026-05-17T17:45:07.120422+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/comparing-kubernetes-operators-for-postgresql','blog.flant.com: Comparing Kubernetes operators for PostgreSQL','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7c247c557ca0e7778d8bfb1fbe977f0b0f8b0caba414b1c171235484a88727e3',100.0,1779031491,0,'2026-05-17T17:24:51.824814+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/comparing-kubernetes-operators-for-postgresql"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/ha-keycloak-infinispan-kubernetes','blog.flant.com: Running fault-tolerant Keycloak with Infinispan in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8179038c36bb539c39c65093e16786767ad31ddd73fcfa345d67fe8891f1c07a',100.0,1779033076,0,'2026-05-17T17:51:16.448185+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/ha-keycloak-infinispan-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kubenav-managing-kubernetes-from-smartphone','blog.flant.com: kubenav as a tool for managing Kubernetes clusters from'' your smartphone','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','33992fc42410ff2fff905bc3876c1606701e4aa1646ff08a0bc2a81a06072c5a',100.0,1779030030,0,'2026-05-17T17:00:30.821948+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubenav-managing-kubernetes-from-smartphone"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-security-with-kube-bench-and-kube-hunter','==blog.flant.com: Kubernetes cluster security assessment with kube-bench'' and kube-hunter==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e5c494288589795e300f17fcf224f45ce704cdc226a8e29fa4da0a28502cd707',100.0,1779034525,0,'2026-05-17T18:15:25.343616+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor','blog.flant.com: Comparing Ceph, LINSTOR, Mayastor, and Vitastor storage'' performance in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','179a984f39cacacdd1566ac15e88b14c03998b87235d10969404240b26bc9df8',100.0,1779029125,0,'2026-05-17T16:45:25.839443+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-storage-performance-linstor-ceph-mayastor-vitastor"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/kui-hybrid-cli-gui-for-kubernetes','blog.flant.com: Kui — a “hybrid” CLI/GUI application for working with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fc0af26260476cffacbfd2299dc59f47587a9c053198466702946ebdc03aea82',100.0,1779031985,0,'2026-05-17T17:33:05.018076+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kui-hybrid-cli-gui-for-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/our-experience-with-postgres-operator-for-kubernetes-by-zalando','blog.flant.com: Our experience with Postgres Operator for Kubernetes by'' Zalando','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b477f7ab3171c3b3598ebc5b96210dd6eb260756d7a9426cfc951d5be0d70f65',100.0,1779031598,0,'2026-05-17T17:26:38.049985+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/our-experience-with-postgres-operator-for-kubernetes-by-zalando"}'); +INSERT INTO "resources" VALUES('https://blog.flant.com/small-local-kubernetes-comparison','blog.flant.com: Small Kubernetes for your local experiments: k0s, MicroK8s,'' kind, k3s, and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c5bb9665f8bdf13201d6d7ba2608a51c690b1a3f5ff49b66a9b871d252afa65e',100.0,1779031518,0,'2026-05-17T17:25:18.270049+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/small-local-kubernetes-comparison"}'); INSERT INTO "resources" VALUES('https://blog.flatturtle.com','vishnuch.tech: Interprocess Communication in Microservices 🌟','','2023',4,'A technical exploration of Interprocess Communication (IPC) patterns within distributed microservices. It analyzes synchronous IPC (via REST, gRPC) and contrasts it with asynchronous, broker-driven messaging (RabbitMQ, Kafka) from a latency and system coupling perspective. Decoupling IPC paths is presented as the primary defense against cascading regional failures in microservices architectures.','English','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Protocols & Formats"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920adfde','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for'' debugging)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a835d5751e0909490d1d91b4ccafe092b57d200aa2f00a0c0f3e818ea3f9083',100.0,1.77903138908352804e+09,0,'2026-05-17T17:23:09.083528+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://fleetdm.com/engineering/tips-for-github-actions-usability"}'); -INSERT INTO "resources" VALUES('https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff','blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033210.82014,0,'2026-05-17T17:53:30.820140+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/linux.md"]','["java-and-java-performance-optimization.md", "linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e','blog.flomesh.io: Kubernetes Gateway API — Evolution of Service Networking','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: Kubernetes Gateway API — Evolution of Service Networking in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903223614853692e+09,0,'2026-05-17T17:37:16.148537+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c','blog.flomesh.io: sing Pipy as a Kubernetes policy engine','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: sing Pipy as a Kubernetes policy engine in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903390333122396e+09,0,'2026-05-17T18:05:03.331224+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.fleetdm.com/4-tips-for-github-actions-usability-2-debugging-4c0c920adfde','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for'' debugging)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a835d5751e0909490d1d91b4ccafe092b57d200aa2f00a0c0f3e818ea3f9083',100.0,1779031389,0,'2026-05-17T17:23:09.083528+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://fleetdm.com/engineering/tips-for-github-actions-usability"}'); +INSERT INTO "resources" VALUES('https://blog.flipkart.tech/the-art-of-system-debugging-decoding-cpu-utilization-da75f09ef1ff','blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.flipkart.tech: The Art of System Debugging — Decoding CPU Utilization'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033210,0,'2026-05-17T17:53:30.820140+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/linux.md"]','["java-and-java-performance-optimization.md", "linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.flomesh.io/kubernetes-gateway-api-evolution-of-service-networking-aa76ec4efa7e','blog.flomesh.io: Kubernetes Gateway API — Evolution of Service Networking','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: Kubernetes Gateway API — Evolution of Service Networking in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032236,0,'2026-05-17T17:37:16.148537+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.flomesh.io/using-pipy-as-a-kubernetes-policy-engine-e70a23c8d54c','blog.flomesh.io: sing Pipy as a Kubernetes policy engine','','N/A',0,'A curated technical resource and architectural guide covering blog.flomesh.io: sing Pipy as a Kubernetes policy engine in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033903,0,'2026-05-17T18:05:03.331224+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.fourninecloud.com/kubernetes-monitoring-how-to-monitor-using-prometheus-f2eff767f6bb','blog.fourninecloud.com: Kubernetes monitoring — How to monitor using prometheus?','','2021',0,'A beginner-to-intermediate tutorial demonstrating how to install, configure, and operate a Prometheus instance on a Kubernetes cluster. Outlines basic service discovery configurations, exporter architectures, and Prometheus-operator customization patterns.','None','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Cluster Monitoring", "Prometheus Setup"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/annotation-free-spring','blog.frankel.ch: Annotation-free Spring','','2021',0,'Explores annotation-free bean configuration in Spring, leveraging functional Kotlin or Java DSLs. By replacing classical runtime annotation scanning with declarative bean definitions, this approach lowers application startup latencies and improves GraalVM compile-time reflection analysis.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Configuration", "Functional Bean Registration"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/basics-access-kubernetes-pods','blog.frankel.ch: Back to basics: accessing Kubernetes pods','','2022',0,'An in-depth guide tracing the technical mechanisms required to route traffic to ephemeral Kubernetes pods. Discusses the transition from local port-forwarding (kubectl port-forward) to production-ready patterns utilizing Services (ClusterIP, NodePort, LoadBalancer) and Ingress resources, highlighting the underlying iptables/IPVS routing mechanics.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Pod Connectivity", "Ingress & Services"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/kubernetes-extensibility','blog.frankel.ch: Introduction to Kubernetes extensibility 🌟','','2024',0,'A structural overview explaining the mechanics of Kubernetes API extension. It reviews Custom Resource definitions, control loops, and API aggregation structures to build a complete mental map of the engine''s modular architecture.','N/A','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "API Extensions", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{"duplicate_of": "https://itnext.io/kubernetes-extensibility-c5fed27f0952"}'); INSERT INTO "resources" VALUES('https://blog.frankel.ch/learning-auditing-kubernetes-manifests','blog.frankel.ch: Learning by auditing Kubernetes manifests','','2021',0,'An educational approach to understanding Kubernetes security postures through direct manifest auditing. The author walks through security context misconfigurations, detailing how over-privileged containers expose node architectures. This technique bridges the gap between passive development and active cluster security controls.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy & Audit", "Manifest Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6f929579bee5a08e10d0c37d8b1f2a78ba7fbe8b68e55b884406984e05a85c61',100.0,1.77903112231673407e+09,0,'2026-05-17T17:18:42.316734+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','508148182319a6736f3df50820e0b1ff67f15f67b29fc4f706cd002f1e9375d1',100.0,1.77903088286349201e+09,0,'2026-05-17T17:14:42.863492+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"duplicate_of": "https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers"}'); +INSERT INTO "resources" VALUES('https://blog.gceasy.io/2019/03/13/micrometrics-to-forecast-application-performance',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6f929579bee5a08e10d0c37d8b1f2a78ba7fbe8b68e55b884406984e05a85c61',100.0,1779031122,0,'2026-05-17T17:18:42.316734+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.gceasy.io/2020/11/05/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','508148182319a6736f3df50820e0b1ff67f15f67b29fc4f706cd002f1e9375d1',100.0,1779030882,0,'2026-05-17T17:14:42.863492+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"duplicate_of": "https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers"}'); INSERT INTO "resources" VALUES('https://blog.gceasy.io/best-practices-java-memory-arguments-for-containers','blog.gceasy.io: Best practices: Java memory arguments for Containers 🌟','','2021',0,'Direct blueprint for configuring JVM heap metrics under Docker environments. Details the risks of omitting explicit container-aware memory allocation rules, preventing silent OOMKilled evictions by the host kernel.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes", "Containerized JVM Tuning"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/best-tools-for-kubernetes-local-development-a-comprehensive-guide-3577d351d31e','blog.getambassador.io: Best Tools for Kubernetes Local Development: A Comprehensive Guide','','2022',2,'A comparative market review assessing local Kubernetes developer pipelines including Minikube, Kind, and K3s. Highlights developer speed, local resources consumption, and production parity.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Development", "Tooling", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/centralized-authentication-with-keycloak-and-ambassador-edge-stack-d509ffbc7b6f','blog.getambassador.io: Step-by-Step Centralized Authentication for Kubernetes with Keycloak and the Ambassador Edge Stack','','2020',4,'Demonstrates step-by-step implementation of centralized authentication at the edge of Kubernetes clusters. By combining the Ambassador Edge Stack (Emissary-ingress) with Keycloak via OAuth2/OIDC filters, it decouples identity concerns from individual backend microservices, streamlining service architecture.','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Ingress Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1','blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode','','N/A',0,'Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.','en','Guide','Advanced',1,'online','manual','ac52c93c2e2f7a824497888f590fa04283ac630c9060c17c2be819661eb7f917',100.0,1.77903377031151509e+09,0,'2026-05-17T18:02:50.311515+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Kubernetes Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md", "docs/visual-studio.md"]','["golang.md", "visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.getambassador.io/debugging-go-microservices-in-kubernetes-with-vscode-a36beb48ef1','blog.getambassador.io: Debugging Go Microservices in Kubernetes with VScode','','N/A',0,'Explores techniques for real-time remote debugging of Go microservices running inside a Kubernetes cluster using Telepresence and VSCode, bridging local development environments with cloud resources.','en','Guide','Advanced',1,'online','manual','ac52c93c2e2f7a824497888f590fa04283ac630c9060c17c2be819661eb7f917',100.0,1779033770,0,'2026-05-17T18:02:50.311515+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Kubernetes Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md", "docs/visual-studio.md"]','["golang.md", "visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/externaltrafficpolicy-local-on-kubernetes-e66e498212f9','externalTrafficPolicy=local on kubernetes. How to preserve the source IP in kubernetes','','2021',4,'Addresses how setting the Kubernetes Service configuration `externalTrafficPolicy: Local` preserves client source IPs. Analyzes the associated trade-offs, such as potential uneven load distribution across endpoints. Live Grounding confirms that preserving source IP is crucial for zero-trust authorization, geolocation rules, and audit logging.','Markdown','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/gitops-in-kubernetes-with-argocd-c6ea0e510741','blog.getambassador.io: GitOps in Kubernetes with ArgoCD','','2021',3,'Describes the conceptual pillars of GitOps and details how ArgoCD implements them on Kubernetes. Explains key mechanisms such as out-of-sync alert signaling, dry-run synchronization, and visual drift visualization.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Concepts & Practices"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/how-to-learn-kubernetes-prerequisites-paths-and-resources-9e044daee185','blog.getambassador.io: How to Learn Kubernetes: Prerequisites, Paths, and Resources 🌟','','2022',3,'An actionable guide highlighting the operating system, networking, and programming fundamentals required to master Kubernetes. Prevents cognitive overload by enforcing structured roadmap prerequisites.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Opinion & Strategy", "Learning Pathways"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); @@ -1687,14 +1687,14 @@ INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary- INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=60de8626f769',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.getambassador.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=65af8561dca0',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=77ba3a21d2dd',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.getambassador.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d','blog.getambassador.io: Kubernetes Canary Testing and Release with Istio','','N/A',0,'A curated technical resource and architectural guide covering blog.getambassador.io: Kubernetes Canary Testing and Release with Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','e6c4295e5216d84166c16e6ecbe410dc6b7d6e5f7632158a8c3eb0b24e40bf63',100.0,1.77903029572799205e+09,0,'2026-05-17T17:04:55.727992+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=816ffb457b0d','blog.getambassador.io: Kubernetes Canary Testing and Release with Istio','','N/A',0,'A curated technical resource and architectural guide covering blog.getambassador.io: Kubernetes Canary Testing and Release with Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','e6c4295e5216d84166c16e6ecbe410dc6b7d6e5f7632158a8c3eb0b24e40bf63',100.0,1779030295,0,'2026-05-17T17:04:55.727992+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a8be5865b1c9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=c669845710fd',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.getambassador.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=c8191f4288c7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,1.77938842462334299e+09,0,'2026-05-21T20:33:44.623343+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=c8191f4288c7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,1779388424,0,'2026-05-21T20:33:44.623343+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=e61c67017989',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=ffbb9dbe21b4',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.getambassador.io/microservice-orchestration-best-practices-f32314dd6a12','blog.getambassador.io: Microservice Orchestration Best Practices','','2021',0,'Contrasts orchestration and choreography in distributed microservice topologies. Analyzes the trade-offs of centralized workflow engines versus decentralized event routing, providing architectural criteria to guide deployment choices under scale.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Orchestration", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.getpostman.com','blog.getpostman.com','','N/A',0,'A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902931001449394e+09,0,'2026-05-17T16:48:30.014494+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{"duplicate_of": "https://blog.postman.com"}'); +INSERT INTO "resources" VALUES('https://blog.getpostman.com','blog.getpostman.com','','N/A',0,'A curated technical resource and architectural guide covering blog.getpostman.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779029310,0,'2026-05-17T16:48:30.014494+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{"duplicate_of": "https://blog.postman.com"}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/github-security','GitHub security: what does it take to protect your company from credentials leaking on GitHub? 🌟','','2021',4,'Examines the severe risks and systemic impacts of credential leakage on public and private Git repositories. Discusses mitigation strategies, developer scanning workflows, and the integration of GitGuardian API to catch hardcoded secrets at push time. Vital reading for DevSecOps leads.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Secrets Detection"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/hardening-your-k8-pt-1','blog.gitguardian.com: Hardening Your Kubernetes Cluster - Threat Model (Pt. 1) 🌟🌟','','2022',0,'Part one of a tutorial series focusing on threat modeling within Kubernetes systems. Outlines typical attack surface definitions across components like API endpoints, etcd systems, and workers. Aids engineering teams in establishing defense boundaries.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Fundamentals", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/hardening-your-k8s-pt-2','blog.gitguardian.com: Hardening Your Kubernetes Cluster - Guidelines (Pt. 2) 🌟','','2021',0,'The second part of a structural security guide detailing advanced settings such as RBAC limitations, audit logging targets, container engine isolation, and secrets scanning policies.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Runtime Secrets Scanning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -1703,188 +1703,188 @@ INSERT INTO "resources" VALUES('https://blog.gitguardian.com/kubernetes-tutorial INSERT INTO "resources" VALUES('https://blog.gitguardian.com/kubernetes-tutorial-part-2-network','blog.gitguardian.com: Kubernetes Hardening Tutorial Part 2: Network','','2022',0,'This technical tutorial demonstrates the configuration of Kubernetes NetworkPolicies to enforce granular traffic isolation. It contrasts default-allow networking models with secure default-deny postures, providing production-ready ingress and egress manifests. Engineers will learn how to reduce lateral threat movement by restricting pod-to-pod communications.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods"}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/rewriting-git-history-cheatsheet','blog.gitguardian.com: Rewriting your git history, removing files permanently - cheatsheet & guide','','2021',5,'A detailed security guide for removing sensitive files, secrets, and large payloads from Git history. Compares legacy `git filter-branch` with the faster, modern `git-filter-repo` and BFG Repo-Cleaner tools, outlining downstream impacts of forced push updates.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Security and Authentication"]','["[DE FACTO STANDARD]", "[GUIDE]", "[LEGACY]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gitguardian.com/secrets-credentials-api-git','blog.gitguardian.com: Secrets in source code (episode 2/3). Why secrets in git are such a problem','','2021',4,'Explores the anatomy of credential exposure within VCS platforms. It highlights the persistence of Git history, showing why simply deleting a secret in a subsequent commit does not mitigate security risks. Emphasizes mandatory history rewriting and continuous pipeline scanning.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Secrets Detection"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent','blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy'' Agent','','2022',0,'Comprehensive introduction to Open Policy Agent (OPA) and its application of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates the architectural shift of separating policy logic from application code, making security policies testable and auditable in Git repos.','Rego','Blog','Intermediate',0,'online','manual','34359a122e909ff5ef0661e9ab2559594bf6dfd5b302318aa250989991664a51',100.0,1.7790314313973639e+09,1,'2026-05-17T17:23:51.397364+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.golang.org/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8861dc71fc266c47c0c55b238c99731a247a08446a0dadb0536eea3eabce38f6',100.0,1.77903139310226392e+09,0,'2026-05-17T17:23:13.102264+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://go.dev/blog/gopls-vscode-go"}'); +INSERT INTO "resources" VALUES('https://blog.gitguardian.com/what-is-policy-as-code-an-introduction-to-open-policy-agent','blog.gitguardian.com: What is Policy-as-Code? An Introduction to Open Policy'' Agent','','2022',0,'Comprehensive introduction to Open Policy Agent (OPA) and its application of declarative, domain-agnostic policy enforcement using the Rego language. Evaluates the architectural shift of separating policy logic from application code, making security policies testable and auditable in Git repos.','Rego','Blog','Intermediate',0,'online','manual','34359a122e909ff5ef0661e9ab2559594bf6dfd5b302318aa250989991664a51',100.0,1779031431,1,'2026-05-17T17:23:51.397364+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.golang.org/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8861dc71fc266c47c0c55b238c99731a247a08446a0dadb0536eea3eabce38f6',100.0,1779031393,0,'2026-05-17T17:23:13.102264+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://go.dev/blog/gopls-vscode-go"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/missouri-programs','Google announces new community investments in Missouri','We’re helping build the state’s next-generation workforce and investing in energy programs.','2026',4,'* **Curator Insight**: Google''s investment strategy in Missouri underscores the growing interdependence between ultra-scale data centers, clean grid energy initiatives, and local workforce preparedness. -* **Live Grounding**: Industry analysts note that securing regional power infrastructures is becoming a primary bottleneck for hyper-scale cloud deployments supporting next-generation machine learning workloads.','en','blog_post','intermediate',0,'online','automatic','16f69576d03fece8c04788aa1031698a43c183e1d14b74145577423d7325f986',NULL,1.780352942833678e+09,0,'2026-06-02T00:29:02.833678+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "Data Centers", "Regional Expansion"]','["CASE STUDY"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official Google regional infrastructure announcement with positive utility alignment.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/MissouriSocial.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "sustainability-and-infrastructure"}'); +* **Live Grounding**: Industry analysts note that securing regional power infrastructures is becoming a primary bottleneck for hyper-scale cloud deployments supporting next-generation machine learning workloads.','en','blog_post','intermediate',0,'online','automatic','16f69576d03fece8c04788aa1031698a43c183e1d14b74145577423d7325f986',NULL,1780352942,0,'2026-06-02T00:29:02.833678+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "Data Centers", "Regional Expansion"]','["CASE STUDY"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official Google regional infrastructure announcement with positive utility alignment.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/MissouriSocial.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "sustainability-and-infrastructure"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/eighth-generation-tpu-agentic-era/&linkId=61973364','Our Eighth Generation TPUs: Two Chips for the Agentic Era','Google officially launches TPU 8t and TPU 8i, next-generation custom ASICs built to scale training and minimize agentic inference latencies.','2026',4,'This release details Google''s eighth-generation custom ASICs, unveiling a split computing strategy featuring TPU 8t (training) and TPU 8i (inference). Engineered for the agentic era, these architectures deliver massive parallel computing throughput with double the inter-chip bandwidth and 10x lower storage latencies. * Employs the Virgo Network fabric to support near-linear cluster scaling up to 1 million chips. -* Focuses heavily on resilience, with telemetry-driven Optical Circuit Switching targeting a 97% operational goodput rate.','en','article','Advanced',0,'online','automatic','28c268b2a7fb414b1df263e1c25ee76c168ce86e45e1abd982b5c9b43f9c6098',NULL,1.78035241411581301e+09,0,'2026-06-02T00:20:14.115813+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Infrastructure", "TPUs and Hardware Acceleration"]','["[EMERGING]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Authoritative hardware reveal from Google Cloud, widely recognized as a major technological milestone for high-scale AI model serving in 2026.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/two_chips_for_the_agentic_era_hero.width-1300.png", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "ai-infrastructure"}'); +* Focuses heavily on resilience, with telemetry-driven Optical Circuit Switching targeting a 97% operational goodput rate.','en','article','Advanced',0,'online','automatic','28c268b2a7fb414b1df263e1c25ee76c168ce86e45e1abd982b5c9b43f9c6098',NULL,1780352414,0,'2026-06-02T00:20:14.115813+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Infrastructure", "TPUs and Hardware Acceleration"]','["[EMERGING]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Authoritative hardware reveal from Google Cloud, widely recognized as a major technological milestone for high-scale AI model serving in 2026.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/two_chips_for_the_agentic_era_hero.width-1300.png", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "ai-infrastructure"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-5','Gemini 3.5: frontier intelligence with action','At Google I/O we released Gemini 3.5, our latest series of models combining frontier intelligence with action.','2026',4,'* **Curator Insight**: The introduction of Gemini 3.5, particularly the Flash variant, optimizes the operational parameters of latency-sensitive loops and intensive programming engines. -* **Live Grounding**: Grounded benchmarks demonstrate that the model''s token-efficient execution and long-horizon planning make it the de facto runtime for agentic frameworks such as Antigravity 2.0.','en','blog_post','advanced',0,'online','automatic','e4e81e037554251b0fd86014e97ffe8a06c2bed410ef9f9acc33225ad1d8562e',NULL,1.78035294283372902e+09,0,'2026-06-02T00:29:02.833729+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Large Language Models", "Gemini 3.5", "Agentic Systems"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly benchmarked, industry-leading frontier model launch with stellar developer evaluations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/gemini-3-5__keywordstatement__metacard__light.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); +* **Live Grounding**: Grounded benchmarks demonstrate that the model''s token-efficient execution and long-horizon planning make it the de facto runtime for agentic frameworks such as Antigravity 2.0.','en','blog_post','advanced',0,'online','automatic','e4e81e037554251b0fd86014e97ffe8a06c2bed410ef9f9acc33225ad1d8562e',NULL,1780352942,0,'2026-06-02T00:29:02.833729+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Large Language Models", "Gemini 3.5", "Agentic Systems"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly benchmarked, industry-leading frontier model launch with stellar developer evaluations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/gemini-3-5__keywordstatement__metacard__light.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni','Introducing Gemini Omni','The official product launch for Google DeepMind''s Gemini Omni, a pioneering native any-to-any multimodal model family designed for high-resolution video, audio, image, and text generation and editing.','2026',4,'This resource introduces Gemini Omni, Google DeepMind''s native any-to-any multimodal model family designed to replace traditional, fragmented media-generation pipelines. * **Architectural Unity**: Processes and outputs text, high-resolution video, audio, and images natively within a single unified transformer-based topology. -* **Physics-Grounded Reasoning**: Leverages an intuitive grasp of gravity, kinetics, and fluid dynamics, enabling hyper-realistic stop-motion simulations and consistent, conversational video-editing workflows.','en','article','advanced',0,'online','automatic','7493c82d8813eea2baa6a520f0f6f281d15807c13f4916a80b204ec036ba9b78',NULL,1.78039941016603493e+09,0,'2026-06-02T13:23:30.166035+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Multimodal Models", "Deep Learning"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 96, "reputation_status": "Vetted", "reputation_summary": "Official product launch announcement from Google DeepMind. Highly vetted and globally referenced as an industry milestone in native multi-modal AI systems.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GeminiOmni_social.width-1300.png", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); +* **Physics-Grounded Reasoning**: Leverages an intuitive grasp of gravity, kinetics, and fluid dynamics, enabling hyper-realistic stop-motion simulations and consistent, conversational video-editing workflows.','en','article','advanced',0,'online','automatic','7493c82d8813eea2baa6a520f0f6f281d15807c13f4916a80b204ec036ba9b78',NULL,1780399410,0,'2026-06-02T13:23:30.166035+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Multimodal Models", "Deep Learning"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 96, "reputation_status": "Vetted", "reputation_summary": "Official product launch announcement from Google DeepMind. Highly vetted and globally referenced as an industry milestone in native multi-modal AI systems.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GeminiOmni_social.width-1300.png", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-3-5-videos','Watch 9 Google videos of Gemini Omni and Gemini 3.5 Flash','A collection of nine demonstration videos showcasing the latency and multimodal capabilities of Gemini Omni and Gemini 3.5 Flash.','2026',4,'Curator Insight: These benchmark videos establish reference performance capabilities for Google''s latest multimodal models in complex real-time environments. -Live Grounding: The 9 distinct demos present low-latency, real-world execution of Gemini Omni and 3.5 Flash, emphasizing rapid voice-to-video reasoning, contextual search, and high-density API call efficiency.','en','demo','intermediate',0,'online','automatic','aaff001f97c5a5ae868157be3d15f7afc41f423cc2bffcf4cd937102741a5d32',NULL,1.78035295315617299e+09,0,'2026-06-02T00:29:13.156173+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Multimodal Models > Gemini Ecosystem"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Demos are highly praised in tech circles for highlighting rapid, low-latency multimodal reasoning over complex user interactions.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Gemini_Omni_and_Gemini_3.5_herosocial.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "multimodal-ai"}'); +Live Grounding: The 9 distinct demos present low-latency, real-world execution of Gemini Omni and 3.5 Flash, emphasizing rapid voice-to-video reasoning, contextual search, and high-density API call efficiency.','en','demo','intermediate',0,'online','automatic','aaff001f97c5a5ae868157be3d15f7afc41f423cc2bffcf4cd937102741a5d32',NULL,1780352953,0,'2026-06-02T00:29:13.156173+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Multimodal Models > Gemini Ecosystem"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Demos are highly praised in tech circles for highlighting rapid, low-latency multimodal reasoning over complex user interactions.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Gemini_Omni_and_Gemini_3.5_herosocial.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "multimodal-ai"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/models-and-research/google-labs/flow-updates','Gemini Omni Integration in Google Flow and Flow Music','Google''s official announcement detailing the rollout of the Gemini Omni Flash model inside Google Flow and Flow Music, alongside the release of native mobile apps for on-the-go creative pipelines.','2026',4,'This official update highlights the direct integration of the Gemini Omni model into Google Flow and Flow Music to facilitate conversational, agentic media development. * **Conversational Editing**: Developers and creators can apply iterative text-guided edits directly to existing video and audio timelines while preserving characters, scenes, and physical continuity. -* **Cross-Platform Access**: The launch introduces native mobile clients (Android and iOS) to democratize high-fidelity multimodal creation across edge environments.','en','article','intermediate',0,'online','automatic','cc0622bb97252cf64a87c4c07c22c9e6a79ffe9a3024c31799dd4cb82e989982',NULL,1.78039941016601705e+09,0,'2026-06-02T13:23:30.166017+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Creative Tools", "Video Generation"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Official Google Labs technical blog announcement. Vetted by global media and developer communities as the primary source of truth for Google Flow and Flow Music updates.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleFlow-Image.width-1300.jpg", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); +* **Cross-Platform Access**: The launch introduces native mobile clients (Android and iOS) to democratize high-fidelity multimodal creation across edge environments.','en','article','intermediate',0,'online','automatic','cc0622bb97252cf64a87c4c07c22c9e6a79ffe9a3024c31799dd4cb82e989982',NULL,1780399410,0,'2026-06-02T13:23:30.166017+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Creative Tools", "Video Generation"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Official Google Labs technical blog announcement. Vetted by global media and developer communities as the primary source of truth for Google Flow and Flow Music updates.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleFlow-Image.width-1300.jpg", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/models-and-research/google-research/google-beam-group-meetings','A new experiment brings better group meetings to Google Beam','Using HP Dimension’s immersive display, Google Beam renders participants joining from non-Beam devices in their true size.','2026',4,'* **Curator Insight**: Leveraging true-to-life volumetric AI rendering, HP Dimension displays, and hardware-accelerated spatial audio, the platform establishes natural eye contact and spatial proximity. -* **Live Grounding**: Early pilots demonstrate that Beam mitigates hybrid communication fatigue by accurately mapping spatial sound and non-verbal cues directly to local physical seating arrangements.','en','blog_post','advanced',0,'online','automatic','d00a8d06dfdf3e54c65d06f590250b2c424f135d194e7e016a9d9de117624396',NULL,1.78035294283369708e+09,0,'2026-06-02T00:29:02.833697+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Immersive Technology", "Spatial Computing", "Google Beam"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted collaborative hardware/software project with HP Dimension, showing high market expectations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/BeamHero_IO_2026.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "collaboration-tools"}'); -INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/products/identifying-ai-generated-media-online','Making it easier to understand how content was created and edited','Google announces major expansions of its SynthID watermarking technology and C2PA Content Credentials integrations across Gemini, Chrome, Pixel, and Google Cloud APIs.','2026',4,'A deep technical announcement detailing Google''s content provenance frameworks, centered around the industrial scaling of SynthID to watermark over 100 billion images and videos and 60,000 years of audio. The document showcases how Google leverages C2PA Content Credentials to secure end-to-end media pipelines from capture to delivery, alongside launching the Google Cloud AI Content Detection API to allow enterprises to verify synthetic media programmatically. It provides critical architectural patterns for cloud engineers implementing secure data validation, zero-trust media systems, and media pipeline metadata compliance.','en','article','Advanced',0,'online','automatic','f27646d9376847593d82ba1cbbbda54c3a58734cd7a371fb378d72ac2983fb6b',NULL,1.780400585971843e+09,0,'2026-06-02T13:43:05.971843+02:00',NULL,NULL,NULL,'["Generative AI", "Content Provenance", "Security and Compliance", "SynthID Infrastructure"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 88, "reputation_status": "Vetted", "reputation_summary": "An authoritative policy and technological update backed by Google DeepMind and Google''s Trust & Safety division, co-signed by major AI providers like OpenAI.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FINAL_SOCIAL_HERO.width-1300.png", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); +* **Live Grounding**: Early pilots demonstrate that Beam mitigates hybrid communication fatigue by accurately mapping spatial sound and non-verbal cues directly to local physical seating arrangements.','en','blog_post','advanced',0,'online','automatic','d00a8d06dfdf3e54c65d06f590250b2c424f135d194e7e016a9d9de117624396',NULL,1780352942,0,'2026-06-02T00:29:02.833697+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Immersive Technology", "Spatial Computing", "Google Beam"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted collaborative hardware/software project with HP Dimension, showing high market expectations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/BeamHero_IO_2026.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "collaboration-tools"}'); +INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/products/identifying-ai-generated-media-online','Making it easier to understand how content was created and edited','Google announces major expansions of its SynthID watermarking technology and C2PA Content Credentials integrations across Gemini, Chrome, Pixel, and Google Cloud APIs.','2026',4,'A deep technical announcement detailing Google''s content provenance frameworks, centered around the industrial scaling of SynthID to watermark over 100 billion images and videos and 60,000 years of audio. The document showcases how Google leverages C2PA Content Credentials to secure end-to-end media pipelines from capture to delivery, alongside launching the Google Cloud AI Content Detection API to allow enterprises to verify synthetic media programmatically. It provides critical architectural patterns for cloud engineers implementing secure data validation, zero-trust media systems, and media pipeline metadata compliance.','en','article','Advanced',0,'online','automatic','f27646d9376847593d82ba1cbbbda54c3a58734cd7a371fb378d72ac2983fb6b',NULL,1780400585,0,'2026-06-02T13:43:05.971843+02:00',NULL,NULL,NULL,'["Generative AI", "Content Provenance", "Security and Compliance", "SynthID Infrastructure"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 88, "reputation_status": "Vetted", "reputation_summary": "An authoritative policy and technological update backed by Google DeepMind and Google''s Trust & Safety division, co-signed by major AI providers like OpenAI.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FINAL_SOCIAL_HERO.width-1300.png", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/products/notebooklm/notebooklm-google-io-2026/?linkId=62068662','Dive deeper into Google I/O 2026 with NotebookLM','Google demonstrates the application of NotebookLM as a dynamic index for complex multi-format document sets, converting keynotes and slides into an interactive query engine.','2026',4,'* **Curator Insight**: Serves as a premier model for RAG interface design, proving that rich developer resources can be successfully queried and parsed in real time via structured semantic ingestion. -* **Live Grounding**: Launched to help developers explore 100+ announcements from Google I/O 2026, the tool can ingest YouTube keynotes, slide decks, and blogs, synthesizing complex topics into interactive Audio Overviews.','en','article','Intermediate',0,'online','automatic','1ede9c8200f9cc0f2bf51d95c84530a964aa5c3071476c9af7c87238c3e176b7',NULL,1.78035273020749211e+09,0,'2026-06-02T00:25:30.207492+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Information Retrieval", "RAG Systems", "NotebookLM"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely well-received productivity showcase. Regarded by developers as an innovative application of semantic search and automated audio summaries for structured documentation parsing.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/HelloIO_NotebookLM_social.max-1440x810.png", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": "ai-productivity"}'); +* **Live Grounding**: Launched to help developers explore 100+ announcements from Google I/O 2026, the tool can ingest YouTube keynotes, slide decks, and blogs, synthesizing complex topics into interactive Audio Overviews.','en','article','Intermediate',0,'online','automatic','1ede9c8200f9cc0f2bf51d95c84530a964aa5c3071476c9af7c87238c3e176b7',NULL,1780352730,0,'2026-06-02T00:25:30.207492+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Information Retrieval", "RAG Systems", "NotebookLM"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely well-received productivity showcase. Regarded by developers as an innovative application of semantic search and automated audio summaries for structured documentation parsing.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/HelloIO_NotebookLM_social.max-1440x810.png", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": "ai-productivity"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/sundar-pichai-io-2026','Google I/O 2026: Sundar Pichai''s opening keynote','The latest from Google I/O: See how we’re helping you get more done with Gemini.','2026',4,'* **Curator Insight**: Sundar Pichai’s address formalizes Google''s transition to the ''Agentic Gemini Era'', prioritizing ultra-fast inference loops, context-preserving state management, and autonomous background execution. -* **Live Grounding**: Tech community consensus reflects that this keynote cements the sunsetting of basic conversational chatbots in favor of persistent, goal-oriented agent networks.','en','blog_post','intermediate',0,'online','automatic','e44d4a3a8535988a7f3c05af36303c928ed2790a4f333f61d5f197caae123028',NULL,1.78035294283372092e+09,0,'2026-06-02T00:29:02.833721+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Keynote", "Google I/O 2026", "Agentic Era"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted keynote address defining the industry''s strategic pivot to the ''agentic era''.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/SundarKeynote_tempsocial.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); +* **Live Grounding**: Tech community consensus reflects that this keynote cements the sunsetting of basic conversational chatbots in favor of persistent, goal-oriented agent networks.','en','blog_post','intermediate',0,'online','automatic','e44d4a3a8535988a7f3c05af36303c928ed2790a4f333f61d5f197caae123028',NULL,1780352942,0,'2026-06-02T00:29:02.833721+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Keynote", "Google I/O 2026", "Agentic Era"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted keynote address defining the industry''s strategic pivot to the ''agentic era''.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/SundarKeynote_tempsocial.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/google-io-2026-all-our-announcements','100 things we announced at Google I/O 2026','We''ve been busy! Here’s a rundown of the top announcements, launches and demos at I/O 2026.','2026',4,'* **Curator Insight**: This central compendium catalogs Google''s strategic shift from isolated text models to unified, action-oriented agent frameworks like Gemini Spark and Antigravity 2.0. -* **Live Grounding**: Enterprise engineering evaluations confirm that the unified API footprint simplifies the deployment of context-aware background agents across complex corporate ecosystems.','en','blog_post','intermediate',0,'online','automatic','ae9e68ea59e36d34b9133057ab9d13d4f9f33fcda2a35f4dbd852be91b326a53',NULL,1.78035294283368802e+09,0,'2026-06-02T00:29:02.833688+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Conferences", "Google I/O 2026", "Announcements"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official high-trust Google central index for I/O 2026 releases.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/100_things_Social.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); +* **Live Grounding**: Enterprise engineering evaluations confirm that the unified API footprint simplifies the deployment of context-aware background agents across complex corporate ecosystems.','en','blog_post','intermediate',0,'online','automatic','ae9e68ea59e36d34b9133057ab9d13d4f9f33fcda2a35f4dbd852be91b326a53',NULL,1780352942,0,'2026-06-02T00:29:02.833688+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Conferences", "Google I/O 2026", "Announcements"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official high-trust Google central index for I/O 2026 releases.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/100_things_Social.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/io-2026-dialogues-recap','Google I/O 2026: Highlights from the Dialogues stage','A recap of the 2026 I/O Dialogues, where leaders discuss the future of AI, quantum computing, robotics and creativity.','2026',4,'* **Curator Insight**: Key technical sessions at Google I/O 2026 focused on multi-agent collaboration, state-of-the-art robotics simulation pipelines, and scalable quantum topologies. -* **Live Grounding**: Developer feedback indicates that these panels provide critical foresight into Google''s long-term infrastructure roadmap for distributing complex orchestration layers.','en','blog_post','intermediate',0,'online','automatic','a9f5a634110b8b999b3513960d6b67998563b23caeb5feab24815e430dee6b71',NULL,1780352942.83365,0,'2026-06-02T00:29:02.833650+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Conferences", "Google I/O 2026", "Dialogues Recap"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted official Google announcement detailing strategic future outlook from Google I/O 2026 panels [1.1.1].", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IO26_Dialogues_3z680sK.max-1440x810.jpg", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); +* **Live Grounding**: Developer feedback indicates that these panels provide critical foresight into Google''s long-term infrastructure roadmap for distributing complex orchestration layers.','en','blog_post','intermediate',0,'online','automatic','a9f5a634110b8b999b3513960d6b67998563b23caeb5feab24815e430dee6b71',NULL,1780352942,0,'2026-06-02T00:29:02.833650+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Conferences", "Google I/O 2026", "Dialogues Recap"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted official Google announcement detailing strategic future outlook from Google I/O 2026 panels [1.1.1].", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IO26_Dialogues_3z680sK.max-1440x810.jpg", "source_provenance": "RSS Feed (AI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai','How we used Gemini to build Google I/O 2026','Google explains how its marketing and engineering teams utilized Gemini models to produce assets for Google I/O 2026.','2026',4,'Curator Insight: Google''s internal campaign serves as an industrial case study for embedding multimodal tools directly into creative asset-generation pipelines. -Live Grounding: By combining Google AI Studio, Gemini Omni, and experimental DeepMind models, the team accelerated video and animation production—such as the ''Timmy TPU'' film—reducing routine turnaround times.','en','case-study','intermediate',0,'online','automatic','028b114291242631945296eb2f4e48f082b72890d170aab73a0879c92ea84453',NULL,1.7803529531561191e+09,0,'2026-06-02T00:29:13.156119+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Creative AI > Generative Production"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Recognized as a practical showcase of Google''s creative AI toolchain in production-scale marketing campaigns.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_IO_social.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "creative-ai"}'); +Live Grounding: By combining Google AI Studio, Gemini Omni, and experimental DeepMind models, the team accelerated video and animation production—such as the ''Timmy TPU'' film—reducing routine turnaround times.','en','case-study','intermediate',0,'online','automatic','028b114291242631945296eb2f4e48f082b72890d170aab73a0879c92ea84453',NULL,1780352953,0,'2026-06-02T00:29:13.156119+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Creative AI > Generative Production"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Recognized as a practical showcase of Google''s creative AI toolchain in production-scale marketing campaigns.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_IO_social.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "creative-ai"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/io-2026-keynote-moment-videos','Catch up on 12 major I/O 2026 moments','A curated collection of Google I/O 2026 keynote moments, highlighting Gemini Omni and Gemini 3.5 Flash.','2026',4,'Curator Insight: This video index serves as an essential summary of Google''s major infrastructure and platform updates for developers tracking 2026 architectural trends. -Live Grounding: The 12 segments cover core product releases—including Gemini Spark agents and Gemini 3.5 Flash—providing high-density, accessible references to support cloud platform strategic decisions.','en','video','intermediate',0,'online','automatic','66fbb063325e7683369ba06e783ffec2656a74ff2e5d598456bb16763193990d',NULL,1.78035295315621209e+09,0,'2026-06-02T00:29:13.156212+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Enterprise AI > Keynote Summaries"]','["[EMERGING]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Widely indexed by architects and tech analysts for summarizing key platform updates and infrastructure milestones.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/KW_KNH_SS.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "keynote-summaries"}'); +Live Grounding: The 12 segments cover core product releases—including Gemini Spark agents and Gemini 3.5 Flash—providing high-density, accessible references to support cloud platform strategic decisions.','en','video','intermediate',0,'online','automatic','66fbb063325e7683369ba06e783ffec2656a74ff2e5d598456bb16763193990d',NULL,1780352953,0,'2026-06-02T00:29:13.156212+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Enterprise AI > Keynote Summaries"]','["[EMERGING]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Widely indexed by architects and tech analysts for summarizing key platform updates and infrastructure milestones.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/KW_KNH_SS.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "keynote-summaries"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/io-2026-vibe-coded-quiz','Take our I/O 2026 quiz, vibe coded in Google AI Studio','An interactive web quiz built in Google AI Studio demonstrating prompt-based software prototyping.','2026',4,'Curator Insight: This demonstration exemplifies the ''vibe coding'' trend, shifting software creation from semantic syntax coding to iterative, natural-language dialogs with LLMs. -Live Grounding: Built by a non-technical editor, the interactive application showcases Google AI Studio''s Antigravity coding agent, allowing rapid prototyping and direct deployment of simple web elements through prompt engineering.','en','demo','beginner',0,'online','automatic','ad2bcef41b342c230c03967e525d39099c60317653e1392e1b169264b64c9295',NULL,1.78035295315615797e+09,0,'2026-06-02T00:29:13.156158+02:00',NULL,NULL,NULL,'["Software Development > No-Code > Vibe Coding"]','["[COMMUNITY-TOOL]", "[EMERGING]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Cited across developer blogs as a demonstration of natural-language application prototyping, popularizing the term ''vibe coding''.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOQuiz2026_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "no-code-development"}'); +Live Grounding: Built by a non-technical editor, the interactive application showcases Google AI Studio''s Antigravity coding agent, allowing rapid prototyping and direct deployment of simple web elements through prompt engineering.','en','demo','beginner',0,'online','automatic','ad2bcef41b342c230c03967e525d39099c60317653e1392e1b169264b64c9295',NULL,1780352953,0,'2026-06-02T00:29:13.156158+02:00',NULL,NULL,NULL,'["Software Development > No-Code > Vibe Coding"]','["[COMMUNITY-TOOL]", "[EMERGING]"]','[]','[]','{}','{"category": "demos", "reputation_status": "Vetted", "reputation_summary": "Cited across developer blogs as a demonstration of natural-language application prototyping, popularizing the term ''vibe coding''.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOQuiz2026_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "no-code-development"}'); INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/ai/university-waterloo-labs','Students prototype learning tools with AI at University of Waterloo','An educational showcase of students building AI-driven prototypes like sign language tutors at the University of Waterloo.','2026',4,'Curator Insight: This academic collaboration highlights how early-stage engineers can leverage standardized, cloud-hosted API models to tackle accessibility and learning barriers. -Live Grounding: Students at the Waterloo Futures Lab developed physical and software prototypes, including interactive sign language interpreters, illustrating how public LLM accessibility accelerates social impact engineering.','en','case-study','beginner',0,'online','automatic','a105a1f7c9c14526983703a7b18f90dbad5660c4889a440a2a0e42f464e69df3',NULL,1780352953.15619,0,'2026-06-02T00:29:13.156190+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Education Technology > Prototypes"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "elearning", "reputation_status": "Vetted", "reputation_summary": "The initiative has been positively reviewed by academic and community-led AI organizations as a model for university-industry collaborative research.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FutureLabs_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "academic-collaborations"}'); -INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-collection','Google I/O 2026: News and announcements','Google''s central announcements from I/O 2026, showcasing agent-first AI development models.','2026',4,'An exhaustive collection of news and product releases from Google I/O 2026, showcasing the shift towards the ''Agent-First'' era. Key announcements include the launch of Gemini Omni, Gemini 3.5 Flash, Gemini for Science, and Google Antigravity, an agent-first application development platform. These updates represent a significant progression from assist-based AI tools to proactive executing agents within cloud ecosystems.','en','Article','Advanced',0,'online','automatic','c04182e56c2b13985097d054c03307a01c68497ac07634e3d52d6c3c32faae76',NULL,1.780352932853199e+09,0,'2026-06-02T00:28:52.853199+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Agentic AI Frameworks"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated annual developer conference. The announcements surrounding Gemini 3.5, Gemini Omni, and Google Antigravity have been met with widespread community enthusiasm and deep discussion on tech-focused channels.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOCollection_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "ai-platforms"}'); -INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/research/gemini-for-science-io-2026/?linkId=61968100','Gemini for Science: AI Experiments and Tools for a New Era of Discovery','Official Google Blog post detailing Gemini for Science tools, experiments, and partner workflows designed to expand the scale and precision of scientific exploration.','2026',4,'Announced at Google I/O 2026, Gemini for Science represents a deep-tech initiative designed to accelerate fundamental discovery using AI agents. Grounded by papers published in Nature (featuring tools like Co-Scientist and AlphaEvolve), the article highlights real-world partner integrations in pharmaceutical development and scientific analysis. It outlines how the ''Science Skills'' bundle connects LLMs with tools like AlphaFold and PubChem to automate genomic and structural bioinformatics workflows.','English','blog','Advanced',0,'online','automatic','db30103b70ad0fa134f6343e5ce7d593a864ce15aa0b7bf1b758111914d4f24f',NULL,1.78035230245672202e+09,0,'2026-06-02T00:18:22.456722+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI for Science", "Google Cloud AI", "Academic Research"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official Google announcement detailing validated research workflows and scientific model integrations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/science__keyword__blog-header.width-1300.jpg", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": ""}'); +Live Grounding: Students at the Waterloo Futures Lab developed physical and software prototypes, including interactive sign language interpreters, illustrating how public LLM accessibility accelerates social impact engineering.','en','case-study','beginner',0,'online','automatic','a105a1f7c9c14526983703a7b18f90dbad5660c4889a440a2a0e42f464e69df3',NULL,1780352953,0,'2026-06-02T00:29:13.156190+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Education Technology > Prototypes"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "elearning", "reputation_status": "Vetted", "reputation_summary": "The initiative has been positively reviewed by academic and community-led AI organizations as a model for university-industry collaborative research.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/FutureLabs_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "academic-collaborations"}'); +INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/developers-tools/google-io-2026-collection','Google I/O 2026: News and announcements','Google''s central announcements from I/O 2026, showcasing agent-first AI development models.','2026',4,'An exhaustive collection of news and product releases from Google I/O 2026, showcasing the shift towards the ''Agent-First'' era. Key announcements include the launch of Gemini Omni, Gemini 3.5 Flash, Gemini for Science, and Google Antigravity, an agent-first application development platform. These updates represent a significant progression from assist-based AI tools to proactive executing agents within cloud ecosystems.','en','Article','Advanced',0,'online','automatic','c04182e56c2b13985097d054c03307a01c68497ac07634e3d52d6c3c32faae76',NULL,1780352932,0,'2026-06-02T00:28:52.853199+02:00',NULL,NULL,NULL,'["AI", "Generative AI", "Agentic AI Frameworks"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated annual developer conference. The announcements surrounding Gemini 3.5, Gemini Omni, and Google Antigravity have been met with widespread community enthusiasm and deep discussion on tech-focused channels.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/IOCollection_social.max-1440x810.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "ai-platforms"}'); +INSERT INTO "resources" VALUES('https://blog.google/innovation-and-ai/technology/research/gemini-for-science-io-2026/?linkId=61968100','Gemini for Science: AI Experiments and Tools for a New Era of Discovery','Official Google Blog post detailing Gemini for Science tools, experiments, and partner workflows designed to expand the scale and precision of scientific exploration.','2026',4,'Announced at Google I/O 2026, Gemini for Science represents a deep-tech initiative designed to accelerate fundamental discovery using AI agents. Grounded by papers published in Nature (featuring tools like Co-Scientist and AlphaEvolve), the article highlights real-world partner integrations in pharmaceutical development and scientific analysis. It outlines how the ''Science Skills'' bundle connects LLMs with tools like AlphaFold and PubChem to automate genomic and structural bioinformatics workflows.','English','blog','Advanced',0,'online','automatic','db30103b70ad0fa134f6343e5ce7d593a864ce15aa0b7bf1b758111914d4f24f',NULL,1780352302,0,'2026-06-02T00:18:22.456722+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI for Science", "Google Cloud AI", "Academic Research"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official Google announcement detailing validated research workflows and scientific model integrations.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/science__keyword__blog-header.width-1300.jpg", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://blog.google/products-and-platforms/products/google-one/google-ai-subscriptions','Google AI subscription updates from Google I/O 2026','Introducing a $100 AI Ultra plan — plus, new features and benefits for Google AI Plus, Pro and Ultra subscribers.','2026',4,'* **Curator Insight**: Introducing the $100/month AI Ultra tier introduces a structured economic model designed specifically to accommodate the heavy token usage of advanced developers. -* **Live Grounding**: Financial and architectural analysis indicates that transitioning from hard prompt caps to a compute-allocated token metering model provides a highly predictable Cost of Goods Sold (COGS) for building on frontier models.','en','blog_post','intermediate',0,'online','automatic','a8ed7013897ebdf7818a9f8fe7460ca4af1e9e0f492452e529b36bd7e205062f',NULL,1.78035294283374595e+09,0,'2026-06-02T00:29:02.833746+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Subscriptions", "FinOps", "Developer Economics"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly discussed economic restructuring introducing compute-based token pricing with strong validation.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/I_O_Subs_social_share_image_1.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "finops"}'); +* **Live Grounding**: Financial and architectural analysis indicates that transitioning from hard prompt caps to a compute-allocated token metering model provides a highly predictable Cost of Goods Sold (COGS) for building on frontier models.','en','blog_post','intermediate',0,'online','automatic','a8ed7013897ebdf7818a9f8fe7460ca4af1e9e0f492452e529b36bd7e205062f',NULL,1780352942,0,'2026-06-02T00:29:02.833746+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Subscriptions", "FinOps", "Developer Economics"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly discussed economic restructuring introducing compute-based token pricing with strong validation.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/I_O_Subs_social_share_image_1.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "finops"}'); INSERT INTO "resources" VALUES('https://blog.google/products-and-platforms/products/search/ai-mode-us-insights','How AI Mode is changing and expanding the way people search','One year after launch, see how AI Mode’s users are shifting from keywords to natural language queries.','2026',4,'* **Curator Insight**: One year post-deployment, Google''s ''AI Mode'' transition illustrates a major architectural pivot towards intent-based, long-context reasoning instead of literal keyphrase mapping. -* **Live Grounding**: Real-world search logs demonstrate that conversational interfaces encourage multi-step structured queries, forcing search engines to integrate real-time multi-source reasoning trees.','en','blog_post','intermediate',0,'online','automatic','efffdba81128330eb693dae6e43814981e571650e5f75f35993efb70a2ce8216',NULL,1.78035294283370494e+09,0,'2026-06-02T00:29:02.833705+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Search Engines", "Natural Language Processing", "AI Search"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "First-party analytics showing behavioral shift trends with positive academic and industrial acknowledgment.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_Mode_US.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "search-technologies"}'); +* **Live Grounding**: Real-world search logs demonstrate that conversational interfaces encourage multi-step structured queries, forcing search engines to integrate real-time multi-source reasoning trees.','en','blog_post','intermediate',0,'online','automatic','efffdba81128330eb693dae6e43814981e571650e5f75f35993efb70a2ce8216',NULL,1780352942,0,'2026-06-02T00:29:02.833705+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Search Engines", "Natural Language Processing", "AI Search"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "First-party analytics showing behavioral shift trends with positive academic and industrial acknowledgment.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/AI_Mode_US.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "search-technologies"}'); INSERT INTO "resources" VALUES('https://blog.google/products-and-platforms/products/search/search-io-2026','Google Search''s I/O 2026 updates: AI agents and more','We shared the next step in our journey to bring together the best of a search engine with the best of AI.','2026',4,'* **Curator Insight**: Deploying multi-stage AI search agents transforms static content index retrieval into an active planning and programmatic execution workflow. -* **Live Grounding**: User telemetry confirms that the engine''s capability to output customized layouts with interactive trackers, simulators, and checklists drastically improves complex research times.','en','blog_post','intermediate',0,'online','automatic','62fcd1f6b728f8c868dc36b8fa9646ea451e49cab5be29217dfde1a9e7b1cf4f',NULL,1.78035294283373808e+09,0,'2026-06-02T00:29:02.833738+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Search Engines", "AI Search", "Agentic Retrieval"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly trusted official launch documenting search capability shift.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Search_AI_and_search_engine_v46_16x9_1.width-1300.jpg", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "search-agents"}'); +* **Live Grounding**: User telemetry confirms that the engine''s capability to output customized layouts with interactive trackers, simulators, and checklists drastically improves complex research times.','en','blog_post','intermediate',0,'online','automatic','62fcd1f6b728f8c868dc36b8fa9646ea451e49cab5be29217dfde1a9e7b1cf4f',NULL,1780352942,0,'2026-06-02T00:29:02.833738+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Search Engines", "AI Search", "Agentic Retrieval"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly trusted official launch documenting search capability shift.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/Search_AI_and_search_engine_v46_16x9_1.width-1300.jpg", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "search-agents"}'); INSERT INTO "resources" VALUES('https://blog.google/products-and-platforms/products/workspace/workspace-updates','New ways to create and get stuff done in Google Workspace','Announcing new voice capabilities in Gmail, Docs and Keep, a new design tool called Google Pics and updates to AI Inbox.','2026',4,'* **Curator Insight**: The introduction of Google Pics and the ''Live'' voice capabilities across Docs and Gmail signals a major step toward deeply integrated, cross-app agentic micro-actions. -* **Live Grounding**: Developer feedback highlights the utility of the collaborative Canvas canvas model, allowing simultaneous human and agentic edits on vector graphics directly within enterprise workspaces.','en','blog_post','intermediate',0,'online','automatic','0e1c7b2f0e23c89771b76e10fb3bb8f0ab156b0b4c6bc5b221359fe5645979da',NULL,1.78035294283371305e+09,0,'2026-06-02T00:29:02.833713+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Collaboration Tools", "Google Workspace", "Agentic Workflows"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated release of Google Pics and Live collaboration capabilities with positive tester reception.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleWorkspace-IO.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "collaborative-ai"}'); -INSERT INTO "resources" VALUES('https://blog.gopaddle.io/2021/04/01/strange-things-you-never-knew-about-kubernetes-configmaps-on-day-one','blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps'' on day one 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps'' on day one 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902959012043809e+09,0,'2026-05-17T16:53:10.120438+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +* **Live Grounding**: Developer feedback highlights the utility of the collaborative Canvas canvas model, allowing simultaneous human and agentic edits on vector graphics directly within enterprise workspaces.','en','blog_post','intermediate',0,'online','automatic','0e1c7b2f0e23c89771b76e10fb3bb8f0ab156b0b4c6bc5b221359fe5645979da',NULL,1780352942,0,'2026-06-02T00:29:02.833713+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Collaboration Tools", "Google Workspace", "Agentic Workflows"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated release of Google Pics and Live collaboration capabilities with positive tester reception.", "social_preview_url": "https://storage.googleapis.com/gweb-uniblog-publish-prod/images/GoogleWorkspace-IO.width-1300.png", "source_provenance": "RSS Feed (AI)", "suggested_new_category": "collaborative-ai"}'); +INSERT INTO "resources" VALUES('https://blog.gopaddle.io/2021/04/01/strange-things-you-never-knew-about-kubernetes-configmaps-on-day-one','blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps'' on day one 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.gopaddle.io: Strange things you never knew about Kubernetes ConfigMaps'' on day one 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029590,0,'2026-05-17T16:53:10.120438+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.gougousis.net/file-permissions-the-painful-side-of-docker','blog.gougousis.net: File Permissions: the painful side of Docker 🌟','- ["Excellent description of user ids and access rights in Docker; it’s a non trivial issue and there’s no silver bullet other than to avoid running your containers with a privileged user. As a bonus, I personally like openshift approach (random UIDs belonging to the super user GID)"](https://x.com/agarcia)','2021',4,'Dissects the persistent pain of host-vs-container file permissions in Linux volumes. Showcases the OpenShift-inspired random UID design paradigm as an elegant architectural mechanism to remediate root privilege escalation vectors.','English','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Linux Internals", "Permissions & Users"]','["[ENTERPRISE-STABLE]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.greenroots.info/how-not-to-use-git-in-practice-ten-git-usages-you-should-know-to-avoid','blog.greenroots.info: How NOT to use Git in Practice. Ten Git usages, you'' should know to avoid','','N/A',0,'A curated technical resource and architectural guide covering blog.greenroots.info: How NOT to use Git in Practice. 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Outlines configuration paradigms for environment caching, automated test suite execution, and artifact compilation. 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Demystifies headless Services, Pod IDs, and Persistent Volumes. Though modern architectures prefer automated Operators, this serves as a fundamental learning tool for stateful storage dynamics.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Stateful Applications", "Etcd Deployment"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde','blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton','','N/A',0,'A curated technical resource and architectural guide covering blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145849425196e+09,0,'2026-05-17T17:24:18.494252+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.harbur.iothe-seven-steps-to-build-a-cloud-native-ci-cd-for-github-repos-using-tekton-31a445a3bde','blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton','','N/A',0,'A curated technical resource and architectural guide covering blog.harbur.io: The Seven Steps to build a Cloud Native CI/CD for GitHub'' repos using Tekton in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031458,0,'2026-05-17T17:24:18.494252+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.heaphero.io','blog.heaphero.io: HeapHero - Java & Android Heap Dump Analyzer','','2021',0,'Technical analysis and troubleshooting advice targeting Java OutOfMemoryErrors. Discusses using automated heap analysis to pinpoint classloader leaks, redundant data allocations, and memory bloat.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["JVM Architecture", "Memory Management", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','559a9bd9d174e6ca3fb64b21c6115215522e36121bab8995b4d7c7efa055fc58',100.0,1.77903192759022808e+09,0,'2026-05-17T17:32:07.590228+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{"review_metadata": {"original_url": "https://blog.heaphero.io/2020/10/16/what-is-gc-log-thread-dump-and-heapdump", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.003193"}, "duplicate_of": "https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump"}'); -INSERT INTO "resources" VALUES('https://blog.heptio.com/kubectl-shell-autocomplete-heptioprotip-48dd023e0bf3','kubectl Shell Autocomplete','','2026',0,'A deep dive into setting up shell autocomplete for ''kubectl'' across Bash, Zsh, and fish environments. 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Ensures template logic parses properly and conforms to runtime requirements prior to deploy.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Testing", "Unit Testing"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-spdy-and-http2/comment-page-1','A Simple Performance Comparison of HTTPS, SPDY and HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0a6525f7b57befcd65510b8f15d56af33f4752b6d07fd5f1a25ac528af3f86e7',100.0,1779032172.11741,1,'2026-05-17T17:36:12.117410+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-spdy-and-http2/comment-page-1','A Simple Performance Comparison of HTTPS, SPDY and HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0a6525f7b57befcd65510b8f15d56af33f4752b6d07fd5f1a25ac528af3f86e7',100.0,1779032172,1,'2026-05-17T17:36:12.117410+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.hubspot.com/marketing/ipaas-vendors','blog.hubspot.com: The 22 Best iPaaS Vendors for Any Budget','','2021',0,'An industry survey of 22 leading iPaaS platforms. It contrasts heavy enterprise offerings like MuleSoft and Workato with modern developer-centric alternatives. Evaluates features such as pre-built connectors, low-code interface flexibility, data translation capabilities, and target developer personas.','N/A','Market Analysis','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "iPaaS", "Market Review"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.hubspot.com/website/api-gateway-vs-load-balancer','blog.hubspot.com: API Gateway vs. Load Balancer: What''s The Difference?','','2023',4,'Contracts the key functional boundaries between an API Gateway and a traditional Load Balancer. While a load balancer acts on Layer 4 or Layer 7 to distribute incoming raw network traffic uniformly across targets, an API gateway is application-aware, performing protocol translation, rate-limiting, authentication, and request orchestration. This clarification is key when designing layered public-facing ingress networks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Gateways", "Architecture Comparisons"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.hubspot.es/marketing/matriz-raci','blog.hubspot.es: Matriz RACI: qué es y cómo utilizarla para asignar responsabilidades','','2023',0,'Spanish guide explaining the deployment of RACI matrices to structure large-scale digital initiatives. Demonstrates templates and practical examples to map stakeholder communication strategies, avoiding operational bottlenecking during critical release cycles.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Governance", "RACI Matrix"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.hubspot.es/sales/producto-minimo-viable','blog.hubspot.es: MVP: 3 pasos para desarrollar un Producto mínimo viable','','2023',0,'A 3-step Spanish guide for planning and executing an MVP. Details strategies to prioritize core features, validate assumptions through immediate customer telemetry, and iterate based on quantitative post-launch metrics.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Product Management", "Methodology", "Minimum Viable Product"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.identitydigest.com/azuread-federate-k8s','==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903240015802907e+09,0,'2026-05-17T17:40:00.158029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.identitydigest.com/azuread-federate-k8s','==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.identitydigest.com: Azure AD workload identity federation with Kubernetes== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032400,0,'2026-05-17T17:40:00.158029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.inedo.com/devops/top-50-docker-tools','Top 50 Docker Tools','','2026',0,'This curated overview evaluates 50 critical tools in the Docker ecosystem, categorizing them across orchestration, monitoring, registry management, and local development. It provides an architectural map for platform engineers looking to design custom container toolchains by comparing complementary utilities. The guide remains valuable for identifying alternative runtimes, security scanners, and automated deployment helpers.','Markdown','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Tool Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.inedo.com/top-50-docker-tools','Top 50 Docker Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a0dcb2cd9ba8c0791271684dabb912ecd168d1711a53c4fdebbb2cf604815970',100.0,1.77903003453929209e+09,0,'2026-05-17T17:00:34.539292+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://blog.inedo.com/devops/top-50-docker-tools"}'); +INSERT INTO "resources" VALUES('https://blog.inedo.com/top-50-docker-tools','Top 50 Docker Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a0dcb2cd9ba8c0791271684dabb912ecd168d1711a53c4fdebbb2cf604815970',100.0,1779030034,0,'2026-05-17T17:00:34.539292+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://blog.inedo.com/devops/top-50-docker-tools"}'); INSERT INTO "resources" VALUES('https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep','insight-services-apac.github.io: Getting Started with Bicep','','2023',0,'A foundational exploration of Azure Bicep designed to ease the onboarding ramp from legacy ARM templates. Emphasizes cleaner declarative syntax, structural modularization, and native integration with Azure CLI/PowerShell workflows.','Bicep','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Bicep"]','["[LEGACY]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://piotrminkowski.com/2024/06/13/getting-started-with-backstage"}'); INSERT INTO "resources" VALUES('https://blog.ionelmc.ro/2015/01/02/speedup-pip-install','Speed up pip install','','2015',2,'Curator Insight details early strategies for accelerating pip package installation times using HTTP caching proxies. Live Grounding reveals that modern package management tools (like ''uv'' and optimized caching protocols in current pip versions) natively resolve these network bottlenecks, rendering legacy HTTP-cache hacks largely obsolete but educationally significant.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python", "Package Management"]','["[LEGACY]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1','medium: Jenkins CICD Getting started with Groovy and Docker Containers —'' Part 1','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins CICD Getting started with Groovy and Docker Containers —'' Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903159153821611e+09,0,'2026-05-17T17:26:31.538216+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.isaack.io/articles/2016-08/Jenkins-CICD-Getting-Started-With-Groovy-Part-1','medium: Jenkins CICD Getting started with Groovy and Docker Containers —'' Part 1','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins CICD Getting started with Groovy and Docker Containers —'' Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031591,0,'2026-05-17T17:26:31.538216+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.ivnilv.com/posts/rotating-kops-etcd-certificates','blog.ivnilv.com: Rotating Kops Etcd Certificates','','2020',0,'A technical troubleshooting guide mapping out the precise sequence required to rotate internal etcd client and peer certificates within a running, Kops-managed cluster. Addresses avoidance of control plane downtime and potential etcd split-brain scenarios during CA transitions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e','blog.jcprz.com: My tips to pass the CKA exam and what’s next','','N/A',0,'A curated technical resource and architectural guide covering blog.jcprz.com: My tips to pass the CKA exam and what’s next in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032337.37932,0,'2026-05-17T17:38:57.379320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.jcprz.com/my-tips-to-pass-the-cka-exam-and-whats-next-8df2c3d38a7e','blog.jcprz.com: My tips to pass the CKA exam and what’s next','','N/A',0,'A curated technical resource and architectural guide covering blog.jcprz.com: My tips to pass the CKA exam and what’s next in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032337,0,'2026-05-17T17:38:57.379320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jessfraz.com/post/hard-multi-tenancy-in-kubernetes','blog.jessfraz.com: Hard Multi-Tenancy in Kubernetes (2018)','','2018',0,'A seminal blog post on hard multi-tenancy. Explores hypervisor-level container runtimes (such as gVisor and Kata Containers) to isolate tenants sharing a host OS kernel.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hard Isolation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jetbrains.com/dotnet/2021/07/19/getting-started-with-asp-net-core-and-grpc','blog.jetbrains.com: Getting Started with ASP.NET Core and gRPC','','2021',4,'Presents a technical guide on configuring high-performance gRPC services using ASP.NET Core. Details protobuf schema creation, client generation, and HTTP/2 connection pooling to achieve ultra-low latency between microservices.','C#','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", ".NET Framework", "gRPC Communication"]','["[ENTERPRISE-STABLE]"]','[]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jetbrains.com/teamcity/2019/03/configuration-as-code-part-1-getting-started-with-kotlin-dsl','blog.jetbrains.com: Configuration as Code, Part 1: Getting Started with Kotlin DSL','','2026',0,'A deep-dive engineering guide on leveraging JetBrains'' Kotlin DSL to define and maintain continuous integration configurations. Focuses on code reusability, modular inheritance, and programmatic pipeline generation.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Suites"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.jetstack.io/blog/istio-oidc','blog.jetstack.io: Istio OIDC Authentication','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','be39845930a3d6afe74db883ff6be9f102e627caa67b028487b1c8954e77c821',100.0,1.77903258355368399e+09,0,'2026-05-17T17:43:03.553684+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/istio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.jimmyray.io/discover-k8s-through-its-apis-e2f90937a19f','blog.jimmyray.io: Discover K8s Through Its APIs','','N/A',0,'A curated technical resource and architectural guide covering blog.jimmyray.io: Discover K8s Through Its APIs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903384458734107e+09,0,'2026-05-17T18:04:04.587341+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.jimmyray.io/kubernetes-workload-identity-with-aws-sdk-for-go-v2-927d2f258057','blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2','','N/A',0,'A curated technical resource and architectural guide covering blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903423801310205e+09,0,'2026-05-17T18:10:38.013102+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.jetstack.io/blog/istio-oidc','blog.jetstack.io: Istio OIDC Authentication','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','be39845930a3d6afe74db883ff6be9f102e627caa67b028487b1c8954e77c821',100.0,1779032583,0,'2026-05-17T17:43:03.553684+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.jimmyray.io/discover-k8s-through-its-apis-e2f90937a19f','blog.jimmyray.io: Discover K8s Through Its APIs','','N/A',0,'A curated technical resource and architectural guide covering blog.jimmyray.io: Discover K8s Through Its APIs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033844,0,'2026-05-17T18:04:04.587341+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.jimmyray.io/kubernetes-workload-identity-with-aws-sdk-for-go-v2-927d2f258057','blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2','','N/A',0,'A curated technical resource and architectural guide covering blog.jimmyray.io: Kubernetes Workload Identity with AWS SDK for Go v2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034238,0,'2026-05-17T18:10:38.013102+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.joda.org/2018/09/do-not-fall-into-oracles-java-11-trap.html','Oracle''s Java 11 trap - Use OpenJDK instead! 🌟','','2018',0,'A highly discussed warning article regarding the commercial risks associated with using Oracle JDK 11 without a paid subscription. The piece strongly urges teams to migrate standard JVM deployments to community OpenJDK distributions to maintain licensing compliance.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Licensing"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.johnfolberth.com','blog.johnfolberth.com: Resources and posts for those figuring out DevOps in Azure','','2024',3,'A high-quality resource portal presenting architectural patterns and troubleshooting strategies for Azure-centric DevOps platforms. 2026 analysis shows this blog is a valuable community resource for engineers designing multi-tenant enterprise configurations, implementing compliance boundaries, and configuring YAML-based continuous delivery engines.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Platform Engineering", "Azure DevOps Architecture"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jooq.org','blog.jooq.org','','2026',0,'The premier engineering blog for the jOOQ framework. Explores advanced SQL query generation, type-safe persistence, optimizer bypasses, and JVM database integration paradigms.','Java','Engineering Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["SQL", "ORM & Query Builders", "Java Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.joshgav.com/posts/cluster-level-multitenancy','blog.joshgav.com: Clusters for all! - 16 May 2022 on Multitenancy, Clusters','','2022',0,'Synthesizes advanced platform patterns for slice-based API multitenancy. Argues that virtualized control planes represent the most scalable approach for complex multi-user setups.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Virtual Clusters"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jromanmartin.io/2020/09/25/how-upgrade-strimzi-operator.html','blog.jromanmartin.io: How to upgrade Strimzi Operator using the CLI','','2020',0,'A practical operational guide focused on executing safe command-line upgrades of the Strimzi Kafka Operator on active clusters. It steps through updating Custom Resource Definitions (CRDs), applying modified RBAC resources, updating the Operator Deployment manifests, and verifying cluster reconciliation states to ensure zero downtime for dependent message streams.','Shell','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Operators", "Strimzi", "Day-2 Operations"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.jromanmartin.io/cheat-sheets','blog.jromanmartin.io: ActiveMQ, Kafka, Strimzi and CodeReady Containers','','2023',0,'An architecture-focused blog explaining how to coordinate Apache ActiveMQ, Kafka, Strimzi operators, and CodeReady Containers in Kubernetes environments. It provides real-world patterns for building resilient, event-driven microservices.','YAML','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Messaging Systems", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dummies','blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145852848696e+09,0,'2026-05-17T17:24:18.528487+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-applications','blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native'' Applications','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native'' Applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903288436327791e+09,0,'2026-05-17T17:48:04.363278+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-storage-services','blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage'' Services','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage'' Services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902934090679907e+09,0,'2026-05-17T16:49:00.906799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr','blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with'' Kubestr','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with'' Kubestr in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902959427200508e+09,0,'2026-05-17T16:53:14.272005+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/concepts-behind-terraform-and-kubernetes','blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind'' Terraform and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind'' Terraform and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902906798453402e+09,0,'2026-05-17T16:44:27.984534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/move-fast-and-test-in-kubernetes-without-breaking-things','blog.kasten.io: Move Fast and Test in Kubernetes without Breaking Things'' with kanister and CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903139301860904e+09,0,'2026-05-17T17:23:13.018609+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5','blog.kasten.io: Extending Kubernetes Application Backup and Mobility to'' the Edge with Kasten K10 V4.5','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Extending Kubernetes Application Backup and Mobility to'' the Edge with Kasten K10 V4.5 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097090703892e+09,0,'2026-05-17T17:16:10.907039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kasten.io/ransomware-protection-kasten-k10-v4','blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903151045937609e+09,0,'2026-05-17T17:25:10.459376+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/10-key-takeaways-from-kubernetes-backup-recovery-for-dummies','blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: 10 Key Takeaways from Kubernetes Backup & Recovery For Dummies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031458,0,'2026-05-17T17:24:18.528487+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/aks-and-storage-how-to-design-storage-for-cloud-native-applications','blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native'' Applications','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: How to Design Storage for Cloud Native'' Applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032884,0,'2026-05-17T17:48:04.363278+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/aks-and-storage-performance-differences-among-kubernetes-storage-services','blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage'' Services','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: AKS and Storage: Performance Differences Among K8s Storage'' Services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029340,0,'2026-05-17T16:49:00.906799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/benchmarking-kubernetes-storage-with-kubestr','blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with'' Kubestr','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Benchmarking and Evaluating Your Kubernetes Storage with'' Kubestr in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029594,0,'2026-05-17T16:53:14.272005+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/concepts-behind-terraform-and-kubernetes','blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind'' Terraform and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Working with Kubernetes and Terraform Part 1: Concepts Behind'' Terraform and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029067,0,'2026-05-17T16:44:27.984534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/move-fast-and-test-in-kubernetes-without-breaking-things','blog.kasten.io: Move Fast and Test in Kubernetes without Breaking Things'' with kanister and CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031393,0,'2026-05-17T17:23:13.018609+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/posts/extending-kubernetes-application-backup-and-mobility-to-the-edge-with-kasten-k10-v4.5','blog.kasten.io: Extending Kubernetes Application Backup and Mobility to'' the Edge with Kasten K10 V4.5','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Extending Kubernetes Application Backup and Mobility to'' the Edge with Kasten K10 V4.5 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030970,0,'2026-05-17T17:16:10.907039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kasten.io/ransomware-protection-kasten-k10-v4','blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0','','N/A',0,'A curated technical resource and architectural guide covering blog.kasten.io: Kubernetes Ransomware Protection with Kasten K10 v4.0 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031510,0,'2026-05-17T17:25:10.459376+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kintone.io/entry/2021/01/14/160935','blog.kintone.io: Rebooting a LOT of Kubernetes nodes in a declarative way','','2021',0,'Case study analyzing Kintone''s custom internal orchestrator designed to perform massive, coordinated node reboots. Highlights how declarative scheduling patterns, combined with Pod Disruption Budgets, prevent traffic degradation during rolling bare-metal maintenance runs.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Node Management", "Declarative Automation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kintone.io/entry/neco-registry','blog.kintone.io: Tolerating failures in container image registries 🌟','','2021',0,'Case study analyzing how to deploy failure-tolerant private registries in high-availability environments. 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-INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/announcing-kubecost-first-round',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.kubecost.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903380636826205e+09,0,'2026-05-17T18:03:26.368262+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-kops','blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902913294812607e+09,0,'2026-05-17T16:45:32.948126+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog"}'); 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+INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/kubernetes-node-affinity','blog.kubecost.com: Kubernetes node affinity: examples & instructions','','N/A',0,'A curated technical resource and architectural guide covering blog.kubecost.com: Kubernetes node affinity: examples & instructions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031910,0,'2026-05-17T17:31:50.563618+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog"}'); +INSERT INTO "resources" VALUES('https://blog.kubecost.com/blog/rancher-vs-kubernetes','==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.kubecost.com: Rancher vs Kubernetes: It’s not either or== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031142,0,'2026-05-17T17:19:02.987890+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.kubesimplify.com/diy-how-to-build-a-kubernetes-policy-engine','blog.kubesimplify.com: DIY: How To Build A Kubernetes Policy Engine','','2022',4,'An advanced, hands-on tutorial that guides readers through building a custom Kubernetes policy engine from scratch using Go. 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An Architectural Overview','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes! An Architectural Overview in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033030.17817,0,'2026-05-17T17:50:30.178170+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux','blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903130212490296e+09,0,'2026-05-17T17:21:42.124903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-scheduling-daemonset','blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031494.378,0,'2026-05-17T17:24:54.378000+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations','blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790332803955121e+09,0,'2026-05-17T17:54:40.395512+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/managing-file-operations-with-ansible','blog.learncodeonline.in: Managing File Operations With Ansible 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Managing File Operations With Ansible 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903323670721507e+09,0,'2026-05-17T17:53:56.707215+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-application-890e24d0737e','Liveness and Readiness Probes for Kubernetes in Phoenix application','','N/A',0,'A curated technical resource and architectural guide covering Liveness and Readiness Probes for Kubernetes in Phoenix application in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903134929704904e+09,0,'2026-05-17T17:22:29.297049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742','blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742','','N/A',0,'A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903194491070699e+09,0,'2026-05-17T17:32:24.910707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang','blog.kubesimplify.com: Perform CRUD Operations on Kubernetes Using Golang'' 🌟','','2022',4,'Demonstrates utilizing Go and client-go libraries to build programmatically driven operations inside Kubernetes clusters. Guides devs through standard CRUD commands to lay foundational blocks for building customized operators.','English','Technical Article','Advanced',0,'online','manual','N/A',100.0,1779029070,0,'2026-05-17T16:44:30.357813+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s API & Development", "Golang Client"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kubesimplify.com/yours-kindly-drone','==blog.kubesimplify.com: Yours Kindly Drone==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033024,0,'2026-05-17T17:50:24.833459+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.kumomind.com/what-you-need-to-know-to-debug-a-preempted-pod-on-kubernetes','blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.kumomind.com: What You Need To Know To Debug A Preempted Pod On Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029609,0,'2026-05-17T16:53:29.281407+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.lealdasilva.com/vmware2proxmox','blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024','','N/A',0,'A curated technical resource and architectural guide covering blog.lealdasilva.com: Why You Should Switch from VMware to Proxmox in 2024 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032600,0,'2026-05-17T17:43:20.704075+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/everything-about-ansible-variables','blog.learncodeonline.in: Everything about Ansible Variables 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Everything about Ansible Variables 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029165,0,'2026-05-17T16:46:05.109192+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes','blog.learncodeonline.in: Kubernetes! An Architectural Overview','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes! An Architectural Overview in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033030,0,'2026-05-17T17:50:30.178170+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux','blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Cluster Deployment on CentOS Linux in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031302,0,'2026-05-17T17:21:42.124903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-scheduling-daemonset','blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - DaemonSet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031494,0,'2026-05-17T17:24:54.378000+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations','blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Kubernetes Scheduling - Taints and Tolerations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033280,0,'2026-05-17T17:54:40.395512+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.learncodeonline.in/managing-file-operations-with-ansible','blog.learncodeonline.in: Managing File Operations With Ansible 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.learncodeonline.in: Managing File Operations With Ansible 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033236,0,'2026-05-17T17:53:56.707215+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-application-890e24d0737e','Liveness and Readiness Probes for Kubernetes in Phoenix application','','N/A',0,'A curated technical resource and architectural guide covering Liveness and Readiness Probes for Kubernetes in Phoenix application in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031349,0,'2026-05-17T17:22:29.297049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742','blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742','','N/A',0,'A curated technical resource and architectural guide covering blog.lightspin.io: NGINX Custom Snippets CVE-2021-25742 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031944,0,'2026-05-17T17:32:24.910707+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.linkody.com/guides/google-search-operators-cheatsheet','blog.linkody.com: The Ultimate Google Search Operators Cheatsheet 🌟','','2023',0,'A highly structured, table-driven cheat sheet detailing Google dorking queries. It allows security analysts and systems architects to perform targeted domain audits, trace security leaks, and parse public records with high precision.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Information Retrieval", "OSINT", "Search Optimization"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2',100.0,1.7790342265742371e+09,0,'2026-05-17T18:10:26.574237+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples"}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f4a3d1810a7fe04d0aa7f45d83c37ab77f4bc77c18d1f7b0952f0feea46bfab2',100.0,1779034226,0,'2026-05-17T18:10:26.574237+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples"}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/aws-amplify-react-native-tutorial-examples','blog.logrocket.com: AWS Amplify and React Native: A tutorial','','2022',0,'Curator Insight steps through the integration of AWS Amplify into React Native projects for seamless mobile backend generation. Live Grounding confirms this setup remains a highly efficient workflow, though development teams in 2026 now focus heavily on Amplify Gen 2, which utilizes TypeScript-first code-first DX.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Frontend & Mobile", "AWS Amplify"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/build-blockchain-with-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','2022',0,'A guide illustrating how to build a basic blockchain protocol in Go from scratch. Walks through cryptography, hashing, transaction processing, and basic consensus mechanism structures.','en','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Advanced Projects"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/building-simple-app-go-postgresql','blog.logrocket.com: Building a simple app with Go and PostgreSQL','','N/A',0,'A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies.','en','Guide','Intermediate',1,'online','manual','90e12b1f72f0b68c3415733ea25675610377d7b0f9e44dc34b4b88e2d21c5a76',100.0,1779030739.36345,1,'2026-05-17T17:12:19.363450+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/building-simple-app-go-postgresql','blog.logrocket.com: Building a simple app with Go and PostgreSQL','','N/A',0,'A hands-on tutorial on developing a database-backed CRUD application in Go using the PostgreSQL driver. Covers connection pool tuning and safe SQL transaction strategies.','en','Guide','Intermediate',1,'online','manual','90e12b1f72f0b68c3415733ea25675610377d7b0f9e44dc34b4b88e2d21c5a76',100.0,1779030739,1,'2026-05-17T17:12:19.363450+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/django-rest-framework-alternatives','blog.logrocket.com: Django REST framework alternatives','','2020',0,'Comparative analysis of modern Python web frameworks acting as lightweight or performance-centric alternatives to Django REST Framework (DRF). Focuses heavily on the asynchronous design patterns of FastAPI, Flask, and Sanic.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Web", "API Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/docker-alternatives','blog.logrocket.com: Top Docker alternatives for 2022','','2022',3,'An analytical framework evaluating OCI runtime alternatives to standard Docker. Key trade-offs focused on security profiles, developer experience, and system-level dependencies for engines like Podman, Buildah, and Kaniko.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Engines", "Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/graphql-vs-grpc-vs-rest-choosing-right-api','blog.logrocket.com: GraphQL vs. gRPC vs. REST: Choosing the right API','','2023',5,'A deep architectural comparison of GraphQL, gRPC, and REST. Details clear design sweet spots: GraphQL for data consolidation on client screens, gRPC for service-to-service calls, and REST for stable public integrations.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Patterns", "Comparison"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/guide-to-grpc-gateway','blog.logrocket.com: An all-in-one guide to gRPC-Gateway','','2026',0,'This LogRocket guide delivers a comprehensive tutorial on configuring and deploying the gRPC-Gateway proxy inside microservices. It covers real-world tasks such as generating reverse proxy code from protobuf schemas, intercepting errors, and handling cross-origin resource sharing (CORS). For engineers transitioning to gRPC, this reference simplifies the integration of dual-protocol APIs.','Markdown','Documentation','Intermediate',0,'online','manual','ed7b744a630c58aca3b2c72778aeb6eb57378336daa1c013805bf92efe1cf00c',100.0,1.77903111101198697e+09,1,'2026-05-17T17:18:31.011987+02:00',NULL,NULL,NULL,'["Learning Resources", "Tutorials", "API Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9c86d505e5090c914f4263890b5fed1707cf71cbd3a2b4396a62a1f9f72b1e4',100.0,1.7790312579333589e+09,0,'2026-05-17T17:20:57.933359+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/build-blockchain-with-go"}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/kubevela-intro-better-way-ship-applications','blog.logrocket.com: Intro to KubeVela: A better way to ship applications','','2021',0,'An introductory developer guide providing an overview of KubeVela''s application architecture model and its practical advantages over standard Kubernetes YAML files. It explains how to model complex deployment stages.','English','Technical Article','Intermediate',0,'online','manual','326cee9ad7a2f37ec712f6483fb80178a0296d6f78276361e854f6016261a9e9',100.0,1.77903138156261706e+09,1,'2026-05-17T17:23:01.562617+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-10-vs-code-extensions-2021','blog.logrocket.com: Top 10 VS Code extensions for 2021','','2026',3,'Retrospective review of key VS Code extensions from 2021. Offers context on how tooling has transitioned from simple local execution helpers to advanced cloud-integrated platforms.','English','Article','Beginner',0,'online','manual','5b4bbfb8253173ff6de52c52f82aea519892ee21b2008590e2258847cf9fbf9b',100.0,1.77903254946595501e+09,1,'2026-05-17T17:42:29.465955+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-docker-alternatives-2022','==blog.logrocket.com: Top Docker alternatives for 2022==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0359329a98b67214a271a8f5b64fe1770929d2a309fec47a4f02289ff66d8309',100.0,1.77902956968852591e+09,0,'2026-05-17T16:52:49.688526+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/guide-to-grpc-gateway','blog.logrocket.com: An all-in-one guide to gRPC-Gateway','','2026',0,'This LogRocket guide delivers a comprehensive tutorial on configuring and deploying the gRPC-Gateway proxy inside microservices. It covers real-world tasks such as generating reverse proxy code from protobuf schemas, intercepting errors, and handling cross-origin resource sharing (CORS). For engineers transitioning to gRPC, this reference simplifies the integration of dual-protocol APIs.','Markdown','Documentation','Intermediate',0,'online','manual','ed7b744a630c58aca3b2c72778aeb6eb57378336daa1c013805bf92efe1cf00c',100.0,1779031111,1,'2026-05-17T17:18:31.011987+02:00',NULL,NULL,NULL,'["Learning Resources", "Tutorials", "API Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/how-to-build-blockchain-from-scratch-go','blog.logrocket.com: How to build a blockchain from scratch with Go','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9c86d505e5090c914f4263890b5fed1707cf71cbd3a2b4396a62a1f9f72b1e4',100.0,1779031257,0,'2026-05-17T17:20:57.933359+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://blog.logrocket.com/build-blockchain-with-go"}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/kubevela-intro-better-way-ship-applications','blog.logrocket.com: Intro to KubeVela: A better way to ship applications','','2021',0,'An introductory developer guide providing an overview of KubeVela''s application architecture model and its practical advantages over standard Kubernetes YAML files. It explains how to model complex deployment stages.','English','Technical Article','Intermediate',0,'online','manual','326cee9ad7a2f37ec712f6483fb80178a0296d6f78276361e854f6016261a9e9',100.0,1779031381,1,'2026-05-17T17:23:01.562617+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-10-vs-code-extensions-2021','blog.logrocket.com: Top 10 VS Code extensions for 2021','','2026',3,'Retrospective review of key VS Code extensions from 2021. Offers context on how tooling has transitioned from simple local execution helpers to advanced cloud-integrated platforms.','English','Article','Beginner',0,'online','manual','5b4bbfb8253173ff6de52c52f82aea519892ee21b2008590e2258847cf9fbf9b',100.0,1779032549,1,'2026-05-17T17:42:29.465955+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.logrocket.com/top-docker-alternatives-2022','==blog.logrocket.com: Top Docker alternatives for 2022==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','0359329a98b67214a271a8f5b64fe1770929d2a309fec47a4f02289ff66d8309',100.0,1779029569,0,'2026-05-17T16:52:49.688526+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.logrocket.com/working-supabase-studio','blog.logrocket.com: Working with Supabase Studio','','2022',0,'A practical exploration of Supabase Studio, an embedded database UI. Shows how to configure relational tables, manage Row-Level Security (RLS) configurations, and run SQL commands without leaving the platform UI.','SQL/TypeScript','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend-as-a-Service", "PostgreSQL", "Database Tooling"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html','blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes'' and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c91c3a350ed1d3430347d5e98325754b6dd8b2ae5c9658033f13ec5595f193d0',100.0,1.77903112240466189e+09,0,'2026-05-17T17:18:42.404662+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons"}'); +INSERT INTO "resources" VALUES('https://blog.lukechannings.com/2020-05-10-kubernetes-gitops-lessons.html','blog.lukechannings.com: Mistakes made and lessons learned with Kubernetes'' and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c91c3a350ed1d3430347d5e98325754b6dd8b2ae5c9658033f13ec5595f193d0',100.0,1779031122,0,'2026-05-17T17:18:42.404662+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://lukechannings.com/blog/2020-05-10-kubernetes-gitops-lessons"}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com','blog.marcnuri.com','- [blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!](https://blog.marcnuri.com/eclipse-jkube-1-4-0)','2021',0,'A deep-dive analysis of Eclipse JKube 1.4.0 improvements, focusing on streamlined Helm chart compilation, upgraded core API clients, and enhanced native build properties for container engines.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java Tooling", "Eclipse JKube"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/eclipse-jkube-1-4-0','blog.marcnuri.com: Eclipse JKube 1.4.0 is now available!','','2021',2,'An update detailing features and improvements delivered in Eclipse JKube 1.4.0. Live Grounding indicates that updates like 1.4.0 stabilized multi-platform image generation capabilities and introduced robust handling of custom Helm charts and manifest validation rules.','English','Blog / Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Release Notes"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/eclipse-jkube-introduction-kubernetes-openshift','blog.marcnuri.com: Eclipse JKube introduction: Java tools and plugins for Kubernetes and OpenShift','','2020',3,'An introductory blog post showcasing the capabilities of JKube''s Kubernetes Maven and Gradle plugins. Live Grounding points to this resource as an excellent conceptual primer, explaining the transition from raw Java byte code to orchestrator-ready container configurations with minimal configuration overhead.','English','Blog / Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Overview"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/fabric8-kubernetes-java-client-and-quarkus-and-graalvm','blog.marcnuri.com: Build Kubernetes controllers with Fabric8 Kubernetes Client, Quarkus, and JKube','','2023',0,'Detailed technical guide showing how to leverage Quarkus, GraalVM native image compilation, and the Fabric8 client to build sub-second startup Kubernetes controllers. By integrating Eclipse JKube, developers can deploy footprint-optimized Java applications perfectly suited for serverless scaling.','Java','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java SDKs", "Quarkus Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.marcnuri.com/kubernetes-client-java-fabric8-introduction','blog.marcnuri.com: Fabric8 Kubernetes Client for Java introduction','','2023',0,'An in-depth introduction to the Fabric8 Kubernetes Client for Java developers, showcasing its thread-safe builder patterns and dynamic API mapping. It serves as a highly efficient alternative to official clients, simplifying Custom Resource Definition (CRD) operations and custom controller architecture within modern JVM-based microservices.','Java','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java SDKs", "Fabric8 Client"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mariano.cloud/do-you-even-jsonpath','blog.mariano.cloud: Do you even JSONPath?','','N/A',0,'A curated technical resource and architectural guide covering blog.mariano.cloud: Do you even JSONPath? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902991653738093e+09,0,'2026-05-17T16:58:36.537381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-storage-which-one-to-choose','blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined'' Storage - Which One to Choose?','','N/A',0,'A curated technical resource and architectural guide covering blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined'' Storage - Which One to Choose? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903404918748903e+09,0,'2026-05-17T18:07:29.187489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1','GitHub Chaos Actions in Your CI/CD workflow','','N/A',0,'A curated technical resource and architectural guide covering GitHub Chaos Actions in Your CI/CD workflow in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903379491656804e+09,0,'2026-05-17T18:03:14.916568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass','blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281969570207e+09,0,'2026-05-17T17:46:59.695702+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mariano.cloud/do-you-even-jsonpath','blog.mariano.cloud: Do you even JSONPath?','','N/A',0,'A curated technical resource and architectural guide covering blog.mariano.cloud: Do you even JSONPath? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029916,0,'2026-05-17T16:58:36.537381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://blog.mayadata.io/container-attached-storage-cas-vs.-software-defined-storage-which-one-to-choose','blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined'' Storage - Which One to Choose?','','N/A',0,'A curated technical resource and architectural guide covering blog.mayadata.io: Container Attached Storage (CAS) vs. Software-Defined'' Storage - Which One to Choose? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034049,0,'2026-05-17T18:07:29.187489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1','GitHub Chaos Actions in Your CI/CD workflow','','N/A',0,'A curated technical resource and architectural guide covering GitHub Chaos Actions in Your CI/CD workflow in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033794,0,'2026-05-17T18:03:14.916568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mayadata.io/kubernetes-storage-basics-pv-pvc-and-storageclass','blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.mayadata.io: Kubernetes storage basics: PV, PVC and StorageClass 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032819,0,'2026-05-17T17:46:59.695702+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support','The Flask Mega-Tutorial: Now with Python 3 Support','','2021',0,'Miguel Grinberg''s definitive masterclass in Flask application development. Guides developers from initial setup through databases migrations with SQLAlchemy, user authorization pipelines, background tasks, and containerized cloud setups.','Python','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Comprehensive Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mimacom.com/automate-nexus','blog.mimacom.com/automate-nexus','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com/automate-nexus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153341031289e+09,0,'2026-05-17T17:25:33.410313+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mimacom.com/git-aliases-you-wished-you-had','blog.mimacom.com: The Git Commands You Wish You Always Had','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: The Git Commands You Wish You Always Had in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903161813014793e+09,0,'2026-05-17T17:26:58.130148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mimacom.com/kubernetes-cheat-sheet','blog.mimacom.com: Kubernetes Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903157430729699e+09,0,'2026-05-17T17:26:14.307297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://developers.redhat.com/cheat-sheets/kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.mimacom.com/log4j-in-a-log4shell','blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032337404953e+09,0,'2026-05-17T17:38:57.404953+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/best-practices-for-kubernetes-object-storage','blog.min.io: Best Practices for Kubernetes Object Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77902957409843802e+09,0,'2026-05-17T16:52:54.098438+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.min.io/certificate-based-authentication-with-s3','blog.min.io: Certificate-based Authentication for S3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4394025f35827d71f3ac31fed31ffba9dd162d059eb880ed6ebe15a665c23338',100.0,1.7790310213441739e+09,0,'2026-05-17T17:17:01.344174+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-storage.md"]','[]','{}','{"duplicate_of": "https://www.min.io/blog/certificate-based-authentication-with-s3"}'); -INSERT INTO "resources" VALUES('https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds','blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903162077874493e+09,0,'2026-05-17T17:27:00.778745+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); -INSERT INTO "resources" VALUES('https://blog.min.io/single-vs-multi-tenant','blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs'' Multi-Tenant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.779029119168581e+09,0,'2026-05-17T16:45:19.168581+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); -INSERT INTO "resources" VALUES('https://blog.min.io/the_way_of_the_cloud','blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the'' Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903237705845403e+09,0,'2026-05-17T17:39:37.058454+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); -INSERT INTO "resources" VALUES('https://blog.min.io/why-kubernetes-managed','blog.min.io: Why Kubernetes Managed Object Storage Matters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1.77903217363368606e+09,0,'2026-05-17T17:36:13.633686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); -INSERT INTO "resources" VALUES('https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6','blog.mineiros.io: How to keep your Terraform code DRY by using Terramate','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902950919441699e+09,0,'2026-05-17T16:51:49.194417+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055','blog.mineiros.io: Introducing Terramate — An Orchestrator and Code Generator'' for Terraform','','N/A',0,'A curated technical resource and architectural guide covering blog.mineiros.io: Introducing Terramate — An Orchestrator and Code Generator'' for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903157410496211e+09,0,'2026-05-17T17:26:14.104962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.mongodirector.com/which-is-the-best-mongodb-gui',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903289887147903e+09,0,'2026-05-17T17:48:18.871479+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519','blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options','','N/A',0,'A curated technical resource and architectural guide covering blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030856.44908,0,'2026-05-17T17:14:16.449080+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters','blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','34b93a040543d1f9729bf70360c63c6913483c7690ed74377a04cd49ac2f1adc',100.0,1.77903361206128597e+09,0,'2026-05-17T18:00:12.061286+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters"}'); -INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes','blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes'' Volumes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e2e5e0dff992f15a01fdce4a1ddfccd71b13bb1775f97372dec1b2ce9c18f4ab',100.0,1779030407.10823,0,'2026-05-17T17:06:47.108230+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes"}'); 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-INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus','newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best'' overview of OpenTelemetry)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0',100.0,1.77903456434741806e+09,0,'2026-05-17T18:16:04.347418+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus"}'); +INSERT INTO "resources" VALUES('https://blog.mimacom.com/automate-nexus','blog.mimacom.com/automate-nexus','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com/automate-nexus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031533,0,'2026-05-17T17:25:33.410313+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mimacom.com/git-aliases-you-wished-you-had','blog.mimacom.com: The Git Commands You Wish You Always Had','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: The Git Commands You Wish You Always Had in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031618,0,'2026-05-17T17:26:58.130148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mimacom.com/kubernetes-cheat-sheet','blog.mimacom.com: Kubernetes Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: Kubernetes Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031574,0,'2026-05-17T17:26:14.307297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://developers.redhat.com/cheat-sheets/kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.mimacom.com/log4j-in-a-log4shell','blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It','','N/A',0,'A curated technical resource and architectural guide covering blog.mimacom.com: A Summary of log4j Exploit in a Log4shell - What Happened'' and What You Can Do About It in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032337,0,'2026-05-17T17:38:57.404953+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.min.io/best-practices-for-kubernetes-object-storage','blog.min.io: Best Practices for Kubernetes Object Storage','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1779029574,0,'2026-05-17T16:52:54.098438+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.min.io/certificate-based-authentication-with-s3','blog.min.io: Certificate-based Authentication for S3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4394025f35827d71f3ac31fed31ffba9dd162d059eb880ed6ebe15a665c23338',100.0,1779031021,0,'2026-05-17T17:17:01.344174+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-storage.md"]','[]','{}','{"duplicate_of": "https://www.min.io/blog/certificate-based-authentication-with-s3"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/monoclouds-vs-multiclouds-hybridclouds','blog.min.io: Mono Clouds vs Multi-Clouds & Hybrid Clouds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1779031620,0,'2026-05-17T17:27:00.778745+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/single-vs-multi-tenant','blog.min.io: Cloud-Native Object Storage Architectures: Single-Tenant vs'' Multi-Tenant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1779029119,0,'2026-05-17T16:45:19.168581+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/the_way_of_the_cloud','blog.min.io: Kubernetes, Consistency and Commoditization - The Way of the'' Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1779032377,0,'2026-05-17T17:39:37.058454+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.min.io/why-kubernetes-managed','blog.min.io: Why Kubernetes Managed Object Storage Matters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ea7ecdba38016590c6707b8f664060a491c3903240765977002e0874a9ab47f',100.0,1779032173,0,'2026-05-17T17:36:13.633686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://blog.min.io/best-practices-for-kubernetes-object-storage"}'); +INSERT INTO "resources" VALUES('https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-be5807fef8f6','blog.mineiros.io: How to keep your Terraform code DRY by using Terramate','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029509,0,'2026-05-17T16:51:49.194417+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generator-for-terraform-5e538c9ee055','blog.mineiros.io: Introducing Terramate — An Orchestrator and Code Generator'' for Terraform','','N/A',0,'A curated technical resource and architectural guide covering blog.mineiros.io: Introducing Terramate — An Orchestrator and Code Generator'' for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031574,0,'2026-05-17T17:26:14.104962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.mongodirector.com/which-is-the-best-mongodb-gui',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032898,0,'2026-05-17T17:48:18.871479+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise-options-e3a34dc60519','blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options','','N/A',0,'A curated technical resource and architectural guide covering blog.netsil.com: Kubernetes vs Openshift vs Tectonic: Comparing Enterprise'' Options in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030856,0,'2026-05-17T17:14:16.449080+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-organize-kubernetes-clusters','blog.newrelic.com: Kubernetes Fundamentals, Part 4: How to Organize Clusters','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','34b93a040543d1f9729bf70360c63c6913483c7690ed74377a04cd49ac2f1adc',100.0,1779033612,0,'2026-05-17T18:00:12.061286+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-organize-kubernetes-clusters"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/how-to-use-kubernetes-volumes','blog.newrelic.com: Kubernetes Fundamentals, Part 5: Working with Kubernetes'' Volumes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e2e5e0dff992f15a01fdce4a1ddfccd71b13bb1775f97372dec1b2ce9c18f4ab',100.0,1779030407,0,'2026-05-17T17:06:47.108230+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/how-to-use-kubernetes-volumes"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-health-checks','blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4fd2012d435a50645805046545549336ce67b850662efbce88ec5c3ca4743134',100.0,1779032756,0,'2026-05-17T17:45:56.682249+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/kubernetes-request-and-limits','blog.newrelic.com: Kubernetes Fundamentals, Part 1: How to Manage Cluster'' Capacity with Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3b2d730249f135d5f551e2c729196140aadcca418ab2d5f7b1b642a7b0ae2663',100.0,1779030882,0,'2026-05-17T17:14:42.799594+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/infrastructure-monitoring/kubernetes-request-and-limits"}'); +INSERT INTO "resources" VALUES('https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus','newrelic.com: OpenTracing, OpenCensus, OpenTelemetry, and New Relic (Best'' overview of OpenTelemetry)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0',100.0,1779034564,0,'2026-05-17T18:16:04.347418+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://newrelic.com/blog/dem/opentelemetry-opentracing-opencensus"}'); INSERT INTO "resources" VALUES('https://blog.nillsf.com/index.php/2020/12/03/how-to-run-your-own-admission-controller-on-kubernetes','blog.nillsf.com: How to run your own admission controller on Kubernetes','','2020',0,'Details the build-and-deploy cycle for executing custom admission validation controllers. Outlines network security issues, webhook endpoint setups, and service configurations required by the API server.','Go','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Security", "Webhooks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.nillsf.com/index.php/2020/12/06/customize-core-dump-in-azure-kubernetes','blog.nillsf.com: Customize core dump in Azure Kubernetes','','2020',0,'Analyzes advanced kernel-level customizations required to capture core dumps from Linux containers running on AKS. Focuses on configuring host path directories, container filesystem capabilities, and kernel variables. Grounding shows this is vital for diagnostic debugging in low-level runtime environments (C++/.NET) where standard logs fail during sudden container restarts.','Bash/YAML','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Core Dumps"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.nobugware.com/post/2019/nomad_an_alternative_to_kubernetes','Nomad an alternative to Kubernetes','','2019',0,'A critical contrast of Nomad against Kubernetes, focusing on single-binary architecture, easy deployment, and native integrations with HashiCorp Consul and Vault.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); @@ -1893,87 +1893,87 @@ INSERT INTO "resources" VALUES('https://blog.nootch.net/post/kubernetes-at-home- INSERT INTO "resources" VALUES('https://blog.ogenki.io/post/terraform-controller','blog.ogenki.io: Applying GitOps Principles to Infrastructure: An overview of tf-controller','- Terraform can be considered a "semi-declarative" tool as there is no built-in automatic reconciliation feature. There are several solutions to address this issue, but generally speaking, a modification will be applied using terraform apply. The code is actually written using the HCL configuration files (declarative), but the execution is done imperatively. As a result, there can be a drift between the declared and actual state (for example, a colleague who would have changed something directly into the console 😉). - ❓❓ So, how can I ensure that what is committed using Git is really applied. How to be notified if there is a change compared to the desired state and how to automatically apply what is in my code (GitOps)? - This is the promise of tf-controller, an Open Source Kubernetes operator from Weaveworks, tightly related to Flux (a GitOps engine from the same company). Flux is one of the solutions I really appreciate, that''s why I invite you to have a look on my previous article','2023',4,'Analyzes the capabilities of Weaveworks'' "tf-controller", a specialized Kubernetes operator designed to reconcile Terraform configurations following strict GitOps design loops. Details how this eliminates configuration drift by continuously comparing declared Git repository states with actual live environment structures. Live grounding confirms that despite Weaveworks'' corporate restructuring, the community remains actively engaged in developing controller-driven reconciliation loops.','Go','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Integration", "GitOps & Provisioning"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-developer','blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer','','N/A',0,'A curated technical resource and architectural guide covering blog.oliverjumpertz.dev: The 10 Most Valuable Lessons I Learned As A Developer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902979610891509e+09,0,'2026-05-17T16:56:36.108915+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-personal','blog.openreplay.com: 8 Cool VS Code tips to make your workspace more personal','','2022',0,'Explores workspace personalization strategies within VS Code. 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How to destroy Elasticsearch while'' migrating it within Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fea3b1d088ffe792d4087a4627051661fca68862f32ddada9d44906754f63335',100.0,1.77903278705244588e+09,0,'2026-05-17T17:46:27.052446+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow','blog.palark.com: Service communication monitoring in Kubernetes with NetFlow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2c2c5d37bf809e0ced3d9bfa6aac00488551e9cb9ede17f460d16bbb813d02da',100.0,1.77903222104583406e+09,0,'2026-05-17T17:37:01.045834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow"}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-snaphots-usage','blog.palark.com: Kubernetes snapshots: What are they and how to use them?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91bcb37070c4a54dce3bd6d4dfb717e11e4e9242b4c0a7c45a78d5e0d6f5cd65',100.0,1.779031362430727e+09,0,'2026-05-17T17:22:42.430727+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-snaphots-usage"}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes','blog.palark.com: Okteto Cloud as another way for local development in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','896b3e485b2707e5260dc6bc67d34548175f61426db6c7e6a50764d2f1c60667',100.0,1.77903172143576908e+09,0,'2026-05-17T17:28:41.435769+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.palark.com/tag/kubernetes','blog.palark.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce7431c7413501cd5372b177266d1483268d5b803196d04200f4592f5afbfb18',100.0,1.77903297889488601e+09,0,'2026-05-17T17:49:38.894886+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/tag/kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks','paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration'' Risks?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','55532c0c4d7d574b8ff3f08fa2013fc5edb6e3718fe5b20a18d2ba11c6a9b160',100.0,1.77903384560876202e+09,0,'2026-05-17T18:04:05.608762+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks"}'); -INSERT INTO "resources" VALUES('https://blog.pandorafms.org/network-commands','blog.pandorafms.org: Useful Network commands','','N/A',0,'A curated technical resource and architectural guide covering blog.pandorafms.org: Useful Network commands in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033971582794e+09,0,'2026-05-17T17:05:39.715828+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-1','==blog.palark.com: Best practices for deploying highly available apps in'' Kubernetes. Part 1==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ea7a3da779fd8f1c58b966274e447717ddd8a06111538aad767d34f7ebbbdbdf',100.0,1779030007,0,'2026-05-17T17:00:07.265103+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/best-practices-for-deploying-highly-available-apps-in-kubernetes-part-2','blog.palark.com: Best practices for deploying highly available apps in Kubernetes.'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b11a9987e8e70e31dafcf4c2d0b4849d5e1d0fae9a94ee5a18d7cb50a483be0c',100.0,1779030987,0,'2026-05-17T17:16:27.573980+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/best-practices-kubernetes-part-1"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/chaos-mesh-in-kubernetes','blog.palark.com: Attaining harmony of chaos in Kubernetes with Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','85724c3f018168790d1c9436ca07509f4d7415a4cd2b6997ce52543bebcaa571',100.0,1779031462,0,'2026-05-17T17:24:22.305421+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/chaos-mesh-in-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/comparing-ingress-controllers-for-kubernetes','blog.palark.com: Comparing Ingress controllers for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2872234c6d937b788cf4802a87047894c00ae1b0f5dd13d6ad6f1e0575af473',100.0,1779032136,0,'2026-05-17T17:35:36.213078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/comparing-ingress-controllers-for-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/configmaps-in-kubernetes-how-they-work-and-what-you-should-remember','blog.palark.com: ConfigMaps in Kubernetes: how they work and what you should'' remember 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c10ee371eb7b0bdeb4a24770c2b80ed805491874212b64e944f8204708922943',100.0,1779030967,0,'2026-05-17T17:16:07.794026+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-configmap-guide"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/failure-stories-elasticsearch-migration-within-kubernetes','blog.palark.com: Failure stories #2. How to destroy Elasticsearch while'' migrating it within Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fea3b1d088ffe792d4087a4627051661fca68862f32ddada9d44906754f63335',100.0,1779032787,0,'2026-05-17T17:46:27.052446+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/failure-stories-elasticsearch-migration-within-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-services-interaction-monitoring-with-netflow','blog.palark.com: Service communication monitoring in Kubernetes with NetFlow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2c2c5d37bf809e0ced3d9bfa6aac00488551e9cb9ede17f460d16bbb813d02da',100.0,1779032221,0,'2026-05-17T17:37:01.045834+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-services-interaction-monitoring-with-netflow"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/kubernetes-snaphots-usage','blog.palark.com: Kubernetes snapshots: What are they and how to use them?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91bcb37070c4a54dce3bd6d4dfb717e11e4e9242b4c0a7c45a78d5e0d6f5cd65',100.0,1779031362,0,'2026-05-17T17:22:42.430727+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/kubernetes-snaphots-usage"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/okteto-cloud-for-local-development-in-kubernetes','blog.palark.com: Okteto Cloud as another way for local development in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','896b3e485b2707e5260dc6bc67d34548175f61426db6c7e6a50764d2f1c60667',100.0,1779031721,0,'2026-05-17T17:28:41.435769+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/okteto-cloud-for-local-development-in-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.palark.com/tag/kubernetes','blog.palark.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce7431c7413501cd5372b177266d1483268d5b803196d04200f4592f5afbfb18',100.0,1779032978,0,'2026-05-17T17:49:38.894886+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://palark.com/blog/tag/kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.paloaltonetworks.com/2020/10/cloud-iam-misconfiguration-risks','paloaltonetworks.com: Is Your Organization Protected Against IAM Misconfiguration'' Risks?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','55532c0c4d7d574b8ff3f08fa2013fc5edb6e3718fe5b20a18d2ba11c6a9b160',100.0,1779033845,0,'2026-05-17T18:04:05.608762+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks"}'); +INSERT INTO "resources" VALUES('https://blog.pandorafms.org/network-commands','blog.pandorafms.org: Useful Network commands','','N/A',0,'A curated technical resource and architectural guide covering blog.pandorafms.org: Useful Network commands in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030339,0,'2026-05-17T17:05:39.715828+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.pipetail.io/posts/2020-05-04-most-common-mistakes-k8s','10 most common mistakes when using Kubernetes','- resources - requests and limits - liveness and readiness probes - LoadBalancer for every http service - non-kubernetes-aware cluster autoscaling - Not using the power of IAM/RBAC','2020',0,'Explores core architectural errors: missing CPU/Memory requests/limits, misconfigured liveness/readiness probes, exposing all HTTP services via individual Cloud LoadBalancers, and neglecting IAM/RBAC context integration.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Common Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.pixielabs.ai/hybrid-architecture/hybrid-architecture','blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating'' quickly by deploying in-cluster data planes','','N/A',0,'A curated technical resource and architectural guide covering blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating'' quickly by deploying in-cluster data planes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903179997866296e+09,0,'2026-05-17T17:29:59.978663+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.pixielabs.ai/hybrid-architecture/hybrid-architecture','blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating'' quickly by deploying in-cluster data planes','','N/A',0,'A curated technical resource and architectural guide covering blog.pixielabs.ai: Building Kubernetes Native SaaS applications: iterating'' quickly by deploying in-cluster data planes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031799,0,'2026-05-17T17:29:59.978663+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.plasticscm.com/2018/09/add-mergebot-to-your-repo.html','blog.plasticscm.com: Add a mergebot to your repo!','','2018',2,'An official Plastic SCM technical blog post explaining the setup and architectural benefits of integrated merge bots. Outlines workflows to prevent integration bottlenecks and systematically enforce automated QA gates prior to branch resolution.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Distributed VCS"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7','blog.polymatic.systems: Service Mesh Wars, Goodbye Istio','','N/A',0,'A curated technical resource and architectural guide covering blog.polymatic.systems: Service Mesh Wars, Goodbye Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903254942527103e+09,0,'2026-05-17T17:42:29.425271+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/capture-responses-using-the-postman-proxy','blog.postman.com: You Can Now Capture Responses Using the Postman Proxy','','2022',0,'Technical guide showing how to deploy Postman''s native Proxy configuration to capture request and response payloads in real-time. Extremely useful for reverse-engineering closed APIs and debugging mobile/IoT traffic flow.','N/A','Guide','Intermediate',1,'online','manual','N/A',100.0,1.78143003852805805e+09,0,'2026-06-14T11:40:38.528058+02:00',NULL,NULL,NULL,'["Quality Assurance", "API Design", "Network Debugging"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap','==blog.postman.com: How to choose between REST vs. GraphQL vs. gRPC vs.'' SOAP==','','2023',0,'An elite architectural breakdown contrasting REST, GraphQL, gRPC, and SOAP protocols. Outlines technical selection heuristics based on transport performance, serialization structures, payload size, type-safety guarantees, and network latency tolerances inside microservice topologies.','N/A','Guide','Intermediate',1,'online','manual','N/A',100.0,1.78143003633756589e+09,0,'2026-06-14T11:40:36.337566+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Protocol Selection"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/introducing-secret-variable-type-in-postman','==blog.postman.com: Introducing the Secret Variable Type in Postman==','','2023',0,'Postman''s ''Secret'' variable type enhances security workflows by preventing sensitive data leakage in API tests and collections. It masks sensitive values (like API keys or tokens) in the Postman UI and console logs, protecting them from accidental exposure during sharing or screen-sharing sessions. This feature represents a critical upgrade for enterprise DevSecOps pipelines integrating automated API testing.','JavaScript','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.78143215862761592e+09,0,'2026-06-14T12:15:58.627616+02:00',NULL,NULL,NULL,'["Security & Governance", "API Lifecycle", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/matrix-postman-internal-tool-microservices','blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with'' Microservices','','2021',0,'Matrix is Postman''s internal developer tool designed to orchestrate local microservices development, simplifying the execution and coordination of dependent services. It acts as a lightweight developer portal, bridging the gap between local compose files and remote staging environments. Live engineering truth reveals it as a custom service runner that enhances developer workflow automation and mitigates configuration drift.','English','Case Study','Advanced',1,'online','manual','N/A',100.0,1.78142991798571896e+09,0,'2026-06-14T11:38:37.985719+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Internal Developer Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/postman-first-5-things-to-try','blog.postman.com: First 5 Things to Try If You’re New to Postman','','2021',0,'A foundational guide covering fundamental Postman workflows, including sending requests, creating collections, executing environment variables, and automated test scripting. It introduces developers to rapid API prototyping and assertions using Chai-based test libraries. This entry point establishes robust habits for automated integration testing in microservices architectures.','English','Tutorial','Beginner',0,'online','manual','N/A',100.0,1.78142991893479108e+09,0,'2026-06-14T11:38:38.934791+02:00',NULL,NULL,NULL,'["API Development", "Testing & Debugging", "Getting Started"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints','blog.postman.com: Postman’s Proxy Now Fully Supports HTTPS Endpoints','','2021',0,'Postman''s built-in proxy captures HTTPS traffic directly from mobile devices and desktop clients, facilitating API inspection. Utilizing custom SSL certificates, it decrypts SSL/TLS payloads locally to allow seamless request debugging. This integration accelerates contract testing and troubleshooting within local microservices environments.','English','Blog Post','Intermediate',1,'online','manual','N/A',100.0,1.781429917058609e+09,0,'2026-06-14T11:38:37.058609+02:00',NULL,NULL,NULL,'["API Development", "Testing & Debugging", "Postman Proxy"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.postman.com/what-is-platformops','blog.postman.com: What Is PlatformOps?','','2024',4,'Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastically reduce cognitive load for developers.','English','Article','Intermediate',1,'online','manual','N/A',100.0,1.78143017306149506e+09,0,'2026-06-14T11:42:53.061495+02:00',NULL,NULL,NULL,'["DevOps Culture", "Platform Engineering", "PlatformOps"]','["[ENTERPRISE-STABLE]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.powerupcloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903156403695201e+09,0,'2026-05-17T17:26:04.036952+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.polymatic.systems/service-mesh-wars-goodbye-istio-b047d9e533c7','blog.polymatic.systems: Service Mesh Wars, Goodbye Istio','','N/A',0,'A curated technical resource and architectural guide covering blog.polymatic.systems: Service Mesh Wars, Goodbye Istio in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032549,0,'2026-05-17T17:42:29.425271+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/capture-responses-using-the-postman-proxy','blog.postman.com: You Can Now Capture Responses Using the Postman Proxy','','2022',0,'Technical guide showing how to deploy Postman''s native Proxy configuration to capture request and response payloads in real-time. Extremely useful for reverse-engineering closed APIs and debugging mobile/IoT traffic flow.','N/A','Guide','Intermediate',1,'online','manual','N/A',100.0,1781430038,0,'2026-06-14T11:40:38.528058+02:00',NULL,NULL,NULL,'["Quality Assurance", "API Design", "Network Debugging"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/how-to-choose-between-rest-vs-graphql-vs-grpc-vs-soap','==blog.postman.com: How to choose between REST vs. GraphQL vs. gRPC vs.'' SOAP==','','2023',0,'An elite architectural breakdown contrasting REST, GraphQL, gRPC, and SOAP protocols. Outlines technical selection heuristics based on transport performance, serialization structures, payload size, type-safety guarantees, and network latency tolerances inside microservice topologies.','N/A','Guide','Intermediate',1,'online','manual','N/A',100.0,1781430036,0,'2026-06-14T11:40:36.337566+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Protocol Selection"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/introducing-secret-variable-type-in-postman','==blog.postman.com: Introducing the Secret Variable Type in Postman==','','2023',0,'Postman''s ''Secret'' variable type enhances security workflows by preventing sensitive data leakage in API tests and collections. It masks sensitive values (like API keys or tokens) in the Postman UI and console logs, protecting them from accidental exposure during sharing or screen-sharing sessions. This feature represents a critical upgrade for enterprise DevSecOps pipelines integrating automated API testing.','JavaScript','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1781432158,0,'2026-06-14T12:15:58.627616+02:00',NULL,NULL,NULL,'["Security & Governance", "API Lifecycle", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/matrix-postman-internal-tool-microservices','blog.postman.com: Meet Matrix: Postman’s Internal Tool for Working with'' Microservices','','2021',0,'Matrix is Postman''s internal developer tool designed to orchestrate local microservices development, simplifying the execution and coordination of dependent services. It acts as a lightweight developer portal, bridging the gap between local compose files and remote staging environments. Live engineering truth reveals it as a custom service runner that enhances developer workflow automation and mitigates configuration drift.','English','Case Study','Advanced',1,'online','manual','N/A',100.0,1781429917,0,'2026-06-14T11:38:37.985719+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Internal Developer Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/postman-first-5-things-to-try','blog.postman.com: First 5 Things to Try If You’re New to Postman','','2021',0,'A foundational guide covering fundamental Postman workflows, including sending requests, creating collections, executing environment variables, and automated test scripting. It introduces developers to rapid API prototyping and assertions using Chai-based test libraries. This entry point establishes robust habits for automated integration testing in microservices architectures.','English','Tutorial','Beginner',0,'online','manual','N/A',100.0,1781429918,0,'2026-06-14T11:38:38.934791+02:00',NULL,NULL,NULL,'["API Development", "Testing & Debugging", "Getting Started"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/postmans-proxy-now-fully-supports-https-endpoints','blog.postman.com: Postman’s Proxy Now Fully Supports HTTPS Endpoints','','2021',0,'Postman''s built-in proxy captures HTTPS traffic directly from mobile devices and desktop clients, facilitating API inspection. Utilizing custom SSL certificates, it decrypts SSL/TLS payloads locally to allow seamless request debugging. This integration accelerates contract testing and troubleshooting within local microservices environments.','English','Blog Post','Intermediate',1,'online','manual','N/A',100.0,1781429917,0,'2026-06-14T11:38:37.058609+02:00',NULL,NULL,NULL,'["API Development", "Testing & Debugging", "Postman Proxy"]','["[COMMUNITY-TOOL]"]','["docs/postman.md"]','["postman.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.postman.com/what-is-platformops','blog.postman.com: What Is PlatformOps?','','2024',4,'Analysis of the rise of PlatformOps as the execution branch of Platform Engineering. Explains the transition of managing dev tooling, infrastructure catalogs, and APIs as internal products to drastically reduce cognitive load for developers.','English','Article','Intermediate',1,'online','manual','N/A',100.0,1781430173,0,'2026-06-14T11:42:53.061495+02:00',NULL,NULL,NULL,'["DevOps Culture", "Platform Engineering", "PlatformOps"]','["[ENTERPRISE-STABLE]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.powerupcloud.com/2016/02/07/aws-inventory-details-in-csv-using-lambda',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.powerupcloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031564,0,'2026-05-17T17:26:04.036952+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.pragmaticengineer.com/advice-for-tech-workers-to-navigate-a-heated-job-market','blog.pragmaticengineer.com: The Most Heated Tech Job Market in History: Advice for Software Engineers','','2021',0,'Pragmatic advice for software engineers navigating a highly active employment market. It outlines compensation evaluation frameworks, how to detect organizational toxicity during selection, and negotiations strategies for senior technical positions.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Career Transitions", "Market Dynamics"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.pragmaticengineer.com/project-management-at-big-tech','blog.pragmaticengineer.com: How Big Tech Runs Tech Projects and the Curious Absence of Scrum','','2021',5,'A seminal critique of Scrum frameworks within modern hyper-scale technology companies. Contrasts classical prescriptive Scrum ceremonies with the pragmatism found in Big Tech, which prioritizes engineer-led planning, asynchronous progress tracking, and outcome-based roadmapping. Highlights how microservices-oriented teams achieve high agility through direct system ownership and continuous delivery without overhead-heavy ceremonies.','en','Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Project Management", "Big Tech Practices"]','["[DE FACTO STANDARD]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.pragmaticengineer.com/typical-migration-approaches','blog.pragmaticengineer.com: Migrations Done Well: Typical Migration Approaches','','2021',0,'Written by Gergely Orosz, this deep-dive highlights technical planning and execution strategies for complex system migrations. Discusses mitigating dual-write issues, rollback preparations, and incremental phased cutovers to manage operational risk.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Migration", "Methodology"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); @@ -1983,111 +1983,111 @@ INSERT INTO "resources" VALUES('https://blog.px.dev/autoscaling-custom-k8s-metri INSERT INTO "resources" VALUES('https://blog.px.dev/container-filesystems','blog.px.dev: Where are my container''s files? Inspecting container filesystems','','2021',4,'A low-level debugging guide for mapping virtual container filesystems back to host machines. Explains overlayfs architecture, namespace confinement, and how to query disk structures via procfs, assisting in post-mortem application forensics.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Troubleshooting", "Storage & File Systems"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.px.dev/etcd-6-tips','blog.px.dev: How etcd works and 6 tips to keep in mind','','2021',0,'A deep-dive analyzing etcd internals under the Raft consensus mechanism. Provides six optimization techniques covering disk partition isolating, compact tasks, db sizing, lease scaling, and defragmentation routines necessary to protect cluster health.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Etcd", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.px.dev/k8s-operator','blog.px.dev/k8s-operator: 3 Reasons to Use Kubernetes Operators (and 2 Reasons Not To)','','2021',0,'Evaluates the advantages and disadvantages of deploying Operators. It contrasts automation capabilities against increased control-plane pressure and code maintenance costs.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Trade-off Evaluation", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application','blog.rabbitmq.com: First Application With RabbitMQ Streams','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c',100.0,1.77903155280268502e+09,0,'2026-05-17T17:25:52.802685+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application"}'); +INSERT INTO "resources" VALUES('https://blog.rabbitmq.com/posts/2021/07/rabbitmq-streams-first-application','blog.rabbitmq.com: First Application With RabbitMQ Streams','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14c29a2777e5a6b1611d378fda6c0d6fbe0e629b4e3903f1d4d6d57d1221527c',100.0,1779031552,0,'2026-05-17T17:25:52.802685+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.rabbitmq.com/blog/2021/07/19/rabbitmq-streams-first-application"}'); INSERT INTO "resources" VALUES('https://blog.rackspace.com/patch-and-ami-management-for-windows-on-aws','blog.rackspace.com: Patch and AMI Management for Windows on AWS','','2016',0,'Engineering blog clarifying patch administration, automated AMI construction, and system compliance practices for running legacy or enterprise Windows Server nodes on AWS.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Infrastructure Operations"]','["[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.radwell.codes/2021/05/best-kubernetes-distribution-for-local-environments','blog.radwell.codes: What’s the best Kubernetes distribution for local environments? 🌟','','2021',0,'Analyzes localized Kubernetes distributions from a CPU and memory efficiency standpoint. Helps engineers match custom testing configurations against hardware-constrained developer machines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.radwell.codes/2021/05/provisioning-single-node-kubernetes-cluster-using-kubeadm-on-ubuntu-20-04','blog.radwell.codes: Provisioning Single-node Kubernetes Cluster using kubeadm on Ubuntu 20.04','','2021',0,'A step-by-step workflow focused on configuring a single-node Kubernetes cluster on Ubuntu 20.04 using Kubeadm. Outlines how to untaint the control plane node to enable single-node scheduling for development and resource-constrained test beds.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Ubuntu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-aware-hints','blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints','','N/A',0,'A curated technical resource and architectural guide covering blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902956529830193e+09,0,'2026-05-17T16:52:45.298302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ratnopamc.com/reduce-cross-az-traffic-costs-on-eks-using-topology-aware-hints','blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints','','N/A',0,'A curated technical resource and architectural guide covering blog.ratnopamc.com: Reduce cross-AZ traffic costs on EKS using topology'' aware hints in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029565,0,'2026-05-17T16:52:45.298302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.realkinetic.com/its-time-to-retire-terraform-30545fd5f186','blog.realkinetic.com: It’s Time to Retire Terraform','','2023',0,'A critical, forward-looking architectural analysis evaluating the limitations of declarative static HCL. Argues for migrating toward programming-language-based Infrastructure as Code (IaC) architectures (e.g., Pulumi or AWS CDK) to mitigate the cognitive load, state-locking friction, and custom domain DSL limitations inherent in large-scale enterprise deployments.','None','Opinion/Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Discussions & Critiques", "Evolution of IaC"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging','blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical'' Imaging','','N/A',0,'A curated technical resource and architectural guide covering blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical'' Imaging in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903147362676906e+09,0,'2026-05-17T17:24:33.626769+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md"]','["ai.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.rewanthtammana.com/creating-malicious-admission-controllers','blog.rewanthtammana.com: Creating Malicious Admission Controllers','','N/A',0,'A curated technical resource and architectural guide covering blog.rewanthtammana.com: Creating Malicious Admission Controllers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903301956418108e+09,0,'2026-05-17T17:50:19.564181+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabilities','blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities','','N/A',0,'A curated technical resource and architectural guide covering blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902911873658609e+09,0,'2026-05-17T16:45:18.736586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.redbrickai.com/blog-posts/fast-meta-sam-for-medical-imaging','blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical'' Imaging','','N/A',0,'A curated technical resource and architectural guide covering blog.redbrickai.com: F.A.S.T. ⚡️ Meta AI’s Segment Anything for Medical'' Imaging in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031473,0,'2026-05-17T17:24:33.626769+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md"]','["ai.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.rewanthtammana.com/creating-malicious-admission-controllers','blog.rewanthtammana.com: Creating Malicious Admission Controllers','','N/A',0,'A curated technical resource and architectural guide covering blog.rewanthtammana.com: Creating Malicious Admission Controllers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033019,0,'2026-05-17T17:50:19.564181+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.rewanthtammana.com/hardening-kaniko-build-process-with-linux-capabilities','blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities','','N/A',0,'A curated technical resource and architectural guide covering blog.rewanthtammana.com: Hardening Kaniko build process with Linux capabilities in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029118,0,'2026-05-17T16:45:18.736586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.risingstack.com/argo-cd-kubernetes-tutorial','blog.risingstack.com: Argo CD Kubernetes Tutorial','','2021',3,'A structured starter guide covering ArgoCD installation, repository connection, and application deployment. Outlines core synchronization paradigms and provides a practical walkthrough of transitioning standard manifests to GitOps.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Concepts & Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.risingstack.com/designing-microservices-architecture-for-failure','blog.risingstack.com: Designing a Microservices Architecture for Failure','','2018',0,'Architecting microservices requires planning for inevitable network, hardware, and downstream dependency failures. This analysis outlines essential resiliency patterns, such as circuit breakers, retries with exponential backoff, and graceful degradation strategies. Implementing these patterns prevents cascading failures and maintains systemic availability under high-load or degraded operational states.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Resiliency Patterns"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.robertsimoes.org/posts/four-wings-of-software-engineers','blog.robertsimoes.org: Four Wings of a Software Engineer','','N/A',0,'A curated technical resource and architectural guide covering blog.robertsimoes.org: Four Wings of a Software Engineer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903423807812809e+09,0,'2026-05-17T18:10:38.078128+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.robertsimoes.org/posts/four-wings-of-software-engineers','blog.robertsimoes.org: Four Wings of a Software Engineer','','N/A',0,'A curated technical resource and architectural guide covering blog.robertsimoes.org: Four Wings of a Software Engineer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034238,0,'2026-05-17T18:10:38.078128+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.rtwilson.com/my-top-5-new-python-modules-of-2015','My top 5 ‘new’ Python modules of 2015','','2015',0,'An archival review exploring breakout standard and third-party modules from 2015, capturing the early adoption of modern async and formatting libraries in Python.','Python','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Library Exploration"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.rubyroidlabs.com/2016/04/postgresql-9-5',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.rubyroidlabs.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903082454886889e+09,0,'2026-05-17T17:13:44.548869+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.runx.dev/3-things-i-hate-about-kubernetes-49f1656baeaa','blog.runx.dev: 3 Things I Hate About Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.runx.dev: 3 Things I Hate About Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902998869661402e+09,0,'2026-05-17T16:59:48.696614+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.runx.dev/5-common-kubernetes-mistakes-and-how-to-avoid-them-150607beb475','blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them','','N/A',0,'A curated technical resource and architectural guide covering blog.runx.dev: 5 Common Kubernetes Mistakes and how to avoid them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902916533829808e+09,0,'2026-05-17T16:46:05.338298+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.scaleway.com/understanding-kubernetes-autoscaling','blog.scaleway.com: Understanding Kubernetes Autoscaling','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9023f1430aa0d47d7a17aa03c09c852c43f5fa9f5d8b413b5422141a167c606',100.0,1779032556,0,'2026-05-17T17:42:36.789993+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://thinksys.com/devops/kubernetes-autoscaling"}'); INSERT INTO "resources" VALUES('https://blog.scottlowe.org/2016/03/22/using-docker-machine-with-aws','Using Docker Machine with AWS','','2016',0,'Detailed technical blog post showing how to provision and manage remote Docker engines on AWS using the deprecated Docker Machine utility. While valuable for historical debugging and legacy architecture comprehension, live industry alignment dictates migrating to modern Cloud API alternatives (such as AWS CLI, Terraform, or Rancher).','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Legacy Tooling"]','["[LEGACY]"]','[]','["aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.scottlowe.org/2020/06/16/using-kubectl-via-an-ssh-tunnel','blog.scottlowe.org: Using kubectl via an SSH Tunnel','','2020',0,'Provides step-by-step instructions for establishing secure SSH tunnels to reach private Kubernetes cluster control planes. Solves public exposure issues of the Kubernetes API server using proxy forwarding. (Live Grounding: Standard fallback security access pattern, often replaced by modern Zero Trust Network Access (ZTNA) brokers in larger companies).','Shell','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Kubernetes Core", "Cluster Access Security"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.scrumstudy.com/scrum-and-kanban-alike-or-different-2','blog.scrumstudy.com: Scrum and Kanban, alike or different?','','2020',1,'A structural analysis comparing Scrum iterations and Kanban workflows. Explores trade-offs in velocity, team responsibility, and scheduling mechanics, providing project leaders with strategic decision criteria.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile Methodologies", "Scrum vs Kanban"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.searce.com/devtron-one-stop-shop-for-all-kubernetes-deployments-6f1c111a7ba1','blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Devtron: One-stop shop for all Kubernetes deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031927481251e+09,0,'2026-05-17T17:32:07.481251+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md"]','["devops-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.searce.com/jenkins-distributed-cluster-using-dynamic-build-agents-on-gke-e2262a59dcb3','blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents'' On GKE','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Jenkins Distributed Cluster Using Dynamic Build Agents'' On GKE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902926778408098e+09,0,'2026-05-17T16:47:47.784081+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8e3571','blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902982643631601e+09,0,'2026-05-17T16:57:06.436316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.searce.com/single-pod-access-mode-for-persistent-volumes-on-kubernetes-4cf79200aa9a','blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903132908101201e+09,0,'2026-05-17T17:22:09.081012+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688423','blog.searce.com: Transform Kubernetes Manifests into Helm Chart','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Transform Kubernetes Manifests into Helm Chart in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902937775150609e+09,0,'2026-05-17T16:49:37.751506+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.searce.com/optimize-cost-for-aws-eks-cluster-using-spotinst-ffcebe8e3571','blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Optimise cost for AWS EKS cluster using Spotinst 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029826,0,'2026-05-17T16:57:06.436316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.searce.com/single-pod-access-mode-for-persistent-volumes-on-kubernetes-4cf79200aa9a','blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Single Pod Access Mode for Persistent Volumes on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031329,0,'2026-05-17T17:22:09.081012+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.searce.com/transform-kubernetes-manifests-into-helm-chart-f3d100688423','blog.searce.com: Transform Kubernetes Manifests into Helm Chart','','N/A',0,'A curated technical resource and architectural guide covering blog.searce.com: Transform Kubernetes Manifests into Helm Chart in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029377,0,'2026-05-17T16:49:37.751506+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.seifbassem.com/blogs/posts/azure-arc-ssh','seifbassem.com: SSH into your Azure Arc-enabled servers from anywhere','','2022',3,'An engineering guide demonstrating how to establish secure, passwordless SSH tunnels into Azure Arc-enabled servers without public IP addresses. It leverages Azure Arc''s built-in relay capability and Entra ID authentication to enforce strict role-based access control (RBAC). This paradigm provides a zero-trust alternative to bastion hosts or VPN connections for remote host management.','Shell','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes", "Hybrid & Multicloud Solutions", "Arc-enabled Servers Security"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.seifbassem.com/blogs/posts/azure-naming-tool',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b43758c2ee6b9c8bcb25c93c193ddf79c96b134199fea227cb411562c29c0e49',100.0,1.77913049493296194e+09,0,'2026-05-18T20:54:54.932962+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.shippable.com/how-to-be-a-great-devops-engineer','How to be a great DevOps Engineer 🌟','','N/A',0,'A curated technical resource and architectural guide covering How to be a great DevOps Engineer 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903347682362508e+09,0,'2026-05-17T17:57:56.823625+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.seifbassem.com/blogs/posts/azure-naming-tool',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b43758c2ee6b9c8bcb25c93c193ddf79c96b134199fea227cb411562c29c0e49',100.0,1779130494,0,'2026-05-18T20:54:54.932962+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.shippable.com/how-to-be-a-great-devops-engineer','How to be a great DevOps Engineer 🌟','','N/A',0,'A curated technical resource and architectural guide covering How to be a great DevOps Engineer 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033476,0,'2026-05-17T17:57:56.823625+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.shreyaspatil.dev/automate-library-publishing-to-maven-central-with-github-actions-workflow-dispatch','blog.shreyaspatil.dev: Automate library publishing to Maven Central with GitHub Actions Workflow Dispatch','','2021',0,'Details how to configure automated deployment pipelines to Maven Central. Uses the `workflow_dispatch` event trigger to securely run parameterized release pipelines and push Java/Kotlin dependencies.','Kotlin','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Software Distribution", "Mobile Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.sighup.io/an-introduction-to-hierarchical-namespace-controller-hnc','blog.sighup.io: Hierarchical Namespace Controller (HNC): a look into the future of Kubernetes Multitenancy','','2021',0,'A detailed evaluation of policy enforcement using the Hierarchical Namespace Controller. Highlights operational scenarios for delegating namespace permissions down structural hierarchies.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hierarchical Namespaces"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.sighup.io/how-to-run-kubernetes-without-docker','blog.sighup.io: How to run Kubernetes without Docker','','2020',0,'Demonstrates runtime decoupling by running a fully functional Kubernetes cluster without the legacy Docker engine. Leverages Container Runtime Interface (CRI) options like Containerd or CRI-O directly to optimize cluster performance.','Bash','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "CRI", "Alternative Runtimes"]','["[LEGACY]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.sighup.io/keycloak-ha-on-kubernetes','blog.sighup.io: How to run Keycloak in HA on Kubernetes','','2021',4,'Architectural guide outlining how to deploy and manage a highly available Keycloak cluster on Kubernetes. Addresses database pooling, persistent volume strategies, and multi-replica coordination using Kubernetes native primitives. Ensures continuous identity services with zero downtime.','YAML','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access Management", "High Availability"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-cosign-and-workload-identity-1e07d2b85061','blog.sigstore.dev: How to verify container images with Kyverno using KMS,'' Cosign, and Workload Identity','','2022',0,'An advanced technical exploration of enterprise container security architectures. Provides steps to construct a validation loop that verifies image signatures dynamically using Kyverno, integrated directly with KMS key stores, Sigstore Cosign, and OIDC-based Workload Identity.','Go','Article','Advanced',0,'online','manual','f6ef7e6261cbaf286fd33a192671831afa301d3f2e7d525e3d0e84971984e8a2',100.0,1.77903142259194588e+09,1,'2026-05-17T17:23:42.591946+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Cryptographic Signatures"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.sigstore.dev/how-to-verify-container-images-with-kyverno-using-kms-cosign-and-workload-identity-1e07d2b85061','blog.sigstore.dev: How to verify container images with Kyverno using KMS,'' Cosign, and Workload Identity','','2022',0,'An advanced technical exploration of enterprise container security architectures. Provides steps to construct a validation loop that verifies image signatures dynamically using Kyverno, integrated directly with KMS key stores, Sigstore Cosign, and OIDC-based Workload Identity.','Go','Article','Advanced',0,'online','manual','f6ef7e6261cbaf286fd33a192671831afa301d3f2e7d525e3d0e84971984e8a2',100.0,1779031422,1,'2026-05-17T17:23:42.591946+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Cryptographic Signatures"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.siliconvalve.com/posts/2024/02/06/analysing-git-commit-history-using-azure-data-explorer','blog.siliconvalve.com: Analysing git commit history using Azure Data Explorer','','2024',0,'Engineering showcase demonstrating how to ingest Git commit histories into Azure Data Explorer (ADX). 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-INSERT INTO "resources" VALUES('https://blog.sonatype.com/achieving-ci/cd-with-kubernetes','blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8a9f4e9111c40252f87cc0d63dad277be6dd8d40f780a6056eec61a75a219459',100.0,1.77903216339387488e+09,0,'2026-05-17T17:36:03.393875+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes"}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton','CI/CD OpenShift and Tekton','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e8e23b3064531a9a1a80b25d4f3246e1fc02fa2deb596d3c30ffff686d0f881',100.0,1.77903282038078808e+09,0,'2026-05-17T17:47:00.380788+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton"}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web','blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets'' to the Web','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','21eaec12364609a146d3f83fab8f0252432eb164a4488f041da520454e5eb8fe',100.0,1779032920.73995,0,'2026-05-17T17:48:40.739950+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web"}'); -INSERT INTO "resources" VALUES('https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images','blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f66223c15fe543495b6255c2a07bc52b0c3634674c80bb4a5378931e1c88b8b1',100.0,1.77903421777415895e+09,0,'2026-05-17T18:10:17.774159+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images"}'); +INSERT INTO "resources" VALUES('https://blog.slycreator.com/network-policies-understanding-kubernetes-network-policies','blog.slycreator.com: Network Policies: Understanding Kubernetes Network'' Policies','','N/A',0,'A curated technical resource and architectural guide covering blog.slycreator.com: Network Policies: Understanding Kubernetes Network'' Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034372,0,'2026-05-17T18:12:52.777536+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/achieving-ci/cd-with-kubernetes','blog.sonatype.com: Achieving CI and CD With Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8a9f4e9111c40252f87cc0d63dad277be6dd8d40f780a6056eec61a75a219459',100.0,1779032163,0,'2026-05-17T17:36:03.393875+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/achieving-ci/cd-with-kubernetes"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/new-cloud-native-ci/cd-projects-openshift-and-tekton','CI/CD OpenShift and Tekton','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e8e23b3064531a9a1a80b25d4f3246e1fc02fa2deb596d3c30ffff686d0f881',100.0,1779032820,0,'2026-05-17T17:47:00.380788+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/new-cloud-native-ci/cd-projects-openshift-and-tekton"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/python-packages-upload-your-aws-keys-env-vars-secrets-to-web','blog.sonatype.com: Python Packages Upload Your AWS Keys, env vars, Secrets'' to the Web','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','21eaec12364609a146d3f83fab8f0252432eb164a4488f041da520454e5eb8fe',100.0,1779032920,0,'2026-05-17T17:48:40.739950+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/python-packages-upload-your-aws-keys-env-vars-secrets-to-web"}'); +INSERT INTO "resources" VALUES('https://blog.sonatype.com/using-nexus-3-as-your-repository-part-3-docker-images','blog.sonatype.com: Using Nexus 3 as Your Repository – Part 3: Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f66223c15fe543495b6255c2a07bc52b0c3634674c80bb4a5378931e1c88b8b1',100.0,1779034217,0,'2026-05-17T18:10:17.774159+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://www.sonatype.com/blog/using-sonatype-nexus-repository-3-part-3-docker-images"}'); INSERT INTO "resources" VALUES('https://blog.sonnes.cloud/introducing-azure-devops-backup-tool-1-1-0-0-major-update-with-new-features-bug-fixes-and-enhanced-security','blog.sonnes.cloud: Introducing Azure DevOps Backup Tool 1.1.0.0: Major update with new features, bug fixes and enhanced security!','','2024',3,'Introduces major feature releases of the Azure DevOps Backup Tool (v1.1.0.0), highlighting enhancements in API throughput, credential safety, and automated backup schedules. 2026 engineering audits confirm this tool is reliable for securing multi-tenant environments against accidental service deletions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Data Protection & Backup", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.stack-labs.com/code/kustomize-101','blog.stack-labs.com: Kustomize - The right way to do templating in Kubernetes','','2020',3,'An foundational exploration of declarative application customization in Kubernetes using Kustomize. It contrasts template-driven engines like Helm with Kustomize''s overlay-based, template-free patching, focusing on clean resource organization across different environments without altering original YAML files.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903449145917701e+09,0,'2026-05-17T18:14:51.459177+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903068021047711e+09,0,'2026-05-17T17:11:20.210477+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a"}'); -INSERT INTO "resources" VALUES('https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79','blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903125538642191e+09,0,'2026-05-17T17:20:55.386422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544','blog.stackademic.com: Debugging Microservices Locally with mirrord','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Debugging Microservices Locally with mirrord in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033424.54452,0,'2026-05-17T17:57:04.544520+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using AWS EKS, ArgoCD, Prometheus, Grafana, and Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034491,0,'2026-05-17T18:14:51.459177+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-azure-aks-fluxcd-prometheus-cca3c5e61953','blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Advanced End-to-End DevSecOps Kubernetes Three-Tier'' Project using Azure AKS, fluxCD, Prometheus, Grafana, and GitLab in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779030680,0,'2026-05-17T17:11:20.210477+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://blog.stackademic.com/advanced-end-to-end-devsecops-kubernetes-three-tier-project-using-aws-eks-argocd-prometheus-fbbfdb956d1a"}'); +INSERT INTO "resources" VALUES('https://blog.stackademic.com/create-the-aws-eks-cluster-with-a-managed-node-group-using-custom-launch-templates-185744a0cc79','blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Create the AWS EKS Cluster with a Managed Node Group'' Using Custom Launch Templates in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031255,0,'2026-05-17T17:20:55.386422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.stackademic.com/mastering-local-microservices-debugging-with-mirrord-0a99443c1544','blog.stackademic.com: Debugging Microservices Locally with mirrord','','N/A',0,'A curated technical resource and architectural guide covering blog.stackademic.com: Debugging Microservices Locally with mirrord in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033424,0,'2026-05-17T17:57:04.544520+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); 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Eliminates hardcoded static host files by relying on runtime query configurations. (Live Grounding: Essential for hybrid-cloud setups where IP address spaces change rapidly and dynamically).','YAML/Python/SQL','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Inventory"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f','blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch'' Documents','','N/A',0,'A curated technical resource and architectural guide covering blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch'' Documents in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902931668885397e+09,0,'2026-05-17T16:48:36.688854+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/5-opa-deployment-performance-models-for-microservices','blog.styra.com: 5 OPA Deployment Performance Models for Microservices','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: 5 OPA Deployment Performance Models for Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903403074649596e+09,0,'2026-05-17T18:07:10.746496+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/dynamic-policy-composition-for-opa','blog.styra.com: Dynamic Policy Composition for OPA','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Dynamic Policy Composition for OPA in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903240560378599e+09,0,'2026-05-17T17:40:05.603786+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/integrating-identity-oauth2-and-openid-connect-in-open-policy-agent','blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open'' Policy Agent','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Integrating Identity: OAUTH2 and OPENID CONNECT in Open'' Policy Agent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903210018321204e+09,0,'2026-05-17T17:35:00.183212+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/open-policy-agent-the-top-5-kubernetes-admission-control-policies','blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control'' Policies','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Open Policy Agent: The Top 5 Kubernetes Admission Control'' Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902959012236094e+09,0,'2026-05-17T16:53:10.122361+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/policy-based-infrastructure-guardrails-with-terraform-and-opa','blog.styra.com: Policy-based infrastructure guardrails with Terraform and'' OPA 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Policy-based infrastructure guardrails with Terraform and'' OPA 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903023539637589e+09,0,'2026-05-17T17:03:55.396376+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/rego-unit-testing','blog.styra.com: Rego Unit Testing','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Rego Unit Testing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790340491617031e+09,0,'2026-05-17T18:07:29.161703+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development','blog.styra.com: Using OPA with GitOps to speed Cloud-Native development','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Using OPA with GitOps to speed Cloud-Native development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902982065798902e+09,0,'2026-05-17T16:57:00.657989+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security','blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903314054611396e+09,0,'2026-05-17T17:52:20.546114+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.suhailkakar.com/web-30-terms-and-their-definitions-in-plain-english','blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English','','N/A',0,'A curated technical resource and architectural guide covering blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903273413555908e+09,0,'2026-05-17T17:45:34.135559+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web3.md"]','["web3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection','Ansible Let''s Encrypt Collection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','44c92574e1c4cfe7e316248ce25f73f17f3451289de45d253078c0f090b55654',100.0,1.77903059141021394e+09,0,'2026-05-17T17:09:51.410214+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.telekom-mms.com/blog"}'); -INSERT INTO "resources" VALUES('https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd','==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.tanmaysarkar.tech: Beginners Guide to Argo CD== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903101211434388e+09,0,'2026-05-17T17:16:52.114344+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html','blog.teamhephy.info: Running Workflow Without Any LoadBalancer','','N/A',0,'A curated technical resource and architectural guide covering blog.teamhephy.info: Running Workflow Without Any LoadBalancer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903134942156291e+09,0,'2026-05-17T17:22:29.421563+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.techiescamp.com/docs/jenkins-multibranch-pipeline','Lesson 5.1: Introduction to Jenkins Multibranch Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d862a999a2f40762119bbbf7e3fb2c8e7656bd1caffe8f7b84efa8f10d943b56',100.0,1.77903040121335101e+09,1,'2026-05-17T17:06:41.213351+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.streammonkey.com/how-we-serverlessly-migrated-1-58-billion-elasticsearch-documents-33ad3d0d7c4f','blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch'' Documents','','N/A',0,'A curated technical resource and architectural guide covering blog.streammonkey.com: How We Serverlessly Migrated 1.58 Billion Elasticsearch'' Documents in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029316,0,'2026-05-17T16:48:36.688854+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.styra.com/blog/5-opa-deployment-performance-models-for-microservices','blog.styra.com: 5 OPA Deployment Performance Models for Microservices','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: 5 OPA Deployment Performance Models for Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034030,0,'2026-05-17T18:07:10.746496+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.styra.com/blog/dynamic-policy-composition-for-opa','blog.styra.com: Dynamic Policy Composition for OPA','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Dynamic Policy Composition for OPA in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032405,0,'2026-05-17T17:40:05.603786+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://blog.styra.com/blog/policy-based-infrastructure-guardrails-with-terraform-and-opa','blog.styra.com: Policy-based infrastructure guardrails with Terraform and'' OPA 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Policy-based infrastructure guardrails with Terraform and'' OPA 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030235,0,'2026-05-17T17:03:55.396376+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.styra.com/blog/rego-unit-testing','blog.styra.com: Rego Unit Testing','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Rego Unit Testing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034049,0,'2026-05-17T18:07:29.161703+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.styra.com/blog/using-opa-with-gitops-to-speed-cloud-native-development','blog.styra.com: Using OPA with GitOps to speed Cloud-Native development','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Using OPA with GitOps to speed Cloud-Native development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029820,0,'2026-05-17T16:57:00.657989+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.styra.com/blog/why-rbac-is-not-enough-for-kubernetes-api-security','blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.styra.com: Why RBAC is not enough for kubernetes security 🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033140,0,'2026-05-17T17:52:20.546114+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.suhailkakar.com/web-30-terms-and-their-definitions-in-plain-english','blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English','','N/A',0,'A curated technical resource and architectural guide covering blog.suhailkakar.com: Web 3.0 Terms and Their Definitions in Plain English in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032734,0,'2026-05-17T17:45:34.135559+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web3.md"]','["web3.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.t-systems-mms.com/tech-insights/ansible-lets-encrypt-collection','Ansible Let''s Encrypt Collection','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','44c92574e1c4cfe7e316248ce25f73f17f3451289de45d253078c0f090b55654',100.0,1779030591,0,'2026-05-17T17:09:51.410214+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.telekom-mms.com/blog"}'); +INSERT INTO "resources" VALUES('https://blog.tanmaysarkar.tech/beginners-guide-to-argo-cd','==blog.tanmaysarkar.tech: Beginners Guide to Argo CD==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.tanmaysarkar.tech: Beginners Guide to Argo CD== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031012,0,'2026-05-17T17:16:52.114344+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.teamhephy.info/blog/posts/tutorials/running-workflow-without-any-loadbalancer.html','blog.teamhephy.info: Running Workflow Without Any LoadBalancer','','N/A',0,'A curated technical resource and architectural guide covering blog.teamhephy.info: Running Workflow Without Any LoadBalancer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031349,0,'2026-05-17T17:22:29.421563+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.techiescamp.com/docs/jenkins-multibranch-pipeline','Lesson 5.1: Introduction to Jenkins Multibranch Pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d862a999a2f40762119bbbf7e3fb2c8e7656bd1caffe8f7b84efa8f10d943b56',100.0,1779030401,1,'2026-05-17T17:06:41.213351+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.techiescamp.com/docs/wcurl','blog.techiescamp.com: wcurl: A Simple Wrapper for curl to download files','','2024',0,'Practical walkthrough illustrating how `wcurl` simplifies download pipelines. 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Shows engineers how to configure automatic branch detection, scan triggers, and stage-level execution hooks based on feature branch configurations.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.techknowtrendz.com/taking-amazon-eks-anywhere-for-a-spin','blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin','','N/A',0,'A curated technical resource and architectural guide covering blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903197954355192e+09,0,'2026-05-17T17:32:59.543552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.techknowtrendz.com/taking-amazon-eks-anywhere-for-a-spin','blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin','','N/A',0,'A curated technical resource and architectural guide covering blog.techknowtrendz.com: Taking Amazon EKS Anywhere for a spin in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031979,0,'2026-05-17T17:32:59.543552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.teclado.com/python-methods-instance-static-class','blog.teclado.com: Python Methods: Instance, Static and Class','','2021',0,'Technical dissection of method boundaries in Python objects. Contrasts instance methods (`self`) with dynamic factory capabilities of classmethods (`cls`) and namespace-isolated staticmethods.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Object-Oriented Programming"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.teemo.co/terraform-in-10-commands-e737dfd8bf31','blog.teemo.co: Terraform in 10 commands','','2021',0,'A highly structured, quick-reference guide detailing the ten core CLI commands required to manage infrastructure lifecycles. Covers initialization, plan, apply, destroy, and state manipulation, making it an excellent onboarding cheat-sheet for developers.','English','Command Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Quickstart"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.tekspace.io/deploying-kubernetes-dashboard-in-k3s-cluster','blog.tekspace.io: Deploying Kubernetes Dashboard in K3S Cluster','','2023',2,'Step-by-step implementation guide detailing how to deploy and configure the official Kubernetes Dashboard inside a resource-constrained K3s cluster. Covers service configuration, RBAC cluster role bindings, token generation, and exposing the UI via NodePort.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "K3s Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.thundra.io/4-software-testing-roles','blog.thundra.io: 4 Software Testing Roles','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: 4 Software Testing Roles in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118587081408e+09,0,'2026-05-17T17:19:45.870814+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi','DRY (Don’t Repeat Yourself) on the cloud with Pulumi','','N/A',0,'A curated technical resource and architectural guide covering DRY (Don’t Repeat Yourself) on the cloud with Pulumi in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903423247242188e+09,0,'2026-05-17T18:10:32.472422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/pulumi.md"]','["pulumi.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.thundra.io/how-to-fix-your-failing-end-to-end-tests','blog.thundra.io: How to Fix Your Failing End-to-End Tests?','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: How to Fix Your Failing End-to-End Tests? 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🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903214990819406e+09,0,'2026-05-17T17:35:49.908194+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/4-software-testing-roles','blog.thundra.io: 4 Software Testing Roles','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: 4 Software Testing Roles in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031185,0,'2026-05-17T17:19:45.870814+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/dry-dont-repeat-yourself-on-the-cloud-with-pulumi','DRY (Don’t Repeat Yourself) on the cloud with Pulumi','','N/A',0,'A curated technical resource and architectural guide covering DRY (Don’t Repeat Yourself) on the cloud with Pulumi in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034232,0,'2026-05-17T18:10:32.472422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/pulumi.md"]','["pulumi.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/how-to-fix-your-failing-end-to-end-tests','blog.thundra.io: How to Fix Your Failing End-to-End Tests?','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: How to Fix Your Failing End-to-End Tests? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032184,0,'2026-05-17T17:36:24.686404+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/how-to-set-up-a-ci-pipeline-in-github-actions','blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: How to Set Up a CI Pipeline in GitHub Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031669,0,'2026-05-17T17:27:49.249714+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/the-ci/cd-war-of-2021-a-look-at-the-most-popular-technologies','blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: The CI/CD War of 2021: A Look at the Most Popular Technologies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034101,0,'2026-05-17T18:08:21.439158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/top-10-github-actions-you-should-use-to-set-up-your-ci/cd-pipeline','blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD'' Pipeline','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: Top 10 GitHub Actions You Should Use to set up your CI/CD'' Pipeline in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031439,0,'2026-05-17T17:23:59.886107+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/what-ci-observability-means-for-devops','blog.thundra.io: What CI Observability Means for DevOps 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: What CI Observability Means for DevOps 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030425,0,'2026-05-17T17:07:05.589421+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/why-a-ci/cd-pipeline-makes-good-business-sense','blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: Why a CI/CD Pipeline Makes Good Business Sense in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032751,0,'2026-05-17T17:45:51.356307+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.thundra.io/why-should-you-run-all-your-tests-in-docker','blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.thundra.io: Why Should You Run All Your Tests in Docker? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032149,0,'2026-05-17T17:35:49.908194+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.tilt.dev/2021/03/18/kubernetes-is-so-simple.html','blog.tilt.dev: Kubernetes is so Simple You Can Explore it with Curl','','2021',4,'A lightweight diagnostic guide for interacting with the Kubernetes API Server without using kubectl. Explores API schemas, TLS handshakes, and token-based requests using curl.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Debugging", "HTTP Client"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.tobias-huebner.org/low-budget-kubernetes-self-hosted-series','blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029634.2591,0,'2026-05-17T16:53:54.259100+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.tobias-huebner.org/low-budget-kubernetes-self-hosted-series','blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.tobias-huebner.org: Low-budget self-hosted Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029634,0,'2026-05-17T16:53:54.259100+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.tomarrell.com/post/traefik_v2_on_kubernetes','blog.tomarrell.com: Kustomize: Traefik v2.2 as a Kubernetes Ingress Controller','','2020',0,'Technical integration blog detailing how to deploy and customize the Traefik v2.2 Ingress Controller using Kustomize configurations. It illustrates how to define overlays for environment-specific network values, secure SSL contexts, and service exposures. Useful reference for managing non-trivial ingress manifests programmatically.','YAML','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Inbound Traffic Management", "Traefik"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md", "kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.trello.com/es/conflictos-en-el-trabajo','blog.trello.com: Consejos para manejar distintos conflictos en un equipo de trabajo','','2021',3,'Provides an operational framework for identifying and resolving interpersonal conflicts within technical delivery teams. Highlights visual tracking systems, regular retrospectives, and structured architectural alignment reviews to defuse typical friction points, such as diverging coding standards or disputed system design decisions.','es','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Team Dynamics", "Conflict Resolution"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.trello.com/is-it-time-to-leave','blog.trello.com: Experiencing Job Dissatisfaction: How To Decide If It''s Time To Quit','','2022',0,'A structured workflow designed to analyze personal job dissatisfaction. It separates temporary, project-based frustration from toxic management, helping developers make objective decisions regarding when to seek new opportunities.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Developer Wellness", "Career Decisions"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-','==blog.twitter.com: Processing billions of events in real time at Twitter==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.twitter.com: Processing billions of events in real time at Twitter== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903450181848192e+09,0,'2026-05-17T18:15:01.818482+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.twitter.com/engineering/en_us/topics/infrastructure/2021/processing-billions-of-events-in-real-time-at-twitter-','==blog.twitter.com: Processing billions of events in real time at Twitter==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.twitter.com: Processing billions of events in real time at Twitter== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034501,0,'2026-05-17T18:15:01.818482+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.twstewart.me/posts/cdk8s-python','blog.twstewart.me: cdk8s-python - A Love and Hate Experience','','2022',0,'A developer-focused analysis highlighting structural trade-offs when implementing cdk8s in Python. Evaluates class inheritance structures, JSII compilation overhead, and configuration complexities relative to legacy YAML definitions.','Python','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Infrastructure as Code", "CDK for Kubernetes"]','["[CASE STUDY]", "[LEGACY]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.udemy.com/devops-engineer','==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and'' Responsibilities==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and'' Responsibilities== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903245517010402e+09,0,'2026-05-17T17:40:55.170104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4','blog.usejournal.com: Building a Serverless Back-end with AWS','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Building a Serverless Back-end with AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903309232566499e+09,0,'2026-05-17T17:51:32.325665+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607','blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903073007481503e+09,0,'2026-05-17T17:12:10.074815+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435','blog.usejournal.com: Useful Tools for Better Kubernetes Development','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Useful Tools for Better Kubernetes Development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779033169759902e+09,0,'2026-05-17T17:52:49.759902+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer','blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer','','N/A',0,'A curated technical resource and architectural guide covering blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779034431457134e+09,0,'2026-05-17T18:13:51.457134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.udemy.com/devops-engineer','==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and'' Responsibilities==','','N/A',0,'A curated technical resource and architectural guide covering ==blog.udemy.com: Becoming a DevOps Engineer: Understanding the Role and'' Responsibilities== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032455,0,'2026-05-17T17:40:55.170104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.usejournal.com/building-a-serverless-back-end-with-aws-5bb3642a3f4','blog.usejournal.com: Building a Serverless Back-end with AWS','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Building a Serverless Back-end with AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033092,0,'2026-05-17T17:51:32.325665+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.usejournal.com/spice-up-your-kubernetes-environment-with-aws-lambda-a07d81347607','blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Spice up Your Kubernetes Environment with AWS Lambda'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030730,0,'2026-05-17T17:12:10.074815+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.usejournal.com/useful-tools-for-better-kubernetes-development-87820c2b9435','blog.usejournal.com: Useful Tools for Better Kubernetes Development','','N/A',0,'A curated technical resource and architectural guide covering blog.usejournal.com: Useful Tools for Better Kubernetes Development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033169,0,'2026-05-17T17:52:49.759902+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.varunsingh.in/5-python-tricks-that-made-me-a-good-python-developer','blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer','','N/A',0,'A curated technical resource and architectural guide covering blog.varunsingh.in: 5 Python Tricks That Made Me A Good Python Developer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034431,0,'2026-05-17T18:13:51.457134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.vizuri.com/red-hat-openshift-service-on-aws-rosa-positions-openshift-for-mainstream-adoption','blog.vizuri.com: Red Hat OpenShift Service on AWS (ROSA) Positions OpenShift for Mainstream Adoption','','2021',0,'A market-focused assessment highlighting the reduction in operational friction when transitioning to managed OpenShift on cloud-native hardware.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Managed Kubernetes", "ROSA Assessment"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering blog.webhose.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903181024102592e+09,0,'2026-05-17T17:30:10.241026+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.werf.io/canary-releases-in-kubernetes-based-on-ingress-nginx-controller-96193efe34f9','blog.werf.io: Canary releases in Kubernetes based on Ingress-NGINX Controller','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: Canary releases in Kubernetes based on Ingress-NGINX Controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903306813820409e+09,0,'2026-05-17T17:51:08.138204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.werf.io/deploying-helm-charts-with-dependencies-in-kubernetes-via-werf-17e5457cdd3f','blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via'' werf','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: Deploying Helm charts with dependencies in Kubernetes via'' werf in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903350381315588e+09,0,'2026-05-17T17:58:23.813156+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.werf.io/running-one-time-tasks-and-debugging-images-in-the-kubernetes-cluster-using-werf-936d6dc483e2','blog.werf.io: Running one-time tasks and debugging images in the Kubernetes'' cluster using werf','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: Running one-time tasks and debugging images in the Kubernetes'' cluster using werf in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902960944054102e+09,0,'2026-05-17T16:53:29.440541+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.werf.io/werf-v1-2-is-now-stable-heres-what-it-is-all-about-832ed647810f','blog.werf.io: werf v1.2 is now stable! Here’s what it is all about','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: werf v1.2 is now stable! 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Here’s what it is all about','','N/A',0,'A curated technical resource and architectural guide covering blog.werf.io: werf v1.2 is now stable! Here’s what it is all about in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033422,0,'2026-05-17T17:57:02.104449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.wesleyac.com/posts/timezone-bullshit','Timezone Bullshit','','2026',4,'A technical exploration of the systemic complexities and failure modes inherent to international timezones and UTC serialization. Essential reading for system designers building distributed microservices tracking strict historical audit logs.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Programming", "Time & Serialization"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd','blog.workwell.io: How to manage your Kafka consumers from the producer','','N/A',0,'A curated technical resource and architectural guide covering blog.workwell.io: How to manage your Kafka consumers from the producer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903130702681803e+09,0,'2026-05-17T17:21:47.026818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html','blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So'' Simple!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a4a0d6f11e5833347a5e4649288c405798b2a3837482ee499b9e2cf18aefe94',100.0,1.7790335950128889e+09,0,'2026-05-17T17:59:55.012889+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html"}'); +INSERT INTO "resources" VALUES('https://blog.workwell.io/how-to-manage-your-kafka-consumers-from-the-producer-9933b88085dd','blog.workwell.io: How to manage your Kafka consumers from the producer','','N/A',0,'A curated technical resource and architectural guide covering blog.workwell.io: How to manage your Kafka consumers from the producer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031307,0,'2026-05-17T17:21:47.026818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.wut.dev/2024/07/05/moving-aws-accounts-within-organization.html','blog.wut.dev: Moving AWS Accounts and OUs Within An Organization - Not So'' Simple!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a4a0d6f11e5833347a5e4649288c405798b2a3837482ee499b9e2cf18aefe94',100.0,1779033595,0,'2026-05-17T17:59:55.012889+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://wut.dev/blog/2024/07/05/moving-aws-accounts-within-organization.html"}'); INSERT INTO "resources" VALUES('https://blog.xmi.fr/posts/terraform-vs-bicep','blog.xmi.fr: Terraform vs Bicep: the differences you should really know 🌟','','2023',0,'An analysis comparing Azure Bicep and Terraform. It covers critical decision vectors such as provider update speeds, state-file requirements, module structures, and how cross-cloud needs affect enterprise technology selections.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.xolo.io/es/es-rentable-ser-aut%C3%B3nomo-en-espa%C3%B1a','blog.xolo.io: ¿Es rentable ser autónomo en España?','','2021',0,'A financial breakdown comparing freelance gross earnings against the net income available after local taxes, insurance contributions, and overheads. It provides practical equations and simulation scenarios for software developers deciding whether to transition from employee to contractor status.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Financial Strategy"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.yannickreekmans.be/secretless-applications-add-permissions-to-a-managed-identity','blog.yannickreekmans.be: Secretless applications: add permissions to a Managed Identity','','2022',0,'Instructs engineers on configuring credential-free infrastructure inside Azure. Demystifies direct graph permissions injection on active user or system Managed Identities to avoid hardcoded credentials.','PowerShell','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity and Access", "Managed Identities", "Secretless Architectures", "Graph API"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with'' examples','','N/A',0,'Curator Insight details how `dmesg` can be used to read the kernel ring buffer for hardware event diagnostics. Live Grounding highlights its critical role in debugging out-of-memory (OOM) events, hardware interface driver issues, and virtualization state changes. Essential for system administrators and platform engineering roles.','English','Tutorial','Intermediate',0,'online','manual','c74eec791a8b5a4fdfd7c2bdd99aaf499406677158997b687dca5d4050c1ec7b',100.0,1.77902995225617599e+09,0,'2026-05-17T16:59:12.256176+02:00',NULL,NULL,NULL,'["Linux Operating System", "Kernel and Hardware", "Log Analysis"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with'' examples','','N/A',0,'Curator Insight details how `dmesg` can be used to read the kernel ring buffer for hardware event diagnostics. Live Grounding highlights its critical role in debugging out-of-memory (OOM) events, hardware interface driver issues, and virtualization state changes. Essential for system administrators and platform engineering roles.','English','Tutorial','Intermediate',0,'online','manual','c74eec791a8b5a4fdfd7c2bdd99aaf499406677158997b687dca5d4050c1ec7b',100.0,1779029952,0,'2026-05-17T16:59:12.256176+02:00',NULL,NULL,NULL,'["Linux Operating System", "Kernel and Hardware", "Log Analysis"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.yugabyte.com/are-stored-procedures-and-triggers-anti-patterns-in-the-cloud-native-world','blog.yugabyte.com: Are Stored Procedures and Triggers Anti-Patterns in the Cloud Native World?','','2022',0,'Examines stored procedures and database triggers in cloud-native microservice topologies. Warns against architectural coupling and operational performance bottlenecks, advocating for stateless application logic to preserve horizontal scalability.','Conceptual','Architectural Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Cloud-Native Design", "Architecture Patterns"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blog.yugabyte.com/highly-available-prometheus-metrics-for-distributed-sql-with-thanos-on-gke','Highly Available Prometheus Metrics for Distributed SQL with Thanos on GKE','- [infracloud.io: Achieving multi-tenancy in monitoring with Prometheus & the mighty Thanos Receiver](https://www.infracloud.io/blogs/multi-tenancy-monitoring-thanos-receiver) - [particule.io: Multi-Cluster Monitoring with Thanos](https://particule.io/en/blog/thanos-monitoring) @@ -2097,46 +2097,46 @@ INSERT INTO "resources" VALUES('https://blog.yugabyte.com/highly-available-prome - [==thanos-io/kube-thanos: Kubernetes specific configuration for deploying Thanos==](https://github.com/thanos-io/kube-thanos) - [medium.com/nerd-for-tech: Deep Dive into Thanos-Part I | Pavan Kumar](https://medium.com/nerd-for-tech/deep-dive-into-thanos-part-i-f72ecba39f76) Monitoring Kubernetes Workloads with Thanos and Prometheus Operator. - [particule.io: Multi-Cluster Monitoring with Thanos 🌟](https://particule.io/en/blog/thanos-monitoring) you''ll learn the limitations of a Prometheus-only monitoring stack and why moving to a Thanos-based stack can improve metrics retention and reduce overall costs for your clusters','2022',0,'Evaluates deploying Thanos alongside Prometheus Operator on Google Kubernetes Engine (GKE) to collect metrics for YugabyteDB. 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-INSERT INTO "resources" VALUES('https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training','blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure'' with ease','','N/A',0,'A curated technical resource and architectural guide covering blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure'' with ease in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903169659501695e+09,0,'2026-05-17T17:28:16.595017+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clusters','blogs.oracle.com: Announcing private Kubernetes clusters','','N/A',0,'A curated technical resource and architectural guide covering blogs.oracle.com: Announcing private Kubernetes clusters in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029466,0,'2026-05-17T16:51:06.486799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.oracle.com/cloud-infrastructure/post/introducing-free-java-license','blogs.oracle.com: Introducing the Free Java License (Java 17)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033942,0,'2026-05-17T18:05:42.673837+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-support','blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support','','N/A',0,'A curated technical resource and architectural guide covering blogs.oracle.com: Oracle RAC on Docker - Now with Full Production Support in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031497,0,'2026-05-17T17:24:57.100315+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training','blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure'' with ease','','N/A',0,'A curated technical resource and architectural guide covering blogs.oracle.com: Access hands-on exercises for Oracle Cloud Infrastructure'' with ease in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031696,0,'2026-05-17T17:28:16.595017+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.sap.com/2020/10/18/continuous-quality-using-plugins-and-jenkins-abap-ui5','blogs.sap.com: Continuous quality using plugins and Jenkins (ABAP & UI5)','','2020',0,'Outlines technical practices for ensuring SAP application code quality utilizing automated Jenkins pipelines. 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Emphasizes repository architecture designs that ensure self-governing application groups while maintaining centralized policy control.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Multi-Cluster", "Decentralization"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); @@ -2144,49 +2144,49 @@ INSERT INTO "resources" VALUES('https://blogs.sap.com/2021/07/04/cloud-integrati INSERT INTO "resources" VALUES('https://blogs.sap.com/2021/07/29/sap-cloud-integration-automated-testing-using-jenkins-and-pipeline-as-a-code-approach','blogs.sap.com: SAP Cloud Integration automated testing using Jenkins and Pipeline as a Code approach','','2021',0,'An enterprise case study explaining how to build automated integration testing using SAP Cloud integrations inside a Jenkins Pipeline-as-Code architecture. *Curator Insight*: SAP Jenkins automated pipeline. *Live Grounding*: Essential for systems architects needing to standardize automated delivery in legacy enterprise networks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Enterprise Integrations", "SAP Automation"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://blogs.sap.com/2021/12/13/a-practical-guide-to-devops-for-sap-erp','blogs.sap.com: A Practical Guide to DevOps for SAP ERP','','2021',0,'Delivers a pragmatic manual on integrating modern DevOps paradigms, continuous integration pipelines, and automated testing frameworks into highly rigid SAP ERP environments. The curator explains the complexity of managing SAP transports and ABAP code structures. 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Popularized continuous integration validation queues, though live grounding shows development has largely transitioned to its successor, bors-ng.','Rust','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://botkube.io','botkube.io','','2019',4,'Botkube is a collaboration and ChatOps tool designed to integrate Kubernetes clusters directly with popular messaging channels like Slack, Discord, and Teams. 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It allows debugging, running kubectl commands, and monitoring cluster alerts securely from chat interfaces.','Go','ChatOps Platform','Medium',1,'online','manual','593c5c6067eaeb4ee09d1fa4e63dfa64c790b6061a5579952d39f9a9815d78b2',100.0,1779130495,0,'2026-05-18T20:54:55.015865+02:00',NULL,NULL,NULL,'["Observability", "ChatOps", "Collaboration Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://boxunix.com/2020/05/15/a-better-way-of-organizing-your-kubernetes-manifest-files','boxunix.com: A Better Way of Organizing Your Kubernetes Manifest Files 🌟','','2020',4,'A tactical blog post detailing file hierarchy designs for managing Kubernetes manifests. It compares simple raw file naming to directory segmentation, Kustomize overrides, and Helm charts. 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It details agent-to-server connection topologies and dashboards. 2026 frameworks heavily advocate combining this setup with unified Kibana views mapping out both service dependencies and OpenSearch raw logs.','Markdown','Blog','Intermediate',1,'online','manual',NULL,80.0,1779029161,0,'2026-05-17T16:46:01.513057+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic APM"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://bqstack.com/blog/monitoring-application-using-elastic-apm',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.921789+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://braindose.blog/2020/03/18/4-key-characteristics-of-gitops','braindose.blog: 4 Key Characteristics for a Successful GitOps Implementation','','2020',0,'Identifies the foundational pillars of successful GitOps: declarative configurations, a single source of truth in Git, automated state reconciliation, and software agents for drift detection. 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-INSERT INTO "resources" VALUES('https://bytebytego.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','16f3df3f8be236dfb55033802e0be1ba41bdfb16487b4ce617c4278c35f1b981',100.0,1.77903106451302599e+09,1,'2026-05-17T17:17:44.513026+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://bytebytego.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','16f3df3f8be236dfb55033802e0be1ba41bdfb16487b4ce617c4278c35f1b981',100.0,1779031064,1,'2026-05-17T17:17:44.513026+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://bytebytego.com/courses/system-design-interview/scale-from-zero-to-millions-of-users','bytebytego.com: System Design - Scale From Zero To Millions Of Users 🌟','','2023',5,'A structured breakdown of modern system scaling, illustrating how a single database configuration evolves into a multi-tiered global architecture. Covers key mechanics like database replication, global CDN routing, horizontal scaling of stateless application nodes, and distributed cache deployment.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Application Design", "System Design Patterns"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://byteman.jboss.org','Byteman','','2024',0,'A highly robust runtime bytecode injection tool utilizing JBoss rule engines to trace, test, and inject faults into live Java applications. By using Event-Condition-Action (ECA) rules without requiring source code modifications, it remains a vital instrument for simulating extreme edge cases, chaos engineering, and tracing complex cloud microservices.','Java','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Diagnostics and Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://bytes.devopscube.com/p/pod-priority-preemption-explained','bytes.devopscube.com: Kubernetes Pod Priority & Preemption','','2022',0,'Provides a comprehensive architectural overview of Kubernetes Pod Priority and Preemption. It explains how high-priority containers can evict lower-priority workloads from fully saturated worker nodes.','YAML','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Scheduling", "Priority Class"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cal.com','cal.com','','2026',5,'Cal.com is a highly customizable, open-source scheduling infrastructure. Positioned as a self-hosted, API-driven, GDPR-compliant core alternative to proprietary booking software.','TypeScript','Repository','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Open Source Tools"]','["[DE FACTO STANDARD]"]','[]','["appointment-scheduling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://calculadora.malt.es','calculadora.malt.es','','2024',0,'A calculator tool built by Malt Spain that helps freelancers estimate their daily rate (Tasa Diaria Media - TDM) based on localized experience, tech stack, and location. Ideal for software developers transitioning to contracting to properly assess market value and negotiate sustainable client contracts.','N/A','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Financial Calculators"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://calculator.aws','calculator.aws: AWS Total Cost of Ownership (TCO) Calculators','','2022',5,'The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.','English','Documentation','Intermediate',0,'online','manual','54b0d80bda668e25e5f493e7ba2c4c93bf29f97b5d4c5fc3c2f051285a8eded8',100.0,1.77903316262902092e+09,1,'2026-05-17T17:52:42.629021+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[DE FACTO STANDARD]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://calculator.aws','calculator.aws: AWS Total Cost of Ownership (TCO) Calculators','','2022',5,'The official pricing modeling platform for AWS cloud architectures. Empowers engineers to compute operational expenses and model total cost of ownership forecasts before initiating system builds.','English','Documentation','Intermediate',0,'online','manual','54b0d80bda668e25e5f493e7ba2c4c93bf29f97b5d4c5fc3c2f051285a8eded8',100.0,1779033162,1,'2026-05-17T17:52:42.629021+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[DE FACTO STANDARD]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://calendly.com','Calendly','','2025',0,'SaaS scheduling tool providing automated invite links, corporate calendar integration, and round-robin scheduling algorithms to streamline business workflow coordination.','TypeScript','SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Commercial Tools"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://camel.apache.org','Apache Camel','','2023',0,'The main technical page for Apache Camel, an integration framework built around Enterprise Integration Patterns (EIP). 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Relying on event-sourced execution loops, Zeebe manages complex BPMN process flows across thousands of servers with built-in partition tolerance.','Java','Workflow Engine','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflow Engines", "Camunda", "Zeebe"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://canine.sh','Canine: A Developer-friendly PaaS for Kubernetes','','2025',0,'A developer-centric, lightweight PaaS layer running directly on top of Kubernetes. 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It is a classic standard for multi-stage deployments, file synchronization, and atomic rollbacks. It remains highly popular for standard VM infrastructures, though cloud-native projects have largely migrated to Kubernetes-based systems.','Ruby','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Deployment Tools", "Application Deployment"]','["[ENTERPRISE-STABLE]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://capstonec.com/2020/10/08/cloud-native-app-architecture-patterns','capstonec.com: You Will Love These Cloud-native App Architecture Patterns 🌟','','2020',0,'Investigates key structural patterns that define modern cloud-native systems, focusing on twelve-factor application rules, API-first delivery, resilient circuit breakers, and decoupling persistent storage systems from execution units.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Cloud-Native", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979','carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog','','N/A',0,'A curated technical resource and architectural guide covering carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903328041434311e+09,0,'2026-05-17T17:54:40.414343+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e979','carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog','','N/A',0,'A curated technical resource and architectural guide covering carlos-piqueres.medium.com: Product Backlog vs Sprint Backlog in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033280,0,'2026-05-17T17:54:40.414343+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://carlos.mendible.com/2021/08/02/aks-persistent-volume-claim-with-an-azure-file-storage-protected-with-a-private-endpoint','carlos.mendible.com: AKS: Persistent Volume Claim with an Azure File Storage protected with a Private Endpoint','','2021',0,'Examines configuring a Persistent Volume Claim (PVC) using Azure Files storage secured with a Private Endpoint in AKS. Prevents the storage accounts from being exposed to the public internet. Grounding confirms this is a critical enterprise pattern for storage layer hardening.','YAML/Terraform','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Storage Systems", "Private Endpoints"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-with-bitnami-sealed-secrets-43580b8fa0c7','carlosalca.medium.com: How to manage all my K8s secrets in git securely'' with Bitnami Sealed Secrets','','N/A',0,'A curated technical resource and architectural guide covering carlosalca.medium.com: How to manage all my K8s secrets in git securely'' with Bitnami Sealed Secrets in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902959431044411e+09,0,'2026-05-17T16:53:14.310444+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-with-bitnami-sealed-secrets-43580b8fa0c7','carlosalca.medium.com: How to manage all my K8s secrets in git securely'' with Bitnami Sealed Secrets','','N/A',0,'A curated technical resource and architectural guide covering carlosalca.medium.com: How to manage all my K8s secrets in git securely'' with Bitnami Sealed Secrets in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029594,0,'2026-05-17T16:53:14.310444+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://carlosthe19916.wordpress.com/2020/04/12/rhamt-in-github-actions','RHAMT in Github Actions','','2020',0,'A practical guide outlining how to embed the Red Hat Application Migration Toolkit (RHAMT) into automated GitHub Actions. 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It treats groups of resources as logical applications, calculating precise dependency graphs and displaying real-time execution plans.','Go','Deployment Engine','Advanced',0,'online','manual','86b6a26c1381fec6ede2ecbd749bd2918fcffda552631446dea6cb25064cbcb8',100.0,1.77903307456789588e+09,1,'2026-05-17T17:51:14.567896+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Tools", "Resource Ordering"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://carvel.dev/kapp','kapp 🌟','','2026',0,'Kapp is an extremely granular and robust deployment tool from the Carvel suite. It treats groups of resources as logical applications, calculating precise dependency graphs and displaying real-time execution plans.','Go','Deployment Engine','Advanced',0,'online','manual','86b6a26c1381fec6ede2ecbd749bd2918fcffda552631446dea6cb25064cbcb8',100.0,1779033074,1,'2026-05-17T17:51:14.567896+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Tools", "Resource Ordering"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cassandra.apache.org','Cassandra.apache.org','- [solo.io: Step by Step: Datastax Cassandra with Istio and SNI routing](https://www.solo.io/blog/step-by-step-datastax-cassandra-with-istio-and-sni-routing) Connecting applications running outside of the Kubernetes cluster to the Cassandra database running inside the cluster. - [engineeringblog.yelp.com: Orchestrating Cassandra on Kubernetes with Operators](https://engineeringblog.yelp.com/2020/11/orchestrating-cassandra-on-kubernetes-with-operators.html) - [datastax.com: Apache Cassandra 4.0 is Now Delivered Via K8ssandra on Amazon EKS](https://www.ibm.com/products/datastax) - [foojay.io: K8ssandra Performance Benchmarks on Cloud Managed Kubernetes](https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubernetes) - [thenewstack.io: How to Run a Cassandra Operation in Docker](https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker)','2026',5,'Highly scalable, distributed wide-column NoSQL database offering linear scalability and multi-datacenter active-active clustering. Managed via modern tooling like K8ssandra on top of cloud Kubernetes platforms.','Java','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Wide-Column Stores"]','["[DE FACTO STANDARD]"]','[]','["nosql.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cast.ai','CAST AI','','2025',5,'Introduces CAST AI, an automated cost-reduction system for EKS, AKS, and GKE. Highlights how its real-time algorithms adjust cluster sizing, configure spot instances, and scale down resources without manual developer effort.','English','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Kubernetes FinOps", "Automated Optimization"]','["[DE FACTO STANDARD]"]','[]','["ai.md", "finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes','cast.ai: 8 best practices to reduce your AWS bill for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26de6f0da4566f3152142989f891360128975525d7afe08f76661a190ed6da41',100.0,1.7790298206966331e+09,0,'2026-05-17T16:57:00.696633+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://cast.ai/blog/eks-cost-optimization"}'); +INSERT INTO "resources" VALUES('https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes','cast.ai: 8 best practices to reduce your AWS bill for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26de6f0da4566f3152142989f891360128975525d7afe08f76661a190ed6da41',100.0,1779029820,0,'2026-05-17T16:57:00.696633+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://cast.ai/blog/eks-cost-optimization"}'); INSERT INTO "resources" VALUES('https://cast.ai/blog/aws-eks-vs-ecs-vs-fargate-where-to-manage-your-kubernetes','cast.ai: AWS EKS vs. ECS vs. Fargate: Where to manage your Kubernetes?','','2023',0,'A deep dive comparing AWS ECS, EKS, and serverless container execution via AWS Fargate. 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Offers strategies to prevent container-level over-provisioning and dynamically handle node scaling tasks to curb cluster waste.','English','Technical Article','Advanced',1,'online','manual','96f551bd8bcb4ccc1234a100696a036f5919d4c780898f58a87502dd17b7a3c9',100.0,1.77903254359623909e+09,1,'2026-05-17T17:42:23.596239+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Kubernetes FinOps"]','["[DE FACTO STANDARD]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cast.ai/blog/keep-your-aws-kubernetes-costs-in-check-with-intelligent-allocation','cast.ai: Keep your AWS Kubernetes costs in check with intelligent allocation'' (EKS)','','2021',5,'Explores Kubernetes resource provisioning on EKS using automated container allocations. 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This is the industry-standard approach to automated provisioning of GPU compute capabilities across massive cloud and on-premise clusters.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Kubernetes Operators"]','["[DE FACTO STANDARD]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://catalog.redhat.com/en','Red Hat Container Catalog - RedHat Registry (registry.redhat.io) 🌟','','2026',0,'The official enterprise repository registry hosted by Red Hat, containing continuously scanned, signed, and validated base images, middleware operators, and enterprise databases optimized for secure OpenShift cluster rollouts.','None','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Red Hat"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://catalog.redhat.com/en/software/containers/explore','Red Hat Ecosystem Catalog','','2022',0,'The access portal to the Red Hat Ecosystem Catalog, providing a registry of verified, security-scanned container images. This resource is an enterprise-stable source for deploying secure database runtimes, middleware, and application frameworks on production clusters.','English','Software','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Distribution", "Ecosystem Registries"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://catalog.redhat.com/software/containers/explore','Red Hat Ecosystem Catalog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','04784ae711d2e8e483cbe1f2df0afc96144c04646dca1ab975bea5117cb17eb9',100.0,1.77903058391659498e+09,0,'2026-05-17T17:09:43.916595+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://catalog.redhat.com/en/software/containers/explore"}'); +INSERT INTO "resources" VALUES('https://catalog.redhat.com/software/containers/explore','Red Hat Ecosystem Catalog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','04784ae711d2e8e483cbe1f2df0afc96144c04646dca1ab975bea5117cb17eb9',100.0,1779030583,0,'2026-05-17T17:09:43.916595+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://catalog.redhat.com/en/software/containers/explore"}'); INSERT INTO "resources" VALUES('https://catonmat.net/gnu-coreutils-cheat-sheet','catonmat.net: GNU Coreutils Cheat Sheet','','2026',0,'An industry-standard technical reference for GNU Coreutils commands. Curator Insight highlights its value for day-to-day Linux administration. Live Grounding confirms that utilities like dd, tar, and awk remain the foundational scripting blocks of all modern enterprise container runtimes.','Shell','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Linux Utilities"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://caylent.com/blog/beginners-guide-to-using-terraform-with-aws','trek10.com: Beginner''s Guide to Using Terraform with AWS 🌟','','2021',0,'A practical, step-by-step introduction to establishing your first AWS configurations using Terraform. Covers authenticating to AWS providers, configuring remote S3 state backends, and provisioning modular VPCs.','English','Technical Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://caylent.com/blog/pragmatic-enterprise-cicd','trek10.com: Enterprise CI/CD on AWS: a pragmatic approach','','2024',0,'Pragmatic enterprise architecture paradigms for deploying resilient pipelines on AWS. Focuses on orchestrating CodePipeline, ECS, and EKS under high compliance boundaries, robust IAM roles, and centralized security.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "AWS Architecture"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://caylent.com/insights','trek10.com: Control Tower: Then vs Now','','2023',0,'An evolutionary comparison of AWS landing zone patterns, comparing historic custom pipelines against modern managed AWS Control Tower architectures. 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Enables execution of heavy developer tooling, full-scale IDEs, compilers, and container runtimes (Docker) on lightweight Chrome hardware.','N/A','Article','Intermediate',0,'online','manual','9ca376ccb91087975fe2732418251abe4c7e246439815b13b12de3aad58c4de1',100.0,1779031739,1,'2026-05-17T17:28:59.738399+02:00',NULL,NULL,NULL,'["Development Environment", "Operating Systems", "Chrome OS"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/empty-title/jhbokpimjgedmpcmfoghhiokhpihlkgc','Chrome Extension','','2023',0,'Lightweight browser extension allowing developers to receive desktop notifications and track the real-time health of parameterized builds directly in their web browsers.','JavaScript','Browser Extension','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Dashboards & Visualization", "Browser Extensions"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/json-viewer/efknglbfhoddmmfabeihlemgekhhnabb','Port of Firefox''s JSON Viewer','','2024',0,'A browser extension port bringing Firefox''s native, highly interactive JSON viewer layout to Chrome. Implements folding, filtering, syntax highlighting, and visual hierarchy detection for raw JSON responses.','JavaScript','Browser Extension','Low',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Diagnostics & Debugging", "Browser Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["ChromeDevTools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnmcpckgigg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1.77903041339147496e+09,0,'2026-05-17T17:06:53.391475+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc"}'); -INSERT INTO "resources" VALUES('https://cicadatesting.github.io/cicada-2','Cicada: A tool for testing microservices','','2021',4,'Introduces Cicada, a continuous test suite optimized for microservice applications. Streamlines complex assertions across concurrent API and event stream networks in Kubernetes-native topologies.','English','Documentation','Advanced',1,'online','manual','3c257fdf8ea749d5061bea96a3716a95507b51cd26db9c2feeee1ec227d2f70d',100.0,1.77903040378034901e+09,1,'2026-05-17T17:06:43.780349+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Microservices Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://chromewebstore.google.com/detail/yaml-validator/gjgbohnlhijomhfiflapnlnmcpckgigg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d99a9dbc54f776e21060d7efcad59bc54fb57684e071b020bb515eef26cbb87',100.0,1779030413,0,'2026-05-17T17:06:53.391475+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://chrome.google.com/webstore/detail/monitor-me-jenkins/jhbokpimjgedmpcmfoghhiokhpihlkgc"}'); +INSERT INTO "resources" VALUES('https://cicadatesting.github.io/cicada-2','Cicada: A tool for testing microservices','','2021',4,'Introduces Cicada, a continuous test suite optimized for microservice applications. Streamlines complex assertions across concurrent API and event stream networks in Kubernetes-native topologies.','English','Documentation','Advanced',1,'online','manual','3c257fdf8ea749d5061bea96a3716a95507b51cd26db9c2feeee1ec227d2f70d',100.0,1779030403,1,'2026-05-17T17:06:43.780349+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Microservices Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cidr.xyz','cidr.xyz 🌟','','2026',0,'An highly intuitive visual interface designed for parsing, structuring, and exploring Classless Inter-Domain Routing blocks. Translates complex binary IP masks, network paths, and IP pools into interactive graphics.','JavaScript','Utility','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Subnetting & Addressing", "CIDR Calculators"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cilium.io','cilium.io 🌟','','2026',0,'The main website for Cilium, the industry-standard networking, security, and observability engine powered by eBPF. Eliminates routing performance penalties and delivers deep API metrics.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cilium.io/blog/2021/02/10/network-policy-editor','cilium.io: NetworkPolicy Editor: Create, Visualize, and Share Kubernetes NetworkPolicies 🌟','','2021',0,'Announcement post highlighting the features of Cilium''s visual editor, designed to reduce security policy drafting errors via a graphical user interface.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Policy Visualization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); @@ -2390,53 +2390,53 @@ INSERT INTO "resources" VALUES('https://cilium.io/blog/2021/05/11/cni-benchmark' INSERT INTO "resources" VALUES('https://cilium.io/blog/2021/05/20/cilium-110','cilium.io: Cilium 1.10: WireGuard, BGP Support, Egress IP Gateway, New Cilium CLI, XDP Load Balancer, Alibaba Cloud Integration and more','','2021',0,'Feature overview of Cilium''s v1.10 release, highlighting the integration of native WireGuard encryption, BGP routing, egress gateways, and high-performance XDP load balancing.','English','Release','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cincodias.elpais.com/cincodias/2022/02/08/fortunas/1644336556_587972.html','cincodias.elpais.com: El teletrabajo impulsa la oferta de ‘freelance’','','2022',0,'A business news report outlining how the global shift to remote work has accelerated the demand for independent, highly specialized technical contractors. Focuses on the transition from localized physical staffing to borderless talent pools.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Market Overview"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cincodias.elpais.com/cincodias/2022/03/31/companias/1648738965_952353.html','cincodias.elpais.com: El sector del ''data center'' eleva a 6.837 millones su inversión directa en nuevos centros en España hasta 2026','','2022',0,'Industrial report tracking data center investments in Spain up to 2026. Highlights structural upgrades and major hardware infrastructure investments needed to support highly dense, low-latency regional cloud-native workloads.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Hardware", "Data Center Investments", "Europe"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-feature-flags','cioperu.pe: 5 formas de impulsar la utilización de feature flags','','N/A',0,'A curated technical resource and architectural guide covering cioperu.pe: 5 formas de impulsar la utilización de feature flags in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146664688301e+09,0,'2026-05-17T17:24:26.646883+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cioperu.pe/articulo/30477/devops-5-formas-de-impulsar-la-utilizacion-de-feature-flags','cioperu.pe: 5 formas de impulsar la utilización de feature flags','','N/A',0,'A curated technical resource and architectural guide covering cioperu.pe: 5 formas de impulsar la utilización de feature flags in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031466,0,'2026-05-17T17:24:26.646883+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com','Circle CI','','2026',0,'A highly scalable, hosted CI/CD platform offering fast parallel compilation via isolated virtual environments and custom runner options. Simplifies pipeline orchestrations through reusable ''Orbs'' configurations and maintains native support for containerized cloud deployment paths.','Clojure','Platform','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Managed Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/adding-approval-jobs-to-your-ci-pipeline','Adding approval jobs to your CI pipeline','','2026',0,'A practical technical guide demonstrating the design of manual validation gates in automated pipelines. Outlines strategies to securely pause deployment execution before promoting artifacts into mission-critical target environments.','English','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Pipelines", "Pipeline Control"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/building-cicd-pipelines-using-dynamic-config','Building CI/CD pipelines using dynamic config','','2026',0,'An advanced technical guide showing how to build dynamically generated configurations inside CI pipelines. Explains runtime parsing techniques of source code changes to dynamically build matrix execution chains for complex monorepos.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Pipelines", "Advanced Configurations"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/getting-started-with-kubernetes-how-to-set-up-your-first-cluster','Getting started with Kubernetes: how to set up your first cluster','','2026',0,'A foundational operational guide designed to bridge the transition of developers to cloud-native platforms. Outlines the primary architectural elements of Kubernetes clusters, describing Nodes, Pods, Services, and core control planes.','English','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Kubernetes Onboarding"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://circleci.com/blog/learn-iac-part02','circleci.com: Infrastructure as Code, part 2: build Docker images and deploy'' to Kubernetes with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','34d91e34d37554b9e8a954fa4e75e57b129748fb1e5737f8c8b10089b1c05624',100.0,1.7790315163392651e+09,1,'2026-05-17T17:25:16.339265+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://circleci.com/blog/learn-iac-part02','circleci.com: Infrastructure as Code, part 2: build Docker images and deploy'' to Kubernetes with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','34d91e34d37554b9e8a954fa4e75e57b129748fb1e5737f8c8b10089b1c05624',100.0,1779031516,1,'2026-05-17T17:25:16.339265+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/learn-iac-part1','circleci.com: Infrastructure as Code, part 1: create a Kubernetes cluster with Terraform','- [circleci.com: Infrastructure as Code, part 2: build Docker images and deploy to Kubernetes with Terraform](https://circleci.com/blog/learn-iac-part02) - [circleci.com: Infrastructure as Code, part 3: automate Kubernetes deployments with CI/CD and Terraform](https://circleci.com/blog/learn-iac-part3)','2021',0,'A three-part structured technical guide exploring infrastructure-as-code deployment via CircleCI and Terraform. Focuses on orchestrating declarative Kubernetes clusters, building Docker artifacts, and coordinating continuous GitOps-driven deployment pipelines.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Terraform", "CI/CD Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://circleci.com/blog/learn-iac-part3','circleci.com: Infrastructure as Code, part 3: automate Kubernetes deployments'' with CI/CD and Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bf3cea43b8603f9944f74f4e07212c7103b24298aeb18ab642835d286f388efc',100.0,1.77903432653708505e+09,1,'2026-05-17T18:12:06.537085+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://circleci.com/blog/learn-iac-part3','circleci.com: Infrastructure as Code, part 3: automate Kubernetes deployments'' with CI/CD and Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bf3cea43b8603f9944f74f4e07212c7103b24298aeb18ab642835d286f388efc',100.0,1779034326,1,'2026-05-17T18:12:06.537085+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/parameters-in-pipeline-config','Managing reusable pipeline configuration with object parameters','','2026',0,'A configuration guide describing optimization of complex, multi-repo YAML setups. Outlines architectural patterns for using pipeline object parameters, permitting platform teams to isolate build steps cleanly across heterogeneous developer clusters.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Pipelines", "Declarative Templates"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/relational-db-testing','circleci.com: Performing database tests on SQL databases','','2026',0,'A guide focused on the isolated integration of relational databases inside automated validation pipelines. Discusses execution patterns such as ephemeral test container sidecars to safely run structural migrations during active test stages.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Automated Testing", "Database Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/top-5-ci-cd-best-practices','Top 5 CI/CD best practices for 2021 🌟','','2021',1,'Tactical handbook outlining key optimizations for modern pipelines. Recommends isolating pipelines into modular micro-jobs, enforcing tight feedback loops, and using declarative branch patterns with secrets managers.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://circleci.com/blog/unit-testing-vs-integration-testing','circleci.com: Unit testing vs integration testing 🌟','','2021',0,'Educational manual detailing fundamental core differences, performance trade-offs, and ROI metrics between rapid isolated unit tests and broader integrated system tests.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://clarusway.com/top-21-devops-tools','clarusway.com: Top 21 DevOps Tools Of 2021 (Comprehensive Guide)','','2021',3,'A comprehensive breakdown of top DevOps systems spanning monitoring, CI/CD, IaC, and security workflows in 2021. Highlights the shift toward DevSecOps patterns and native cloud integration across hybrid-cloud environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Industry Reports", "Tooling Landscape"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://claude101.com','Claude 101: Free Guides to Master Claude','','2025',0,'A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic''s Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "LLM Prompting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "chatgpt.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context','==clavinjune.dev: Working With Remote Docker Using Docker Context==','','N/A',0,'A curated technical resource and architectural guide covering ==clavinjune.dev: Working With Remote Docker Using Docker Context== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593856989502e+09,0,'2026-06-18T00:38:58.569895+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes','cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903188268720388e+09,0,'2026-05-17T17:31:22.687204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cli.github.com','GitHub CLI','','2020',0,'Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers.','Go','Tool','Intermediate',0,'online','manual','97fe666b13adeb0dd0b8d23364254c05168d0f113fab2d05644e3278defc9c07',100.0,1.77903307890923404e+09,1,'2026-05-17T17:51:18.909234+02:00',NULL,NULL,NULL,'["Developer Platforms", "CLI Utilities", "GitHub CLI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://click.palletsprojects.com','Click 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a3a7956f6cbeebd3430bda1dc775475abef06df992f9c485324f37efb2355caf',100.0,1779029969.67696,0,'2026-05-17T16:59:29.676960+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context','==clavinjune.dev: Working With Remote Docker Using Docker Context==','','N/A',0,'A curated technical resource and architectural guide covering ==clavinjune.dev: Working With Remote Docker Using Docker Context== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.569895+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes','cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031882,0,'2026-05-17T17:31:22.687204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cli.github.com','GitHub CLI','','2020',0,'Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers.','Go','Tool','Intermediate',0,'online','manual','97fe666b13adeb0dd0b8d23364254c05168d0f113fab2d05644e3278defc9c07',100.0,1779033078,1,'2026-05-17T17:51:18.909234+02:00',NULL,NULL,NULL,'["Developer Platforms", "CLI Utilities", "GitHub CLI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://click.palletsprojects.com','Click 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a3a7956f6cbeebd3430bda1dc775475abef06df992f9c485324f37efb2355caf',100.0,1779029969,0,'2026-05-17T16:59:29.676960+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://click.palletsprojects.com/en/stable','Click 🌟','','2026',5,'Python''s premier command-line interface creation kit, designed to make writing composable CLI tools quick and fun with minimal boilerplate. 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Live Grounding (MCP): Integration audits show that both Nano Banana 2 (Gemini 3.1 Flash Image) and Nano Banana Pro (Gemini 3 Pro Image) deliver state-of-the-art visual reasoning, strict character consistency, multi-image fusion, and Google Search grounding directly within the Gemini API.','English','article','Advanced',0,'online','automatic','fa6db7c9d9dca04df807652aab914b93ba2d12da78f638744c246472290a3af7',NULL,1780352705,0,'2026-06-02T00:25:05.314647+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Cloud Platform", "Generative Media Services"]','["ENTERPRISE-STABLE", "DE FACTO STANDARD"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Vetted across enterprise cloud forums as Google''s premier image generation and editing API offering for corporate creative workflows.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/nano_banana.max-2500x2500.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-enterprise&linkId=61975527','What''s new in Gemini Enterprise','Google Cloud announces the expansion of Gemini Enterprise, introducing the Gemini Enterprise app, the Gemini Enterprise Agent Platform, interactive Canvas editors, and Agent-to-UI (A2UI) protocol support.','2026',4,'Google Cloud announces the evolution of Gemini Enterprise into a cohesive, collaborative, autonomous agent platform designed for multi-agent enterprise workloads. Key architectural enhancements include the Gemini Enterprise Agent Platform, providing granular Agent Identity (minimum privilege enforcement), an Agent Registry catalog, and the Agent Gateway for end-to-end monitoring. Additionally, support for the Agent-to-UI (A2UI) protocol enables agents to dynamically render custom, secure UI components inside business applications.','en','article','advanced',0,'online','automatic','dd4ff0532b8065b83d4211ac219ac58a0da78574ab96a8047b5997b1a1648f99',NULL,1780352561,0,'2026-06-02T00:22:41.468535+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Google Cloud Platform", "Gemini Enterprise and Autonomous Agents"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official launch post from Google Cloud, detailing enterprise-grade updates for Gemini.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/gemini_enterprise_app_Q0nAHYn.max-2500x2500.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/ai-machine-learning/whats-new-in-gemini-enterprise&linkId=62119638','What''s New in Gemini Enterprise — Agent Platform and Workspace Integrations','Google Cloud Next ''26 announcement expanding Gemini Enterprise into an end-to-end framework for long-running autonomous AI agents.','2026',4,'An enterprise product breakdown showcasing Google Cloud''s shift from interactive chatbots to autonomous, long-running agent task forces. - Introduces the Gemini Enterprise Agent Platform, which evolves Vertex AI features into a low-code Agent Studio and a developer-centric Agent Development Kit (ADK). -- Features central command centers like Inbox to track agent lifecycles, and Canvas, an interactive spatial editor for collaborative documentation and model-driven data transformations.','en','article','Intermediate',0,'online','automatic','9aa4017ececf4fc9e819538127bdfd51af0a08a3ac762d76e8cf6e5f1782ff3c',NULL,1.78035283880126595e+09,0,'2026-06-02T00:27:18.801266+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Google Cloud Platform", "AI Platforms", "Agentic Enterprise Architecture"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official Google Cloud platform announcement. Authoritative, highly maintained corporate product release detailing the expansion of their agentic cloud platform.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/gemini_enterprise_app_Q0nAHYn.max-2500x2500.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "ai-platforms"}'); +- Features central command centers like Inbox to track agent lifecycles, and Canvas, an interactive spatial editor for collaborative documentation and model-driven data transformations.','en','article','Intermediate',0,'online','automatic','9aa4017ececf4fc9e819538127bdfd51af0a08a3ac762d76e8cf6e5f1782ff3c',NULL,1780352838,0,'2026-06-02T00:27:18.801266+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Google Cloud Platform", "AI Platforms", "Agentic Enterprise Architecture"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official Google Cloud platform announcement. Authoritative, highly maintained corporate product release detailing the expansion of their agentic cloud platform.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/gemini_enterprise_app_Q0nAHYn.max-2500x2500.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "ai-platforms"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/api-management/google-cloud-announces-apigee-integration','Announcing Apigee Integration: An API-first approach for connecting data and applications','','2021',0,'Introduces Apigee Integration, combining Apigee''s API management platform with native application integration engines. Facilitates low-latency connection patterns between enterprise systems, SaaS endpoints, and custom REST/gRPC microservices.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "API Management", "Apigee Integration"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/application-development/access-an-orgs-custom-code-repo-from-cloud-code-ides','cloud.google.com: Follow your org’s app dev best practices with Cloud Code custom samples 🌟','','2021',0,'Focuses on establishing unified developer standards using Cloud Code. Outlines mechanisms for setting up private template repositories to govern cloud application scaffolding across large software organizations.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Google Cloud Code", "Enterprise Templates"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/application-development/google-cloud-cli-declarative-export-preview','cloud.google.com: Declarative Export. Build your perfect Google Cloud infrastructure using Terraform and the gcloud CLI','','2021',0,'Outlines the gcloud CLI declarative export feature, allowing operators to automatically translate active GCP live resource states into production-ready Terraform configurations or Kubernetes Config Connector manifests.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Delivery", "Infrastructure as Code", "Terraform"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/application-development/introducing-cloud-shell-editor','New Cloud Shell Editor: Get your first cloud-native app running in minutes','','2026',0,'Introduces GCP''s modernized web-based IDE powered by Eclipse Theia. It provides a preconfigured container workspace, dynamic terminal access, and direct integration with local source controls.','English','Product Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Developer Tooling", "Cloud Shell"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/application-development/kubernetes-development-simplified-skaffold-is-now-ga','cloud.google.com: Kubernetes development, simplified—Skaffold is now GA','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','511aa6d2209ff34637d7851bcf8d6738064791808986e6ab4baf0549c242ce6c',100.0,1.77903099499734807e+09,1,'2026-05-17T17:16:34.997348+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/application-development/kubernetes-development-simplified-skaffold-is-now-ga','cloud.google.com: Kubernetes development, simplified—Skaffold is now GA','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','511aa6d2209ff34637d7851bcf8d6738064791808986e6ab4baf0549c242ce6c',100.0,1779030994,1,'2026-05-17T17:16:34.997348+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/compute/guide-to-cost-optimization-through-automated-vm-management','cloud.google.com: Save money and time with automated VM management and suspend/resume','','2021',0,'Explores cost-efficiency frameworks in Compute Engine, focusing on automated VM lifecycle management, suspension, and resumption states. This guide provides technical patterns for eliminating idle compute costs during off-peak hours without sacrificing state or deployment velocity.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/containers-kubernetes','cloud.google.com: Kubernetes Best Practices','','2022',0,'Comprehensive guides from GCP detailing container building, application exposure, cost optimization, and multi-tenant security structures using GKE-centric and general Kubernetes standards.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Cloud-Native Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/containers-kubernetes/5-ways-google-cloud-is-making-gke-the-best-place-to-run-kubernetes','Looking ahead as GKE, the original managed Kubernetes, turns 5','','2020',0,'An analytical piece reflecting on the five-year evolutionary path of GKE as the pioneer managed Kubernetes provider. Explores the development of multi-cluster mechanics, integrated security baselines, and automated upgrade routines. Valuable as context for evaluating current orchestrator capabilities.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Evolution & History"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -2457,16 +2457,16 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sr INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sre/google-cloud-deploy-now-ga','cloud.google.com: Google Cloud Deploy, now GA, makes it easier to do continuous delivery to GKE','','2022',0,'Marks the general availability of Cloud Deploy. Highlights newly reinforced features including IAM-driven gate approvals, delivery pipeline visualization, security logging, and deep architectural telemetry across GKE target environments.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Delivery", "Continuous Delivery", "GKE GA"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/devops-sre/sre-at-google-our-complete-list-of-cre-life-lessons','cloud.google.com: SRE at Google: Our complete list of CRE life lessons 🌟','','2020',0,'A comprehensive aggregation of operational lessons compiled by Google''s Customer Reliability Engineering (CRE) team. This resource serves as a core blueprint for implementing user-focused SLOs, identifying operational anti-patterns, and structuring incident communication paths.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Google Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/5-google-cloud-product-cheat-sheets-2021','cloud.google.com: 5 cheat sheets to help you get started on your Google Cloud journey 🌟','','2026',0,'A visual curation of visual decision trees and cheat sheets for GCP products. Useful for quick architecture mapping of compute options, database services, and hybrid setups.','English','Reference Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Reference Sheets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends','cloud.google.com: SRE vs. DevOps: competing standards or close friends?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14034c4e627b26362a22dc64bff02c23c4b32a949f6154256e9171bfe2517b7f',100.0,1.77902946648011398e+09,0,'2026-05-17T16:51:06.480114+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/devops-sre"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/gcp/sre-vs-devops-competing-standards-or-close-friends','cloud.google.com: SRE vs. DevOps: competing standards or close friends?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','14034c4e627b26362a22dc64bff02c23c4b32a949f6154256e9171bfe2517b7f',100.0,1779029466,0,'2026-05-17T16:51:06.480114+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/devops-sre"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/announcing-general-availability-of-google-cloud-ids','cloud.google.com: Cloud IDS for network-based threat detection is now generally available','','2021',0,'Details Cloud IDS (Intrusion Detection System), a managed service delivering deep packet inspection and network threat protection powered by Palo Alto Networks. It intercepts and monitors VPC traffic mirroring to detect malware, exploits, and anomalous behavior.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Threat Detection", "Intrusion Detection"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/enabling-keyless-authentication-from-github-actions','cloud.google.com: Enabling keyless authentication from GitHub Actions','','2021',0,'Details the architectural implementation of Workload Identity Federation to eliminate hardcoded service account keys within GitHub Actions CI/CD workflows. By leveraging OpenID Connect (OIDC), it establishes a secure, temporary trust relationship between external platforms and GCP.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "IAM", "Federated Identity"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/how-to-authenticate-service-accounts-to-help-keep-applications-secure','cloud.google.com: Choose the best way to use and authenticate service accounts on Google Cloud','','2026',0,'Strategic guidelines on secure Google Cloud service account authentication, outlining identity federation, Workload Identity on GKE, and avoiding high-risk, long-lived JSON key downloads.','English','Best Practices Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security", "IAM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62061638','Introducing Google AI Threat Defense to help you outpace the adversary','Google Cloud launches AI Threat Defense, integrating Gemini models, Wiz, and Mandiant to automate vulnerability patching.','2026',4,'Google introduces Google AI Threat Defense, an always-on autonomous security platform that combines the reasoning of Gemini models, the cloud posture mapping of Wiz, and the automated code remediation of CodeMender. Designed to counter AI-assisted adversary velocity, the platform acts across a four-stage framework—Prepare, Scan and Prioritize, Remediate, and Monitor—allowing enterprises to automatically map attack paths, prioritize vulnerabilities based on reachability and real-world exploitability, and deploy verified code patches at machine speed.','en','article','Advanced',0,'online','automatic','6ecbc04d86be2f9b380f95a421ccf5cce30b797c1a516482fcd216e8eba79cd9',NULL,1.78035272035192489e+09,0,'2026-06-02T00:25:20.351925+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Autonomous Remediation"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Official flagship security launch from Google Cloud, Mandiant, and Wiz.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62061638','Introducing Google AI Threat Defense to help you outpace the adversary','Google Cloud launches AI Threat Defense, integrating Gemini models, Wiz, and Mandiant to automate vulnerability patching.','2026',4,'Google introduces Google AI Threat Defense, an always-on autonomous security platform that combines the reasoning of Gemini models, the cloud posture mapping of Wiz, and the automated code remediation of CodeMender. Designed to counter AI-assisted adversary velocity, the platform acts across a four-stage framework—Prepare, Scan and Prioritize, Remediate, and Monitor—allowing enterprises to automatically map attack paths, prioritize vulnerabilities based on reachability and real-world exploitability, and deploy verified code patches at machine speed.','en','article','Advanced',0,'online','automatic','6ecbc04d86be2f9b380f95a421ccf5cce30b797c1a516482fcd216e8eba79cd9',NULL,1780352720,0,'2026-06-02T00:25:20.351925+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Autonomous Remediation"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Official flagship security launch from Google Cloud, Mandiant, and Wiz.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065386','Introducing Google AI Threat Defense to help you outpace the adversary','Google Cloud introduces AI Threat Defense, a comprehensive, always-on security platform fusing Gemini''s reasoning with Wiz''s contextual risk prioritization.','2026',4,'An executive and architectural announcement of Google''s AI Threat Defense platform built for machine-speed incident response. * Integrates Google''s proprietary threat telemetry with the Wiz Security Graph and Gemini-driven reasoning loops. -* Automates risk detection and triage across massive cloud data lakes, converting multi-source alerts into contextual, actionable remediation playbooks.','en','article','advanced',0,'online','automatic','e7d3ce704c07eaa89d010bb0ba154295a1276d1b30bc5798cf193e31143f2c02',NULL,1.78035268674460506e+09,0,'2026-06-02T00:24:46.744605+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Google Cloud Platform", "Security and Identity", "AI-Powered Defense"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "A highly anticipated security framework launch fusing Google''s cloud native security elements with Wiz''s advanced risk profiling ecosystem.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "cloud-security"}'); +* Automates risk detection and triage across massive cloud data lakes, converting multi-source alerts into contextual, actionable remediation playbooks.','en','article','advanced',0,'online','automatic','e7d3ce704c07eaa89d010bb0ba154295a1276d1b30bc5798cf193e31143f2c02',NULL,1780352686,0,'2026-06-02T00:24:46.744605+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Google Cloud Platform", "Security and Identity", "AI-Powered Defense"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "A highly anticipated security framework launch fusing Google''s cloud native security elements with Wiz''s advanced risk profiling ecosystem.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "cloud-security"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/identity-security/introducing-google-ai-threat-defense&linkId=62065785','Introducing Google AI Threat Defense to help you outpace the adversary','An autonomous, always-on AI security platform by Google Cloud designed to combat machine-speed exploits through active risk prioritization and self-healing code remediation.','2026',4,'* **Curator Insight**: This platform represents a shift from passive vulnerability scanning to active, autonomous code remediation. By combining Wiz reachability analysis with the reasoning power of Gemini and CodeMender, Google is closing the exploit loop entirely within active development pipelines. -* **Live Grounding**: Released in late May 2026, the service leverages multi-model passes to map live multicloud attack surfaces, predict breach paths, and apply verified hotfixes to code directly inside IDE/CLI workflows.','en','blog','Advanced',0,'online','automatic','34a68560c34846d0eed2845060cc71ac77a3c191716f3db34452d3f5409d0638',NULL,1.78035273020745491e+09,0,'2026-06-02T00:25:30.207455+02:00',NULL,NULL,NULL,'["Security", "Google Cloud Platform", "Autonomous Defense", "AI Remediation"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated autonomous enterprise cybersecurity launch, praised by global advisory and systems integration partners (Deloitte, PwC, Accenture) as a significant step forward in machine-speed system patching and threat detection.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "cloud-security"}'); +* **Live Grounding**: Released in late May 2026, the service leverages multi-model passes to map live multicloud attack surfaces, predict breach paths, and apply verified hotfixes to code directly inside IDE/CLI workflows.','en','blog','Advanced',0,'online','automatic','34a68560c34846d0eed2845060cc71ac77a3c191716f3db34452d3f5409d0638',NULL,1780352730,0,'2026-06-02T00:25:30.207455+02:00',NULL,NULL,NULL,'["Security", "Google Cloud Platform", "Autonomous Defense", "AI Remediation"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated autonomous enterprise cybersecurity launch, praised by global advisory and systems integration partners (Deloitte, PwC, Accenture) as a significant step forward in machine-speed system patching and threat detection.", "social_preview_url": "https://storage.googleapis.com/gweb-cloudblog-publish/images/Final_-_Introducing_Google_AI_Threat_Defen.max-2000x2000_0yASZK0.jpg", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": "cloud-security"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/networking/how-to-use-new-traffic-control-features-in-cloud-load-balancing','Using new traffic control features in External HTTP(S) load balancer','','2022',0,'Details advanced traffic engineering patterns utilizing Google Cloud external HTTP(S) Load Balancing. Outlines how GKE architects can configure header-based request redirection, traffic mirroring, and weight-based canary routes directly at the external ingress tier to construct robust microservices patterns.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Ingress & Routing"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/networking/private-service-connect-is-now-generally-available','cloud.google.com: Consume services faster, privately and securely - Private Service Connect now in GA','','2026',0,'Highlights the GA release of Google Cloud Private Service Connect, allowing private endpoint connections across separate GCP networks, projects, and SaaS ecosystems over a secure Google backbone without complex VPC peering.','English','Product Release','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Private Service Connect"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/products/networking/traffic-director-supports-proxyless-grpc','Traffic Director and gRPC—proxyless services for your service mesh','','2020',4,'Explores sidecarless service meshes using Google Traffic Director and gRPC. Integrating gRPC libraries directly with the xDS v3 API eliminates sidecar resource and latency overhead while keeping full routing and security features.','Go','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Managed Services", "gRPC"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); @@ -2486,7 +2486,7 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers- INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/google-cloud-networking-overview','cloud.google.com: Google Cloud Networking overview 🌟🌟','','2021',0,'A comprehensive baseline analysis of GCP''s Software-Defined Networking (SDN) topology. Focuses on Global VPCs, subnets, peering, Cloud Interconnect, and private service access networks, highlighting Google’s unique global fiber infrastructure.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Infrastructure", "VPC"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/how-transfer-your-data-google-cloud','cloud.google.com: How to transfer your data to Google Cloud','','2021',0,'Demystifies data ingestion and migration strategies into GCP, categorizing methods by data volume, network bandwidth, and velocity. Focuses on Storage Transfer Service, Transfer Appliance, and programmatic transfer workflows to optimize offline and online pipeline migration.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Data Migration", "Storage"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/how-use-machine-learning-model-google-sheet-using-bigquery-ml','cloud.google.com: How to use a machine learning model from a Google Sheet using BigQuery ML','','2021',3,'Explains how to integrate BigQuery ML model inferences directly within Google Sheets using connected sheets and SQL. This bridging pattern democratizes access to complex analytical models for non-technical stakeholders. Eliminates standard ETL overhead by pushing computation directly into Google''s scalable data warehouse infrastructure.','SQL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Google Cloud", "Data Analytics"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65b3fa7a717dfa6c0566e54165fdd947aeb2ad24a96b79d9f55462239cb9895a',100.0,1.7790314164813869e+09,0,'2026-05-17T17:23:36.481387+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/introducing-google-cloud-architecture-diagramming-tool','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65b3fa7a717dfa6c0566e54165fdd947aeb2ad24a96b79d9f55462239cb9895a',100.0,1779031416,0,'2026-05-17T17:23:36.481387+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/level-up-your-agents-announcing-googles-official-skills-repository','Level Up Your Agents: Announcing Google''s Official Skills Repository','','2025',0,'Google Cloud''s announcement of its official skills repository designed for AI agents. This resource provides ready-made functions, connectors, and tools that can be bound to Gemini-powered agents, enabling them to query enterprise databases, execute administrative tasks, and integrate with standard GCP APIs with strict security guarantees.','Python','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Agentic Frameworks", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/microservices-architecture-google-cloud','cloud.google.com: Microservices architecture on Google Cloud','','2026',0,'Architect''s blueprint for designing, deploying, and managing microservices topologies on GCP using GKE, Cloud Run, API gateways, Cloud SQL, and service mesh frameworks like Anthos Service Mesh.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Microservices", "Google Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/service-directory-cheat-sheet','cloud.google.com: Service Directory cheat sheet','','2021',0,'Introduces Service Directory, a real-time, highly scalable registry facilitating multi-cloud service discovery. It consolidates management of container, VM, and serverless endpoints, exposing uniform lookup APIs through DNS, HTTP, and gRPC.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Service Discovery", "Registry"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); @@ -2497,101 +2497,101 @@ INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers- INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/what-cloud-load-balancing','cloud.google.com: What is Cloud Load Balancing?','','2021',0,'Explains the design of GCP''s global, distributed Anycast Cloud Load Balancing system. Illustrates how Layer 4 and Layer 7 load balancers distribute traffic dynamically across regions with minimal latency, auto-scaling up to millions of requests per second.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Traffic Management", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/where-should-i-run-my-stuff-choosing-google-cloud-compute-option','cloud.google.com: Where should I run my stuff? Choosing a Google Cloud compute option','','2021',0,'An architectural decision matrix evaluating Google Cloud''s compute execution environments, ranging from Compute Engine and GKE to Cloud Run and App Engine. It guides architects to match runtime characteristics, scaling requirements, and operational overhead boundaries with the appropriate hosting platform.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Architectural Decision"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers-practitioners/your-google-cloud-database-options-explained','cloud.google.com: Your Google Cloud database options, explained','','2021',0,'A comprehensive analytical overview of Google Cloud''s managed database portfolio, mapping structured, unstructured, relational, and NoSQL engines (such as Cloud Spanner, Cloud SQL, and Firestore) to specific enterprise workloads. It guides architects through selecting storage paradigms based on consistency models, scale, and transaction volumes.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Managed Services"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloud.google.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','f4ee019296efda6e073b6caf251f0e958f9d4423b1b341863f690ad92dd07cee',100.0,1.7791304949289329e+09,1,'2026-05-18T20:54:54.928933+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/kubernetes-best-practices','cloud.google.com: Kubernetes Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','645c54eba5f478c3dafa2f56b4bd1e65967e9a639861920bde3a4545fcc6950b',100.0,1.77903011560124802e+09,0,'2026-05-17T17:01:55.601248+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/containers-kubernetes"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/developers/introducing-google-cloud-architecture-diagramming-tool',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloud.google.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','f4ee019296efda6e073b6caf251f0e958f9d4423b1b341863f690ad92dd07cee',100.0,1779130494,1,'2026-05-18T20:54:54.928933+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/kubernetes-best-practices','cloud.google.com: Kubernetes Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','645c54eba5f478c3dafa2f56b4bd1e65967e9a639861920bde3a4545fcc6950b',100.0,1779030115,0,'2026-05-17T17:01:55.601248+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/products/containers-kubernetes"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies','mandiant.com: Azure Run Command for Dummies','','2022',0,'A security audit of the Azure VM Run Command service. Explores risk considerations, execution logs, and configuration baselines required to limit deployment vectors.','None','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Virtual Machines", "Azure Run Command", "Vulnerability Analysis"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/training-certifications/google-cloud-to-train-more-than-40-million-with-cloud-skills','cloud.google.com: Training more than 40 million new people on Google Cloud skills','- [Google Cloud Skills Boost](https://cloud.google.com)','2026',0,'Overview of Google Cloud''s strategic global training initiative, aiming to upskill developers via Google Cloud Skills Boost, interactive learning labs, and modular path certifications.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/blog/topics/training-certifications/new-learning-hub-and-benefits-for-google-cloud-innovators','cloud.google.com: How to get started with Google Cloud: Introducing our new learning hub and learning benefits for Innovators','','2026',0,'Announces Google Cloud''s community-driven learning hub for Innovators, detailing access to free learning resources, interactive codelabs, live expert sessions, and peer-to-peer networking.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloud.google.com/build','Google Cloud Build','','2026',0,'Google Cloud''s serverless continuous integration and continuous delivery platform, enabling high-performance builds across multiple languages. The curator highlights its deep integration with GKE and secure Docker artifact pipelines. Live telemetry confirms that Cloud Build is highly effective for cost-sensitive scaling operations due to its pay-as-you-go billing model.','YAML','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP Ecosystem", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloud.google.com/cloud-build','Google Cloud Build','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ad7f441f8f8e07b2e0458ccd41d11759ee549013639c2291c95983ba8b1b48',100.0,1.77903059433242797e+09,0,'2026-05-17T17:09:54.332428+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/devops.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/build"}'); +INSERT INTO "resources" VALUES('https://cloud.google.com/cloud-build','Google Cloud Build','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ad7f441f8f8e07b2e0458ccd41d11759ee549013639c2291c95983ba8b1b48',100.0,1779030594,0,'2026-05-17T17:09:54.332428+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/devops.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/build"}'); INSERT INTO "resources" VALUES('https://cloud.google.com/code','Google Cloud Code','- [github: Google Cloud Code samples](https://github.com/GoogleCloudPlatform/cloud-code-samples)','2025',0,'A powerful suite of IDE plugins (VS Code, IntelliJ) designed to accelerate development of cloud-native systems on GCP. Curator highlights focus on debugging Kubernetes clusters directly from local workstations. 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IAC'' DevOps Best Practices 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779033206,0,'2026-05-17T17:53:26.182271+02:00',NULL,NULL,NULL,'[]','[]','["docs/iac.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kubernetes-cluster-using-cloudify','cloudify.co: Migrating Pods With Containerized Applications Between Nodes'' In The Same Kubernetes Cluster Using Cloudify 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779033572,0,'2026-05-17T17:59:32.798816+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges','cloudify.co: Understanding DevSecOps And Its Challenges','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779029291,0,'2026-05-17T16:48:11.815855+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-outpost','cloudify.co: Simplifying Hybrid Cloud Deployments With AWS EKS And Outpost','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779029862,0,'2026-05-17T16:57:42.840878+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud','cloudify.co: Your Guide to Infrastructure Automation & Hybrid Cloud Orchestration'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779032835,0,'2026-05-17T17:47:15.044862+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); +INSERT INTO "resources" VALUES('https://cloudify.co/terraform-integration','cloudify.co: Cloudify and Terraform Integration. Supercharge Your Terraform'' Templates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ff5c776040d1834c7c9298b0dd760123eae537f2aa3f6a80dc1103ef7404d95',100.0,1779033715,0,'2026-05-17T18:01:55.950525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://cloudify.co/blog/ansible-terraform-and-cloudify"}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/aws-s3-storage-classes-everything-you-need-to-know','cloudkatha.com: AWS S3 Storage Classes: Everything You Need to Know','','2022',0,'A comprehensive deep-dive into AWS S3 storage classes, analyzing latency specs, durability SLA patterns, and price points of different tiers. Highly valuable for data platform engineers designing lifecycle transition rules to automate low-cost cold storage.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Storage Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/difference-between-root-user-and-iam-user-in-aws-you-need-to-know','cloudkatha.com: Difference between Root User and IAM User in AWS You Need to Know','','2021',0,'A straightforward guide detailing the differences between an AWS account''s root user credentials and standard delegated IAM identities. 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Explains configuration properties like RedrivePolicies and maxReceiveCount settings.','YAML','How-to Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Messaging Configuration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-create-an-s3-bucket-using-cloudformation','cloudkatha.com: How to Create an S3 Bucket using CloudFormation','','2022',0,'A foundational tutorial detailing the YAML patterns required to create and lock down basic AWS S3 buckets inside CloudFormation templates. It details parameters for versioning rules, basic access controls, and server-side encryption.','YAML','How-to Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Storage Configuration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-create-iam-role-using-cloudformation','cloudkatha.com: How to Create IAM Role using CloudFormation','','2022',0,'This tutorial covers how to write secure IAM roles with trust relationships and inline permissions policies using CloudFormation. It helps developers enforce least-privilege configurations for cross-service authentication.','YAML','How-to Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Identity & Access Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check','==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==','','2021',3,'A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure accounts.','English','Technical Article','Beginner',0,'online','manual','0991ec36cf5ef9239c7bb458a1052135c775457a4031f7381c8990efd1f3f4a2',100.0,1.77903234580655503e+09,0,'2026-05-17T17:39:05.806555+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-setup-budget-in-aws-to-keep-your-bill-in-check','==cloudkatha.com: How to Setup Budget in AWS to Keep your Bill in Check==','','2021',3,'A practical guide outlining how to implement AWS Budgets to prevent unexpected invoice spikes. Walks through setup thresholds, dynamic notifications, and SNS bindings crucial for early infrastructure accounts.','English','Technical Article','Beginner',0,'online','manual','0991ec36cf5ef9239c7bb458a1052135c775457a4031f7381c8990efd1f3f4a2',100.0,1779032345,0,'2026-05-17T17:39:05.806555+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/how-to-setup-s3-bucket-cors-configuration-using-cloudformation','cloudkatha.com: How to Setup S3 Bucket CORS Configuration using CloudFormation','','2022',0,'A practical step-by-step developer tutorial outlining how to declare and format AWS S3 Bucket CORS rules using declarative CloudFormation YAML schemas. 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Essential reading for platform architects designing multi-region, low-latency backup structures or dynamic global CDNs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "S3 Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudkatha.com/why-s3-bucket-names-are-unique-globally','cloudkatha.com: This is why S3 Bucket Names are unique Globally','','2022',0,'A conceptual guide explaining why AWS enforces global uniqueness constraints on S3 bucket identifiers. Demystifies DNS resolution and routing paths used by storage endpoints to guarantee secure API request routing worldwide.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "S3 Namespace"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf2','cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes'' Administrator exam','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes'' Administrator exam in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790303939787991e+09,0,'2026-05-17T17:06:33.978799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1','cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903270402913188e+09,0,'2026-05-17T17:45:04.029132+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization','cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903450705120491e+09,0,'2026-05-17T18:15:07.051205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudnativeengineer.substack.com/p/prepare-for-your-cka-exam-e1c33883eaf2','cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes'' Administrator exam','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeengineer.substack.com: Prepare for your Certified Kubernetes'' Administrator exam in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030393,0,'2026-05-17T17:06:33.978799+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1','cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Introduction to Docker | part 1 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032704,0,'2026-05-17T17:45:04.029132+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudnativeislamabad.hashnode.dev/virtualization-vs-containerization','cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization','','N/A',0,'A curated technical resource and architectural guide covering cloudnativeislamabad.hashnode.dev: Virtualization vs Containerization in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034507,0,'2026-05-17T18:15:07.051205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com','containerjournal.com','','2025',0,'Cloud Native Now (formerly Container Journal) delivers broad architectural coverage of the ecosystem''s evolution, focusing on container security, service meshes, and GitOps workflows. It synthesizes enterprise migration challenges and real-world implementation paradigms for platform teams.','English','News / Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Cloud Native Ecosystem", "News"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/editorial-calendar/cloud-native-security/the-what-and-why-of-cloud-native-security','containerjournal.com: The What and Why of Cloud-Native Security','','2021',0,'Investigates the structural shift from static legacy perimeter-based security to dynamic cloud-native postures. Outlines the CNCF-backed ''4Cs'' security model (Cloud, Cluster, Container, Code) and emphasizes micro-segmented networking, cryptographic identity validation, and continuous container assurance.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud-Native", "Architecture Fundamentals"]','["[LEGACY]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/4-expert-level-things-i-wish-id-known-about-kubernetes','containerjournal.com: 4 Expert-Level Things I Wish I’d Known About Kubernetes','','2021',0,'Shares deep technical realizations about etcd limitations, complex ingress controller routing, the necessity of automated horizontal scaling, and the unpredictability of ephemeral storage allocation.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Expert Level"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/9-open-source-developer-tools-for-kubernetes','containerjournal.com: 9 Open Source Developer Tools for Kubernetes','','2022',0,'A curated round-up of nine vital open-source developer tools for Kubernetes. 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Evaluates Skaffold, Telepresence, Lens, and others, emphasizing their utility in shortening development feedback loops and streamlining local cluster integrations.','None','Article','Intermediate',0,'online','manual','5b10c16b8cee1450fcc77bb53075fd3728426c293688d84e17dd5d4af1c122c0',100.0,1779130495,1,'2026-05-18T20:54:55.024146+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/assessing-the-true-cost-of-kubernetes','containerjournal.com: Assessing the True Cost of Kubernetes','','2021',0,'An analytical guide addressing the total cost of ownership (TCO) of maintaining enterprise-scale Kubernetes installations. Explores hidden cost vectors, including data transfer fees, multi-zone control plane redundancies, and internal operational overhead.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "FinOps Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/deploying-kubernetes-on-bare-metal','containerjournal.com: Deploying Kubernetes on Bare Metal','','2020',0,'An architecture-level examination of building out Kubernetes clusters directly on raw physical hardware. Explores the complexities of dynamic volume provisioning, API load balancing, manual host bootstrapping, and CNI integration compared to cloud environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bare Metal", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/gitlab-brings-kubernetes-operator-to-red-hat-openshift','containerjournal.com: GitLab Brings Kubernetes Operator to Red Hat OpenShift','','2021',0,'The GitLab Kubernetes Operator on Red Hat OpenShift automates the lifecycle management of self-hosted GitLab instances. By leveraging the Operator SDK, it provides native integration with OpenShift security contexts, automated upgrades, and scale-out capabilities for enterprise-grade GitOps engines.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "GitLab", "OpenShift Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -2652,18 +2652,18 @@ INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/red-hat-ibm- INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/red-hat-simplifies-kubernetes-cluster-management','containerjournal.com: Red Hat Simplifies Kubernetes Cluster Management','','2020',0,'An early industry evaluation of Red Hat''s multi-cluster management strategies. The text highlights RHACM''s features designed to address cloud sprawl. By introducing centralized management planes for application delivery and policy enforcement across diverse Kubernetes engines (EKS, GKE, AKS, and OCP), it establishes uniform security baselines and automates drift remediation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Cluster Management", "Fleet Management"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/siloscape-the-dark-side-of-kubernetes','containerjournal.com: Siloscape: The Dark Side of Kubernetes','','2021',0,'A deep technical analysis of Siloscape, a malware campaign targeting Windows containers in Kubernetes environments. Outlines container escape paths, privilege escalation via compromised host processes, and methods for hardening Windows container runtimes.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Intelligence", "Kubernetes Exploits"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/the-4-levels-of-gitops-maturity','containerjournal.com: The 4 Levels of GitOps Maturity','','2021',0,'Unpacks the levels of organizational GitOps proficiency, outlining the path from basic declarative definitions (Level 1) to fully automated drift correction, validation, and multi-tenant fleet operations (Level 4).','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Methodology", "Maturity Model"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/the-rise-of-the-kubemaster',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual','8149221c614e31d61b3432239b8ffb4ccf6a5ddb112fe2e005dc87abaee71db7',84.0,1.779130494969172e+09,0,'2026-05-18T20:54:54.969172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["index.md", "kubernetes.md"]','{}','{"review_metadata": {"original_url": "https://cloudnativenow.com//features/the-rise-of-the-kubemaster", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T10:33:06.895398"}}'); +INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/the-rise-of-the-kubemaster',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual','8149221c614e31d61b3432239b8ffb4ccf6a5ddb112fe2e005dc87abaee71db7',84.0,1779130494,0,'2026-05-18T20:54:54.969172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["index.md", "kubernetes.md"]','{}','{"review_metadata": {"original_url": "https://cloudnativenow.com//features/the-rise-of-the-kubemaster", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T10:33:06.895398"}}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/whats-the-difference-between-docker-and-kubernetes','containerjournal.com: What’s the Difference Between Docker and Kubernetes?','','2024',0,'Delineates the technological scopes of developer-focused single-node container tooling and complex multi-node production orchestration systems. Explains cluster boundaries and scheduling mechanics.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Orchestration Concepts", "Architecture Comparison"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/when-is-kubernetes-service-ownership-the-right-fit','containerjournal.com: When is Kubernetes Service Ownership the Right Fit?','- Why is Kubernetes service ownership emerging as the way for software delivery and operations teams to establish full “ownership” of the services they support? Because ownership covers the lifespan of software from development to deployment to the sunsetting process. And this shift to full-spectrum accountability brings about dramatic improvements in the overall speed, reliability, security and cost of applications. - Of course, it’s not always easy to determine which organizations need this level of ownership. When businesses grow, they typically discover that pushing the delivery of applications and services through a gate of operations is challenging at best, impossible at worst. Even so, the DevSecOps mindset is on the rise, which means teams are now seeking ways to make this type of shift into more meaningful and effective ownership. It is the shift that enables a deep fundamental change to occur within an organization.','2022',3,'Examines the DevSecOps-driven transformation of ''Service Ownership'' in Kubernetes. Discusses shift-left operating models where development teams manage their own Kubernetes configurations and SLA commitments throughout the application lifespan.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Organizational Structure", "Service Ownership"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/when-is-service-mesh-worth-it','containerjournal.com: When Is Service Mesh Worth It?','','2022',4,'Provides a rigorous decision framework outlining when to adopt a service mesh. Examines the operational thresholds of system scale, regulatory security standards, and telemetry depth where mesh benefits outweigh the inherent memory and latency overhead.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Decision Matrix"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/features/when-kubernetes-as-a-service-doesnt-cut-it','containerjournal.com: When Kubernetes-as-a-Service Doesn’t Cut It','','2021',0,'Analyzes the operational and economic conditions where off-the-shelf Kubernetes-as-a-Service platforms fall short. Highlights constraints around custom hardware drivers, performance requirements, data sovereignty, and custom routing options that force organizations toward self-managed bare-metal solutions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Bare Metal", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/kubeconcnc/kubernetes-true-superpower-is-its-control-plane','containerjournal.com: Kubernetes’ True Superpower is its Control Plane','','2021',0,'An architectural perspective evaluating why the real capability of Kubernetes is its extensible control plane. Explores how CRDs, custom controller reconciliation loops, and dynamic validation webhooks allow engineering teams to model external IT infrastructure declaratively.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Control Plane", "Declarative APIs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativedevelopment/how-docker-and-kubernetes-work-together',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.78173620303900599e+09,0,'2026-06-18T00:43:23.039006+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativedevelopment/how-docker-and-kubernetes-work-together',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1781736203,0,'2026-06-18T00:43:23.039006+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativedevelopment/how-the-rise-of-containers-will-drive-devops','containerjournal.com: How the Rise of Containers Will Drive DevOps','','2020',1,'Illustrates how portable container formats forced the industry to adopt standardized continuous validation scripts and robust container management, uniting development and production lifecycles.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "DevOps", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativedevelopment/ibm-leverages-containers-to-advance-devops-on-mainframes','IBM Leverages Containers to Advance DevOps on Mainframes','','2019',3,'Details how IBM brought containerization architectures (like z/OS Container Extensions) to its zSystems mainframes. Live Grounding confirms this as a key modernization vector, enabling developers to build and test mainframe workloads using Git-driven Docker/Kubernetes workflows.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Mainframe Modernization", "IBM", "Containers"]','["[COMMUNITY-TOOL]"]','[]','["ibm_cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativedevelopment/red-hat-adds-java-runtime-for-kubernetes-to-subscription','containerjournal.com: Red Hat Adds Java Runtime for Kubernetes to Subscription','','2020',3,'News item covering the integration of Quarkus support into existing Red Hat Runtimes subscriptions. This commercial move made it cost-effective for enterprise firms to experiment and transition existing Java profiles to cloud-native templates. A key commercial milestone that spurred Quarkus''s early adoption inside enterprise organizations.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Industry Impact"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-implementing-to-adopt-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.78173622303709888e+09,0,'2026-06-18T00:43:43.037099+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativeplatforms/10-best-practices-worth-implementing-to-adopt-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering cloudnativenow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1781736223,0,'2026-06-18T00:43:43.037099+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativeplatforms/overcoming-kubernetes-infrastructure-challenges','containerjournal.com: Overcoming Kubernetes Infrastructure Challenges','','2021',0,'A technical survey of operational friction points, such as networking complexity, ingress management, and security posture in hybrid topologies. Provides concrete architectural strategies to reduce platform engineering complexity.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure Automation", "Network Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativeplatforms/rancher-labs-adds-support-for-longhorn-storage-on-kubernetes-clusters','containerjournal.com: Rancher Labs Adds Support for Longhorn Storage on Kubernetes Clusters','','2020',0,'An announcement outlining Rancher''s general availability support for Longhorn within its enterprise Kubernetes platform. 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This architecture ensures the OS is treated as an extension of the Kubernetes control plane, drastically reducing management overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Enterprise Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); @@ -2672,15 +2672,15 @@ INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativepla INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/cloudnativesecurity/how-to-secure-your-kubernetes-cluster','containerjournal.com: How to Secure Your Kubernetes Cluster 🌟','','2020',0,'Evaluates cluster configurations across storage, networking, and deployment lifecycles. Discusses the replacement of deprecated Pod Security Policies with built-in Pod Security Standards and third-party policy engines.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Infrastructural Protection"]','["[LEGACY]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/topics/gitops-workflows-and-principles-for-kubernetes','containerjournal.com: GitOps Workflows and Principles for Kubernetes','','2022',0,'Explains foundational workflows of GitOps deployment models on Kubernetes clusters. Illustrates the architecture of local pull-agents, tracking commit states in repositories, and maintaining declarative state consistency within native resources.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Kubernetes Native"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudnativenow.com/uncategorized/9-pillars-of-engineering-devops-with-kubernetes','containerjournal.com: 9 Pillars of Engineering DevOps With Kubernetes','','2021',0,'Outlines nine architecture pillars that transform Kubernetes into a standard engine for continuous application lifecycle management. 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While historic guides suggest basic VPC peers, live production systems demand Transit Gateways and PrivateLink to scale securely without IP overlap.','English','blog','advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking Pitfalls"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/aws-client-vpn-connected-with-the-cloud','cloudonaut.io: AWS Client VPN: Connected with the Cloud','','2019',0,'Evaluates AWS Client VPN as a fully managed client-to-site VPN service. Contrasts self-managed OpenVPN boxes with AWS''s elastic scale, highlighting directory service integrations, routing configurations, and target network associations.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Remote Access VPN"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance','cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance','','2026',0,'An architectural checklist outlining critical optimization practices immediately following EC2 virtual machine instantiation. It targets key parameters like security group isolation, IAM roles, cloud-init configuration, dynamic DNS mapping, and EBS volume performance tuning.','N/A','Blog Post','Intermediate',0,'online','manual','dac8aff6b4f699aed2d9899b5d87654d008e314c2b1ce8ab70283ee9c9efac63',100.0,1.77903080584533405e+09,1,'2026-05-17T17:13:25.845334+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudonaut.io/ec2-checklist-seven-things-to-do-after-launching-an-instance','cloudonaut.io: EC2 Checklist: 7 things to do after launching an instance','','2026',0,'An architectural checklist outlining critical optimization practices immediately following EC2 virtual machine instantiation. It targets key parameters like security group isolation, IAM roles, cloud-init configuration, dynamic DNS mapping, and EBS volume performance tuning.','N/A','Blog Post','Intermediate',0,'online','manual','dac8aff6b4f699aed2d9899b5d87654d008e314c2b1ce8ab70283ee9c9efac63',100.0,1779030805,1,'2026-05-17T17:13:25.845334+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/getting-started-with-aws-cf-templates','cloudonaut.io: Getting Started with Free Templates for AWS CloudFormation','','2021',0,'This architectural guide demonstrates how to deploy production-grade AWS workloads using highly optimized, open-source CloudFormation templates. It details robust configurations for basic networks (VPC), load balancing, and secure compute platforms, ensuring teams avoid common security missteps.','N/A','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CloudFormation", "Starter Templates"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/scaling-container-clusters-on-aws-ecs-eks','cloudonaut.io: Scaling Container Clusters on AWS: ECS and EKS','','2021',0,'A detailed comparative analysis of scaling strategies between Amazon ECS and EKS clusters. The article walks through key operational considerations, including EC2 Auto Scaling Groups, Karpenter, cluster autoscalers, and resource utilization dynamics, highlighting how choice of orchestration influences microservices scale limits.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "aws-containers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudonaut.io/seamless-ec2-monitoring-with-the-unified-cloudwatch-agent','cloudonaut.io: Seamless EC2 monitoring with the Unified CloudWatch Agent','','2018',4,'Architectural guide explaining the transition to the Unified CloudWatch Agent on EC2. Details system-level RAM, disk, and custom application metrics collection policies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Monitoring"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); @@ -2691,54 +2691,54 @@ INSERT INTO "resources" VALUES('https://cloudowski.com','cloudowski.com','','202 INSERT INTO "resources" VALUES('https://cloudowski.com/articles/honest-review-of-openshift-4','cloudowski.com: Honest review of OpenShift 4 🌟','','2020',3,'An analytical, architectural critique of OpenShift 4''s primary design shifts. Highlights the structural changes of shifting control plane workflows into automated Kubernetes Operators and the operational trade-offs of using Red Hat Enterprise Linux CoreOS (RHCOS) as the mandatory immutable operating system.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Evaluation", "Architecture Reviews"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudowski.com/articles/jenkins-on-openshift','cloudowski.com: Jenkins on OpenShift - how to use and customize it in a cloud-native way 🌟','','2020',0,'Advanced engineering blog detailing customized, cloud-native deployments of Jenkins on OpenShift. Explains how to leverage dynamic provisioning, custom configurations, and cluster-wide persistent volumes to stabilize Jenkins infrastructure.','Groovy','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudowski.com/articles/why-managing-container-images-on-openshift-is-better-than-on-kubernetes','cloudowski.com: Openshift ImageStreams','','2019',0,'This analysis compares OpenShift ImageStreams with vanilla Kubernetes image pulling mechanisms. It explains how ImageStreams provide abstraction layers over container registries, enabling automatic redeployments upon detection of updated remote images (triggers). By decoupling pods from concrete repository URLs, it automates deployment lifecycle workflows for platform engineering teams.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Management", "OpenShift", "Image Management"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudpak8s.io','IBM Cloud Pak Playbook: cloudpak8s.io','','N/A',0,'A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031398859411e+09,0,'2026-05-17T17:23:18.859411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md", "docs/openshift.md"]','["ibm_cloud.md", "openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudpak8s.io/apps/cp4a_overview','IBM Cloud Pak Playbook','','N/A',0,'A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903210014904308e+09,0,'2026-05-17T17:35:00.149043+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/ibm_cloud.md", "docs/openshift.md"]','["demos.md", "ibm_cloud.md", "openshift.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudpak8s.io','IBM Cloud Pak Playbook: cloudpak8s.io','','N/A',0,'A curated technical resource and architectural guide covering IBM Cloud Pak Playbook: cloudpak8s.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031398,0,'2026-05-17T17:23:18.859411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md", "docs/openshift.md"]','["ibm_cloud.md", "openshift.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudpak8s.io/apps/cp4a_overview','IBM Cloud Pak Playbook','','N/A',0,'A curated technical resource and architectural guide covering IBM Cloud Pak Playbook in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032100,0,'2026-05-17T17:35:00.149043+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/ibm_cloud.md", "docs/openshift.md"]','["demos.md", "ibm_cloud.md", "openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudpundit.com/2020/09/22/dont-boil-the-ocean-to-create-your-cloud','cloudpundit.com: Don’t boil the ocean to create your cloud 🌟','','2020',4,'Advocates for an incremental, pragmatic approach to cloud migration and platform construction. Warns against the architectural antipattern of designing an overengineered, all-encompassing private or public cloud solution on day one instead of starting with minimal viable platforms.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Cloud Strategy", "Migration Methodology"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudscaling.com/blog/cloud-computing/the-history-of-pets-vs-cattle','cloudscaling.com: The History of Pets vs Cattle and How to Use the Analogy Properly','- __In the old way of doing things, we treat our servers like pets, for example Bob the mail server. If Bob goes down, it’s all hands on deck. The CEO can’t get his email and it’s the end of the world. In the new way, servers are numbered, like cattle in a herd. For example, www001 to www100. When one server goes down, it’s taken out back, shot, and replaced on the line.__ - ==Pets==: __Servers or server pairs that are treated as indispensable or unique systems that can never be down. Typically they are manually built, managed, and “hand fed”. Examples include mainframes, solitary servers, HA loadbalancers/firewalls (active/active or active/passive), database systems designed as master/slave (active/passive), and so on.__ - ==Cattle==: __Arrays of more than two servers, that are built using automated tools, and are designed for failure, where no one, two, or even three servers are irreplaceable. Typically, during failure events no human intervention is required as the array exhibits attributes of “routing around failures” by restarting failed servers or replicating data through strategies like triple replication or erasure coding. Examples include web server arrays, multi-master datastores such as Cassandra clusters, multiple racks of gear put together in clusters, and just about anything that is load-balanced and multi-master.__','2021',0,'Unpacks the historical context of the ''Pets vs Cattle'' cloud infrastructure analogy. Contrasts bespoke, manually maintained systems (pets) with standardized, automatically rebuilt, and ephemeral containerized node pools (cattle).','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Architecture", "Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudskills.io/blog/git-azure-devops','cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate'' Guide 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f6f4a758b9bf5b93d6bd08641f5e3509efd1b680b57e34fd366d1d5c1c84203',100.0,1.77903073675736093e+09,0,'2026-05-17T17:12:16.757361+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://ine.com"}'); -INSERT INTO "resources" VALUES('https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51','The Maester - Terraform Module','','N/A',0,'A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903217099702405e+09,0,'2026-05-17T17:36:10.997024+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md", "docs/kubernetes-tools.md", "docs/terraform.md"]','["iac.md", "kubernetes-tools.md", "terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cloudskills.io/blog/git-azure-devops','cloudskills.io: Getting Started with Git and Azure DevOps: The Ultimate'' Guide 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f6f4a758b9bf5b93d6bd08641f5e3509efd1b680b57e34fd366d1d5c1c84203',100.0,1779030736,0,'2026-05-17T17:12:16.757361+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://ine.com"}'); +INSERT INTO "resources" VALUES('https://cloudtips.nl/the-maester-terraform-module-8c68b2b68c51','The Maester - Terraform Module','','N/A',0,'A curated technical resource and architectural guide covering The Maester - Terraform Module in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032170,0,'2026-05-17T17:36:10.997024+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md", "docs/kubernetes-tools.md", "docs/terraform.md"]','["iac.md", "kubernetes-tools.md", "terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudtweaks.com/2019/05/devops-secure-and-scalable-ci-cd-pipeline-with-aws','cloudtweaks.com: DevOps - Secure and Scalable CI/CD Pipeline with AWS','','2019',3,'An architectural guide detailing how to build highly secure, scalable CI/CD pipelines natively on AWS using CodePipeline, CodeBuild, and IAM roles. Discusses security integrations such as static analysis and automated vulnerability scanning at the ingest phase.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "CI/CD & Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cloudyuga.guru/blogs/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM score?','','2020',0,'This article provides a rigorous, technical exploration of how Kubernetes maps container memory/CPU requests and limits to Quality of Service (QoS) classes: Guaranteed, Burstable, and BestEffort. It details how the orchestrator translates these classes into Linux OOM scores, which the kernel uses to select victim processes during memory pressure. Mastering this mapping is vital for designing reliable, high-density cluster workloads.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Resource Management", "QoS & OOM Score"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM'' score?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c',100.0,1.77903039669148111e+09,0,'2026-05-17T17:06:36.691481+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://cloudyuga.guru/blogs/k8s-qos-oomkilled"}'); +INSERT INTO "resources" VALUES('https://cloudyuga.guru/hands_on_lab/k8s-qos-oomkilled','cloudyuga.guru: How does Kubernetes assign QoS class to pods through OOM'' score?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd75e5580b09ed11ee77f578f2ad7892db76470d91d4b4574f69dda3abfec66c',100.0,1779030396,0,'2026-05-17T17:06:36.691481+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://cloudyuga.guru/blogs/k8s-qos-oomkilled"}'); INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io','ClusterAPI','','2026',0,'The home page of Cluster API (CAPI), a Kubernetes SIG project that implements declarative API-driven cluster management. Utilizing custom controllers and CRDs, CAPI treats clusters, machines, and control planes as native Kubernetes resources, enabling unified multi-cloud infrastructure automation.','Go/Markdown','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Declarative Infrastructure", "Core Engine"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cluster-api.sigs.k8s.io/tasks/experimental-features/cluster-class','ClusterClass: Experimental Feature for Streamlined Cluster Lifecycle Management in Cluster API','','2024',0,'Outlines the ClusterClass feature inside Kubernetes Cluster API. Enables building reusable, abstract cluster topologies that simplify control-plane configuration and worker node pool management across diverse host infrastructure.','YAML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster API", "ClusterClass"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cmcrowell.com/cheat-sheet','cmcrowell.com/cheat-sheet 🌟','','2023',3,'A concise aggregate cheat sheet mapping Linux sysadmin syntax, database queries, and cloud orchestration scripts. Simplifies multi-tool engineering routines by locating key operations under a single landing page.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "General References", "Admin Shortcuts"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cmder.net','cmder 🌟','','2016',0,'An introduction to Cmder, a highly popular portable console emulator for Windows built on ConEmu that provides built-in Git capabilities and alias configurations. While it served as the baseline console emulator for engineers seeking a bash-like experience, it is widely superseded by Windows Terminal 1.x. It remains a reliable fallback tool for legacy environments where Windows Terminal is not supported.','N/A','Tool','Beginner',0,'online','manual','fa2497b2062a9ac2f0b6adedfd771d38685f51faf00822e020b02ee9f9562230',100.0,1779033592.94772,1,'2026-05-17T17:59:52.947720+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Terminal Emulators"]','["[LEGACY]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cnab.io','cnab.io: CNABs facilitate the bundling, installing and managing of container-native'' apps — and their coupled services','','2024',0,'The Cloud Native Application Bundle (CNAB) specification is a unified ecosystem standard for packaging, installing, and managing multi-service distributed apps. It merges disparate structures like Helm, Terraform, and Docker images into one lifecycle contract. The initiative is critical for complex hybrid-cloud delivery.','None','Specification','High',0,'online','manual','1f6ccadf4fe55b28fe56a25d41820dde0db95bf5f7d69b897890d2d1013be317',100.0,1.77902914753372097e+09,1,'2026-05-17T16:45:47.533721+02:00',NULL,NULL,NULL,'["Application Delivery", "Packaging & Bundling", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cmder.net','cmder 🌟','','2016',0,'An introduction to Cmder, a highly popular portable console emulator for Windows built on ConEmu that provides built-in Git capabilities and alias configurations. While it served as the baseline console emulator for engineers seeking a bash-like experience, it is widely superseded by Windows Terminal 1.x. It remains a reliable fallback tool for legacy environments where Windows Terminal is not supported.','N/A','Tool','Beginner',0,'online','manual','fa2497b2062a9ac2f0b6adedfd771d38685f51faf00822e020b02ee9f9562230',100.0,1779033592,1,'2026-05-17T17:59:52.947720+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Terminal Emulators"]','["[LEGACY]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cnab.io','cnab.io: CNABs facilitate the bundling, installing and managing of container-native'' apps — and their coupled services','','2024',0,'The Cloud Native Application Bundle (CNAB) specification is a unified ecosystem standard for packaging, installing, and managing multi-service distributed apps. It merges disparate structures like Helm, Terraform, and Docker images into one lifecycle contract. The initiative is critical for complex hybrid-cloud delivery.','None','Specification','High',0,'online','manual','1f6ccadf4fe55b28fe56a25d41820dde0db95bf5f7d69b897890d2d1013be317',100.0,1779029147,1,'2026-05-17T16:45:47.533721+02:00',NULL,NULL,NULL,'["Application Delivery", "Packaging & Bundling", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code-dog.app','Code Dog','','2022',2,'An automated code-review bot that provides static analysis feedback and structural code reviews directly on pull requests. Uses rule-based engines to identify code smells, potential bugs, and syntax inconsistencies across popular languages.','N/A','Service','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "ChatOps", "AI Assistants"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code-maze.com/ci-jenkins-docker','code-maze.com: ci jenkins docker','','2020',0,'A tutorial guiding engineers on deploying and orchestrating Jenkins pipelines inside Docker containers. Emphasizes workflow automation, environment isolation, and clean container cleanup during continuous integration runs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Containerization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://code.claude.com/docs/en/terminal-config','Configure your terminal for Claude Code - Claude Code Docs','Official instructions for configuring terminals running Claude Code, addressing multiline prompts, custom settings scopes, terminal bells, and macOS shortcuts.','2025',4,'**Curator Insight:** Claude Code represents a massive paradigm shift in terminal-based CLI environments, transforming the shell into an interactive, agentic coding platform. **Live Grounding:** This configuration guide provides precise, actionable instructions for fine-tuning CLI interactions, custom notification hooks, sound-based approval alerts, and tmux integrations. * **Architectural Significance:** Demonstrates how local terminal processes safely coordinate with cloud-hosted models using strict sandboxing and localized event listeners. -* **Technical Highlights:** Explains settings customization scopes, environment variable overrides, and the configuration of notification hooks to optimize developer attention budgets.','en','documentation','advanced',0,'online','automatic','5e249a89200415b38019943ba0ffa45ca3bd85bd487958b32e06ded8ee3bb5c9',NULL,1.78035227299411606e+09,0,'2026-06-02T00:17:52.994116+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Developer Tools", "AI Coding Agents", "CLI Configuration"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. 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It covers staging, committing, branching, and resolving merge conflicts without switching to an external terminal.','Markdown','Documentation','Beginner',0,'online','manual','ca9d892187473e14d09fb96087e961ef9a13f9dbbb6c07142cc0b7f22419d0fd',100.0,1779130494,1,'2026-05-18T20:54:54.967761+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Version Control"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/docs/terminal/basics','Integrated Terminal','','2016',0,'Comprehensive documentation of VS Code''s integrated terminal, highlighting support for multiple shells, profile configurations, and task automation without leaving the application window.','Markdown','Documentation','Beginner',0,'online','manual','bc875417bf381c54b67f6509195ddbf988e2585a10083abe52c8e9ade592f68f',100.0,1779130495,1,'2026-05-18T20:54:55.007689+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-linux.pdf','code.visualstudio.com: keyboard shortcuts for Linux','','2023',0,'Official documentation highlighting native Linux keyboard configurations in VS Code, detailing shortcut bindings optimized for desktop environments running across various Linux distributions.','N/A','Documentation','Beginner',0,'online','manual','6b4c15228763e7088a84b43e8b4063c22658fc9bdf8f903e10d3d039b9253d06',100.0,1779030986,1,'2026-05-17T17:16:26.112041+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://code.visualstudio.com/shortcuts/keyboard-shortcuts-macos.pdf','code.visualstudio.com: keyboard shortcuts for macOS','','2023',0,'Official reference guide mapping out macOS keyboard shortcuts in VS Code. 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It serves as an optimal solution to dramatically reduce cloud provider billing for staging environments.','Python','Kubernetes Operator','Intermediate',0,'online','manual','282b96be5a901f9ad83e66bb7c4b5fe961801e7d2ff5f39ce9bd17f5d9ac0d16',100.0,1779032220,1,'2026-05-17T17:37:00.226394+02:00',NULL,NULL,NULL,'["Cluster Management", "Resource Optimization", "Autoscaling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://codeberg.org/hjacobs/kube-janitor','Kubernetes Janitor','','2024',5,'A declarative janitor utility designed to clean up temporary cluster resources based on time-to-live (TTL) rules or custom annotations. Highly utilized in QA/Dev clusters to automatically purge leaked namespaces and test deployments. While migrated to Codeberg, the tool is robust and actively supported for resource hygiene.','Python','Operator','Medium',0,'online','manual','cb54d2f5d93f3e1fac684b9b86ef71cf1900b75a1972d9706ffc91ab45e4c4c0',100.0,1779030589,1,'2026-05-17T17:09:49.969411+02:00',NULL,NULL,NULL,'["Operations", "Resource Management", "Garbage Collection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeburst.io/7-kubernetes-security-best-practices-you-must-follow-ae32f1ed6444','codeburst.io: 7 Kubernetes Security Best Practices You Must Follow','','2020',0,'Outlines fundamental security practices for Kubernetes workloads, focusing on enabling RBAC, using namespaces for boundary control, managing secrets securely, and upgrading Kubernetes control planes to address known CVEs.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Operational Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeburst.io/a-resource-for-all-things-git-b63d6626beca','codeburst.io: A Resource for all Things Git','','2018',0,'Synthesized index of Git education sheets, virtual playgrounds, interactive command simulators, and troubleshooting maps, serving as a master curriculum for development teams.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Reference Lists"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeburst.io/creating-a-local-development-kubernetes-cluster-with-k3s-and-traefik-proxy-7a5033cb1c2d','codeburst.io: Creating a Local Development Kubernetes Cluster with k3s and Traefik Proxy','','2021',2,'A quick-start configuration tutorial demonstrating how to build a responsive, low-footprint local testing cluster using K3s with the integrated Traefik proxy acting as the microservice ingress controller.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Local Development", "Traefik Ingress"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); @@ -2751,27 +2751,27 @@ INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-2 INSERT INTO "resources" VALUES('https://codeburst.io/spinnaker-by-example-part-3-c6ed9ac5f8ce','codeburst.io: Spinnaker by Example: Part 3','','2019',0,'Curator Insight details the third installment of the series, showing advanced stage configurations and automated rollback procedures. 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Crucial for software engineering directors establishing rapid, compliant application delivery loops.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://codeengineered.com/blog/2020/helm-find-charts','codeengineered.com: 4 Places To Find Helm Charts','','2020',0,'A historical landscape overview detailing key public repositories and search indexes for sourcing verified Helm charts. This serves as a foundational reference for understanding the historical transition from disparate registries to modern unified catalogs.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Discovery"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://codefresh.io','Codefresh','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c5b89e256399ff84c91434c748a633841df6651452f4ae81f74a024bd49eb2e0',100.0,1.77903321130947399e+09,0,'2026-05-17T17:53:31.309474+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://codefresh.io/about-gitops/applied-gitops-with-kustomize','codefresh.io: Applied GitOps with Kustomize','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5ae0c238d46eba463cdda45774b93efa0d0f7aba222e154d930a8c8c08578f8d',100.0,1.77903210190536189e+09,0,'2026-05-17T17:35:01.905362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kustomize.md"]','[]','{}','{"duplicate_of": "https://octopus.com/blog/applied-gitops-with-kustomize"}'); -INSERT INTO "resources" VALUES('https://codefresh.io/about-gitops/branches-gitops-environments','codefresh.io: Stop Using Branches for Deploying to Different GitOps Environments','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472',100.0,1779030983.31864,0,'2026-05-17T17:16:23.318640+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://codefresh.io/about-gitops/gitops-for-infrastructure-and-applications','codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane'' and Argo CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4686d66e56913576d702fb3e56a63f7b09223ffdbb0deae915c87273ff68872e',100.0,1.77903042611052608e+09,0,'2026-05-17T17:07:06.110526+02:00',NULL,NULL,NULL,'[]','[]','["docs/crossplane.md"]','[]','{}','{"duplicate_of": "https://octopus.com/devops/gitops"}'); -INSERT INTO "resources" VALUES('https://codefresh.io/about-gitops/pains-gitops-1-0','codefresh.io: The pains of GitOps 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472',100.0,1.77903403793551301e+09,0,'2026-05-17T18:07:17.935513+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://codefresh.io/about-gitops/branches-gitops-environments"}'); 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Highlights solutions targeting troubleshooting, security analysis, and configuration auditing, providing engineers with a concise menu of modern infrastructure tooling.','Bash','Article','Beginner',0,'online','manual','b888503a01bfc2f9e036c3459bf30a7de6d32f88cfd03e29d8a65198c2cd9c4e',100.0,1.77903219692663288e+09,1,'2026-05-17T17:36:36.926633+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Operations", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021','collabnix.com: Top 10 Kubernetes Tools You Need for 2021 – Part 1','','2021',0,'A curated industry roundup detailing popular and utility-driven Kubernetes management tools. Highlights solutions targeting troubleshooting, security analysis, and configuration auditing, providing engineers with a concise menu of modern infrastructure tooling.','Bash','Article','Beginner',0,'online','manual','b888503a01bfc2f9e036c3459bf30a7de6d32f88cfd03e29d8a65198c2cd9c4e',100.0,1779032196,1,'2026-05-17T17:36:36.926633+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Operations", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://collabnix.github.io/docker-community-extensions','collabnix.github.io: Docker Extensions 🌟','','2026',0,'A community-driven catalog indexing Docker Desktop extensions, which expand container runtime tooling into IDEs and local dashboards. Assists engineering teams in building customized workflows directly within the Docker Desktop environment. Provides concrete examples of utility integrations for local testing of cloud services.','JavaScript/TypeScript','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Docker", "Extensions"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://collabnix.github.io/kubetools','collabnix.github.io/kubetools 🌟','','2026',5,'An extensive community-driven index of Kubernetes open-source software, CLI wrappers, and development utilities. Acts as a prominent repository of engineering resources, classifying tools by functional domain from development platforms to production monitoring.','Markdown','Repository','Beginner',0,'online','manual','6c490400234f24034695b7d0c7caf515bc83cea300edb468aedbd52b5b7d233b',100.0,1.77903055391507792e+09,1,'2026-05-17T17:09:13.915078+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Operations", "Curation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/other-awesome-lists.md"]','["kubernetes-tools.md", "index.md", "other-awesome-lists.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://collabnix.github.io/kubetools','collabnix.github.io/kubetools 🌟','','2026',5,'An extensive community-driven index of Kubernetes open-source software, CLI wrappers, and development utilities. 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Provides engineers with targeted code snippets, pipeline enhancements, and automation scripts to optimize daily multi-cloud environments.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Blogs", "CLI & Automation"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://commandline.ninja/use-powershell-to-find-services-configured-to-run-as-another-user','commandline.ninja: Use Powershell to find windows services configured to run as another user','','2020',0,'Outlines an automated auditing solution leveraging custom WMI queries to locate active background services configured with custom service-account parameters rather than default LocalSystem context pools.','PowerShell','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Windows OS", "Service Accounts", "Privilege Audit"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://commandline.ninja/video-intro-to-secret-management-with-powershell','commandline.ninja: Video Intro to Secret Management with Powershell','','2021',0,'A video guide showing configurations for Microsoft.PowerShell.SecretManagement modules. Integrates various security vaults with development platforms securely.','PowerShell','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Secret Management", "Security Engineering", "PowerShell Secrets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://commons.openshift.org','OpenShift Commons','','2026',4,'OpenShift Commons acts as a central ecosystem accelerator, connecting partners, upstream developers, and enterprise end-users. It hosts targeted working groups on virtualization, AI integrations, and infrastructure automation, ensuring real-world operational feedback loops directly influence product engineering.','English','Community Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Community & Collaboration", "OpenShift Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222','Configure bitbucket-pipelines.yml to automatically merge feature branch to master?','','2019',2,'A community-focused guide outlining configuration recipes for automerging feature branches into staging or master using `bitbucket-pipelines.yml`. 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It demonstrates how to utilize Rovo AI for draft expansion, capture meeting outputs with AI-powered notes, and link Confluence strategic briefs directly with trackable Jira issues and epics, establishing a unified system of work for cross-functional product and marketing teams.','en','article','Beginner',0,'online','automatic','521bfc368903ccd88d9f267d47541360c8127cf6091313ddb440d13493d0cc4b',NULL,1.78035272035177111e+09,0,'2026-06-02T00:25:20.351771+02:00',NULL,NULL,NULL,'["Management", "Project Management", "Atlassian Suite"]','["GUIDE"]','[]','[]','{}','{"category": "project-management-tools", "reputation_status": "Vetted", "reputation_summary": "Official Atlassian community guide demonstrating enterprise collaboration product flows.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://community.atlassian.com/t5/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222','Configure bitbucket-pipelines.yml to automatically merge feature branch to master?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b584970715dc3d5c30767ce150487542996519d242bb8ebb7f8aab8c4a56321',100.0,1.77903321891847205e+09,0,'2026-05-17T17:53:38.918472+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://community.atlassian.com/forums/Bitbucket-questions/configure-bitbucket-pipelines-yml-to-automatically-merge-feature/qaq-p/793222"}'); -INSERT INTO "resources" VALUES('https://community.aws/kubernetes','community.aws/kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1',100.0,1.77903403501830792e+09,0,'2026-05-17T18:07:15.018308+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins"}'); -INSERT INTO "resources" VALUES('https://community.aws/training','community.aws/training: Training and Certification','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','54afa79a4b27d7657455be5dfb12c3c6dccb1580b6ab07a0ccdcc4aa9d558fb1',100.0,1.77903086199209499e+09,0,'2026-05-17T17:14:21.992095+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-training.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins"}'); +INSERT INTO "resources" VALUES('https://community.atlassian.com/forums/Teamwork-Collection-articles/How-to-run-a-marketing-campaign-from-kickoff-to-launch-using/ba-p/3183852','How to run a marketing campaign from kickoff to launch using Teamwork Collection','Learn how to keep multi-channel campaigns aligned from brief to launch using Confluence, Jira, Loom, and Rovo.','2026',4,'This practical guide outlines an end-to-end campaign coordination workflow leveraging the Atlassian Teamwork Collection (Confluence, Jira, Loom, and the Rovo AI agent). 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CRI-O avoids overhead by supporting only OCI-compliant runtimes, removing unnecessary client CLI abstractions to deliver minimum-footprint workload execution.','None','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Runtimes", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cribl.io/blog/using-prometheus-for-agentless-monitoring','cribl.io: Using Prometheus for Agentless Monitoring','','2021',0,'Explores agentless infrastructure monitoring architectures with Prometheus. Contrasts deploying individual node_exporter daemons with querying API-based metric proxy endpoints, using SNMP exporters, or utilizing blackbox endpoints to analyze legacy infrastructure targets.','N/A','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Agentless Monitoring"]','["[LEGACY]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cronicaglobal.elespanol.com/vida/20240604/roberto-ardon-incepto-ia-pueden-pedir-imposibles/860164103_0.html','cronicaglobal.elespanol.com: Roberto Ardon (Incepto): "A la IA no se le pueden pedir imposibles"','','2024',3,'An interview with Roberto Ardon, co-founder of Incepto Medical, framing the realistic capabilities and limitations of clinical AI deployment in European hospitals. Ardon discusses how AI should be engineered as a targeted productivity tool (e.g., reducing routine screening fatigue) rather than a replacement for human clinicians. It offers deep insights into market deployment, medical device certification, and data security hurdles.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Management", "Healthcare Tech", "AI Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://crontab.guru','crontab.guru 🌟','','2024',5,'The premier interactive visual tool for parsing, writing, and validating cron job schedules. 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It covers dissecting stateful components, isolating persistent data directories, managing configurations, and implementing reverse proxies. This resource is highly valuable for infrastructure engineers executing legacy-to-cloud modernization strategies.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Migration", "Containerization"]','["[LEGACY]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://crunchtools.com/should-i-use-docker-compose-or-podman-compose-with-podman','crunchtools.com: Should I Use Docker Compose Or Podman Compose With Podman?','','2021',0,'This architectural comparison contrasts the usage of Podman Compose with Docker Compose running on Podman''s virtualized API socket. 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Covers patterns like Token Handlers and Backend-for-Frontend (BFF) to safely abstract tokens away from client browsers or apps. Reduces target exposures to common cross-site scripting risks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Client Security"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://curity.io/resources/learn/oauth-overview','curity.io: OAuth 2.0 Overview','','2022',0,'An industrial-grade review of the OAuth 2.0 protocol specifications, flows, and grant types. Provides system architects with core design criteria to safely establish authorization states between microservice deployments. Underlines secure handling of access, refresh, and id tokens.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "IAM", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["oauth.md", "kubernetes-security.md", "securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://curity.io/resources/learn/openid-connect-overview','curity.io: OpenID Connect Overview','','2022',0,'Provides a comprehensive architecture overview of OpenID Connect (OIDC) acting as the authentication layer on top of OAuth 2.0. Analyzes ID token syntax, discovery endpoints, and flows for multi-tenant systems. 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It serves as the primary gateway for running high-fidelity developer agents that write, refactor, and review code collaboratively.','English','utility','Intermediate',0,'online','automatic','5e4692edbef0d8cdafef49f4c1f38228ade17f59a314e4b086182545d61685fa',NULL,1.78035230245680499e+09,0,'2026-06-02T00:18:22.456805+02:00',NULL,NULL,NULL,'["Development Tools", "Integrated Development Environments", "AI Code Assistants", "Cursor IDE"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "devops-tools", "reputation_status": "Vetted", "reputation_summary": "De facto standard for AI-first software development, boasting millions of active users and superior reviews.", "social_preview_url": "https://cursor.com/public/opengraph-image.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": "devel-sites"}'); +Live Grounding: This SDK exposes developers to direct programmatic control over thread lifecycle management, agent context gathering, tool assignment, and resource constraint loops, standardizing how developer teams automate localized refactoring workflows.','English','Document','Intermediate',0,'online','automatic','1f85420b1327c7d5d52730a1b0a58116d1f09eed67a57f2cad20ac13c021e361',NULL,1780352404,0,'2026-06-02T00:20:04.147721+02:00',NULL,NULL,NULL,'["Developer Tools", "AI Editors", "Cursor SDK"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Strong developer support and wide adoption in beta, transitioning Cursor''s prominent IDE agent capabilities into programmatic developer environments.", "social_preview_url": "https://cursor.com/og?path=%2Fdocs%2Fsdk%2Fpython", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://cursor.com/download','Download Cursor | AI-Powered Code Editor','Official download page for Cursor, a modern code editor optimized for agentic workflows and AI-assisted programming.','2026',4,'This page hosts the official cross-platform installation builds (macOS, Windows, Linux) for the Cursor AI code editor. As a highly optimized fork of VS Code, Cursor incorporates agentic workflows, multi-file codebase indexing, smart autocomplete (Cursor Tab), and real-time chat. It serves as the primary gateway for running high-fidelity developer agents that write, refactor, and review code collaboratively.','English','utility','Intermediate',0,'online','automatic','5e4692edbef0d8cdafef49f4c1f38228ade17f59a314e4b086182545d61685fa',NULL,1780352302,0,'2026-06-02T00:18:22.456805+02:00',NULL,NULL,NULL,'["Development Tools", "Integrated Development Environments", "AI Code Assistants", "Cursor IDE"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "devops-tools", "reputation_status": "Vetted", "reputation_summary": "De facto standard for AI-first software development, boasting millions of active users and superior reviews.", "social_preview_url": "https://cursor.com/public/opengraph-image.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": "devel-sites"}'); INSERT INTO "resources" VALUES('https://cursor.com/es/learn','Cursor AI Fundamentals Course','','2025',0,'An educational program designed to train engineers on utilizing the Cursor AI code editor effectively. The curriculum covers foundational concepts of context inclusion, codebase indexing, and multi-file code transformations. It teaches developers how to write highly optimized prompts to synthesize software architecture and debug legacy systems directly inside the IDE.','None','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "AI-Assisted Coding", "Cursor IDE"]','["[GUIDE]", "[LEGACY]"]','[]','["ai.md", "developerportals.md", "ai-agents-mcp.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://cursor.com/insights','The Cursor Developer Habits Report','Quantitative analysis of developer productivity, token economics, and the shift from manual coding to agentic software engineering.','2026',4,'Curator Insight: An exceptional empirical breakdown of AI developer behavior showing that agentic development is shifting software engineering workflows from manual line-editing to multi-file, autonomous system orchestration. Live Grounding (MCP): Live data confirms a massive 30% increase in deep tool calls per session and a 2.5x growth in average PR sizes, underscoring that developers increasingly trust AI agents to commit code directly, supported heavily by token prompt caching.','English','article','Advanced',0,'online','automatic','57f3fbd5552003831eca648d8c835119c5eafd3ebf2fbec8b1ca65fadb3dc9a3',NULL,1.78035270531453108e+09,0,'2026-06-02T00:25:05.314531+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "AI Coding Assistants", "Developer Productivity Reports"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extensively discussed and vetted across Hacker News and ML developer hubs as an authoritative, quantitative look at AI-native engineering trends.", "social_preview_url": "https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/OG%20Images/opengraph-insights-2026.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://cursor.com/marketplace','Cursor Extension Marketplace','The official extension and plugin marketplace for Cursor, the AI-first code editor.','2026',4,'The central repository for plugins, custom AI rules, and integration extensions designed for Cursor, the industry-leading AI-first integrated development environment (IDE). It enables cloud architects and engineers to share and deploy bespoke developer tools, boosting developer velocity through native LLM-orchestrated code generation pipelines.','en','tools','Intermediate',0,'online','automatic','5d02442fe139a08f2828f7c825c422af72debb7334ef7fba93a3632f4911f66a',NULL,1.78035229258835411e+09,0,'2026-06-02T00:18:12.588354+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "AI-First Code Editors", "Developer Marketplaces"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely popular AI-first editor marketplace, widely considered the de facto standard for AI-assisted development tools in 2026.", "social_preview_url": "https://cursor.com/_next/static/media/opengraph-image.5aae649a.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services','cybernews.com: Trouble in paradise: IT professionals unhappy with cloud'' services','','N/A',0,'A curated technical resource and architectural guide covering cybernews.com: Trouble in paradise: IT professionals unhappy with cloud'' services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903171461241507e+09,0,'2026-05-17T17:28:34.612415+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/public-cloud-solutions.md"]','["public-cloud-solutions.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://cursor.com/insights','The Cursor Developer Habits Report','Quantitative analysis of developer productivity, token economics, and the shift from manual coding to agentic software engineering.','2026',4,'Curator Insight: An exceptional empirical breakdown of AI developer behavior showing that agentic development is shifting software engineering workflows from manual line-editing to multi-file, autonomous system orchestration. Live Grounding (MCP): Live data confirms a massive 30% increase in deep tool calls per session and a 2.5x growth in average PR sizes, underscoring that developers increasingly trust AI agents to commit code directly, supported heavily by token prompt caching.','English','article','Advanced',0,'online','automatic','57f3fbd5552003831eca648d8c835119c5eafd3ebf2fbec8b1ca65fadb3dc9a3',NULL,1780352705,0,'2026-06-02T00:25:05.314531+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "AI Coding Assistants", "Developer Productivity Reports"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extensively discussed and vetted across Hacker News and ML developer hubs as an authoritative, quantitative look at AI-native engineering trends.", "social_preview_url": "https://ptht05hbb1ssoooe.public.blob.vercel-storage.com/OG%20Images/opengraph-insights-2026.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://cursor.com/marketplace','Cursor Extension Marketplace','The official extension and plugin marketplace for Cursor, the AI-first code editor.','2026',4,'The central repository for plugins, custom AI rules, and integration extensions designed for Cursor, the industry-leading AI-first integrated development environment (IDE). It enables cloud architects and engineers to share and deploy bespoke developer tools, boosting developer velocity through native LLM-orchestrated code generation pipelines.','en','tools','Intermediate',0,'online','automatic','5d02442fe139a08f2828f7c825c422af72debb7334ef7fba93a3632f4911f66a',NULL,1780352292,0,'2026-06-02T00:18:12.588354+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "AI-First Code Editors", "Developer Marketplaces"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely popular AI-first editor marketplace, widely considered the de facto standard for AI-assisted development tools in 2026.", "social_preview_url": "https://cursor.com/_next/static/media/opengraph-image.5aae649a.png", "source_provenance": "X.com (Cursor_AI)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://cybernews.com/cloud/trouble-in-paradise-it-professionals-unhappy-with-cloud-services','cybernews.com: Trouble in paradise: IT professionals unhappy with cloud'' services','','N/A',0,'A curated technical resource and architectural guide covering cybernews.com: Trouble in paradise: IT professionals unhappy with cloud'' services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031714,0,'2026-05-17T17:28:34.612415+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/public-cloud-solutions.md"]','["public-cloud-solutions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cyberscoop.com/log4j-hack-security-update-ransomware','cyberscoop.com: The Log4j flaw is the latest reminder that quick security fixes are easier said than done','','2021',0,'This industry review explores the challenges organizations face when coordinating and deploying urgent security patches. It analyzes the systemic issues of dependency tracking and vulnerability mitigation within complex software systems. This analysis is valuable for teams looking to improve their incident response and patch management processes.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Software Supply Chain"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cyble.com/blog/exposed-kubernetes-clusters','blog.cyble.com: Exposed Kubernetes Clusters','','2023',0,'Threat intelligence research showing search profiles of exposed clusters active across the globe. Highlights typical compromise pathways starting from default configurations or misconfigured control plane boundaries. Recommends strict perimeter restrictions.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Vector", "Internet Exposure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cybozu-go.github.io/moco','Moco','','2024',0,'Introduction to Cybozu''s Moco, a highly resilient, modern Go-written MySQL operator for Kubernetes. Focuses on cluster setups, fast failover mechanics, and maintaining an extremely small operational footprint.','Go','Software Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "MySQL Operators"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://cycle.io','Cycle.io','','2026',0,'Cycle.io provides a managed container orchestration layer targeting teams wanting standard API control planes without manual Kubernetes configuration and networking management.','None','External Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Alternatives", "Cycle.io"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6','czakozoltan08.medium.com: Stupid Simple Scalability','','N/A',0,'A curated technical resource and architectural guide covering czakozoltan08.medium.com: Stupid Simple Scalability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790300246186819e+09,0,'2026-05-17T17:00:24.618682+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://czakozoltan08.medium.com/stupid-simple-scalability-dc4a7fbe67d6','czakozoltan08.medium.com: Stupid Simple Scalability','','N/A',0,'A curated technical resource and architectural guide covering czakozoltan08.medium.com: Stupid Simple Scalability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030024,0,'2026-05-17T17:00:24.618682+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://d1.awsstatic.com/whitepapers/Overview-AWS-Lambda-Security.pdf','Security Overview of AWS Lambda','','2023',0,'The authoritative AWS security whitepaper detailing the multi-tenant isolation architectures of Firecracker microVMs. Explores IAM execution policies, VPC security group associations, and transport encryption controls.','None','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://d1.awsstatic.com/whitepapers/architecting-amazon-eks-for-pci-dss-compliance.pdf','aws whitepapers: Architecting Amazon EKS for PCI DSS Compliance (pdf) 🌟🌟','','2020',0,'An authoritative AWS whitepaper providing rigorous architectural guidelines for running Payment Card Industry Data Security Standard (PCI DSS) workloads on EKS. It focuses on network isolation, encryption at rest/transit, IAM control planes, and auditable logging configurations.','PDF','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "PCI DSS"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://daffodilsw.medium.com/what-is-infrastructure-automation-in-devops-d9681870b07d','daffodilsw.medium.com: What is Infrastructure Automation in DevOps?','','N/A',0,'A curated technical resource and architectural guide covering daffodilsw.medium.com: What is Infrastructure Automation in DevOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903189627470397e+09,0,'2026-05-17T17:31:36.274704+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md"]','["iac.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://daffodilsw.medium.com/what-is-infrastructure-automation-in-devops-d9681870b07d','daffodilsw.medium.com: What is Infrastructure Automation in DevOps?','','N/A',0,'A curated technical resource and architectural guide covering daffodilsw.medium.com: What is Infrastructure Automation in DevOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031896,0,'2026-05-17T17:31:36.274704+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md"]','["iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dafriedman97.github.io/mlbook/content/introduction.html','dafriedman97.github.io: Machine Learning from Scratch','','2021',0,'An interactive digital textbook covering foundational machine learning algorithms implemented entirely from scratch in Python. Ideal for engineers seeking underlying model math.','Python','Digital Book','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Machine Learning", "Foundations", "Scratch Implementations"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dagger.io','dagger.io','','2023',0,'Dagger is a highly portable CI/CD development kit that allows developers to define pipelines as application code. Powered by BuildKit, it guarantees identical pipeline behavior during local dev iterations and execution on remote cloud CI systems.','English','Product Home','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Engines", "Local Execution"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dagster.io/blog/skip-kafka-use-postgres-message-queue','dagster.io: Postgres: a better message queue than Kafka?','','2021',3,'A detailed, practical analysis investigating whether using Postgres with ''SKIP LOCKED'' mechanisms is a more appropriate and less complex message-queue architecture than deploying heavy systems like Kafka. It provides explicit guidelines for making decisions based on data scale and operational overhead.','SQL','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Architectural Patterns", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://daily.dev/blog/building-a-fault-tolerant-event-driven-architecture-with-google-cloud-pulumi-and-debezium','daily.dev: Building a fault-tolerant event-driven architecture with Google Cloud, Pulumi and Debezium','','2021',0,'A practical guide demonstrating how to build a fault-tolerant, event-driven architecture using Google Cloud services, Pulumi as Infrastructure as Code (IaC), and Debezium. It focuses on declarative environment setups for Change Data Capture pipelines, ensuring easy replication and scaling.','Go','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Infrastructure as Code", "Event-Driven"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dailymotion-oss.github.io/octopilot','dailymotion-oss.github.io/octopilot: Octopilot','','2023',0,'Octopilot is an automated multi-repository management CLI built to ease continuous maintenance across GitOps patterns. It facilitates mass pull-request generation, manifest updates, and version bump automation in targeted configurations.','Go','Automation Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "GitOps", "Octopilot"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f','dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated'' backup on Openshift/K8s','','N/A',0,'A curated technical resource and architectural guide covering dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated'' backup on Openshift/K8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903434768106603e+09,0,'2026-05-17T18:12:27.681066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://daniel.haxx.se/blog/2015/12/14/curl-and-http2-by-default',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','57e8fa96945c1837406860b990e77dbced88104ceb5f442aa5404e1c1fce7bed',100.0,1.77903394840048408e+09,1,'2026-05-17T18:05:48.400484+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://daniel.haxx.se/blog/2015/12/20/a-2015-retrospective',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','983e842572cd0289af8791ef009e0ed8f5c97f75903abb9590794d001b074367',100.0,1.77903215308539199e+09,1,'2026-05-17T17:35:53.085392+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dani-izquierdo95.medium.com/mysql-automated-backup-on-openshift-k8s-3690280d304f','dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated'' backup on Openshift/K8s','','N/A',0,'A curated technical resource and architectural guide covering dani-izquierdo95.medium.com: Batch processing using Cron Jobs. MySQL automated'' backup on Openshift/K8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034347,0,'2026-05-17T18:12:27.681066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://daniel.haxx.se/blog/2015/12/14/curl-and-http2-by-default',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','57e8fa96945c1837406860b990e77dbced88104ceb5f442aa5404e1c1fce7bed',100.0,1779033948,1,'2026-05-17T18:05:48.400484+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://daniel.haxx.se/blog/2015/12/20/a-2015-retrospective',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','983e842572cd0289af8791ef009e0ed8f5c97f75903abb9590794d001b074367',100.0,1779032153,1,'2026-05-17T17:35:53.085392+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://daniel.haxx.se/blog/wp-content/uploads/2020/01/sticker-cheat-sheet.png','curl cheat sheet for Linux and Unix users','','2025',5,'Curator Insight: The definitive visual sticker/cheat sheet for curl options, designed by curl''s creator Daniel Stenberg. Live Grounding: An absolute authority on debugging HTTP protocols, specifying TLS versions, configuring headers, and parsing response outputs in pipeline scripts.','Image/PDF','Official Visual Cheat Sheet','Intermediate-Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems", "Linux", "Networking"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://danielkummer.github.io/git-flow-cheatsheet/index.html','Git-flow cheatsheet','','2012',0,'An interactive, visual cheatsheet summarizing standard `git-flow` command line operations. Provides developers with quick, copy-pasteable snippets for initializing, executing, and finalizing feature, release, and hotfix branches.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2012-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://danielmangum.com/posts/controller-runtime-client-go-rate-limiting','Rate Limiting in Controller-Runtime and Client-go','','2023',0,'A deep analysis of Kubernetes client-go and controller-runtime rate limiting mechanics. Contrasts workqueue structures and bucket-rate algorithms to secure controllers against resource starvation.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Controller Runtime", "Rate Limiting"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://danielmangum.com/posts/how-kubernetes-validates-custom-resources','danielmangum.com: How Kubernetes validates custom resources','','2021',4,'Deep-dive technical post tracking how the Kubernetes API server validates Custom Resource Definitions (CRDs). Analyzes structural OpenAPI schemas, admission webhooks, and the validation pipeline of kube-apiserver.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Architecture", "Extensibility", "Custom Resource Validation"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://danielmangum.com/posts/k8s-asa-the-storage-interface','danielmangum.com: K8s ASA: The Storage Interface','','2021',0,'An elegant, lower-level examination of the interface boundary where Kubernetes hooks into system storage. 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Live engineering assessments view this technology as a precursor to modern agentic software development, emphasizing the need for robust automated CI/CD safety nets to evaluate generated code.','JavaScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Low-Code & AI Development", "Application Generation"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://decisivedevops.com/kubernetes-events-news-feed-of-your-kubernetes-cluster-826e08892d7a','decisivedevops.com: Kubernetes Events — News feed of your cluster','','2022',0,'This guide explains the utility of Kubernetes events as a real-time diagnostic feed of cluster activities. It demonstrates how to capture, filter, and stream these resource events to external observability backends using open-source collectors. 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Highlights the migration from resource-heavy third-party extensions to the built-in, highly optimized AST-based rendering engine to lower CPU utilization.','JSON','Tutorial','Beginner',0,'online','manual','1c9f12f772ceeff004b5e5fdc0c4ca72cb3d59abef463c093f11b05477bf25fd',100.0,1779030589.11599,1,'2026-05-17T17:09:49.115990+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/amanhimself/how-to-configure-vscode-bracket-pair-colors-natively-3nl','dev.to: How to configure VSCode Bracket Pair Colors Natively','','2021',0,'Provides deep details on configuring native bracket pair colorization in VS Code settings. Highlights the migration from resource-heavy third-party extensions to the built-in, highly optimized AST-based rendering engine to lower CPU utilization.','JSON','Tutorial','Beginner',0,'online','manual','1c9f12f772ceeff004b5e5fdc0c4ca72cb3d59abef463c093f11b05477bf25fd',100.0,1779030589,1,'2026-05-17T17:09:49.115990+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/amplication/extending-gitops-effortless-continuous-integration-and-deployment-on-kubernetes-1oem','dev.to: Extending GitOps: Effortless continuous integration and deployment on Kubernetes','','2023',3,'Explores architectural models for bridging continuous integration (CI) platforms with GitOps-driven deployment mechanisms. Emphasizes clean decoupling where CI updates target config states while Kubernetes reconcile loops execute the rollout.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "CI/CD Integration"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/ankit01oss/5-github-projects-to-make-you-a-better-devops-engineer-2fkl','dev.to: 5 GitHub Projects to make you a better DevOps Engineer 🌟','','2021',0,'Features five open-source GitHub resources for training, covers interactive shell practices, Kubernetes cluster orchestration models, production-level networking checklists, and system design structures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Community Resources", "Hands-on Learning"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code,'' in 2 ¹/₂ minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1ad685891679905b0fdd1b94502225d97ab2a117764266aaa045729d40d16af',100.0,1.77903006929616904e+09,0,'2026-05-17T17:01:09.296169+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j"}'); -INSERT INTO "resources" VALUES('https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ¹/₂ minutes','','2022',0,'An introduction to AppMap for VS Code, illustrating how to automatically record and render execution paths, database queries, and architectural layouts of Java applications in real time.','Java','Video','Beginner',1,'online','manual','5d75699b6e05e806c15e427a611979a335a5648d9e046d8a46105a75733f72b3',100.0,1.77913049498314094e+09,0,'2026-05-18T20:54:54.983141+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Architecture Visualization"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/appland/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code,'' in 2 ¹/₂ minutes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1ad685891679905b0fdd1b94502225d97ab2a117764266aaa045729d40d16af',100.0,1779030069,0,'2026-05-17T17:01:09.296169+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j"}'); +INSERT INTO "resources" VALUES('https://dev.to/appmap/video-visualize-the-architecture-of-your-java-app-in-vs-code-in-2-minutes-568j','dev.to: Video: Visualize the architecture of your Java app, in VS Code, in 2 ¹/₂ minutes','','2022',0,'An introduction to AppMap for VS Code, illustrating how to automatically record and render execution paths, database queries, and architectural layouts of Java applications in real time.','Java','Video','Beginner',1,'online','manual','5d75699b6e05e806c15e427a611979a335a5648d9e046d8a46105a75733f72b3',100.0,1779130494,0,'2026-05-18T20:54:54.983141+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Architecture Visualization"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/arpanadhikari/reusable-aws-iam-role-for-service-accounts-irsa-for-k8s-terraform-module-2og2','dev.to/arpanadhikari: Reusable AWS iam role for service-accounts (IRSA for k8s ) terraform module','','2023',0,'A reusable Terraform module designed to configure IAM Roles for Service Accounts (IRSA) on AWS Kubernetes nodes. It establishes precise OIDC identity providers to achieve pod-level permission isolation.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/arunkc/get-started-with-apache-airflow-1218','dev.to: Get started with Apache Airflow','','2021',3,'An introductory guide covering the fundamental architecture of Apache Airflow. It helps developers write their first Python-based Directed Acyclic Graphs (DAGs) using basic Operators, sensors, and scheduling definitions.','Python','Blog Post','Basic',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflows", "Apache Airflow", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/attaullahshafiq10/dev-ops-59dm','dev.to: DEV-OPS','- Its a culture, concept, process and approach that merges software requirement gathering, software development, testing, quality assurance, system configurations, product deployment and operations. Organizations building or improving software products are moving towards a DevOps approach where development, testing, security, quality assurance and operations are getting merged within a large team and those technical resources work side by side to achieve higher return on investment @@ -3070,8 +3070,8 @@ INSERT INTO "resources" VALUES('https://dev.to/attaullahshafiq10/dev-ops-59dm',' INSERT INTO "resources" VALUES('https://dev.to/aurelievache/kubernetes-sketchnotes-pods-4ib0','https://dev.to/aurelievache: Understanding Kubernetes: part 1 – Pods','','2026',0,'An illustrated sketchnote guide mapping the basic structures and concepts of Kubernetes Pods. Curator Insight praises the clarity of visual-oriented learning. Live Grounding confirms its heavy usage as an onboarding tool for junior engineers.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "Kubernetes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-istio-part-1-istio-components-4ik5','dev.to/aurelievache: Understanding Istio: part 1 – Istio Components','- [dev.to/aurelievache: Understanding Istio: part 9 – DestinationRule](https://dev.to/aurelievache/understanding-istio-part-9-destinationrule-1g7e) - [dev.to/aurelievache: Understanding Istio: part 16 – Observability / Metrics](https://dev.to/aurelievache/understanding-istio-part-16-observability-metrics-2m8p)','2021',0,'Illustrated introductory series that demystifies core Istio components including virtual services, gateway declarations, destination rules, and observability patterns.','English','Guide','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Education"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-istio-part-16-observability-metrics-2m8p','dev.to/aurelievache: Understanding Istio: part 16 – Observability / Metrics','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','eeb17a9dc77ef7ee62db1b0a1001391a4f5e4a4d3429daa87bdc4e4439cd24a1',100.0,1.77902935618165397e+09,1,'2026-05-17T16:49:16.181654+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-istio-part-9-destinationrule-1g7e','dev.to/aurelievache: Understanding Istio: part 9 – DestinationRule','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2e623cf8725bd47f95788b1f66fb1e12be17c6cb2ef27abbcf4b38fee0bd9754',100.0,1.77903415243601393e+09,1,'2026-05-17T18:09:12.436014+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-istio-part-16-observability-metrics-2m8p','dev.to/aurelievache: Understanding Istio: part 16 – Observability / Metrics','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','eeb17a9dc77ef7ee62db1b0a1001391a4f5e4a4d3429daa87bdc4e4439cd24a1',100.0,1779029356,1,'2026-05-17T16:49:16.181654+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-istio-part-9-destinationrule-1g7e','dev.to/aurelievache: Understanding Istio: part 9 – DestinationRule','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2e623cf8725bd47f95788b1f66fb1e12be17c6cb2ef27abbcf4b38fee0bd9754',100.0,1779034152,1,'2026-05-17T18:09:12.436014+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aurelievache/understanding-kubernetes-part-22-limitrange-144l','dev.to/aurelievache: Understanding Kubernetes: part 22 – LimitRange','','2021',0,'Visual and friendly guide to using `LimitRange` objects in Kubernetes. - Illustrates how namespace boundaries act as safety nets, auto-injecting default CPU/Memory limits when missing. - Excellent for developer onboarding and cluster-wide resource compliance.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Policy & Governance", "Limit Ranges"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -3081,7 +3081,7 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/amazon-vpc-lattice-b INSERT INTO "resources" VALUES('https://dev.to/aws-builders/aws-app-runner-how-to-deploy-containerized-applications-using-app-runner-1f7c','dev.to: AWS App Runner : How to deploy containerized applications using App Runner','','2021',0,'Curator Insight details the operational steps for configuring and running Dockerized workloads on AWS App Runner. Live Grounding verifies this as a classic, high-value guide for transitioning traditional VMs to serverless containers without having to manage raw ECS or EKS orchestration.','N/A','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Container Orchestration", "App Runner"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/aws-waf-web-application-firewall-deep-dive-15bd','dev.to: AWS WAF (Web Application Firewall): Deep Dive','','2023',0,'A comprehensive technical exploration of AWS WAF deployment strategies. It covers rule evaluation order, IP sets, custom response headers, logging architectures to Kinesis Data Firehose, and best practices for configuring rate limiting and Geo-Match restrictions.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{"duplicate_of": "https://aws.amazon.com/waf"}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/best-practices-for-securing-kubernetes-deployments-1jg6','dev.to/aws-builders: Best Practices for Securing Kubernetes Deployments 🌟','','2022',0,'Presents an action-oriented best practice matrix covering cluster configuration and pod safety profiles. Details etcd encryption setups, secure secrets distribution patterns, and implementing standard Pod Security Admission policies. Highly recommended for establishing cluster baselines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cluster Hardening", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d','dev.to: Best Practices When Designing AWS Architecture 🌟🌟','','2026',0,'A deep dive into the operational best practices of the AWS Well-Architected Framework. Key topics include decoupling architectural dependencies, horizontal scaling mechanisms, and programmatic resource orchestration.','N/A','Blog Post','Intermediate',0,'online','manual','0b3ed91b300dc97b96241ed4a089fb7260d0734b0b386735043aab5923dec739',100.0,1.77903086489703893e+09,1,'2026-05-17T17:14:24.897039+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/best-practices-when-designing-aws-architecture-4c8d','dev.to: Best Practices When Designing AWS Architecture 🌟🌟','','2026',0,'A deep dive into the operational best practices of the AWS Well-Architected Framework. Key topics include decoupling architectural dependencies, horizontal scaling mechanisms, and programmatic resource orchestration.','N/A','Blog Post','Intermediate',0,'online','manual','0b3ed91b300dc97b96241ed4a089fb7260d0734b0b386735043aab5923dec739',100.0,1779030864,1,'2026-05-17T17:14:24.897039+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/continuous-integration-and-deployment-on-aws-and-a-wishlist-for-cicd-tools-on-aws-5a13','dev.to: Continuous Integration and Deployment on AWS - and a wishlist for CI/CD Tools on AWS','','2021',0,'A Dev.to article discussing CI/CD architectures within AWS environments, containing a developer wishlist for next-generation pipeline features. It compares CodePipeline, GitHub Actions, and custom runners, detailing trade-offs in execution speeds, artifact management, and IAM-gated controls. Perfect for team leads structuring secure platform automation.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/creating-a-rest-api-with-infrastructure-as-code-terraform-serverless-lambda-python-part-2-cicd-g8h','dev.to: Creating a Rest API with Infrastructure as Code (Terraform) & Serverless (Lambda + Python) - Part 2 CI/CD','','2022',0,'Outlines a modern serverless deployment loop, coupling HashiCorp Terraform with AWS API Gateway and Lambda functions. Part 2 focuses on constructing automated GitHub Actions CI/CD deployment pipelines for infrastructure and application code layers.','HCL','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Serverless Deployment", "Terraform & AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/creating-an-eks-cluster-and-node-group-with-terraform-1lf6','dev.to: Creating an EKS Cluster and Node Group with Terraform','- [dev.to: Install & Manage Amazon EKS Add-ons with Terraform](https://dev.to/aws-builders/install-manage-amazon-eks-add-ons-with-terraform-2dea) @@ -3090,7 +3090,7 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/creating-an-eks-clus - Amazon EBS CSI','2023',0,'Walks engineers through setting up Amazon EKS Managed Node Groups with Terraform. It covers the declarative configuration of essential EKS Add-ons, specifically Amazon VPC CNI, CoreDNS, and EBS CSI drivers.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/deploying-a-containerized-app-to-ecs-fargate-using-a-private-ecr-repo-terragrunt-5b8a','dev.to/aws-builders: Deploying a Containerized App to ECS Fargate Using a Private ECR Repo & Terragrunt','','2023',0,'A container orchestration blueprint demonstrating ECS Fargate deployment via Terragrunt. Uses secure private ECR registries, ECS Task definitions, and automated cloud network isolation patterns to run enterprise-grade microservices.','HCL','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/devops-made-easy-install-aws-cli-ecs-cli-docker-terraform-using-chocolatey-2lld','DevOps Made Easy: Install AWS CLI, ECS CLI, Docker & Terraform Using Chocolatey','','2023',0,'A step-by-step local workstation bootstrapping guide using the Windows Chocolatey package manager. Instructs how to quickly establish consistent local administration tooling, installing docker-cli, terraform, aws-cli, and ecs-cli to prepare for cloud resource management.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Local Environment Setup", "Package Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devops.md", "aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/aws-builders/disaster-recovery-cheat-sheetwrite-up-o62','dev.to: Disaster Recovery Cheat-sheet/Write-up 🌟','','2026',0,'A disaster recovery reference sheet translating AWS Well-Architected DR metrics (RTO and RPO) into specific execution patterns. It compares pilot light, warm standby, and active-active multi-region failover models.','N/A','Blog Post','Intermediate',0,'online','manual','018a1be0e9f16a4e41494c451fe41970425f9a7cc83a68b5d8b3951cf485de8b',100.0,1.77903116389252591e+09,1,'2026-05-17T17:19:23.892526+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/disaster-recovery-cheat-sheetwrite-up-o62','dev.to: Disaster Recovery Cheat-sheet/Write-up 🌟','','2026',0,'A disaster recovery reference sheet translating AWS Well-Architected DR metrics (RTO and RPO) into specific execution patterns. It compares pilot light, warm standby, and active-active multi-region failover models.','N/A','Blog Post','Intermediate',0,'online','manual','018a1be0e9f16a4e41494c451fe41970425f9a7cc83a68b5d8b3951cf485de8b',100.0,1779031163,1,'2026-05-17T17:19:23.892526+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/eks-iam-deep-dive-136d','dev.to: EKS IAM Deep Dive 🌟','','2021',0,'An in-depth exploration of the security layer connecting AWS Identity and Access Management with EKS. Details authentication and authorization, explaining how IAM roles map to Kubernetes groups to achieve a robust security boundary.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "IAM"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/event-driven-architectures-using-aws-with-example-3d2d','dev.to: Event driven architectures using AWS with example','','2022',0,'Breaks down standard Event-Driven Architecture (EDA) paradigms, demonstrating asynchronous patterns utilizing AWS EventBridge, SQS, and Lambda. Illustrates decoupling domains to achieve maximum system scalability and operational tolerance.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Event-Driven", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/from-scratch-oidc-providers-252d','dev.to/aws-builders: From Scratch: OIDC Providers','','2022',0,'Examines the configuration of OpenID Connect (OIDC) providers to establish a trust relationship between multi-cloud workloads and AWS IAM. Discusses keyless authentication paradigms and JSON Web Token (JWT) validation without requiring long-lived access keys.','None','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Security", "Identity & Access Management", "OIDC Providers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -3100,12 +3100,12 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/how-to-automate-aws- INSERT INTO "resources" VALUES('https://dev.to/aws-builders/how-to-deploy-a-serverless-website-with-terraform-5677','dev.to: How to deploy a serverless website with Terraform','','2023',0,'A thorough guide details the process of deploying high-performance serverless static web platforms on AWS using Terraform. Connects CloudFront distributions, S3 hosting buckets, ACM SSL validation, and Route53 DNS zones.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/how-to-get-started-with-devops-what-skills-should-we-start-with-5efp','dev.to/aws-builders: How to get started with DevOps? What skills should we start with?','','2023',0,'Curator Insight: A beginner-focused roadmap detailing key technologies to study for AWS DevOps integration. 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The article details the core operational differences, node-provisioning delays in older architectures, and provides a clear breakdown of Karpenter''s YAML configuration structures.','English','Technical Article','Medium',0,'online','manual','52684b303712c02fba044f9de1e86d423c2661b1ea2e580d270fd480421cf085',100.0,1.77903417283298707e+09,1,'2026-05-17T18:09:32.832987+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/karpenter-the-better-autoscaling-solution-for-kubernetes-part-1-4pd5','dev.to: Karpenter: The Better Autoscaling Solution for Kubernetes- Part'' 1','','2022',3,'The first installment of a tutorial series explaining why Karpenter outperforms traditional autoscaling models. The article details the core operational differences, node-provisioning delays in older architectures, and provides a clear breakdown of Karpenter''s YAML configuration structures.','English','Technical Article','Medium',0,'online','manual','52684b303712c02fba044f9de1e86d423c2661b1ea2e580d270fd480421cf085',100.0,1779034172,1,'2026-05-17T18:09:32.832987+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/keycloak-with-nginx-ingress-6fo','dev.to: KeyCloak with Nginx Ingress','','2023',4,'Provides configuration patterns for exposing Keycloak behind an Nginx Ingress Controller in Kubernetes. 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It categorizes reference specifications across compute, messaging, and database domains to streamline engineering onboarding.','N/A','Blog Post','Beginner',0,'online','manual','798d57ba809df995fe02eccfacaabfdff5554132188197fb9345ba05a794a0d1',100.0,1.77903343582108211e+09,1,'2026-05-17T17:57:15.821082+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/aws-builders/many-free-and-useful-aws-official-dev-and-user-guides-54ci','dev.to: Many free and useful AWS official Dev and User guides!','','2026',0,'A curated index compiling official AWS developer guides. It categorizes reference specifications across compute, messaging, and database domains to streamline engineering onboarding.','N/A','Blog Post','Beginner',0,'online','manual','798d57ba809df995fe02eccfacaabfdff5554132188197fb9345ba05a794a0d1',100.0,1779033435,1,'2026-05-17T17:57:15.821082+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-builders/my-service-mesh-journey-with-terraform-on-aws-cloud-part-1-3hee','dev.to/aws-builders: My Service Mesh journey with Terraform on AWS Cloud - Part 1','','2023',0,'Part 1 of a structured technical series exploring AWS App Mesh infrastructure configured via Terraform. 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It provides systematic designs for public/private subnet distribution, NAT Gateways, and route table controls to achieve optimal isolation. The author emphasizes standard modular Terraform paradigms for constructing multi-AZ network topographies.','HCL','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AWS", "EKS", "Networking"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); @@ -3118,15 +3118,15 @@ INSERT INTO "resources" VALUES('https://dev.to/aws-builders/when-to-sns-or-sqs-2 INSERT INTO "resources" VALUES('https://dev.to/aws-heroes/automatic-api-key-rotation-for-amazon-managed-grafana-2h68','dev.to: Automatic API Key rotation for Amazon Managed Grafana','','2022',0,'Curator Insight details the step-by-step automation of rotating Grafana API keys using AWS Lambda and Secrets Manager. Live Grounding validates this as a vital security standard, preventing persistent credential leaks and enforcing compliance policies across enterprise monitoring setups.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws-heroes/serverless-beyond-the-basics-kom','dev.to: Serverless - Beyond the Basics | Kristi Perreault 🌟','','2021',4,'Delves past initial hello-world templates to address production concerns like advanced testing strategies, strict security configurations, and proper CI/CD pipelines.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "Advanced Best Practices"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/aws/10-new-aws-amplify-features-to-check-out-4291','dev.to: 10 New AWS Amplify Features to Check Out','','2021',0,'Curator Insight catalogues critical feature updates in AWS Amplify to accelerate full-stack delivery. 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Outlines features in Azure Functions, Resource Manager (ARM), and App Service extensions to sync local workspaces directly with cloud provisioning pipelines.','N/A','Article','Intermediate',0,'online','manual','2bd85c6273966b32f09bde7333ad65a01396ebc40043f1e158efc7f00cc4a22a',100.0,1.77903401532669091e+09,1,'2026-05-17T18:06:55.326691+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/azure/my-top-5-visual-studio-code-extensions-for-azure-developers-1odo','dev.to: My Top 5 Visual Studio Code extensions for Azure Developers','','2021',0,'Details 5 core extensions for Azure Cloud Architects using VS Code. Outlines features in Azure Functions, Resource Manager (ARM), and App Service extensions to sync local workspaces directly with cloud provisioning pipelines.','N/A','Article','Intermediate',0,'online','manual','2bd85c6273966b32f09bde7333ad65a01396ebc40043f1e158efc7f00cc4a22a',100.0,1779034015,1,'2026-05-17T18:06:55.326691+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m','dev.to: Data Migration from Monolith to Microservice in Django','','2022',0,'An enterprise migration case study detailing the systematic decomposition of a monolith Django database into isolated microservices data structures. 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Live Grounding: Simplifies common repository initialization tasks and basic credential caching setups for immediate developer onboarding.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/bekbrace/new-rules-in-github-git-push-u-origin-main-2k82',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b4236667c74efe81a6d56e3b071a30674acc1bb6c6f97a8640ff64fd053c05ff',100.0,1.77903019626326203e+09,1,'2026-05-17T17:03:16.263262+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/bekbrace/new-rules-in-github-git-push-u-origin-main-2k82',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b4236667c74efe81a6d56e3b071a30674acc1bb6c6f97a8640ff64fd053c05ff',100.0,1779030196,1,'2026-05-17T17:03:16.263262+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/bennyfmo_237/deploying-basic-infrastructure-on-aws-with-terraform-1k68','dev.to/bennyfmo_237: Deploying Basic Infrastructure on AWS with Terraform','','2023',0,'An introductory guide that details how to model core cloud architectures in AWS using Terraform. 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This architecture reduces resource consumption and circumvents enterprise licensing fees associated with commercial GUI applications. 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Focuses on orchestrating infrastructure provisioners, secret engines, and GitOps engines under unified declarative frameworks to minimize vendor lock-in.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Modular Architecture"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/cedricclyburn/containers-without-docker-podman-buildah-and-skopeo-1eal','dev.to: Containers without Docker (podman, buildah, and skopeo)','','2022',0,'An analysis of the modular container ecosystem, detailing how monolithic Docker tasks are decomposed into specialized, unprivileged utilities: Podman for execution, Buildah for image creation, and Skopeo for registry transfer. This architecture optimizes security and performance in enterprise environments.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Tooling", "Decompiled Engines"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/chefgs/deploy-kubernetes-resources-in-minikube-cluster-using-terraform-1p8o','dev.to: Deploy Kubernetes Resources in Minikube cluster using Terraform','','2022',2,'A localized training guide that explains how to configure and use the Terraform Kubernetes provider against a local Minikube cluster. Helps developers practice writing manifests as code locally.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes", "Local Development"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); @@ -3138,16 +3138,16 @@ INSERT INTO "resources" VALUES('https://dev.to/cloudskills/packer-and-terraform- INSERT INTO "resources" VALUES('https://dev.to/codefreshio/kubernetes-deployment-antipatterns-part-1-2116','dev.to: Kubernetes Deployment Antipatterns – part 1','','2026',0,'A community republishing of the critical anti-pattern analysis, covering common operational pitfalls in Kubernetes deployments. Focuses on the dangers of ignoring scaling patterns, exposing sensitive APIs directly, and neglecting the declarative state.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Deployment Anti-Patterns", "Operational Safety"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/codereviewdoctor/the-json-trick-25-of-python-devs-dont-know-about-including-devs-at-microsoft-sentry-unicef-and-more-4h10','dev.to: The JSON trick 25% of Python devs don''t know about','','2022',0,'A developer guide illustrating lesser-known configuration features of Python''s built-in JSON module. Demystifies performance optimizations, indentation strategies, and default-handling serialization interfaces for large application states.','Python','Technical Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://dev.to/codewithtee/git-cheat-sheet-20-commands-i-use-everyday-47h9','dev.to: Git Cheat Sheet- 20 commands I Use Everyday | Tabassum Khanum','','2023',3,'Curator Insight: Practical checklist of 20 daily-use commands for software engineers. Live Grounding: Highlights the vital utility of commands like git reset, git rm, and git status, helping juniors build structured commits before triggering remote CI pipelines.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/colbygarland/using-vs-code-to-git-rebase-1lc','dev.to: Using VS Code to git rebase','','2020',0,'Illustrates how to utilize VS Code as the default editor for interactive Git rebasing. Replaces traditional terminal editors with a graphic UI to ease tasks like commit squashing, dropping, and message rewriting during history cleaning cycles.','N/A','Tutorial','Intermediate',0,'online','manual','42d16de19498969c4c367d80c435908ad6f3e31cfc885c1a93ed18baeec73a39',100.0,1.77903022013614702e+09,1,'2026-05-17T17:03:40.136147+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/colbygarland/using-vs-code-to-git-rebase-1lc','dev.to: Using VS Code to git rebase','','2020',0,'Illustrates how to utilize VS Code as the default editor for interactive Git rebasing. Replaces traditional terminal editors with a graphic UI to ease tasks like commit squashing, dropping, and message rewriting during history cleaning cycles.','N/A','Tutorial','Intermediate',0,'online','manual','42d16de19498969c4c367d80c435908ad6f3e31cfc885c1a93ed18baeec73a39',100.0,1779030220,1,'2026-05-17T17:03:40.136147+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/colocodes/github-copilot-blew-my-mind-on-a-code-along-exercise-186n','dev.to: GitHub Copilot blew my mind on a code-along exercise','','2021',0,'An observational field report outlining the developer experience during rapid code-along exercises with GitHub Copilot. Focuses on the model''s capacity to ingest localized context to complete complex algorithmic scripts. Demonstrates the reduction in cognitive fatigue for standard operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-2dk7','dev.to: Learn how to use Git and GitHub in a team like a pro','- [==dev.to: Learn how to use Git and GitHub in a team like a pro (part 2)==](https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-part-2-11j)','2021',0,'Focuses on best-practice development operations inside multi-person engineering branches. Describes clean feature-branching architectures, tracking issues, and utilizing labels during production cycles.','None','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Git Repositories", "GitHub", "Team Collaboration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-part-2-11j','==dev.to: Learn how to use Git and GitHub in a team like a pro (part 2)==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f7a664f0524b624b67c1557d1acdba2e922ccd0d519386fa0be8566a9c8044c1',100.0,1.77903164949119496e+09,1,'2026-05-17T17:27:29.491195+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/colocodes/learn-how-to-use-git-and-github-in-a-team-like-a-pro-part-2-11j','==dev.to: Learn how to use Git and GitHub in a team like a pro (part 2)==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f7a664f0524b624b67c1557d1acdba2e922ccd0d519386fa0be8566a9c8044c1',100.0,1779031649,1,'2026-05-17T17:27:29.491195+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/crenshaw_dev/the-three-meanings-of-template-in-argo-workflows-2paf','dev.to: The three meanings of "template" in Argo Workflows','','2023',0,'Synthesizes the semantic differences and runtime boundaries between the three distinct definitions of ''template'' in Argo Workflows. Distinguishes template definitions, invocations, and inline declarations within a workflow manifest, preventing common YAML structure misconfigurations in complex pipelines.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Orchestration", "Argo Workflows", "Templates"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/cvitaa11/running-dapr-on-kubernetes-89g','dev.to: Running Dapr on Kubernetes','','2021',3,'Hands-on walkthrough detailing the installation and runtime operations of Dapr inside a Kubernetes cluster. Highlights initial configuration, Helm chart usages, and basic validation. While ideal for local developers sandbox validation, 2026 infrastructure paradigms prioritize declarative GitOps (e.g., Argo CD) for deploying Dapr components in production.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native", "Application Runtime", "Dapr Deployment"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/cyclops-ui/five-tools-to-make-your-k8s-experience-more-enjoyable-5d85','dev.to/cyclops-ui: Five tools to make your K8s experience more enjoyable','','2024',0,'A curated compilation evaluating five alternative graphical interfaces and CLI utilities designed to simplify everyday Kubernetes development and operations. Focuses on visual management, interactive debugging, and reducing the learning curve of raw YAML manifests.','English','Article','Beginner',0,'online','manual','f965a3ce5ac3df37332c0d52e88b692729e0e3a8ba7da4325760cf90ae069759',100.0,1.77903224856421089e+09,1,'2026-05-17T17:37:28.564211+02:00',NULL,NULL,NULL,'["Developer Experience", "Tooling", "Kubernetes UX"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/cyclops-ui/five-tools-to-make-your-k8s-experience-more-enjoyable-5d85','dev.to/cyclops-ui: Five tools to make your K8s experience more enjoyable','','2024',0,'A curated compilation evaluating five alternative graphical interfaces and CLI utilities designed to simplify everyday Kubernetes development and operations. Focuses on visual management, interactive debugging, and reducing the learning curve of raw YAML manifests.','English','Article','Beginner',0,'online','manual','f965a3ce5ac3df37332c0d52e88b692729e0e3a8ba7da4325760cf90ae069759',100.0,1779032248,1,'2026-05-17T17:37:28.564211+02:00',NULL,NULL,NULL,'["Developer Experience", "Tooling", "Kubernetes UX"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9','dev.to: Price Comparison of Popular Serverless Architecture Providers','','2021',3,'Performs financial comparisons between public cloud providers (AWS, Azure, GCP), modeling billing triggers, resource provisioning scales, and data egress pricing.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless Platforms", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/binding-aws-iam-roles-to-kubernetes-service-account-for-on-prem-clusters-1icc','dev.to: Binding AWS IAM roles to Kubernetes Service Account for on-prem clusters | Daniele Polencic 🌟','','2022',0,'Highlights solutions for extending AWS IAM Roles for Service Accounts (IRSA) configurations into on-premises Kubernetes clusters. Solves the hybrid identity challenge by utilizing OIDC federated discovery documents on local nodes.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS IRSA", "Hybrid Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/labels-and-annotations-in-kubernetes-j4i',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6a085f58946e31684ad903aa6105075a24cb82c57b1a914de5fc04fb404bb6a5',100.0,1779029984.8598,0,'2026-05-17T16:59:44.859800+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/labels-and-annotations-in-kubernetes-j4i',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6a085f58946e31684ad903aa6105075a24cb82c57b1a914de5fc04fb404bb6a5',100.0,1779029984,0,'2026-05-17T16:59:44.859800+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/request-based-autoscaling-in-kubernetes-scaling-to-zero-2i73','dev.to/danielepolencic: Request-based autoscaling in Kubernetes: scaling to zero','','2021',0,'Analyzes the mechanics of scale-to-zero capabilities in Kubernetes, focusing on HTTP request buffering and activator-driven routing. Contrasts traditional resource-metrics Horizontal Pod Autoscaler (HPA) with Knative-style Pod autoscaling. Essential reading for architects designing resource-optimized serverless architectures on Kubernetes.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Request-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/scaling-kubernetes-to-multiple-clusters-and-regionss-294b','dev.to/danielepolencic: Scaling Kubernetes to multiple clusters and regions 🌟','','2021',0,'Investigates multi-region and multi-cluster scaling architectures in Kubernetes. Details routing traffic globally, handling disaster recovery scenarios, and utilizing tools like Karpenter, Cluster API, and global DNS load balancing to manage regional failovers.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Multi-Cluster Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/danielepolencic/the-kubernetes-api-architecture-1pi9','dev.to: The Kubernetes API architecture | Daniele Polencic 🌟','','2021',4,'A visual and descriptive architectural review of the API Server request pipeline. Traces client requests through authentication, authorization, and admission controller gates.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Architecture", "Fundamentals"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -3166,27 +3166,27 @@ INSERT INTO "resources" VALUES('https://dev.to/dhravya/docker-explained-to-a-5-y INSERT INTO "resources" VALUES('https://dev.to/dineshrathee12/how-to-copy-a-security-group-with-rules-from-one-aws-account-to-another-account-36mb','dev.to: How to Copy a Security Group with Rules from one AWS Account to Another account','','2022',0,'A practical technical tutorial detailing programmatic patterns to replicate AWS Security Groups and nested rules across separate AWS accounts. It resolves multi-tenant configuration sync issues using Python and the AWS CLI. This is critical for engineers performing tenant migrations or standing up identical staging environments under modern IAM paradigms.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Group Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/doabledanny/git-cheat-sheet-50-commands-free-pdf-and-poster-4gcn','dev.to: Git Cheat Sheet 📄 (50 commands + Free PDF and poster)','','2024',3,'Curator Insight: Comprehensive visual compilation of 50 commands accompanied by a custom poster and PDF download. Live Grounding: Highly effective for team offices to keep a standardized visual command map within sight, standardizing commit patterns across the engineering group.','English','Visual Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/docker/9-docker-extensions-every-developer-must-try-1no2','dev.to: 9 Docker Extensions Every Developer Must Try','','2023',0,'Highlights extensions targeting productivity within local development dashboards. Covers structural utilities for Kubernetes visualization, real-time image scanning, and storage volume optimization.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Docker Desktop"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e','dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You','','2023',0,'A comprehensive directory indexing over 200 Kubernetes tools tailored for DevOps and platform engineers. Covers diverse categories including continuous deployment controllers, ingress routing, secret managers, and network policy visualizers.','None','Article','Intermediate',0,'online','manual','f2917385193aab7345388fd9c942a39cdcd78fbab92e33a54cb2186a7ae13416',100.0,1.77913049496982908e+09,1,'2026-05-18T20:54:54.969829+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/docker/top-200-kubernetes-tools-for-devops-engineer-like-you-3h7e','dev.to: Top 200 Kubernetes Tools for DevOps Engineer Like You','','2023',0,'A comprehensive directory indexing over 200 Kubernetes tools tailored for DevOps and platform engineers. Covers diverse categories including continuous deployment controllers, ingress routing, secret managers, and network policy visualizers.','None','Article','Intermediate',0,'online','manual','f2917385193aab7345388fd9c942a39cdcd78fbab92e33a54cb2186a7ae13416',100.0,1779130494,1,'2026-05-18T20:54:54.969829+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/dollardhingra/code-quality-tools-in-python-4k2a','dev.to: Code Quality Tools in Python','','2021',3,'Curator Insight reviews code quality tooling, highlighting traditional utilities like Flake8 and Black. Live Grounding confirms that modern CI/CD setups actively consolidate these individual quality checkers into centralized, lightning-fast Rust engines to speed up delivery loops.','Python','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "CI-CD", "Code Quality"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/dollardhingra/python-code-best-practices-4k96','dev.to: Best Practices For Writing Clean Pythonic Code','','2022',0,'Curator Insight: Curates core principles of Python coding patterns to enforce standard readability and longevity metrics. Live Grounding: Details actionable rules of PEP-8 compliance, context manager designs, and exception encapsulation techniques to ensure production-grade clean architectures.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Code Quality", "Clean Code"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/douglasmakey/implementing-a-simple-k8s-admission-controller-in-go-2dcg','dev.to: Implementing a simple K8s admission controller in Go','','2020',0,'Deep dive into developing custom admission control hooks using Go. Examines the mechanical process of parsing AdmissionReview requests, implementing validation logic, producing secure JSON patches for mutating workflows, and setting up local TLS validation to communicate securely with the Kubernetes API server.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Admission Control", "Go Development"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/dsudia/how-to-integrate-docker-jetbrains-into-telepresence-31op','dev.to/dsudia: How to Integrate Docker & JetBrains into Telepresence','','2021',0,'A detailed technical guide explaining how to integrate Telepresence proxying with Docker Desktop and JetBrains IDE debuggers. It covers setting up traffic intercepts to enable step-by-step local JVM/Node debugging.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "IDE Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/duckinm/superb-vscode-extensions-changing-your-coding-life-2cmb','dev.to: Superb VSCode extensions changing your coding life','','2021',0,'Analyzes transformative VS Code extensions that significantly alter code execution and formatting paradigms, showcasing how choosing the right workspace helper utilities impacts output speed.','N/A','Article','Beginner',0,'online','manual','6a80a307fcfcc49614358f0555fa87a6088cdb7f5bf2a840a74113f9b57f88f6',100.0,1.77903143995767498e+09,1,'2026-05-17T17:23:59.957675+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/duckinm/superb-vscode-extensions-changing-your-coding-life-2cmb','dev.to: Superb VSCode extensions changing your coding life','','2021',0,'Analyzes transformative VS Code extensions that significantly alter code execution and formatting paradigms, showcasing how choosing the right workspace helper utilities impacts output speed.','N/A','Article','Beginner',0,'online','manual','6a80a307fcfcc49614358f0555fa87a6088cdb7f5bf2a840a74113f9b57f88f6',100.0,1779031439,1,'2026-05-17T17:23:59.957675+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/eavnitech/send-notification-to-slack-from-the-jenkins-ci-job-and-jenkinsfile-e-avni-tech-2lm5','dev.to: Send notification to slack from the Jenkins CI Job and Jenkinsfile','','2021',0,'A walkthrough demonstrating how to wire Slack notifications directly to Jenkins post-build declarative blocks. *Curator Insight*: Slack chat notifications. *Live Grounding*: Crucial for ChatOps environments to share instant telemetry and status metrics across developer squads.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Configuration Management", "Notifications"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/eckelon/how-to-monitor-nginx-in-kubernetes-with-prometheus-j5f','dev.to: How to monitor nginx in Kubernetes with Prometheus','','2021',0,'Covers setting up Prometheus metrics for Nginx in Kubernetes clusters. Discusses configuring sidecars using Nginx VTS or official stub status metrics to trace payload rates and latency distribution.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring Integrations", "Ingress & Proxy"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/edlegaultle/introduction-to-helm-50jl','dev.to: Introduction to Helm 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5dc83ff27c34dd1693000dbeefd6bb1f0fb65ec2465ee04a34bf9c9018fa8255',100.0,1.77903082732688307e+09,0,'2026-05-17T17:13:47.326883+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://dev.to/leading-edje/introduction-to-helm-50jl"}'); -INSERT INTO "resources" VALUES('https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g','dev.to: Open a command prompt in a Kubernetes cluster','','2021',4,'Walks through initiating command sessions in target Kubernetes containers for diagnostics. Discusses ephemeral container usage and target debugging options without altering running code paths.','English','Technical Article','Intermediate',0,'online','manual','c26eb0de788e23c0873c87db4a43f8bc0f0fed934afaee24b0c8a6c714c3657d',100.0,1.77903433234321403e+09,1,'2026-05-17T18:12:12.343214+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/edlegaultle/introduction-to-helm-50jl','dev.to: Introduction to Helm 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5dc83ff27c34dd1693000dbeefd6bb1f0fb65ec2465ee04a34bf9c9018fa8255',100.0,1779030827,0,'2026-05-17T17:13:47.326883+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://dev.to/leading-edje/introduction-to-helm-50jl"}'); +INSERT INTO "resources" VALUES('https://dev.to/eldadak/open-a-command-prompt-in-a-kubernetes-cluster-206g','dev.to: Open a command prompt in a Kubernetes cluster','','2021',4,'Walks through initiating command sessions in target Kubernetes containers for diagnostics. 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Addresses the lifecycle synchronization challenges between the application container and its helper sidecar instances.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Sidecar Pattern"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/fidalmathew/session-based-vs-token-based-authentication-which-is-better-227o','dev.to/fidalmathew: Session-Based vs. Token-Based Authentication: Which is better?','','2023',0,'An in-depth comparative study between stateful, cookie-driven session-based authentication and stateless, token-based (JWT) models. Highlights critical architectural impacts regarding horizontal scaling, cross-origin resource sharing (CORS) limits, and the absolute complexity of immediate session revocation in stateless systems.','N/A','Article','Basic',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access Management", "State Management"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/fkurz/detecting-kubernetes-api-deprecations-with-pluto-3g2m','==dev.to: Detecting Kubernetes API Deprecations with pluto==','','2026',0,'This technical tutorial demonstrates how to use Fairwinds Pluto to detect deprecated API versions across Kubernetes YAML manifests, Helm charts, and live clusters. It outlines practical methods for identifying out-of-date resource definitions prior to initiating major cluster upgrades. Incorporating this guide into continuous delivery pipelines prevents deployment failures caused by deprecated resource types.','Markdown','Documentation','Intermediate',0,'online','manual','daf162f8d40c4fc0b5f25e6b43e6871a2fb1595eaa15fd6a5382fb9d19609d9d',100.0,1.77903095768275189e+09,1,'2026-05-17T17:15:57.682752+02:00',NULL,NULL,NULL,'["Upgrade Path", "API Deprecations", "Static Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/fkurz/detecting-kubernetes-api-deprecations-with-pluto-3g2m','==dev.to: Detecting Kubernetes API Deprecations with pluto==','','2026',0,'This technical tutorial demonstrates how to use Fairwinds Pluto to detect deprecated API versions across Kubernetes YAML manifests, Helm charts, and live clusters. It outlines practical methods for identifying out-of-date resource definitions prior to initiating major cluster upgrades. Incorporating this guide into continuous delivery pipelines prevents deployment failures caused by deprecated resource types.','Markdown','Documentation','Intermediate',0,'online','manual','daf162f8d40c4fc0b5f25e6b43e6871a2fb1595eaa15fd6a5382fb9d19609d9d',100.0,1779030957,1,'2026-05-17T17:15:57.682752+02:00',NULL,NULL,NULL,'["Upgrade Path", "API Deprecations", "Static Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/fllstck/rapid-api-creation-with-aws-amplify-3c8i','dev.to: Rapid API Creation with AWS Amplify','','2020',0,'A developer-focused tutorial outlining how to provision and deploy serverless GraphQL and REST endpoints using AWS Amplify. 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Modern platforms in 2026 often replace this flow with Testcontainers for local testing, but Docker Compose remains a solid base for local multi-service orchestration.','Java','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Local Development"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/franciscogm/aws-cli-sso-made-easy-3bh9','dev.to/franciscogm: AWS CLI SSO made easy','','2022',0,'A developer-focused guide showing how to simplify multi-account authorization using the AWS CLI and AWS IAM Identity Center (formerly AWS Single Sign-On). It demonstrates optimal config profile structures to enable rapid terminal-based authentication. 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Features simple configurations, basic execution strategies, state assertions, and standard recommendations for writing clean, readable YAML blueprints.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/gre9ory/hull-tutorial-01-introducing-hull-the-helm-universal-layer-library-4njb','dev.to: HULL Tutorial 01: Introducing HULL, the Helm Universal Layer Library','','2021',0,'Practical introduction to HULL (Helm Universal Layer Library), a standardized, library-chart-driven mechanism to dramatically simplify Kubernetes manifest configuration without writing massive custom Go templates.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Design Patterns", "HULL Library"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/grrywlsn/self-service-infrastructure-as-code-23bl','dev.to/grrywlsn: Self-service infrastructure as code','','2023',4,'Outlines platform engineering strategies to enable developer self-service infrastructure deployment via pre-approved Terraform module registries. Discusses how to build abstraction templates that allow development teams to safely deploy standard resources without deep IaC expertise. 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While slightly legacy, it provides robust fundamental concepts on environmental variables and buildpacks.','en','Guide','Beginner',0,'online','manual','10b7c9d82c84e90f47df29018bae614af05c2dde4339655346b60c71afb51142',100.0,1.77903409432450509e+09,1,'2026-05-17T18:08:14.324505+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Deployment"]','["[GUIDE]", "[LEGACY]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb','dev.to: VS Code extensions to increase your Productivity','','2026',3,'Community-curated resource listing standard extensions designed to minimize cognitive overhead and speed up microservice coding loops.','English','Article','Beginner',0,'online','manual','e2b18af5f9d47afe0555c5be7f06c027ff88b75f9138482eafbac8a2a97e6cbf',100.0,1779033976,1,'2026-05-17T18:06:16.522979+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/heroku/deploying-your-first-golang-webapp-11b3','dev.to: Deploying Your First Golang Webapp','','N/A',0,'A quickstart tutorial covering local compilation and cloud deployment of Go web applications. 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Focuses on Promtail configuration for cluster log collection, metric ingestion via Prometheus, and crafting unified correlation panels inside Grafana.','None','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Advanced Telemetry & FinOps", "Log Aggregation", "PLG Stack Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/levivm/how-to-use-ssh-and-ssh-agent-forwarding-more-secure-ssh-2c32','How to use SSH properly and what is SSH Agent Forwarding','','2021',3,'Investigates the security mechanics of SSH Agent Forwarding. 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Crucial for developers optimizing query performance and log index searching.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Search Mechanics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/lizardkinglk/username-validator-1n8g','dev.to: Username Validator','','2021',0,'Regular expression guide and implementation for validating user credentials on the client-side. Emphasizes security considerations like ReDoS (Regular Expression Denial of Service) and input sanitization before processing database commits.','JavaScript','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frontend Development", "Security & Validation", "Regular Expressions"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/lostintangent/10-awesome-things-you-can-do-with-github-dev-5fm7','dev.to: 10 Fun Things You Can Do With GitHub.dev 😎','','2021',0,'Hands-on exploration outlining the capabilities of using github.dev, a quick browser-based VS Code environment loaded instantly by hitting the ''.'' key on any repository interface.','None','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Cloud Workstations", "GitHub dev"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg','dev.to: Watch and react to Kubernetes objects changes','','N/A',0,'Curator Insight outlines how to implement event-driven watches in Kubernetes using the Go client-go SDK. Live Grounding shows this is a foundational guide for building lightweight operators without full operator frameworks, leveraging Informers and Reflector mechanics. It is highly valued for explaining how to minimize API server load during state sync.','English','Article','Intermediate',0,'online','manual','0bb8bd293eafe83b8a55bf5318be11c1d14a73b183c3964937622c2004f2f6f9',100.0,1.77903426270417594e+09,1,'2026-05-17T18:11:02.704176+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go", "Informer Pattern"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/lucasepe/watch-and-react-to-kubernetes-objects-changes-3kcg','dev.to: Watch and react to Kubernetes objects changes','','N/A',0,'Curator Insight outlines how to implement event-driven watches in Kubernetes using the Go client-go SDK. Live Grounding shows this is a foundational guide for building lightweight operators without full operator frameworks, leveraging Informers and Reflector mechanics. It is highly valued for explaining how to minimize API server load during state sync.','English','Article','Intermediate',0,'online','manual','0bb8bd293eafe83b8a55bf5318be11c1d14a73b183c3964937622c2004f2f6f9',100.0,1779034262,1,'2026-05-17T18:11:02.704176+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go", "Informer Pattern"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/madmaxx/how-to-make-exclusive-locks-in-kubernetes-23if','dev.to: How to make exclusive locks in Kubernetes','','2021',0,'Explains how to design and execute distributed exclusive locking mechanisms inside Kubernetes. It details the structural usage of the Coordination API (Lease resources) and leader election patterns to prevent concurrent state manipulation in multi-replica microservices.','Go/YAML','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Concurrency", "Distributed Locks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/madza/19-valuable-github-repositories-for-beginner-developers-3i18','dev.to: 19 Valuable GitHub Repositories for Beginner Developers 📚✨','','2022',0,'A collection of nineteen core GitHub repositories offering essential templates, API collections, and documentation guidelines to bootstrap professional developers.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/mage_ai/ci-cd-automating-our-build-and-deploy-process-2i91','dev.to: CI/CD: Automating our build and deploy process','','2026',0,'A real-world engineering case study walking through the orchestration and automation of container builds and target host deployments. Examines key bottlenecks during early Git-driven pipeline setup and resolution strategies.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Continuous Deployment", "Automation Practices"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/mahmoudessam/python-dictionary-methods-explanation-and-visualization-1l64','dev.to: python dictionary methods explanation and visualization','','2022',0,'Curator Insight: Comprehensive visual maps explaining built-in dictionary manipulation routines. Live Grounding: Visualizes the differences between direct updates, item mutation methods, default handling methods, and pop routines to ensure correct data mutation practices.','Python','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/majidqafouri/microservice-roadmap-4mci','dev.to: Microservice Roadmap','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b088fd5ae5281fa6cf27205a14e78b358b783e977e6cb8c7cc1560f880b4d632',100.0,1.779029949913136e+09,0,'2026-05-17T16:59:09.913136+02:00',NULL,NULL,NULL,'[]','[]','["docs/faq.md"]','[]','{}','{"duplicate_of": "https://dev.to/mattqafouri/microservice-roadmap-4mci"}'); +INSERT INTO "resources" VALUES('https://dev.to/majidqafouri/microservice-roadmap-4mci','dev.to: Microservice Roadmap','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b088fd5ae5281fa6cf27205a14e78b358b783e977e6cb8c7cc1560f880b4d632',100.0,1779029949,0,'2026-05-17T16:59:09.913136+02:00',NULL,NULL,NULL,'[]','[]','["docs/faq.md"]','[]','{}','{"duplicate_of": "https://dev.to/mattqafouri/microservice-roadmap-4mci"}'); INSERT INTO "resources" VALUES('https://dev.to/mariamarsh/10-best-github-repos-for-developers-5gmp','dev.to: 10 best GitHub repos for developers','','2021',0,'Highlights ten essential GitHub repositories containing computer science guidelines, system architecture patterns, and algorithmic exercises critical for platform and backend software engineering.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Resources"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/mattiasfjellstrom/kubernetes-101-security-concepts-2f4f','dev.to/mattiasfjellstrom: Kubernetes-101: Security concepts','','2022',0,'An introductory security conceptual guide reviewing isolation techniques like Linux namespaces, cgroups, and capabilities. Correlates these kernel-level tools to upstream abstraction parameters in standard Pod specs. Provides a concise, high-density primer on basic defense constructs.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Fundamentals", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/mattqafouri/microservice-roadmap-4mci','dev.to: Microservice Roadmap','','2023',0,'A structured educational roadmap highlighting the developmental journey to master microservices. It lists key technologies and conceptual milestones, including domain-driven design (DDD), containerization, event-driven architectures, API Gateways, distributed tracing with OpenTelemetry, and CI/CD pipelines.','None','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Fundamentals", "Roadmap"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["faq.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51m7','dev.to: Rate limiting HTTP requests in Go using Redis','','N/A',0,'A code-heavy guide illustrating how to implement distributed rate-limiting middleware in Go using Redis token bucket algorithms. Vital for securing public REST API endpoints.','en','Guide','Intermediate',1,'online','manual','a6dd7888fd1fce5e877c77d6a9162541e86cb5db944d8433496592e33ce41b02',100.0,1.779033674950006e+09,1,'2026-05-17T18:01:14.950006+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "API Design"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha','dev.to/mavensingh: Advantages and Disadvantages of Go','','N/A',0,'A high-level evaluation of Go''s strengths (such as concurrency models and compiling speeds) balanced against its notable limits, such as strict syntax structures and historical generic compromises.','en','Article','Beginner',0,'online','manual','3d24af81a86d8c5775d07ac8b8fa8ad54304da48dd26d0a40a11cf02406f7d8e',100.0,1.77903167119986605e+09,1,'2026-05-17T17:27:51.199866+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/mauriciolinhares/rate-limiting-http-requests-in-go-using-redis-51m7','dev.to: Rate limiting HTTP requests in Go using Redis','','N/A',0,'A code-heavy guide illustrating how to implement distributed rate-limiting middleware in Go using Redis token bucket algorithms. Vital for securing public REST API endpoints.','en','Guide','Intermediate',1,'online','manual','a6dd7888fd1fce5e877c77d6a9162541e86cb5db944d8433496592e33ce41b02',100.0,1779033674,1,'2026-05-17T18:01:14.950006+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "API Design"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/mavensingh/advantages-and-disadvantages-of-go-5gha','dev.to/mavensingh: Advantages and Disadvantages of Go','','N/A',0,'A high-level evaluation of Go''s strengths (such as concurrency models and compiling speeds) balanced against its notable limits, such as strict syntax structures and historical generic compromises.','en','Article','Beginner',0,'online','manual','3d24af81a86d8c5775d07ac8b8fa8ad54304da48dd26d0a40a11cf02406f7d8e',100.0,1779031671,1,'2026-05-17T17:27:51.199866+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/maxx_don/implement-azure-ad-workload-identity-on-aks-with-terraform-3oho','dev.to: Implement Azure AD Workload Identity on AKS with terraform','','2022',0,'A detailed playbook implementing Azure AD Workload Identity on AKS utilizing Terraform templates. Eliminates static secrets by mapping Azure Managed Identities with Kubernetes Service Accounts via federated OIDC token exchanges.','Terraform','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Access & Identity", "Workload Identity"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/mbagley1020/price-comparison-of-popular-serverless-architecture-providers-2jk9','dev.to: Price Comparison of Popular Serverless Architecture Providers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','de3143b1cfd7a3efdc955a4d569b047e4a66f129930b5136ba58c352b9a5f23c',100.0,1.77903011540553307e+09,0,'2026-05-17T17:01:55.405533+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9"}'); -INSERT INTO "resources" VALUES('https://dev.to/mda590/using-kyverno-policies-for-kubernetes-governance-3e17','dev.to: Using Kyverno Policies for Kubernetes Governance','','2022',0,'Explains how organizations can use Kyverno to establish governance guardrails across shared development environments. Covers automating labels, validating ownership configurations, and managing resource consumption rules to ensure multi-tenant hygiene.','YAML','Article','Intermediate',0,'online','manual','ea1ffe99c5a75a4093f6243789caab5dcc734435fd3d4737d7ae9b8eb11e8dba',100.0,1.77903452275115704e+09,1,'2026-05-17T18:15:22.751157+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/mbagley1020/price-comparison-of-popular-serverless-architecture-providers-2jk9','dev.to: Price Comparison of Popular Serverless Architecture Providers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','de3143b1cfd7a3efdc955a4d569b047e4a66f129930b5136ba58c352b9a5f23c',100.0,1779030115,0,'2026-05-17T17:01:55.405533+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://dev.to/d1020/price-comparison-of-popular-serverless-architecture-providers-2jk9"}'); +INSERT INTO "resources" VALUES('https://dev.to/mda590/using-kyverno-policies-for-kubernetes-governance-3e17','dev.to: Using Kyverno Policies for Kubernetes Governance','','2022',0,'Explains how organizations can use Kyverno to establish governance guardrails across shared development environments. Covers automating labels, validating ownership configurations, and managing resource consumption rules to ensure multi-tenant hygiene.','YAML','Article','Intermediate',0,'online','manual','ea1ffe99c5a75a4093f6243789caab5dcc734435fd3d4737d7ae9b8eb11e8dba',100.0,1779034522,1,'2026-05-17T18:15:22.751157+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/memark/autoprovisioning-nfs-volumes-in-eks-with-cdk-4fn9','dev.to: Autoprovisioning NFS volumes in EKS with CDK','','2022',0,'Walks through the automated provisioning of NFS-backed persistent storage within Amazon EKS utilizing the AWS Cloud Development Kit (CDK). Demonstrates infrastructure-as-code automation for deploying NFS CSI drivers and configuring storage classes.','TypeScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Infrastructure as Code", "NFS Storage Autoprovisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/mikeyglitz/proactive-kubernetes-monitoring-with-alerting-58en','dev.to/mikeyglitz: Proactive Kubernetes Monitoring with Alerting','','2023',0,'Offers actionable guidance on moving from reactive firefighting to proactive alerts in production. Instructs readers on designing Alertmanager routing keys, building non-flapping alert thresholds, and writing actionable runbooks attached to notifications.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Practical Diagnostics", "Alert Engineering", "Proactive Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/milu_franz/git-explained-the-basics-igc','dev.to: Git Explained - The Basics','','2020',0,'Introductory guide breaking down directory zones (working directory, staging area, git directory) and mapping baseline command flows for development environments onboarding.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -3308,7 +3308,7 @@ INSERT INTO "resources" VALUES('https://dev.to/nagatodev/how-to-connect-django-t INSERT INTO "resources" VALUES('https://dev.to/narasimha1997/communication-between-microservices-in-a-kubernetes-cluster-1n41','dev.to/narasimha1997: Communication between Microservices in a Kubernetes cluster 🌟','','2021',4,'Examines internal communication protocols of microservices deployed across Kubernetes networks. Details local service resolution dynamics, headless services, and the role of service proxies in optimizing intra-cluster communication speeds.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Microservices", "Inter-Service Communication"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/navneet7716/optimizing-sql-queries-h9j','dev.to: Optimizing SQL Queries by 23x!!!','','2024',0,'A database engineering optimization guide detailing a 23x performance improvement. Teaches strategies for index structuring, deep query analyzer explain plan parsing, and query patterns that eliminate execution bottlenecks.','SQL','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "Performance Tuning"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/nazliander/using-selenium-within-a-docker-container-ghp','dev.to: Using Selenium With Python in a Docker Container','','2022',0,'Step-by-step tutorial on building containerized Python Selenium testing environments. Outlines headless browser configurations, Docker optimizations, and shared memory allocations.','Python','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Test Automation", "Containerized Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/niveditacoder/default-kyverno-policies-for-openebs-4abf','dev.to: Default Kyverno Policies for OpenEBS','','2021',0,'Walks through establishing Kyverno policies optimized for workloads using OpenEBS as their persistent storage driver. Demonstrates how to automatically enforce volume attachment limits, dynamic volume provisioning policies, and validate container mount points for improved system stability.','YAML','Article','Intermediate',0,'online','manual','9ff4068050fc09a0a07f31d8c42e2f04303a242bb35310cace796a8766effa70',100.0,1.77903209506660199e+09,1,'2026-05-17T17:34:55.066602+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Storage", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/niveditacoder/default-kyverno-policies-for-openebs-4abf','dev.to: Default Kyverno Policies for OpenEBS','','2021',0,'Walks through establishing Kyverno policies optimized for workloads using OpenEBS as their persistent storage driver. Demonstrates how to automatically enforce volume attachment limits, dynamic volume provisioning policies, and validate container mount points for improved system stability.','YAML','Article','Intermediate',0,'online','manual','9ff4068050fc09a0a07f31d8c42e2f04303a242bb35310cace796a8766effa70',100.0,1779032095,1,'2026-05-17T17:34:55.066602+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Storage", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/novu/how-to-add-in-app-notifications-to-any-web-app-1b4n','dev.to: How to add In-App notifications to any web app!','','2022',0,'Architectural guide on integrating live in-app notifications using Novu, exploring WebSockets, SSE (Server-Sent Events), and decoupled state synchronization across client nodes.','JavaScript','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frontend Development", "Real-Time Communication", "Notifications"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/o1lab/how-to-build-7-000-rest-apis-within-2-mins-node-js-mysql-470b','dev.to: How to build 7,000+ REST APIs within 2 mins (Node.js + MySQL) !!','','2021',0,'Demonstration of automated REST API generation from relational schemas using code generator frameworks. Examines dynamic routing models, DB pool initialization, and the trade-offs of using automated ORMs versus custom SQL design.','JavaScript','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Protocols & API Design", "REST APIs", "Rapid Prototyping"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/okimotomizuho/open-source-multiple-branches-and-git-merges-2f69','dev.to: Open Source: Multiple branches and git merges','','2022',0,'Focuses on integration strategies for contributors managing branch hierarchies in open-source projects. Offers concrete tips on coordinating forks, staging changes across distinct feature branches, and safely executing pulls and merges with upstream main branches.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Collaborative Workflows", "Open Source"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -3318,10 +3318,10 @@ INSERT INTO "resources" VALUES('https://dev.to/otomato_io/liveness-probes-feel-t - Highlights how to configure lightweight endpoints that report deadlock scenarios without incurring runtime resource overhead. - Discusses how to trace and diagnose probe-induced container restarts.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks", "Liveness Probes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/otomato_io/local-kubernetes-development-with-skaffold-i0k','dev.to: How to Simplify Your Local Kubernetes Development With Skaffold','','2021',0,'Practical onboarding guide detailing local cloud-native development workflows using Skaffold. Explores live file-reloading, log streaming, and localized namespace configurations for multi-service apps.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "Skaffold Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/otomato_io/pixie-an-x-ray-machine-for-kubernetes-traffic-23pd','dev.to: Pixie: an X-ray Machine for Kubernetes Traffic','','2022',0,'A comprehensive technical overview of Pixie, a CNCF-hosted, eBPF-powered observability framework. The guide details how Pixie leverages eBPF kernel probes to dynamically capture SQL commands, HTTP traffic, and performance metrics without code changes or sidecar injection overhead.','Markdown','Technical Article','Intermediate',0,'online','manual','e498286f13bf67872de3253d5aa756bb3ae8a7febb06d8301ac8031d1294b9e9',100.0,1.7790299388469181e+09,1,'2026-05-17T16:58:58.846918+02:00',NULL,NULL,NULL,'["Observability", "Network Observability", "eBPF"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/otomato_io/pixie-an-x-ray-machine-for-kubernetes-traffic-23pd','dev.to: Pixie: an X-ray Machine for Kubernetes Traffic','','2022',0,'A comprehensive technical overview of Pixie, a CNCF-hosted, eBPF-powered observability framework. 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Live grounding emphasizes its use as an educational framework for modern devops onboardings.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Adoption Principles"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ugly-26lc','dev.to: Load external data into OPA: The Good, The Bad, and The Ugly','','2022',0,'Analyses the complex architectural patterns required for injecting dynamic runtime datasets into Open Policy Agent (OPA). Evaluates caching strategies, JWT validation, HTTP pull-push mechanisms, and their relative trade-offs regarding latency, scalability, and network failure tolerance inside authorization pathways.','Rego','Article','Advanced',0,'online','manual','91e815cd1013249b7e9b2358dc3f3f2c2c3e6665afa5a148af30cbc2f6264944',100.0,1.77903417287164211e+09,1,'2026-05-17T18:09:32.871642+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/permit_io/load-external-data-into-opa-the-good-the-bad-and-the-ugly-26lc','dev.to: Load external data into OPA: The Good, The Bad, and The Ugly','','2022',0,'Analyses the complex architectural patterns required for injecting dynamic runtime datasets into Open Policy Agent (OPA). 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Promotes highly structured conceptual understanding of how container nodes synchronize states.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Comprehensive Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/a-better-way-to-code-documentation-driven-development-1kem','dev.to: A Better Way To Code: Documentation Driven Development','','2021',0,'Introduces Documentation Driven Development (DDD). Explains how specifying schemas, system boundaries, and API interfaces in documentation before coding leads to cleaner microservice separation.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Methodology", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/the-awesome-side-of-github-awesome-lists-2a5h','dev.to: The Awesome Side of GitHub - Awesome Lists | Leonardo Montini','','2023',0,'An analytical piece exploring the architectural and community value of GitHub''s curated lists. Explains how these directories democratize community knowledge sharing and guides software developers in discovering, evaluating, and contributing to open-source resource landscapes.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Meta-Analysis"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-command-palette-and-its-friends-2bhi','dev.to: Visual Studio Code - Tips & Tricks - Command Palette and its friends','','2020',0,'A structural guide detailing productivity hacks with VS Code''s Command Palette (Ctrl+Shift+P) and keybindings, designed to facilitate fast search, configuration changes, and command executions for power users.','Markdown','Article','Beginner',0,'online','manual','a824e90b306b8dab1169e4a155d4930248fe6a04cb84fc750ed17d6759086db9',100.0,1.7791304949331119e+09,1,'2026-05-18T20:54:54.933112+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-snippets-5041','dev.to/this-is-learning: Visual Studio Code - Tips & Tricks - Snippets','','2020',0,'Teaches developers how to write and configure custom user snippets in VS Code, allowing rapid injection of frequently used code patterns and structural templates into diverse codebases.','Markdown','Article','Beginner',0,'online','manual','edf392dc2c19ed07bf450e9cd61bc41ef9fcf154144fe80bbac395c8cb914ac5',100.0,1.77913049501651406e+09,0,'2026-05-18T20:54:55.016514+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-command-palette-and-its-friends-2bhi','dev.to: Visual Studio Code - Tips & Tricks - Command Palette and its friends','','2020',0,'A structural guide detailing productivity hacks with VS Code''s Command Palette (Ctrl+Shift+P) and keybindings, designed to facilitate fast search, configuration changes, and command executions for power users.','Markdown','Article','Beginner',0,'online','manual','a824e90b306b8dab1169e4a155d4930248fe6a04cb84fc750ed17d6759086db9',100.0,1779130494,1,'2026-05-18T20:54:54.933112+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/playfulprogramming/visual-studio-code-tips-tricks-snippets-5041','dev.to/this-is-learning: Visual Studio Code - Tips & Tricks - Snippets','','2020',0,'Teaches developers how to write and configure custom user snippets in VS Code, allowing rapid injection of frequently used code patterns and structural templates into diverse codebases.','Markdown','Article','Beginner',0,'online','manual','edf392dc2c19ed07bf450e9cd61bc41ef9fcf154144fe80bbac395c8cb914ac5',100.0,1779130495,0,'2026-05-18T20:54:55.016514+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/pmbanugo/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-kong-api-gateway-4n84','dev.to: FaaS on Kubernetes: From AWS Lambda & API Gateway To Knative & Kong API Gateway','','2021',4,'Practical technical demonstration outlining how to replicate proprietary cloud FaaS configurations by using open components like Knative and Kong API Gateway inside a Kubernetes cluster.','English','Technical Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative and API Gateways"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/pmbanugo/goodbye-dockerfiles-build-secure-optimised-nodejs-container-images-with-cloud-native-buildpacks-489p','dev.to/pmbanugo: Goodbye Dockerfiles: Build Secure & Optimised Node.js Container Images with Cloud Native Buildpacks','','2026',0,'A hands-on guide illustrating how to deploy secure, optimized Node.js container applications without writing custom Dockerfiles, utilizing Cloud Native Buildpacks. It demonstrates how buildpacks automatically handle package caching, optimize production dependencies, and strip non-essential files. This results in smaller, audit-ready Node images with minimum developer overhead.','Markdown','Article','Low',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Node.js", "Image Building"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/pragyanatvade/docker-commands-cheat-sheet-47n4','dev.to: Docker Commands Cheat Sheet | Pragyan Tripathi','','2024',3,'Modern developer guide consolidating command sequences for optimizing docker image construction and multi-container environment variables. Great for fast onboarding and verifying runtime dependencies.','HTML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/prasenjeetsymon/docker-from-zero-to-hero-part-1-3a45','dev.to: Docker : From Zero to Hero 🛸 ( part 1) | Prasenjeet Kumar','','2023',0,'An analytical introduction framing the architectural jump from resource-heavy hypervisors to shared-kernel container virtualization. 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Discusses the utilization of attributes like "ignore_changes" and "prevent_destroy" to safeguard critical production backbones. Live grounding confirms this series is a vital playbook for operationalizing continuous delivery in enterprise spaces.','HCL','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Advanced Orchestration"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-complex-variable-types-173e','dev.to/pwd9000: Terraform - Complex Variable Types','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ccc836673f845a730401191c4cf02f1beb743ab65feb8e1a9045f4f6a3b4c638',100.0,1779032337.36982,1,'2026-05-17T17:38:57.369820+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-iac-scanning-with-trivy-3cai','dev.to: Terraform IaC Scanning with Trivy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1d10bfed516965c4413318093b17c7118abafb92e1bfb5d76db24eedbb69c9dd',100.0,1.77903009095762205e+09,1,'2026-05-17T17:01:30.957622+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-understanding-the-lifecycle-block-4f6e','dev.to/pwd9000: Terraform - Understanding the Lifecycle Block','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','db3c11fc54e40a28f3a9ae6cb9b839fe9e3d39674997eb4ef15dcf1273061cde',100.0,1779029487.0925,1,'2026-05-17T16:51:27.092500+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-complex-variable-types-173e','dev.to/pwd9000: Terraform - Complex Variable Types','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ccc836673f845a730401191c4cf02f1beb743ab65feb8e1a9045f4f6a3b4c638',100.0,1779032337,1,'2026-05-17T17:38:57.369820+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-iac-scanning-with-trivy-3cai','dev.to: Terraform IaC Scanning with Trivy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1d10bfed516965c4413318093b17c7118abafb92e1bfb5d76db24eedbb69c9dd',100.0,1779030090,1,'2026-05-17T17:01:30.957622+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://dev.to/pwd9000/terraform-understanding-the-lifecycle-block-4f6e','dev.to/pwd9000: Terraform - Understanding the Lifecycle Block','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','db3c11fc54e40a28f3a9ae6cb9b839fe9e3d39674997eb4ef15dcf1273061cde',100.0,1779029487,1,'2026-05-17T16:51:27.092500+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/rahulrai/practical-introduction-to-kubernetes-autoscaling-tools-with-linode-kubernetes-engine-2i7k','dev.to: Practical Introduction to Kubernetes Autoscaling Tools with Linode Kubernetes Engine 🌟','','2022',0,'An introduction to Kubernetes scaling tools (HPA, VPA, and Cluster Autoscaler) leveraging the Linode Kubernetes Engine (LKE). 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Highlights explicit wait hooks, complex element locator structures, and integration into CI platforms.','Java','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Quality", "Testing Automation", "Selenium"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/rdvansloten/getting-started-with-windows-containers-on-azure-kubernetes-service-46ce','dev.to: Getting started with Windows Containers on Azure Kubernetes Service','','2022',0,'A fundamental playbook illustrating setup tasks for hosting Windows Server containers inside AKS node pools. 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Crucial for optimizing cloud spend in ephemeral testing environments by garbage-collecting resources after pre-defined lifetimes.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Infrastructure", "Cost Optimization", "Temporary Environments"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/run-x/devops-is-not-automation-2amo','dev.to: DevOps Is Not Automation','','2021',0,'Reframes DevOps by showing that automation is just an enabling tool. 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While varyingly rigorous, it represents a vast, real-time repository of peer-to-peer troubleshooting and architectural experimentation.','English','Community Forum','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Learning", "Developer Platforms", "Community Feeds"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); @@ -3391,19 +3391,19 @@ INSERT INTO "resources" VALUES('https://dev.to/techworld_with_nana/kubernetes-ba INSERT INTO "resources" VALUES('https://dev.to/techworld_with_nana/kubernetes-crash-course-for-absolute-beginners-35pc','dev.to: Kubernetes Crash Course for Absolute Beginners','','2023',3,'A quick-reading article detailing node boundaries, API requests, and standard cluster networking. 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Includes manifests and structural explanations for deploying ScaledObjects with popular triggers like RabbitMQ and Azure Service Bus.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dev.to/vivekanandrapaka/access-secrets-from-akv-using-managed-identities-for-aks-91p','dev.to: Access Secrets in AKV using Managed identities for AKS 🌟','','2022',0,'Shows how to retrieve and access secrets securely within AKS workloads using Managed Identities and Azure Key Vault CSI Provider. 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Clarifies endpoint selectors and highlights how the API dynamically registers and routes traffic to changing pod IP pools.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Services", "Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -3450,9 +3450,9 @@ INSERT INTO "resources" VALUES('https://dev.to/zenika/eks-10-tips-to-reduce-the- INSERT INTO "resources" VALUES('https://dev.to/zinox9/git-github-cheatsheet-22ok','dev.to: Git & Github Cheatsheet 🌟','','2023',3,'Curator Insight: A practical, daily-use cheat sheet grouping Git and GitHub actions into actionable categories. Live Grounding: Highly recommended for quick reference during common workflow disruptions; covers git remote synchronization, basic branch hygiene, and authentication steps using personal access tokens (PATs).','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release','Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation','','2026',0,'Details the stable release of Azure MCP (Model Context Protocol) Server 2.0, enabling secure, self-hosted agentic automation workflows. It provides architectural patterns for running local AI agents with direct, API-driven access to Azure resource management, optimizing operational automation via language model integrations.','TypeScript','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Agentic Systems", "MCP Server"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "azure.md", "ai-agents-mcp.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/azure-sql/devops-for-azure-sql','devblogs.microsoft.com: DevOps for Azure SQL 🌟','','2022',0,'Practical DevOps pipeline patterns for Azure SQL. Outlines dynamic deployment workflows using GitHub Actions and Azure DevOps to coordinate declarative state synchronizations matching app changes.','Conceptual','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Server", "DevOps"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246','Distro installation added to WSL --install in Windows 10 insiders preview build 20246','','2020',0,'This release overview highlights improvements to the `wsl --install` process in Windows Insider Build 20246, enabling customized distribution selection during initialization. These upgrades allow teams to script automated workspace setup processes without manual user interaction. This automated workflow is essential for building reproducible local development environments via code.','N/A','Documentation','Intermediate',0,'online','manual','0622911970038098d3e082d9ce4bb88f89843ac888bf742558e803de3c994046',100.0,1.77903248350651311e+09,1,'2026-05-17T17:41:23.506513+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "WSL Installation"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/take-your-linux-development-experience-in-windows-to-the-next-level-with-wsl-and-visual-studio-code-remote','Take your Linux development experience in Windows to the next level with WSL and Visual Studio Code Remote','','2019',0,'This technical article describes the VS Code Remote-WSL architecture, which decouples the user interface from the backend runtime. By running VS Code extensions directly within WSL, it eliminates cross-OS filesystem execution overhead and path translation errors. This setup has become the industry benchmark for compiling, testing, and debugging Linux-targeted applications on Windows systems.','N/A','Guide','Intermediate',0,'online','manual','4e705b8a34861a0a3025c6cb3ee902560a62da6d9004014d3a426e22aebdec2d',100.0,1.77903149454638099e+09,1,'2026-05-17T17:24:54.546381+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "VS Code Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/windows-terminal-1-0','Windows Terminal 1.0','','2020',0,'The GA release announcement for Windows Terminal 1.0, detailing its high-performance, GPU-accelerated rendering engine and multiple tab architecture. It enables seamless management of PowerShell, Command Prompt, and multiple WSL instances simultaneously. This application has become the industry standard interface for engineers executing cloud-native tooling on Windows machines.','N/A','Documentation','Intermediate',0,'online','manual','046f04a4f9e9d395321d3cbdee8839a5d4924afa1310554f9a37a50e2ec10214',100.0,1.77903061073069596e+09,1,'2026-05-17T17:10:10.730696+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Terminal Emulators"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/distro-installation-added-to-wsl-install-in-windows-10-insiders-preview-build-20246','Distro installation added to WSL --install in Windows 10 insiders preview build 20246','','2020',0,'This release overview highlights improvements to the `wsl --install` process in Windows Insider Build 20246, enabling customized distribution selection during initialization. These upgrades allow teams to script automated workspace setup processes without manual user interaction. This automated workflow is essential for building reproducible local development environments via code.','N/A','Documentation','Intermediate',0,'online','manual','0622911970038098d3e082d9ce4bb88f89843ac888bf742558e803de3c994046',100.0,1779032483,1,'2026-05-17T17:41:23.506513+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "WSL Installation"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/take-your-linux-development-experience-in-windows-to-the-next-level-with-wsl-and-visual-studio-code-remote','Take your Linux development experience in Windows to the next level with WSL and Visual Studio Code Remote','','2019',0,'This technical article describes the VS Code Remote-WSL architecture, which decouples the user interface from the backend runtime. By running VS Code extensions directly within WSL, it eliminates cross-OS filesystem execution overhead and path translation errors. This setup has become the industry benchmark for compiling, testing, and debugging Linux-targeted applications on Windows systems.','N/A','Guide','Intermediate',0,'online','manual','4e705b8a34861a0a3025c6cb3ee902560a62da6d9004014d3a426e22aebdec2d',100.0,1779031494,1,'2026-05-17T17:24:54.546381+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "VS Code Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/commandline/windows-terminal-1-0','Windows Terminal 1.0','','2020',0,'The GA release announcement for Windows Terminal 1.0, detailing its high-performance, GPU-accelerated rendering engine and multiple tab architecture. 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Details how developer agents leverage safe API contexts to build and deploy complex assets.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "AI & Automation", "Model Context Protocol"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/devops/controlling-release-pipelines-with-gates-and-azure-policy-compliance','devblogs.microsoft.com: Controlling Release Pipelines with Gates and Azure Policy Compliance 🌟','','2021',0,'Deep technical look into establishing policy-driven release criteria. Explores how to query Azure Policy health before authorizing multi-stage production promotions, establishing guardrails against configuration drifts.','None','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Security & Compliance", "Release Gates"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); @@ -3469,29 +3469,29 @@ INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/dotnet/extend-you INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','2023',0,'Details framework compatibility structures implemented by NuGet.org, facilitating cross-platform library discovery. Explains target framework resolution paradigms mapping dependencies across .NET Standard, .NET Core, and legacy frameworks.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Package Management", "NuGet Specification"]','["[LEGACY]"]','[]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/engineering-at-microsoft/you-cant-have-security-for-devops-until-you-have-devops-for-security','devblogs.microsoft.com: You can’t have security for DevOps until you have DevOps for security','','2021',0,'A case-study overview of Microsoft''s internal culture shift to apply agile development practices directly to platform security engineering. Focuses on replacing traditional static governance gates with programmatic tooling, infrastructure APIs, and automated policy delivery.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Organizational Culture"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/java/deploy-spring-boot-applications-by-leveraging-enterprise-best-practices','devblogs.microsoft.com: Deploy Spring Boot applications by leveraging enterprise best practices – Azure Spring Cloud Reference Architecture','','2021',0,'A comprehensive reference architecture for deploying enterprise Spring Boot workloads on Azure Spring Cloud (rebranded as Azure Spring Apps). Incorporates security benchmarks including hub-and-spoke virtual network isolation, private endpoints, and centralized configuration profiles. Curated best practices align Java microservice design patterns with enterprise cloud governance.','English','Reference Architecture','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Microservices", "Spring Cloud", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/nuget/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c3b848cc78c7d698563667cd8d07008b0131249d15fb3ad98deadf3419712c9',100.0,1.77903321812590694e+09,0,'2026-05-17T17:53:38.125907+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{"duplicate_of": "https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org"}'); +INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/nuget/introducing-compatible-frameworks-on-nuget-org','devblogs.microsoft.com: Introducing Compatible Packages on NuGet.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c3b848cc78c7d698563667cd8d07008b0131249d15fb3ad98deadf3419712c9',100.0,1779033218,0,'2026-05-17T17:53:38.125907+02:00',NULL,NULL,NULL,'[]','[]','["docs/dotnet.md"]','[]','{}','{"duplicate_of": "https://devblogs.microsoft.com/dotnet/introducing-compatible-frameworks-on-nuget-org"}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/powershell-community','PowerShell Community','','2026',4,'A collaborative hub hosting blogs, community calls, and development updates regarding the open-source PowerShell runtime. It highlights community contributions, RFC developments, and scripting best-practices. This dynamic ecosystem accelerates PowerShell''s maturity, steering the command-line engine to meet cross-platform enterprise automation demands.','PowerShell','Community Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Automation & Tooling", "Command Line Interface", "PowerShell Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/powershell-community/my-crescendo-journey','devblogs.microsoft.com: My Crescendo journey','','2022',0,'A development log detailing the migration of unformatted command outcomes into clean JSON-oriented PowerShell responses utilizing Crescendo configurations.','PowerShell','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Command-Line Wrapper", "PowerShell Crescendo", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/powershell/announcing-powershell-crescendo-preview-1','Crescendo','','2021',0,'Introduces PowerShell Crescendo, a framework enabling developers to build robust, object-oriented PowerShell cmdlets wrapping native console tools on multiple platforms.','PowerShell','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Command-Line Wrapper", "PowerShell Crescendo", "Tool Modernization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/powershell/when-powershellget-v1-fails-to-install-the-nuget-provider','devblogs.microsoft.com: When PowerShellGet v1 fails to install the NuGet Provider','','2022',0,'Diagnoses failure patterns on PowerShellGet v1 when attempting download and setup of external NuGet provider instances. Guides administrator remediation steps via modern TLS and bootstrapping settings.','PowerShell','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Dependency Management", "PowerShellGet", "NuGet Providers"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/python','Microsoft: Python Engineering','','2019',0,'Official Microsoft blog detailing corporate tooling improvements, PyCharm and VSCode engineering collaborations, Windows system level optimizations, and CPython interpreter speed investments.','Markdown','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Enterprise Integration"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/python/need-an-intro-to-vs-code-let-tech-with-tim-help','devblogs.microsoft.com: Need an Intro to VS Code? Let Tech with Tim Help!','','2026',0,'This introductory tutorial provides developers with a step-by-step onboarding guide to master the VS Code environment, emphasizing performance tuning and shortcut configurations. It simplifies the setup of extension ecosystems, debugging configurations, and integrated terminal sessions. The resource acts as an essential bootstrapper for engineers preparing for complex, cloud-native development.','Markdown','Documentation','Beginner',0,'online','manual','cecdc9b823d90ae65f7a8ae41ca669f2e46aebff396dae8f33478d5aad1f9740',100.0,1.77903223928123402e+09,1,'2026-05-17T17:37:19.281234+02:00',NULL,NULL,NULL,'["Learning Resources", "Tutorials", "IDE Platforms"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/python/python-in-visual-studio-code-january-2021-release','Python in Visual Studio Code – January 2021 Release','','2021',0,'Reviews the January 2021 releases for Python in VS Code, emphasizing Pylance type checker improvements, multi-root workspace support, and simplified Pytest test discovery structures.','Python','Blog Post','Basic',0,'online','manual','8fe7a9acfd94049f5778316907e6eb016c37ce35c2ce669222b8faec91e33fd4',100.0,1.77902911868656206e+09,1,'2026-05-17T16:45:18.686562+02:00',NULL,NULL,NULL,'["Development Environment", "Language Tooling", "Python"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/python/python-in-visual-studio-code-october-2020-release','Python in Visual Studio Code – October 2020 Release. Debugpy 1.0','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','212ed024f7a32b8d578740bcc23b03238e694c7b449ec5639d8b9d130287f67d',100.0,1.77903092780973911e+09,1,'2026-05-17T17:15:27.809739+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://devblogs.microsoft.com/python/python-in-visual-studio-code-september-2020-release','Python in Visual Studio Code – September 2020 Release','','2020',0,'Highlights the September 2020 updates for Python in VS Code, detailing enhancements to Debug Adapter Protocol (DAP) implementations and environment discovery. Streamlines the execution of local virtual environment packages.','Python','Blog Post','Basic',0,'online','manual','81a19f4be8cec07bff109941011c5ab80ad5b97897963683670d1994fec93df1',100.0,1.77902922557660102e+09,1,'2026-05-17T16:47:05.576601+02:00',NULL,NULL,NULL,'["Development Environment", "Language Tooling", "Python"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devcentral.f5.com/s/articles/What-is-Kubernetes','devcentral.f5.com: What is Kubernetes?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','34bf775c76d7e566c08111b776c7716e6458b1150de38836ae66a3cb6a831aaf',100.0,1.77903321546077394e+09,0,'2026-05-17T17:53:35.460774+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/learn/what-is-kubernetes"}'); -INSERT INTO "resources" VALUES('https://devclass.com/2020/05/04/openshift-4-4-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips','devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability'' at devs’ fingertips 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fae4ef7efae01fe55d239088842f947b260cdfe87144c720af98212f54a0aef1',100.0,1.77903155767220306e+09,0,'2026-05-17T17:25:57.672203+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566"}'); -INSERT INTO "resources" VALUES('https://devclass.com/2020/10/06/rancher-2_5','devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously'' delivering','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','192335406d002d9a302ac5e993b362bb0fbe76b6e3001b03ce29aa4d05534e1b',100.0,1.77903229926232099e+09,0,'2026-05-17T17:38:19.262321+02:00',NULL,NULL,NULL,'[]','[]','["docs/rancher.md"]','[]','{}','{"duplicate_of": "https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365"}'); -INSERT INTO "resources" VALUES('https://devclass.com/2021/01/07/prometheus-2_24','devclass.com: Safety…first? 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This article is a foundational reference for Nubenetes'' philosophy against manufactured complexity and ''heroic'' fix loops. -','English','Article / Guide','Advanced',0,'online','manual',NULL,NULL,1781423859.0,0,'2026-06-14T09:57:39+02:00',NULL,NULL,NULL,'["Career & Industry", "Organizational Culture", "Anti-Patterns"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.amazon.com/en-US/blogs/alexa/post/TxDJWS16KUPVKO/new-alexa-skills-kit-template-build-a-trivia-skill-in-under-an-hou',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049496442508e+09,0,'2026-05-18T20:54:54.964425+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e96448440f09a39d19274a0c88b5b9771e2360b300ab51c9191d4d47e0f4582',100.0,1.77902955289953708e+09,0,'2026-05-17T16:52:32.899537+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://developer.amazon.com"}'); +','English','Article / Guide','Advanced',0,'online','manual',NULL,NULL,1781423859,0,'2026-06-14T09:57:39+02:00',NULL,NULL,NULL,'["Career & Industry", "Organizational Culture", "Anti-Patterns"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.amazon.com/en-US/blogs/alexa/post/TxDJWS16KUPVKO/new-alexa-skills-kit-template-build-a-trivia-skill-in-under-an-hou',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130494,0,'2026-05-18T20:54:54.964425+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.amazon.com/public/community/post/TxDJWS16KUPVKO/New-Alexa-Skills-Kit-Template-Build-a-Trivia-Skill-in-under-an-Hour','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e96448440f09a39d19274a0c88b5b9771e2360b300ab51c9191d4d47e0f4582',100.0,1779029552,0,'2026-05-17T16:52:32.899537+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{"duplicate_of": "https://developer.amazon.com"}'); INSERT INTO "resources" VALUES('https://developer.android.com','developer.android.com','','2026',5,'Google''s official portal containing documentation, API reference guides, and system architectures for Android app development. It is the primary ecosystem hub for designing mobile client interactions, modern networking protocols, and securing client-to-backend API integrations.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Mobile", "Android Ecosystem"]','["[DE FACTO STANDARD]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.android.com/develop/xr/catalyst','Android XR Developer Catalyst Program','Build the next generation of extended reality experiences for Android XR.','2026',4,'The landing page for Google''s Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL''s Project Aura) and smart eyewear. The program provides hardware development kits, grant funding, and technical resources to accelerate app development for the Android XR ecosystem.','en','tools','Intermediate',0,'online','automatic','cb413337b458bf64245f6e4aadfcf85b63fece9dec98360e4b525495e6849f4a',NULL,1.78035229258846402e+09,0,'2026-06-02T00:18:12.588464+02:00',NULL,NULL,NULL,'["Edge Computing", "Extended Reality (XR)", "Android XR Platform"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "edge-computing", "reputation_status": "Vetted", "reputation_summary": "Official Google Android program launched in May 2026 to foster spatial and extended reality applications, highly relevant to edge-computing architectures.", "social_preview_url": "https://developer.android.com/static/images/social/android-developers.png", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "spatial-computing"}'); +INSERT INTO "resources" VALUES('https://developer.android.com/develop/xr/catalyst','Android XR Developer Catalyst Program','Build the next generation of extended reality experiences for Android XR.','2026',4,'The landing page for Google''s Android XR Developer Catalyst Program, which empowers developers to build spatial computing and immersive experiences for wired XR glasses (such as XREAL''s Project Aura) and smart eyewear. The program provides hardware development kits, grant funding, and technical resources to accelerate app development for the Android XR ecosystem.','en','tools','Intermediate',0,'online','automatic','cb413337b458bf64245f6e4aadfcf85b63fece9dec98360e4b525495e6849f4a',NULL,1780352292,0,'2026-06-02T00:18:12.588464+02:00',NULL,NULL,NULL,'["Edge Computing", "Extended Reality (XR)", "Android XR Platform"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "edge-computing", "reputation_status": "Vetted", "reputation_summary": "Official Google Android program launched in May 2026 to foster spatial and extended reality applications, highly relevant to edge-computing architectures.", "social_preview_url": "https://developer.android.com/static/images/social/android-developers.png", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "spatial-computing"}'); INSERT INTO "resources" VALUES('https://developer.apple.com','developer.apple.com','','2026',5,'Apple''s developer resources hub, providing SDK documentation, SwiftUI design frameworks, and distribution guidelines. The platform provides fundamental patterns for building client-side integrations with microservices and remote API architectures under strict security criteria.','English','Documentation Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Mobile", "iOS Ecosystem"]','["[DE FACTO STANDARD]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.chrome.com/blog/chrome-at-io26','15 updates from Google I/O 2026: Powering the agentic web with new capabilities, tools, and features in Chrome','Google unveils 15 updates to Chrome, including WebMCP and integrated AI agent execution capabilities.','2026',4,'At Google I/O 2026, Chrome introduced WebMCP, a proposed open web standard allowing developers to expose structured functions and forms directly to browser-based AI agents. Additional advancements include dedicated DevTools integration for debugging agent behaviors, browser-native Gemini-powered proactive assistants, Soft Navigations API for Core Web Vitals in SPAs, and HTML-in-Canvas APIs that render actual DOM components within WebGL and WebGPU scenes.','en','article','Advanced',0,'online','automatic','4593f2cb308b38af18d92db915459d9912f92d190020a7b5034c3c7290027b98',NULL,1.78035272035172891e+09,0,'2026-06-02T00:25:20.351729+02:00',NULL,NULL,NULL,'["Frontend", "Browsers", "Chrome DevTools"]','["DE FACTO STANDARD", "EMERGING"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Official developer release from Google Chrome engineering.", "social_preview_url": "https://developer.chrome.com/static/blog/chrome-at-io26/image/hero.png", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://developer.chrome.com/blog/chrome-at-io26','15 updates from Google I/O 2026: Powering the agentic web with new capabilities, tools, and features in Chrome','Google unveils 15 updates to Chrome, including WebMCP and integrated AI agent execution capabilities.','2026',4,'At Google I/O 2026, Chrome introduced WebMCP, a proposed open web standard allowing developers to expose structured functions and forms directly to browser-based AI agents. Additional advancements include dedicated DevTools integration for debugging agent behaviors, browser-native Gemini-powered proactive assistants, Soft Navigations API for Core Web Vitals in SPAs, and HTML-in-Canvas APIs that render actual DOM components within WebGL and WebGPU scenes.','en','article','Advanced',0,'online','automatic','4593f2cb308b38af18d92db915459d9912f92d190020a7b5034c3c7290027b98',NULL,1780352720,0,'2026-06-02T00:25:20.351729+02:00',NULL,NULL,NULL,'["Frontend", "Browsers", "Chrome DevTools"]','["DE FACTO STANDARD", "EMERGING"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Official developer release from Google Chrome engineering.", "social_preview_url": "https://developer.chrome.com/static/blog/chrome-at-io26/image/hero.png", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://developer.chrome.com/docs/devtools','devtools.chrome.com','','2026',0,'The documentation hub for Google Chrome''s native development utilities. Explains network packet inspection, layout rendering engines, custom profile snapshots, and live Javascript debugging capabilities.','None','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Diagnostics & Debugging", "Browser Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["ChromeDevTools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.chrome.com/docs/modern-web-guidance','Modern Web Guidance: Teaching AI Agents to Stop Coding Like It is 2019','Modern Web Guidance is a set of skills that embed web platform expertise, best practices, and browser compatibility data directly into your coding agents. It helps steer coding agents toward solutions that harness the power of the modern web.','2026',4,'An expert-vetted suite of skills designed to inject real-time web platform capabilities, accessibility compliance, performance optimizations, and security best practices into AI coding agents. By leveraging up-to-date specs like native popovers, view transitions, and INP metrics, it prevents LLMs from generating legacy or hallucinated web implementations. Installable via CLI or as direct plugins, it ensures agentic workflows produce modern, correct-by-default web code.','English','document','Advanced',0,'online','automatic','e45eed0ec4e0c3acce9478bb16d2a4ef6bbfec55d2b7e3025ce8d0ad2079190a',NULL,1.78035228281444907e+09,0,'2026-06-02T00:18:02.814449+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Coding Assistants", "Web Standards"]','["[DE FACTO STANDARD]", "[EMERGING]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Extremely well-received by the web and AI communities, recognized as a crucial tool for aligning modern AI coding assistants with current web standard specifications rather than outdated legacy patterns.", "social_preview_url": "", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-agents-mcp"}'); +INSERT INTO "resources" VALUES('https://developer.chrome.com/docs/modern-web-guidance','Modern Web Guidance: Teaching AI Agents to Stop Coding Like It is 2019','Modern Web Guidance is a set of skills that embed web platform expertise, best practices, and browser compatibility data directly into your coding agents. It helps steer coding agents toward solutions that harness the power of the modern web.','2026',4,'An expert-vetted suite of skills designed to inject real-time web platform capabilities, accessibility compliance, performance optimizations, and security best practices into AI coding agents. By leveraging up-to-date specs like native popovers, view transitions, and INP metrics, it prevents LLMs from generating legacy or hallucinated web implementations. Installable via CLI or as direct plugins, it ensures agentic workflows produce modern, correct-by-default web code.','English','document','Advanced',0,'online','automatic','e45eed0ec4e0c3acce9478bb16d2a4ef6bbfec55d2b7e3025ce8d0ad2079190a',NULL,1780352282,0,'2026-06-02T00:18:02.814449+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Coding Assistants", "Web Standards"]','["[DE FACTO STANDARD]", "[EMERGING]"]','[]','[]','{}','{"category": "hr", "reputation_status": "Vetted", "reputation_summary": "Extremely well-received by the web and AI communities, recognized as a crucial tool for aligning modern AI coding assistants with current web standard specifications rather than outdated legacy patterns.", "social_preview_url": "", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-agents-mcp"}'); INSERT INTO "resources" VALUES('https://developer.confluent.io','developer.confluent.io 🌟🌟','','2021',0,'The premier developer learning portal designed and maintained by Confluent. Provides a repository of official tutorials, code patterns, and deep-dives explaining Kafka stream processing, client APIs, and administrative best practices.','English','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.confluent.io/confluent-tutorials/count-messages/ksql','kafka-tutorials.confluent.io: How to count messages in a Kafka topic','','2021',0,'A hands-on technical guide detailing how to run stateful aggregations, specifically counting message events within high-throughput Kafka topics, using ksqlDB. It covers the underlying SQL-like syntax required to define event streams and continuous materialized tables.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Stream Processing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','75cd977e60dc982f4cf24f5a12c03d837ca7ae5b39376c7391e06777b36e2bcc',100.0,1.77913049501069688e+09,1,'2026-05-18T20:54:55.010697+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','75cd977e60dc982f4cf24f5a12c03d837ca7ae5b39376c7391e06777b36e2bcc',100.0,1779130495,1,'2026-05-18T20:54:55.010697+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.confluent.io/tutorials','kafka-tutorials.confluent.io 🌟','- [kafka-tutorials.confluent.io: How to join a stream and a lookup table 🌟](https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams) If I have events in a Kafka topic and a table of reference data (aka a lookup table), how can I join each event in the stream to a piece of data in the table based on a common key?','2026',0,'An extensive hands-on tutorial catalog for implementing streaming patterns. It provides clear recipes for Kafka Streams, ksqlDB, and Kafka Connect, demonstrating stream-table joins, cryptographic masking, and real-time stateful aggregations.','Java','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.confluent.io/what-is-apache-kafka','Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟','','2021',0,'Confluent''s foundational training manual detailing how Apache Kafka works under the hood. It explains partitions, replication, producers, consumer offsets, and transaction patterns, serving as the primer for event-driven systems.','N/A','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Foundations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.cyberark.com/blog/istio-oidc-authentication',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','8fbbb1105fe03bb08d0b6285a7f3c1b3c643e8c9f88ff9e21d8370db41004468',100.0,1.779130494936939e+09,1,'2026-05-18T20:54:54.936939+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/istio.md"]','["demos.md", "istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.cyberark.com/blog/istio-oidc-authentication',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.cyberark.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','8fbbb1105fe03bb08d0b6285a7f3c1b3c643e8c9f88ff9e21d8370db41004468',100.0,1779130494,1,'2026-05-18T20:54:54.936939+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/istio.md"]','["demos.md", "istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.db.com','Deutsche Bank API Program','','2026',4,'The developer portal for Deutsche Bank, providing secure and standard access to financial APIs. It supports secure OAuth2 protocols, enabling applications to run transaction processing, accounts reconciliation, and credit evaluations.','English','Enterprise Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Banking Gateways"]','["[ENTERPRISE-STABLE]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com','developer.hashicorp.com 🌟','','2026',4,'The consolidated technical documentation hub detailing the modern HashiCorp system suite, including Terraform, Consul, Vault, and Nomad. Serves as the primary authority for configuring declarative hybrid-cloud environments and enterprise microservices security.','N/A','Web Portal','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Infrastructure as Code", "Enterprise Documentation"]','["[ENTERPRISE-STABLE]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul','consul.io','','2026',4,'HashiCorp''s multi-cloud service networking platform featuring integrated service mesh capabilities. Despite HashiCorp''s 2023 transition to the Business Source License (BSL), Consul Connect remains highly adopted in enterprise hybrid environments.','Go','open-source-tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Consul"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul/docs/connect',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.hashicorp.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','fbaa5d15cade4648505dfed0d873b40f020f4124f9e38b649f04b08a439d1516',100.0,1.7791304949791491e+09,1,'2026-05-18T20:54:54.979149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul/docs/connect',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developer.hashicorp.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','fbaa5d15cade4648505dfed0d873b40f020f4124f9e38b649f04b08a439d1516',100.0,1779130494,1,'2026-05-18T20:54:54.979149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s','consul.io: Ingress Gateways on Kubernetes 🌟','','2021',0,'Official technical guide showing how to expose microservices secured under Consul Service Mesh to public clients via Consul Ingress Gateways. Directs configurations of ingress routing tables and end-to-end connection integrity.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Consul", "Ingress Gateways"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul/tutorials/archive/kubernetes-consul-design-patterns','learn.hashicorp.com: Consul Service Mesh on Kubernetes Design Patterns','','2023',4,'Presents design patterns for running Consul Service Mesh on Kubernetes. Details transit gateways, multi-datacenter federated sync, and secure token and certificate integration with HashiCorp Vault.','Go','documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Consul", "Design Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/consul/tutorials/get-started-kubernetes/kubernetes-gs-deploy?in=consul%2Fkubernetes','learn.hashicorp.com: Consul Service Discovery and Mesh on Minikube 🌟','','2021',0,'A practical HashiCorp tutorial teaching how to bootstrap and configure Consul Service Mesh inside Minikube. Details transparent proxy routing, catalog synchronization rules, and enforcing secure service-to-service cryptographic identities.','HCL','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Consul", "Local Development"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -3529,7 +3529,7 @@ INSERT INTO "resources" VALUES('https://developer.hashicorp.com/packer/docs','pa INSERT INTO "resources" VALUES('https://developer.hashicorp.com/packer/tutorials/aws-get-started/aws-get-started-build-image','learn.hashicorp.com: Write Packer template for AWS','','2024',0,'Official hands-on tutorial guiding users through writing their first HCL-based Packer template for Amazon Web Services (AWS). Guides developers through declaring VPC variables, ami_regions, provisioners, and security credentials needed to deploy Golden Images.','English','Official Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Machine Images", "AWS Packer Tutorial"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/terraform','terraform.io','','2026',0,'The official developer platform for HashiCorp Terraform. Following HashiCorp''s transition to the Business Source License (BSL) and the subsequent emergence of the OpenTofu fork, this site remains the definitive reference for official provider documentation, enterprise Cloud/Enterprise workspaces, and HCL specification standards.','English','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Official Platform"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/terraform/cli/commands','terraform.io: Terraform Commands','','2026',5,'Curator Insight: The definitive, official CLI reference for HashiCorp Terraform. 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Ensures resource checks and cost guardrails are analyzed prior to scheduling active infrastructure executions.','Sentinel','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Policy as Code"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developer.hashicorp.com/terraform/tutorials/state/resource-drift','Manage Resource Drift in Terraform','Detect and resolve differences between real infrastructure and Terraform state.','2024',4,'This official HashiCorp tutorial provides a comprehensive guide to identifying, analyzing, and resolving infrastructure drift within Terraform environments. It demonstrates how to detect discrepancies between physical cloud assets and their corresponding Terraform state files caused by out-of-band manual changes or third-party automated updates. Practitioners learn to employ health assessments, configure alerts, and utilize the import workflow or reconcile changes to safely align resources without causing application downtime.','English','Tutorial','Intermediate',0,'online','automatic','2e1eacf953fac039ba4e8de84e4b740c9400ffc562a7d07b47a0dd92aa057803',NULL,1.78035200368981504e+09,0,'2026-06-02T00:13:23.689815+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "State Management and Drift Detection"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "terraform", "reputation_status": "Vetted", "reputation_summary": "An authoritative HashiCorp training resource that represents the standard curriculum for infrastructure configuration maintenance and state management.", "social_preview_url": "https://developer.hashicorp.com/og-image/terraform.jpg", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://developer.hashicorp.com/terraform/tutorials/state/resource-drift','Manage Resource Drift in Terraform','Detect and resolve differences between real infrastructure and Terraform state.','2024',4,'This official HashiCorp tutorial provides a comprehensive guide to identifying, analyzing, and resolving infrastructure drift within Terraform environments. It demonstrates how to detect discrepancies between physical cloud assets and their corresponding Terraform state files caused by out-of-band manual changes or third-party automated updates. Practitioners learn to employ health assessments, configure alerts, and utilize the import workflow or reconcile changes to safely align resources without causing application downtime.','English','Tutorial','Intermediate',0,'online','automatic','2e1eacf953fac039ba4e8de84e4b740c9400ffc562a7d07b47a0dd92aa057803',NULL,1780352003,0,'2026-06-02T00:13:23.689815+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "State Management and Drift Detection"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "terraform", "reputation_status": "Vetted", "reputation_summary": "An authoritative HashiCorp training resource that represents the standard curriculum for infrastructure configuration maintenance and state management.", "social_preview_url": "https://developer.hashicorp.com/og-image/terraform.jpg", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/vault','vaultproject.io','','2026',5,'The master developer resource and documentation portal for the HashiCorp Vault ecosystem. Offers structured learning paths, architectural guides, and configuration references for implementing secure secret storage, PKI engines, and dynamic credential brokers.','N/A','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Centralized Vaults"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/vault/tutorials/kubernetes-introduction/kubernetes-external-vault','learn.hashicorp.com: Integrate a Kubernetes Cluster with an External Vault 🌟','','2020',0,'A practical implementation guide showcasing how to leverage the HashiCorp Vault Agent Injector sidecar to dynamically inject secrets directly into application pods via in-memory tmpfs mounts.','N/A','tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Secrets Management", "HashiCorp Vault Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/vault/tutorials/operations/codify-mgmt-enterprise','learn.hashicorp.com: Codify Management of Vault Enterprise Using Terraform','','2024',4,'HashiCorp''s official deployment guide detailing how to automate the complex management of Vault Enterprise configurations (e.g., namespaces, security policies, auth backends) programmatically via Terraform.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Secrets Management"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developer.hashicorp.com/waypoint','waypointproject.io','','2024',0,'HashiCorp Waypoint provides developers with a structured application delivery model across multiple underlying orchestrators. 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Assures that malicious code or human errors are contained safely within individual tenant boundaries.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Platform Security", "GitOps Security"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/04/managing-stateful-applications-kubernetes-operators-golang','developers.redhat.com: Managing stateful applications with Kubernetes Operators in Golang 🌟','','2021',0,'An enterprise guide mapping the management of stateful database engines inside Kubernetes using Go-based operators. Highlights local volume binding, replication coordination, and automatic failovers. Reconciled with 2026 patterns, this forms the underlying theory for stateful database-as-a-service (DBaaS) offerings on Kubernetes.','Go','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Stateful Applications"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-tracing','developers.redhat.com: Opening black boxes with statement tracing (SystemTap)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903065821409893e+09,0,'2026-05-17T17:10:58.214099+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-tracing','developers.redhat.com: Opening black boxes with statement tracing (SystemTap)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030658,0,'2026-05-17T17:10:58.214099+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/11/how-maximize-data-storage-microservices-and-kubernetes-part-1-introduction','developers.redhat.com: How to maximize data storage for microservices and Kubernetes, Part 1: An introduction 🌟','','2021',0,'Part one of a premium Red Hat series defining technical best practices for mapping microservices to underlying storage topologies. It highlights the strategic balance between raw database performance demands and the cloud-native flexibility of dynamic storage provisioning.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Stateful Applications"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/11/simplify-load-balancing-api-gateways-using-red-hat-3scale-api-management','developers.redhat.com: Simplify load balancing for API gateways using Red Hat 3scale API Management','','2021',0,'Evaluates traffic management policies and network topologies designed to optimize high-performance load balancing in front of 3scale API gateways. Focuses on minimizing round-trip times and preventing traffic hotspots.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Infrastructure Patterns"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/12/build-and-deploy-microservices-kubernetes-and-dapr','developers.redhat.com: Build and deploy microservices with Kubernetes and Dapr','','2021',4,'Detailed technical guide for building and running Dapr-enabled microservices on Red Hat OpenShift and vanilla Kubernetes. Focuses on setting up sidecars and microservices configurations. Current 2026 engineering practices validate this approach for enterprise Java/Node architectures looking to offload ingress, telemetry, and security concerns to the runtime.','English','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native", "Application Runtime", "Dapr Deployment"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/20/composable-software-catalogs-kubernetes-easier-way-update-containerized','developers.redhat.com: Composable software catalogs on Kubernetes: An easier way to update containerized applications','','2021',4,'Explains how to construct and update software catalogs inside OLM. 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Outlines distroless base choices, multi-stage Docker builds, user permissions management, and resource allocation policies for production runtimes.','Markdown','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Containerization", "Node.js Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["javascript.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/30/automate-red-hat-jboss-web-server-deployments-ansible','developers.redhat.com: Automate Red Hat JBoss Web Server deployments with Ansible','','2021',0,'Automates deployment and cluster routing for enterprise Red Hat JBoss Web Server (JWS) environments. 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While Spring Boot 3 has improved native compilation, Quarkus remains highly competitive in 2026 for serverless startup time, memory footprints, and GraalVM build optimization.','Java','Article','Intermediate',1,'online','manual','N/A',100.0,1779032368.40362,0,'2026-05-17T17:39:28.403620+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Quarkus vs Spring"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-over-spring-my-microservices','developers.redhat.com: Why should I choose Quarkus over Spring for my microservices?','','2021',0,'A detailed technical comparison explaining the advantages of Quarkus over Spring for cloud-native Java workloads. 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It details how the garbage collector achieves sub-millisecond pauses by performing evacuation and compacting concurrently with active application threads, making it ideal for low-latency Java microservices.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "JVM Internals", "Garbage Collection"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-getting-started','developers.redhat.com: Quarkus for Spring developers: Getting started 🌟','','2021',0,'A practical guide helping Spring Boot developers transition to Quarkus by leveraging Quarkus''s Spring Compatibility API. In 2026, this guide remains extremely relevant for migrating legacy microservices, enabling developers to use familiar Spring annotations under a faster Quarkus engine.','Java','Article','Intermediate',1,'online','manual','N/A',100.0,1.77903155919940304e+09,0,'2026-05-17T17:25:59.199403+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Migrations"]','["[LEGACY]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-getting-started','developers.redhat.com: Quarkus for Spring developers: Getting started 🌟','','2021',0,'A practical guide helping Spring Boot developers transition to Quarkus by leveraging Quarkus''s Spring Compatibility API. In 2026, this guide remains extremely relevant for migrating legacy microservices, enabling developers to use familiar Spring annotations under a faster Quarkus engine.','Java','Article','Intermediate',1,'online','manual','N/A',100.0,1779031559,0,'2026-05-17T17:25:59.199403+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Migrations"]','["[LEGACY]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/21/distributed-transaction-patterns-microservices-compared','developers.redhat.com: Distributed transaction patterns for microservices compared','','2021',0,'This article analyzes patterns for distributed transaction management in decoupled architectures. It contrasts two-phase commit (2PC) limitations with the Saga pattern (both orchestrated and choreographed styles), providing a practical guide on maintaining transactional state.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Distributed Transactions", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-python-dependencies','developers.redhat.com: Thoth prescriptions for resolving Python dependencies','','2021',0,'Details ''prescriptions''—declarative rules used by Project Thoth to solve complex Python dependency lockups. Demonstrates automated strategies to avoid platform-specific bugs, secure transitive packages, and optimize base system configurations in container builds.','Python','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Dependency Management", "Package Security"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/27/four-reasons-developers-should-use-ansible','developers.redhat.com: Four reasons developers should use Ansible','','2021',0,'Outlines architectural benefits why software engineers should embrace configuration as code using Ansible. Focuses on local development environment parity, simplified build runners, database schema migrations, and application topologies.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/09/28/set-modcluster-red-hat-jboss-web-server-ansible','developers.redhat.com: Set up mod_cluster for Red Hat JBoss Web Server with Ansible','','2021',0,'Guides system engineers on configuring mod_cluster web server components inside Red Hat JBoss environments. Shows how to dynamically balance traffic routing paths using automated playbooks.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Application Delivery"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/01/new-application-samples-red-hat-openshift-48','developers.redhat.com: New application samples in Red Hat OpenShift 4.8','','2021',0,'Introduces new application developer templates launched in OpenShift 4.8. Explains how developers can instantly import, test, and containerize various languages directly within the OpenShift developer GUI console.','N/A','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Reference Templates", "OpenShift 4.8"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-registry',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173611758013105e+09,0,'2026-06-18T00:41:57.580131+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-registry','developers.redhat.com: Get started with OpenShift Service Registry','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Get started with OpenShift Service Registry in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903150723251295e+09,0,'2026-05-17T17:25:07.232513+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kubernetes-native-design-patterns','==developers.redhat.com: Quarkus for Spring developers: Kubernetes-native'' design patterns==','','2021',0,'Explores how Spring Boot developers can utilize Quarkus to build Kubernetes-native application patterns, such as direct ConfigMap/Secret binding and health probe automation. By 2026, native Kubernetes integration inside Java frameworks has significantly reduced the need for external boilerplate sidecars.','Java','Article','Intermediate',1,'online','manual','N/A',100.0,1.77902971018488311e+09,0,'2026-05-17T16:55:10.184883+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-registry',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736117,0,'2026-06-18T00:41:57.580131+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-registry','developers.redhat.com: Get started with OpenShift Service Registry','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Get started with OpenShift Service Registry in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031507,0,'2026-05-17T17:25:07.232513+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kubernetes-native-design-patterns','==developers.redhat.com: Quarkus for Spring developers: Kubernetes-native'' design patterns==','','2021',0,'Explores how Spring Boot developers can utilize Quarkus to build Kubernetes-native application patterns, such as direct ConfigMap/Secret binding and health probe automation. By 2026, native Kubernetes integration inside Java frameworks has significantly reduced the need for external boilerplate sidecars.','Java','Article','Intermediate',1,'online','manual','N/A',100.0,1779029710,0,'2026-05-17T16:55:10.184883+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/02/how-choose-best-java-garbage-collector','developers.redhat.com: How to choose the best Java garbage collector','','2021',0,'Technical selection matrix mapping GC choices (G1GC, ZGC, Shenandoah, Serial) to enterprise architectural requirements such as maximum throughput, heap density, or strict SLA-bound tail latency limits.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["JVM Architecture", "Memory Management", "Garbage Collection"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reactive-quarkus-22','developers.redhat.com: Boost throughput with RESTEasy Reactive in Quarkus'' 2.2','','2021',0,'Deep-dive explaining performance gains achieved through RESTEasy Reactive in Quarkus 2.2+. By running non-blocking HTTP endpoints directly on the underlying Netty event loop, this architecture maximizes throughput. It is the default approach for building high-scale Java APIs in 2026.','Java','Article','Advanced',1,'online','manual','N/A',100.0,1.77903152070880603e+09,0,'2026-05-17T17:25:20.708806+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Reactive Programming"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reactive-quarkus-22','developers.redhat.com: Boost throughput with RESTEasy Reactive in Quarkus'' 2.2','','2021',0,'Deep-dive explaining performance gains achieved through RESTEasy Reactive in Quarkus 2.2+. By running non-blocking HTTP endpoints directly on the underlying Netty event loop, this architecture maximizes throughput. It is the default approach for building high-scale Java APIs in 2026.','Java','Article','Advanced',1,'online','manual','N/A',100.0,1779031520,0,'2026-05-17T17:25:20.708806+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Reactive Programming"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/04/generating-pseudorandom-numbers-python','developers.redhat.com: Generating pseudorandom numbers in Python','','2021',0,'Curator Insight: Contrasts pseudorandom generation techniques against high-entropy secure alternatives in standard Python library spaces. Live Grounding: Compares standard deterministic algorithms (`random`) with cryptographically strong modules (`secrets`), detailing risks in key generation and security token architecture.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Cryptography & Security", "Randomness"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/15/net-60-now-available-rhel-and-openshift','developers.redhat.com: .NET 6 now available for RHEL and OpenShift','','2021',4,'Announces native Red Hat Enterprise Linux (RHEL) and OpenShift support for .NET 6. Focuses on pre-configured, secure container base images and integration setups that simplify enterprise deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", ".NET Framework", "RHEL Support"]','["[ENTERPRISE-STABLE]"]','[]','["dotnet.md"]','{}','{}'); @@ -3647,14 +3647,14 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/2 INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/23/faster-way-access-jdk-flight-recorder-data','developers.redhat.com: A faster way to access JDK Flight Recorder data','','2021',0,'Technical review of modern JVM Flight Recorder streaming capabilities. It reviews strategies for consuming real-time telemetry events via Java in-memory APIs, offering low-latency, zero-overhead diagnostic monitoring without relying on bulky local file dumps.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Diagnostics and Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/11/30/modernizing-enterprise-java-cloud-native-guide-developers','developers.redhat.com: Modernizing Enterprise Java: A cloud native guide for developers','','2021',0,'A developer-focused modernization guide published by Red Hat for refactoring monolithic enterprise Java workloads into modern cloud native applications. It discusses migrating to Quarkus, adopting reactive architectures, and optimizing containers for Kubernetes.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Cloud Native Java", "Modernization"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/12/06/improve-your-kafka-connect-builds-debezium','developers.redhat.com: Improve your Kafka Connect builds of Debezium.','','2021',0,'An operational guide focusing on optimizing Kafka Connect builds when integrating Debezium connectors. It provides best practices for crafting container images via Kubernetes operators and custom resources (CRDs) to guarantee deterministic dependency resolution and streamlined cluster deployments.','YAML','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Change Data Capture", "Kafka Connect"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-using-vs-code','==developers.redhat.com: Remote debugging on Kubernetes using VS Code==','','2021',0,'A detailed architectural guide by Red Hat outlining remote debugging topologies for containerized apps on Kubernetes using VS Code. Instructs on configuring port-forwarding and Delve/gdb configurations inside remote pods.','N/A','Article','Advanced',1,'online','manual','N/A',100.0,1.77903142552565288e+09,0,'2026-05-17T17:23:45.525653+02:00',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Remote Debugging"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-using-vs-code','==developers.redhat.com: Remote debugging on Kubernetes using VS Code==','','2021',0,'A detailed architectural guide by Red Hat outlining remote debugging topologies for containerized apps on Kubernetes using VS Code. Instructs on configuring port-forwarding and Delve/gdb configurations inside remote pods.','N/A','Article','Advanced',1,'online','manual','N/A',100.0,1779031425,0,'2026-05-17T17:23:45.525653+02:00',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Remote Debugging"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2021/12/16/secure-your-kubernetes-deployments-ebpf','developers.redhat.com: Secure your Kubernetes deployments with eBPF','','2021',0,'Details how eBPF (Extended Berkeley Packet Filter) technology shifts the runtime security paradigm away from heavy, sidecar-based observability architectures. Demonstrates writing and attaching kernel sandboxed utilities to track execution and networking footprints with minimal CPU overhead. Crucial reading for high-scale, security-conscious platform teams.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Runtime Security", "eBPF"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/01/11/5-design-principles-microservices','developers.redhat.com: 5 design principles for microservices','','2022',0,'Outlines five core engineering principles foundational to sustainable microservices: single responsibility boundaries, loose coupling, data isolation, failure-resilient architecture, and robust observability.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Design Principles", "Core Principles"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/01/13/developers-guide-cicd-and-gitops-jenkins-pipelines','developers.redhat.com: A developer''s guide to CI/CD and GitOps with Jenkins Pipelines','','2022',0,'A developer-focused guide by Red Hat covering best practices for declarative pipelines and GitOps strategies. *Curator Insight*: Red Hat pipeline strategy. *Live Grounding*: Highly valuable blueprint for organizations looking to integrate legacy Jenkins setups with GitOps loops.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Pipeline Patterns", "GitOps"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/01/17/reduce-size-container-images-dockerslim','developers.redhat.com: Reduce the size of container images with DockerSlim','','2022',0,'Red Hat''s analysis of the DockerSlim command utility. Discusses dynamically tracing operational execution paths to securely remove unused operating system components.','N/A','article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Image Compacting"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/02/02/protect-secrets-git-cleansmudge-filter','developers.redhat.com: Protect secrets in Git with the clean/smudge filter','','2022',4,'Explains the deployment of Git clean/smudge filters as a local workstation guardrail. This configuration transparently encrypts and decrypts sensitive file values during Git staging and checkout processes, preventing accidental upstream exposure of raw development secrets.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Developer Tooling", "Git Secrets Security"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/03/10/which-better-single-kafka-cluster-rule-them-all-or-many','developers.redhat.com: Which is better: A single Kafka cluster to rule them all, or many?','','2022',0,'Explores the core architectural debate of running a unified, enterprise-wide Kafka cluster versus provisioning multiple, isolated, application-specific clusters. Evaluates resource isolation, operational support overhead, and data security boundaries.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Topology & Architecture"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-security-tools','developers.redhat.com: 8 open source Kubernetes security tools','','2022',0,'Evaluates eight open-source security utilities critical for securing containerized environments. Highlights runtime threat detectors, IaC scanners, policy compliance checkers, and secrets managers, discussing deployment strategies for secure platform engineering.','Go','Article','Intermediate',0,'online','manual','N/A',100.0,1.77902913828067588e+09,0,'2026-05-17T16:45:38.280676+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-security-tools','developers.redhat.com: 8 open source Kubernetes security tools','','2022',0,'Evaluates eight open-source security utilities critical for securing containerized environments. Highlights runtime threat detectors, IaC scanners, policy compliance checkers, and secrets managers, discussing deployment strategies for secure platform engineering.','Go','Article','Intermediate',0,'online','manual','N/A',100.0,1779029138,0,'2026-05-17T16:45:38.280676+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/07/20/git-workflows-best-practices-gitops-deployments','developers.redhat.com: Git best practices: Workflows for GitOps deployments | Christian Hernandez 🌟','- Separate your repositories - Separate development in directories, not branches - Trunk-based development @@ -3667,14 +3667,14 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/10/2 INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2022/12/20/gitops-cookbook-kubernetes-automation-practice','developers.redhat.com: GitOps Cookbook: Kubernetes automation in practice','','2022',0,'A practical cookbook demonstrating real-world automation recipes for Red Hat OpenShift and vanilla Kubernetes. Emphasizes declarative setup patterns using ArgoCD, helm-based packages, and Kustomize patches for microservice deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Automation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/01/04/how-use-fabric8-java-client-kubernetes','developers.redhat.com: How to use Fabric8 Java Client with Kubernetes','','2023',0,'Red Hat developer resource demonstrating basic and advanced namespace manipulations, cluster watches, and credential configurations. This workflow establishes container-aware runtime environments for enterprise-grade JVM deployments.','Java','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java SDKs", "Fabric8 API"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/01/24/how-generate-code-using-fabric8-kubernetes-client','developers.redhat.com: How to generate code using Fabric8 Kubernetes Client','','2023',0,'Step-by-step tutorial explaining how to programmatically generate Java models, types, and custom Domain-Specific Languages (DSL) from cluster-registered CRDs using the Fabric8 Java Client. This technique minimizes manual boilerplate and guarantees strict type safety.','Java','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Code Generation", "Fabric8 CRD"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman','==developers.redhat.com: Remote container development with VS Code and Podman=='' 🌟','','2023',0,'Analyzes the configuration of VS Code Remote Containers utilizing Podman instead of Docker. Discusses handling rootless execution models, matching host/container UIDs, and configuring SELinux policies in secure enterprise architectures.','Shell','Article','Advanced',0,'online','manual','N/A',100.0,1.77903080906842398e+09,0,'2026-05-17T17:13:29.068424+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/02/14/remote-container-development-vs-code-and-podman','==developers.redhat.com: Remote container development with VS Code and Podman=='' 🌟','','2023',0,'Analyzes the configuration of VS Code Remote Containers utilizing Podman instead of Docker. Discusses handling rootless execution models, matching host/container UIDs, and configuring SELinux policies in secure enterprise architectures.','Shell','Article','Advanced',0,'online','manual','N/A',100.0,1779030809,0,'2026-05-17T17:13:29.068424+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1','developers.redhat.com: How to easily deploy OpenShift on Azure using a GUI, Part 1','- [developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps, Part 2](https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2)','2023',0,'Guides users through simple graphical deployment options for Azure Red Hat OpenShift (ARO) inside the Microsoft Azure Portal.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Public Cloud", "ARO Console"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2','developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps,'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.7790314945537281e+09,0,'2026-05-17T17:24:54.553728+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1"}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-part-2','developers.redhat.com: How to easily deploy OpenShift on Azure via GitOps,'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779031494,0,'2026-05-17T17:24:54.553728+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/articles/2023/03/16/how-deploy-openshift-azure-gui-part-1"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2024/06/06/enhance-kubernetes-deployment-efficiency-argo-cd-and-applicationset','developers.redhat.com: Enhance Kubernetes deployment efficiency with Argo CD and ApplicationSet','','2024',4,'Deep technical review of optimization practices when deploying large-scale software footprints using ApplicationSets. Outlines how to maximize rendering efficiency, prevent performance bottlenecks, and design clean matrix-based generators.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "ApplicationSets"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/2025/06/25/how-kruize-optimizes-openshift-workloads','How Kruize Optimizes OpenShift Workloads','','2025',4,'Technical review explaining how the Kruize Autotune project leverages prometheus metrics to autonomously profile and adjust microservices allocations on enterprise OpenShift clusters.','Java','Software','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance Engineering", "Kubernetes Optimization", "Autonomous Tuning"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/quarkus-quick-start-guide-kubernetes-native-java-stack','developers.redhat.com: Quarkus: A quick-start guide to the Kubernetes-native Java stack','','2019',4,'Quick-start tutorial covering development environment setup, live reloading capabilities, and native compilation commands with Quarkus. Explains the differences between build-time optimizations (pioneered by Quarkus) and execution-time reflections (traditionally used by Spring). Excellent resource for developers seeking an immediate taste of Quarkus''s superior developer feedback loops.','Java','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Fundamentals"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/articles/ubi-faq','RH Universal Base Image FAQ','','2019',0,'A comprehensive FAQ resource answering technical queries regarding Red Hat UBI redistribution rights, support channels, and package installation configurations. Explains differences between standard, minimal, and micro base layers to help developers choose the right runtime footprint.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Optimization", "Red Hat UBI"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587939607405e+09,0,'2026-06-18T00:37:59.396074+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735879,0,'2026-06-18T00:37:59.396074+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2016/03/09/more-about-docker-images-size','developers.redhat.com: Keep it small: a closer look at Docker image sizing','','2016',0,'An early framework mapping out compilation footprint problems in old monolithic images. Highlights how layer auditing techniques set up today''s industry multi-stage patterns.','N/A','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Historical Context"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2017/08/16/troubleshooting-java-applications-on-openshift','developers.redhat.com: Troubleshooting java applications on openshift (Jolokia)','','2017',0,'Guides developers on using Jolokia, an HTTP/JSON bridge for JMX, to securely query and troubleshoot Java microservices deployed inside Red Hat OpenShift pods.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java JMX"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md", "monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2017/10/05/jdbc-master-slave-persistence-setup-activemq-using-postgresql-database','developers.redhat.com: JDBC Master-Slave Persistence setup with Activemq using Postgresql database','','2017',3,'An older but architecturally important guide addressing the configuration of JDBC Master-Slave persistence topologies in ActiveMQ using a PostgreSQL database. It outlines database locking strategies to coordinate high-availability failover configurations.','YAML','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "ActiveMQ Artemis", "Persistence"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); @@ -3685,7 +3685,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/08/29/in INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/09/24/the-future-of-java-and-openjdk-updates-without-oracle-support','developers.redhat.com: The future of Java and OpenJDK updates without Oracle support','','2018',0,'Red Hat''s strategic statement on taking over the stewardship of OpenJDK updates (specifically JDK 8 and JDK 11) after Oracle''s support cycles. It outlines Red Hat''s commitment to community-driven, enterprise-grade, open-source Java runtimes suitable for cloud native microservices.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "OpenJDK Support"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/09/26/source-versus-binary-s2i-workflows-with-red-hat-openshift-application-runtimes','developers.redhat.com: Source versus binary S2I workflows with Red Hat OpenShift Application Runtimes','','2018',0,'Structural analysis of S2I builders, explaining how source repositories are dynamically injected into standardized runtime base images to produce highly secure production containers.','Shell','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Source-To-Image", "OpenShift S2I Workflow"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/10/12/securing-net-core-on-openshift-using-https','developers.redhat.com: Securing .NET Core on OpenShift using HTTPS','','2018',0,'Guides engineers through configuring ASP.NET Core microservices with end-to-end TLS encryption on OpenShift. Discusses dynamic integration of local server certificates using OpenShift''s service serving certificates feature.','C#','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Encryption", ".NET Core"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173592204334092e+09,0,'2026-06-18T00:38:42.043341+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735922,0,'2026-06-18T00:38:42.043341+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/11/21/eclipse-microprofile-for-spring-boot-developers','developers.redhat.com: Eclipse MicroProfile for Spring Boot developers','','2018',0,'A mapping reference designed to help Spring Boot developers translate standard Spring concepts into Eclipse MicroProfile equivalents. It details how CDI annotation-driven injection patterns align with Spring''s dependency injection mechanisms, easing cross-framework platform migrations.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Interoperability", "MicroProfile"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2018/11/22/automated-performance-testing-kubernetes-openshift','Leveraging Kubernetes and OpenShift for automated performance tests (part 1)','','2018',0,'Outlines architectural strategies for automating load and performance testing within Kubernetes and Red Hat OpenShift environments. Focuses on orchestrating distributed test runners (like JMeter or Gatling) as cloud-native jobs, ensuring consistent test execution alongside CI/CD pipelines to validate platform scalability under synthetic load.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Performance Testing", "Kubernetes & OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2019/01/03/leveraging-openshift-or-kubernetes-for-automated-performance-tests-part-2','Building an observability stack for automated performance tests on Kubernetes and OpenShift (part 2) 🌟','','2019',0,'Explores the construction of an end-to-end monitoring pipeline using Prometheus and Grafana to capture system-level and application-level metrics during automated load tests. Enables developers to pinpoint resource bottlenecks, track container resource usage, and analyze performance regressions dynamically.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Performance Testing", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); @@ -3704,8 +3704,8 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2019/11/27/ha INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2019/12/04/understanding-red-hat-amq-streams-components-for-openshift-and-kubernetes-part-1','Understanding Red Hat AMQ Streams components for OpenShift and Kubernetes 🌟','','2019',3,'Explains the underlying architectural parts of AMQ Streams (Red Hat''s enterprise packaging of the Strimzi operator). It walks engineers through utilizing operator mechanisms to deploy highly-secure, production-ready Kafka instances inside OpenShift environments.','N/A','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Enterprise Messaging", "AMQ Streams"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2019/12/16/getting-started-with-red-hat-integration-service-registry','Red Hat Integration service registry','','2019',0,'An introductory guide to Red Hat''s Service Registry, based on the Apicurio Registry upstream. It outlines configuration steps for maintaining schema formats (Avro, Protobuf, JSON) inside enterprise messaging pipelines, ensuring API contract governance in decoupled distributed architectures.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Schema Registry", "Red Hat Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/01/skupper-io-let-your-services-communicate-across-kubernetes-clusters','developers.redhat.com: Skupper.io: Let your services communicate across Kubernetes clusters','','2020',0,'Skupper.io enables cross-cluster microservice communications through an application-level Virtual Application Network (VAN). Contrasting original claims of simple setups, live engineering consensus in 2026 demonstrates Skupper''s high architectural value in enterprise hybrid clouds, routing traffic via AMQP without complex VPNs or firewall modifications.','Go','Article/Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Networking", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-hat-openshift-containers',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,100.0,1.77913049495086097e+09,0,'2026-05-18T20:54:54.950861+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-red-hat-openshift-container-with-oc-inject','developers.redhat.com: Installing debugging tools into a Red Hat OpenShift'' container with **oc-inject**','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Installing debugging tools into a Red Hat OpenShift'' container with **oc-inject** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903258675425601e+09,0,'2026-05-17T17:43:06.754256+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-hat-openshift-containers',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering developers.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,100.0,1779130494,0,'2026-05-18T20:54:54.950861+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-red-hat-openshift-container-with-oc-inject','developers.redhat.com: Installing debugging tools into a Red Hat OpenShift'' container with **oc-inject**','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Installing debugging tools into a Red Hat OpenShift'' container with **oc-inject** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032586,0,'2026-05-17T17:43:06.754256+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/01/22/operator-pattern-rest-api-for-kubernetes-and-red-hat-openshift','developers.redhat.com: Operator pattern: REST API for Kubernetes and Red Hat OpenShift 🌟','','2020',0,'This architectural design guide details exposing REST APIs on top of Kubernetes operators. It abstracts custom resource complexity into standard endpoints, simplifying third-party service integration.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Kubernetes Operators", "API Design"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/02/05/customizing-openshift-project-creation','developers.redhat.com: Customizing OpenShift project creation 🌟','','2020',0,'Details dynamic project onboarding techniques for OpenShift administrators. Teaches how to configure customized templates that automatically enforce security contexts, default quotas, and custom networking parameters upon namespace creation.','Yaml','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Administration", "Automation"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/02/13/openshift-actions-deploy-to-red-hat-openshift-directly-from-your-github-repository','developers.redhat.com: OpenShift Actions: Deploy to Red Hat OpenShift directly from your GitHub repository','','2020',0,'Technical guide on utilizing official Red Hat OpenShift GitHub Actions. Empowers developers to directly interface GitHub workflow pipelines with OpenShift clusters, deploying applications seamlessly via container commands or oc CLI bindings.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "GitOps & Pipelines", "GitHub Actions Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); @@ -3731,7 +3731,7 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/18/de INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/19/extending-kafka-connectivity-with-apache-camel-kafka-connectors','developers.redhat.com: Extending Kafka connectivity with Apache Camel Kafka connectors','','2020',0,'This guide outlines how to use the Apache Camel Kafka Connector framework to connect standard enterprise integration endpoints directly to Kafka topics, eliminating the need to write custom connector code.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Kafka Connect"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/20/getting-started-with-the-fabric8-kubernetes-java-client','developers.redhat.com: Getting started with the fabric8 Kubernetes Java client','','2020',0,'A practical guide to implementing JVM program orchestration on Kubernetes clusters using the Fluent API of the Fabric8 Kubernetes Java Client. The framework supports seamless resource state management, custom resources (CRDs), and secure API server interactions.','Java','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "Java", "Kubernetes Clients"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/26/build-a-go-application-using-openshift-pipelines','Build a Go application using OpenShift Pipelines','- [openshift-pipelines-workshop](https://redhat-developer-demos.github.io/openshift-pipelines-workshop) Workshop to demonstrate OpenShift Pipelines (featuring Tekton)','2020',0,'Guides developers through compiling and deploying Go applications on OpenShift Pipelines using Tekton. Outlines how to write Tasks, configure Workspaces, and trigger image builds securely within non-privileged containers.','Yaml / Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902950238629698e+09,0,'2026-05-17T16:51:42.386297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift"}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications'' to OpenShift in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779029502,0,'2026-05-17T16:51:42.386297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/05/28/quarkus-a-kubernetes-native-java-runtime-now-fully-supported-by-red-hat','Quarkus, a Kubernetes-native Java runtime, now fully supported by Red Hat','','2020',4,'Historically marked the transition of Quarkus from a highly anticipated community project to a commercial Red Hat product offering. By offering production support SLA terms, it paved the way for massive enterprise migration schedules within regulated industries. Crucial reading for understanding how the runtime ecosystem achieved its current mainstream success.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Industry Impact"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/02/how-the-fabric8-maven-plug-in-deploys-java-applications-to-openshift','developers.redhat.com: How the fabric8 Maven plug-in deploys Java applications to OpenShift','','2020',3,'Evaluates integration methods to deploy containerized Java packages onto enterprise Kubernetes (OpenShift). Showcases the configuration mechanisms, although the platform has historically evolved toward modern JKube pipelines.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "OpenShift & RedHat", "JVM Deployment Patterns"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/06/04/an-easier-way-to-create-custom-jenkins-containers','developers.redhat.com: An easier way to create custom Jenkins containers in OpenShift 4 🌟','','2020',0,'Technical deep-dive for enterprise platform engineers building custom, secure Jenkins master images for OpenShift 4. Outlines Red Hat universal base images (UBI) optimization and policy-compliant plugin packaging.','Dockerfile','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); @@ -3773,17 +3773,17 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/09/28/bu INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1','developers.redhat.com: Building modern CI/CD workflows for serverless applications with Red Hat OpenShift Pipelines and Argo CD, Part 1','- [developers.redhat.com: Building modern CI/CD workflows for serverless applications with Red Hat OpenShift Pipelines and Argo CD, Part 2](https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2)','2020',0,'Demonstrates building CI/CD patterns for Knative-based serverless workloads using OpenShift Pipelines and Argo CD. Focuses on minimizing operational overhead and optimizing cold starts by isolating the build execution phase from deployment management.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Serverless Workflows"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/01/command-line-cluster-management-with-red-hat-openshifts-new-web-terminal-tech-preview','developers.redhat.com: Command-line cluster management with Red Hat OpenShift’s new web terminal (tech preview)','','2020',3,'Examines the tech preview implementation of OpenShift''s web terminal. Explains how the terminal containerizes user command sessions directly in-browser, offering pre-configured access to CLI utilities (oc, kubectl, helm) without local security configuration issues.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Cluster Management", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/06/kubernetes-integration-and-more-in-odo-2-0','developers.redhat.com: Kubernetes integration and more in odo 2.0','','2020',0,'Highlights structural improvements introduced in odo 2.0, notably standardizing configurations on Devfiles, which allows cross-platform, repeatable developer workspace environment definitions.','Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop Development", "OpenShift Odo CLI"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift','developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift','','2020',4,'Walks through deploying KubeAudit to analyze deployment files for Red Hat OpenShift. Demonstrates scanning manifests for security misconfigurations, path privileges, and resource constraints before cluster deployment.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.77903340024621105e+09,0,'2026-05-17T17:56:40.246211+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s Security & Compliance", "Static Analysis"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2','developers.redhat.com: Building modern CI/CD workflows for serverless applications'' with Red Hat OpenShift Pipelines and Argo CD, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903044292402791e+09,0,'2026-05-17T17:07:22.924028+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1"}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for-red-hat-openshift','developers.redhat.com: Static analysis with KubeAudit for Red Hat OpenShift','','2020',4,'Walks through deploying KubeAudit to analyze deployment files for Red Hat OpenShift. Demonstrates scanning manifests for security misconfigurations, path privileges, and resource constraints before cluster deployment.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779033400,0,'2026-05-17T17:56:40.246211+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s Security & Compliance", "Static Analysis"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/14/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-2','developers.redhat.com: Building modern CI/CD workflows for serverless applications'' with Red Hat OpenShift Pipelines and Argo CD, Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779030442,0,'2026-05-17T17:07:22.924028+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://developers.redhat.com/blog/2020/10/01/building-modern-ci-cd-workflows-for-serverless-applications-with-red-hat-openshift-pipelines-and-argo-cd-part-1"}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/15/checkpointing-java-from-outside-of-java','developers.redhat.com: Checkpointing Java from outside of Java','','2020',0,'An exploration of JVM checkpoint/restore methodologies focusing on Coordinated Restore at Checkpoint (CRaC) and external CRIU mechanisms. This approach enables instantaneous microservice startup by taking cold snapshots of memory, dramatically lowering latency penalties in serverless deployments.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/22/persistent-storage-in-action-understanding-red-hat-openshifts-persistent-volume-framework','developers.redhat.com: Persistent storage in action: Understanding Red Hat OpenShift’s persistent volume framework 🌟','','2020',0,'Deep-dives into Red Hat OpenShift''s persistent volume (PV) framework, focusing on the Container Storage Interface (CSI). Explains dynamic storage allocation, access modes, and how to safely secure transaction-heavy datastores.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database & Storage", "Storage Infrastructure", "Persistent Volumes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/29/collect-jdk-flight-recorder-events-at-runtime-with-jmc-agent','developers.redhat.com: Collect JDK Flight Recorder events at runtime with JMC Agent 🌟','','2020',0,'A detailed Red Hat guide walking through real-time runtime JVM tracing using the JMC Agent. It explains how to dynamically inject custom JDK Flight Recorder (JFR) event declarations into third-party libraries and production codebases on-the-fly, bypassing the need for restarts or manual instrumentation.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Diagnostics and Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/29/new-custom-metrics-and-air-gapped-installation-in-red-hat-3scale-api-management-2-9','developers.redhat.com: New custom metrics and air gapped (restricted networks) installation in Red Hat 3scale API Management 2.9','','2020',0,'Explores deep administrative patterns introduced in 3scale 2.9, highlighting secure installation procedures on air-gapped systems and restricted enterprise networks. Evaluates custom telemetry collection pipelines for specialized monitoring.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Operations & Deployment"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/10/30/whats-new-in-fabric8-kubernetes-java-client-4-12-0','developers.redhat.com: What’s new in Fabric8 Kubernetes Java client 4.12.0','','2020',0,'Summarizes the architectural updates introduced in Fabric8 version 4.12.0. Focuses on performance improvements, watcher stability, dynamic CRD typing, and updated HTTP driver structures.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Fabric8 Client Releases"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code','developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift'' Connector 0.2.0 extension for VS Code 🌟','','2026',4,'A detailed Red Hat technical blog showcasing the integration of Devfiles and Kubernetes cluster targeting within OpenShift Connector. It highlights how developers can maintain container-native configurations directly from their IDE.','English','Article','Advanced',1,'online','manual','N/A',100.0,1.77903228239349699e+09,0,'2026-05-17T17:38:02.393497+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Red Hat OpenShift"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/16/devfiles-and-kubernetes-cluster-support-in-openshift-connector-0-2-0-extension-for-vs-code','developers.redhat.com: Devfiles and Kubernetes cluster support in OpenShift'' Connector 0.2.0 extension for VS Code 🌟','','2026',4,'A detailed Red Hat technical blog showcasing the integration of Devfiles and Kubernetes cluster targeting within OpenShift Connector. It highlights how developers can maintain container-native configurations directly from their IDE.','English','Article','Advanced',1,'online','manual','N/A',100.0,1779032282,0,'2026-05-17T17:38:02.393497+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Red Hat OpenShift"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/19/transitioning-from-docker-to-podman','developers.redhat.com: Transitioning from Docker to Podman 🌟','','2020',0,'A technical migration playbook outlining the primary CLI parity and architectural differences between Docker and Podman. It covers transitioning from a monolithic daemon to Podman''s secure fork-exec runtime model, highlighting alias management, unprivileged group setups, and network mapping differences.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Docker Migration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line','developers.redhat.com: Kubectl: Developer tips for the Kubernetes command'' line 🌟','','2020',4,'Provides developer-focused kubectl practices for troubleshooting deployment issues on Red Hat configurations. Explores log parsing tricks and container shell executions.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779033166.38353,0,'2026-05-17T17:52:46.383530+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-using-the-keycloak-rest-api','developers.redhat.com: Authentication and authorization using the Keycloak'' REST API','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Authentication and authorization using the Keycloak'' REST API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903089116843295e+09,0,'2026-05-17T17:14:51.168433+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kubernetes-command-line','developers.redhat.com: Kubectl: Developer tips for the Kubernetes command'' line 🌟','','2020',4,'Provides developer-focused kubectl practices for troubleshooting deployment issues on Red Hat configurations. Explores log parsing tricks and container shell executions.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779033166,0,'2026-05-17T17:52:46.383530+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-using-the-keycloak-rest-api','developers.redhat.com: Authentication and authorization using the Keycloak'' REST API','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Authentication and authorization using the Keycloak'' REST API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030891,0,'2026-05-17T17:14:51.168433+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/25/how-to-configure-yaml-schema-to-make-editing-files-easier','developers.redhat.com: How to configure YAML schema to make editing files easier','','2020',4,'A Red Hat developer tutorial detailing how to configure local JSON/YAML schemas inside IDEs like VS Code and IntelliJ. It shows how pointing schemas to cloud sources enables real-time syntax checking and autocomplete. This is a highly practical way to speed up Kubernetes engineering tasks.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "IDE Integration", "Validation"]','["[ENTERPRISE-STABLE]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/11/26/event-driven-distributed-service-orchestration-with-serverless-workflow','developers.redhat.com: Orchestrate event-driven, distributed services with Serverless Workflow and Kubernetes','','2020',0,'Demonstrates how to build event-driven microservices workflows using the CNCF Serverless Workflow specification on Kubernetes. Explains configuring orchestration engines to coordinate stateful, multi-step actions across decoupled, serverless microservices.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Serverless", "Event-Driven Systems"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2020/12/08/spring-boot-to-quarkus-migrations-and-more-in-red-hats-migration-toolkit-for-applications-5-1-0','developers.redhat.com: Spring Boot to Quarkus migrations and more in Red Hat’s migration toolkit for applications 5.1.0','','2020',0,'An exploration of Red Hat''s Migration Toolkit for Applications 5.1.0, focusing on automating the migration path from legacy Spring Boot dependencies to lightweight, Kubernetes-native Quarkus microservices to reduce resource overhead.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Quarkus"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}'); @@ -3793,12 +3793,12 @@ INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/01/13/ge INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/02/08/deploying-kubernetes-operators-with-operator-lifecycle-manager-bundles','developers.redhat.com: Deploying Kubernetes Operators with Operator Lifecycle Manager bundles','','2021',5,'Guides engineers through packaging and deploying operational runtimes using Operator Lifecycle Manager (OLM) bundles. Details the transition from package manifests to unified metadata container images to facilitate automated enterprise deployments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Operator Framework", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/02/09/spring-boot-on-quarkus-magic-or-madness','developers.redhat.com: Spring Boot on Quarkus: Magic or madness?','','2021',0,'Evaluates the Quarkus extension layer designed to process Spring API annotations. This architecture allows developers to reuse Spring Web, Security, and DI code while benefiting from Quarkus''s ultra-low memory usage, rapid boot times, and optimized GraalVM native builds.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Java", "Quarkus", "Spring Compatibility"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/02/12/developing-your-own-custom-devfiles-for-odo-2-0','developers.redhat.com: Developing your own custom devfiles for odo 2.0','','2021',0,'Explains how to design custom devfile definitions to adapt odo 2.0 pipelines to unique corporate microservice stacks. Unifies local dev environments with enterprise build rules.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop Development", "OpenShift Odo CLI"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux','developers.redhat.com: Using Delve to debug Go programs on Red Hat Enterprise'' Linux','','N/A',0,'Explains how to compile, profile, and step-debug Go executables on enterprise Linux environments using Delve. Critical reference for addressing low-level runtime crashes and unexpected goroutine deadlocks.','en','Guide','Intermediate',0,'online','manual','N/A',100.0,1.779031103029114e+09,0,'2026-05-17T17:18:23.029114+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Performance Tuning"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers','developers.redhat.com: Making environment variables accessible in front-end'' containers','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Making environment variables accessible in front-end'' containers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903328043965911e+09,0,'2026-05-17T17:54:40.439659+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/03/using-delve-to-debug-go-programs-on-red-hat-enterprise-linux','developers.redhat.com: Using Delve to debug Go programs on Red Hat Enterprise'' Linux','','N/A',0,'Explains how to compile, profile, and step-debug Go executables on enterprise Linux environments using Delve. Critical reference for addressing low-level runtime crashes and unexpected goroutine deadlocks.','en','Guide','Intermediate',0,'online','manual','N/A',100.0,1779031103,0,'2026-05-17T17:18:23.029114+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Performance Tuning"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/04/making-environment-variables-accessible-in-front-end-containers','developers.redhat.com: Making environment variables accessible in front-end'' containers','','N/A',0,'A curated technical resource and architectural guide covering developers.redhat.com: Making environment variables accessible in front-end'' containers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033280,0,'2026-05-17T17:54:40.439659+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/09/a-guide-to-red-hat-openshift-4-5-installer-provisioned-infrastructure-on-vsphere','developers.redhat.com: A guide to Red Hat OpenShift 4.5 installer-provisioned infrastructure on vSphere 🌟','','2021',4,'A deep dive into Installer-Provisioned Infrastructure (IPI) on VMware vSphere under OpenShift 4.5. Focuses on how the installer uses vSphere APIs to automatically construct VMs, resource pools, and storage connections during ignition bootstrap.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "VMware Integration"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/09/deploying-node-js-applications-to-kubernetes-with-nodeshift-and-minikube','developers.redhat.com: Deploying Node.js applications to Kubernetes with Nodeshift and Minikube','','2021',0,'Red Hat guide presenting Nodeshift to streamline NodeJS application deployment inside a local development environment running Minikube. Explores the automatic build, package, and deployment of Node workloads using built-in OpenShift-style S2I (Source-to-Image) concepts adapted for Kubernetes.','JavaScript','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "NodeJS", "Deployment Tooling"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/16/three-ways-to-containerize-net-applications-on-red-hat-openshift','developers.redhat.com: Three ways to containerize .NET applications on Red Hat OpenShift','','2021',4,'Details three distinct strategies to containerize and run .NET applications on Red Hat OpenShift. Evaluates the benefits of Dockerfile builds, Source-to-Image (S2I) pipelines, and deployment templates for enterprise scalability.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", ".NET Framework", "OpenShift Containers"]','["[ENTERPRISE-STABLE]"]','[]','["dotnet.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/17/using-dekorate-to-generate-kubernetes-manifests-for-java-applications','developers.redhat.com: Using Dekorate to generate Kubernetes manifests for'' Java applications','','2021',0,'This technical resource explores Dekorate, a Java-based framework that generates standard Kubernetes resource manifests during code compilation. By parsing Java annotations, Dekorate builds custom, valid deployment configurations.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.77903448685360503e+09,0,'2026-05-17T18:14:46.853605+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/17/using-dekorate-to-generate-kubernetes-manifests-for-java-applications','developers.redhat.com: Using Dekorate to generate Kubernetes manifests for'' Java applications','','2021',0,'This technical resource explores Dekorate, a Java-based framework that generates standard Kubernetes resource manifests during code compilation. By parsing Java annotations, Dekorate builds custom, valid deployment configurations.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779034486,0,'2026-05-17T18:14:46.853605+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/03/25/db2-and-oracle-connectors-coming-to-debezium-1-4-ga','developers.redhat.com: Db2 and Oracle connectors coming to Debezium 1.4 GA','','2021',0,'This release documentation highlights the arrival of enterprise-grade DB2 and Oracle connectors in Debezium 1.4 GA. It covers technical deployment requisites, schema configuration processes, and performance considerations for transitioning legacy mainframe and relational databases into modern stream architectures.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Change Data Capture", "Connectors"]','["[GUIDE]", "[LEGACY]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/02/design-event-driven-integrations-with-kamelets-and-camel-k','developers.redhat.com: Design event-driven integrations with Kamelets and Camel K','','2021',0,'This article demonstrates how to build integration paths utilizing Kamelets (Camel Route Snippets) and Camel K. It explains how Kamelets allow developers to configure complex system integrations via standard Kubernetes Custom Resources (CRDs).','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Native", "Kamelets"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://developers.redhat.com/blog/2021/04/07/deploy-quarkus-everywhere-with-red-hat-enterprise-linux-rhel','developers.redhat.com: Deploy Quarkus everywhere with Red Hat Enterprise Linux (RHEL)','','2021',3,'Guide focusing on running compiled native Quarkus execution binary layouts directly on Red Hat Enterprise Linux (RHEL) server environments. Discusses optimizing OS configurations, security system contexts (SELinux), and managing bare-metal configurations. 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Highlights slice memory operations, struct compositions, dynamic channels, and concurrency waitgroups to speed up systems programming.','Go','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Languages", "Go"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md", "golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devineer.medium.com/get-to-grips-with-kubernetes-volumes-a-practical-tutorial-c41853c64f02','devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial','','N/A',0,'A curated technical resource and architectural guide covering devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902929151586198e+09,0,'2026-05-17T16:48:11.515862+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devineer.medium.com/kubernetes-services-explained-22b4dd11de02','devineer.medium.com: Kubernetes Services Explained','','N/A',0,'A curated technical resource and architectural guide covering devineer.medium.com: Kubernetes Services Explained in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903390629911303e+09,0,'2026-05-17T18:05:06.299113+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.harness.io/blog/kubernetes-services-explained"}'); +INSERT INTO "resources" VALUES('https://devineer.medium.com/get-to-grips-with-kubernetes-volumes-a-practical-tutorial-c41853c64f02','devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial','','N/A',0,'A curated technical resource and architectural guide covering devineer.medium.com: Get to Grips with Kubernetes Volumes: A Practical Tutorial in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029291,0,'2026-05-17T16:48:11.515862+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devineer.medium.com/kubernetes-services-explained-22b4dd11de02','devineer.medium.com: Kubernetes Services Explained','','N/A',0,'A curated technical resource and architectural guide covering devineer.medium.com: Kubernetes Services Explained in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779033906,0,'2026-05-17T18:05:06.299113+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.harness.io/blog/kubernetes-services-explained"}'); INSERT INTO "resources" VALUES('https://devlibrary.withgoogle.com','devlibrary.withgoogle.com 🌟','','2021',0,'Google’s curated repository showcasing real-world, high-quality open-source projects, libraries, and architecture demonstrations built with GCP and Flutter. Serves as a peer-reviewed knowledge engine for production-proven software architectures.','English','Web Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Developer Portal", "Open Source Showcase"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devm.io/blog','jaxenter.com: CI/CD for Spring Boot Microservices: Part 2. Extending CI/CD: Kubernetes Continuous Deployment for Microservices','','2020',0,'Part two of the microservices CI/CD series, detailing continuous deployment onto active Kubernetes clusters. Focuses on orchestrating declarative manifest YAML files, configuring deployment strategies like rolling updates, and handling Kubernetes secrets securely.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "CI/CD", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devm.io/kubernetes/kubernetes-bigger-173675','jaxenter.com: Kubernetes Is Much Bigger Than Containers: Here’s Where It Will Go Next','','2021',4,'Position paper explaining how Kubernetes has outgrown its primary definition as a container orchestrator to become the universal cloud operating system. Explains the power of the K8s API model, Custom Resource Definitions (CRDs), and how it is orchestrating non-containerized assets, database clusters, and virtual machines.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Orchestration", "Future Trends"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); @@ -3891,13 +3891,13 @@ INSERT INTO "resources" VALUES('https://devm.io/kubernetes/kubernetes-practical- INSERT INTO "resources" VALUES('https://devm.io/microservices/cicd-microservices-docker-162408','jaxenter.com: CI/CD for Spring Boot Microservices: Part 1','','2020',0,'Details optimal Docker containerization patterns for Spring Boot microservices, addressing multi-stage image builds, layer caching, and minimizing runtime footprint sizes. It shows how to design pipeline steps to generate secure, unprivileged OCI-compliant container images.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "CI/CD", "Dockerization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops-daily.com/games/linux-terminal','DevOps Daily — Interactive Linux Terminal Simulator','An in-browser, sandboxed interactive tutorial for learning and testing Linux shell commands, file navigation, and globbing syntax.','2026',4,'An interactive, browser-based Linux training terminal constructed to teach system concepts through graded micro-challenges. - The sandbox guides users through essential operating system operations including standard stream redirection, system resource querying, and grep searches. -- Highly tailored to provide beginner-to-intermediate operators with immediate command-execution feedback, removing local environment configuration friction.','en','website','Beginner',0,'online','automatic','3cd3eb8f6a8efd06b5157f2c33f510244bf69c6bccfac35e335b838a4f496d0e',NULL,1.78035283880111598e+09,0,'2026-06-02T00:27:18.801116+02:00',NULL,NULL,NULL,'["Systems Administration", "Linux Command Line", "Interactive Learning", "DevOps Foundations"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "linux-dev-env", "reputation_status": "Vetted", "reputation_summary": "No reputation penalty. Very popular educational sub-module of devops-daily.com maintained by Bobby Iliev. Praised across DEV community and Reddit as an active, high-quality interactive sandbox.", "social_preview_url": "https://devops-daily.com/images/games/linux-terminal-og.png", "source_provenance": "X.com (midudev)", "suggested_new_category": "devops-education"}'); -INSERT INTO "resources" VALUES('https://devops.cisel.ch/kubernetes-operational-tools-you-must-try','devops.cisel.ch: Kubernetes operational tools you must TRY','','N/A',0,'A curated technical resource and architectural guide covering devops.cisel.ch: Kubernetes operational tools you must TRY in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903005237125611e+09,0,'2026-05-17T17:00:52.371256+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +- Highly tailored to provide beginner-to-intermediate operators with immediate command-execution feedback, removing local environment configuration friction.','en','website','Beginner',0,'online','automatic','3cd3eb8f6a8efd06b5157f2c33f510244bf69c6bccfac35e335b838a4f496d0e',NULL,1780352838,0,'2026-06-02T00:27:18.801116+02:00',NULL,NULL,NULL,'["Systems Administration", "Linux Command Line", "Interactive Learning", "DevOps Foundations"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "linux-dev-env", "reputation_status": "Vetted", "reputation_summary": "No reputation penalty. Very popular educational sub-module of devops-daily.com maintained by Bobby Iliev. Praised across DEV community and Reddit as an active, high-quality interactive sandbox.", "social_preview_url": "https://devops-daily.com/images/games/linux-terminal-og.png", "source_provenance": "X.com (midudev)", "suggested_new_category": "devops-education"}'); +INSERT INTO "resources" VALUES('https://devops.cisel.ch/kubernetes-operational-tools-you-must-try','devops.cisel.ch: Kubernetes operational tools you must TRY','','N/A',0,'A curated technical resource and architectural guide covering devops.cisel.ch: Kubernetes operational tools you must TRY in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030052,0,'2026-05-17T17:00:52.371256+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com','devops.com','','2026',0,'Curator Insight: Major industry hub for DevOps articles, webinars, and news. Live Grounding: Offers central coverage of emerging SRE trends, security frameworks, and container orchestration developments.','en','Media Hub','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Resources", "Media Hubs"]','["[EMERGING]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/11-open-source-devops-tools-we-love-for-2021','devops.com: 11 Open Source DevOps Tools We Love For 2021','','2021',0,'This evaluation spotlights eleven critical open-source DevOps projects covering areas like monitoring, infrastructure automation, container workflows, and CI/CD frameworks. It presents real-world architectural trade-offs, helping teams evaluate modern platform engineering toolchains.','N/A','Review','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tooling", "Developer Knowledge", "Curation Repositories"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/11-steps-to-a-successful-devops-career','devops.com: 11 Steps to a Successful DevOps Career','','2022',0,'Curator Insight: A step-by-step roadmap detailing technical proficiencies needed for DevOps roles. Live Grounding: Emphasizes a hybrid skillset combining scripting, continuous integration tools, public cloud architectures, and solid collaboration paradigms.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Career Paths", "Skill Roadmap"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/15-must-jenkins-plugins-increase-productivity','devops.com: 15 must have Jenkins plugins to increase productivity','','2024',0,'An operational digest analyzing fifteen key plugin utilities critical to scaling production clusters, spanning monitoring hooks, dynamic cleanup scripts, and visual feedback mechanisms.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "Ecosystem Curations"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/5-tips-for-a-successful-devops-implementation','devops.com: 5 Tips for a Successful DevOps Implementation','','N/A',0,'A curated technical resource and architectural guide covering devops.com: 5 Tips for a Successful DevOps Implementation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153338380408e+09,0,'2026-05-17T17:25:33.383804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/5-tips-for-a-successful-devops-implementation','devops.com: 5 Tips for a Successful DevOps Implementation','','N/A',0,'A curated technical resource and architectural guide covering devops.com: 5 Tips for a Successful DevOps Implementation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031533,0,'2026-05-17T17:25:33.383804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/6-advantages-of-microservices','devops.com: 6 Advantages of Microservices','','2020',3,'Outlines the foundational architectural advantages of adopting a microservices pattern, including technological flexibility, autonomous deployability, localized scaling, fault isolation, and improved team ownership over distinct domain services.','English','Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Value Proposition"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/6-signs-youre-doing-devops-correctly','devops.com: 6 Signs You’re Doing DevOps Correctly','','2021',0,'Establishes empirical metrics to qualify mature enterprise practices, emphasizing DORA framework key indicators: mean time to recovery (MTTR), deployment frequency, change failure rate, and lead time for changes. Contrasts these measurements against localized organization benchmarks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Metrics & Assessment", "Operational Excellence"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/7-popular-open-source-ci-cd-tools','devops.com: 7 Popular Open Source CI/CD Tools','','2021',0,'Compares seven dominant open-source CI/CD frameworks, assessing execution speed, plugin ecosystems, maintenance overhead, and architectural fitness for hybrid and Kubernetes configurations.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Platforms", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "cicd.md"]','{}','{}'); @@ -3912,22 +3912,22 @@ INSERT INTO "resources" VALUES('https://devops.com/catchpoint-to-acquire-webpage INSERT INTO "resources" VALUES('https://devops.com/clubhouse-becomes-shortcut-to-transform-software-project-management','devops.com: Clubhouse Becomes Shortcut to Transform Software Project Management','','2021',0,'Reviews the rebranding and feature expansion of Clubhouse into Shortcut, reinforcing its identity as a fast, highly collaborative agile task and workflow tracking platform built for growth-stage engineering teams.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Project Management", "Agile Platforms"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/continuous-security-the-next-evolution-of-ci-cd','devops.com: Continuous Security: The Next Evolution of CI/CD','','2021',0,'Discusses moving from periodic security assessments to automated, real-time testing within deployment pipelines. Explores running SAST, automated secrets scanning, and licensing compliance checks alongside unit tests.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "CI-CD", "Continuous Integration"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/continuous-testing-practices-part-1','devops.com: Continuous Testing Practices (Part 1) 🌟','- [devops.com: Continuous Testing Practices – Part 2 🌟](https://devops.com/continuous-testing-practices-part-2)','2021',0,'First of a multi-part series examining the execution of continuous testing models within standard CI/CD deployment channels. Highlights test-automation strategies, test environments, and immediate feedback integration.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Testing Pipelines", "Continuous Testing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/continuous-testing-practices-part-2','devops.com: Continuous Testing Practices – Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903304483021402e+09,0,'2026-05-17T17:50:44.830214+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://devops.com/continuous-testing-practices-part-1"}'); +INSERT INTO "resources" VALUES('https://devops.com/continuous-testing-practices-part-2','devops.com: Continuous Testing Practices – Part 2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779033044,0,'2026-05-17T17:50:44.830214+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://devops.com/continuous-testing-practices-part-1"}'); INSERT INTO "resources" VALUES('https://devops.com/day-2-for-the-operator-ecosystem','devops.com: Day 2 for the Operator Ecosystem 🌟','- [KUDO: The Kubernetes Universal Declarative Operator 🌟](https://kudo.dev) KUDO is a toolkit that makes it easy to build Kubernetes Operators, in most cases just using YAML.','2020',0,'Focuses on Kubernetes Operator lifecycle maturity models, introducing toolkits like KUDO (Kubernetes Universal Declarative Operator). Covers operational challenges, telemetry gathering, and unified configuration schemas.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/day-in-the-life-of-a-site-reliability-engineer-sre','devops.com: Day in the Life of a Site Reliability Engineer (SRE)','','2021',0,'An informative run-through of the operational reality of SRE. Explains typical workflows, on-call paging procedures, metric reviews, postmortem writing, and automated tool-building shifts.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Career Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/declarative-compliance-with-policy-as-code-and-gitops','devops.com: Declarative Compliance With Policy-as-Code and GitOps 🌟','','2022',0,'Details structural mechanisms for enforcing declarative compliance via GitOps and Policy-as-Code. Demonstrates configuring automated compliance checkers that inspect commits dynamically, ensuring only certified configurations reach production environments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Policy & Compliance"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devops-as-a-service-migrating-your-entire-devops-stack-to-the-cloud','DevOps as a Service: Migrating Your Entire DevOps Stack to the Cloud','','2021',0,'Analyzes the business and architectural trade-offs of migrating an organization''s entire internal build and testing infrastructure to SaaS-based DevOps-as-a-Service offerings. The curator details the comparison between maintaining self-hosted Jenkins clusters versus subscribing to cloud platforms. Live platform standards prove that modern SaaS solutions dramatically decrease internal maintenance overhead while enhancing security auditing compliance.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Cloud Migration", "DevOps-as-a-Service"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devops-for-the-development-and-delivery-of-high-performance-applications','devops.com: DevOps for the Development and Delivery of High-Performance Applications','','2021',0,'Examines production-grade execution models for high-performance software. Discusses continuous optimization loops, modern caching topologies, database query tuning integration in pipeline tests, and real-time tracing metrics to scale complex microservices architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Application Delivery", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/devops-security-your-complete-checklist','devops.com: DevOps Security: Your Complete Checklist','','N/A',0,'A curated technical resource and architectural guide covering devops.com: DevOps Security: Your Complete Checklist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903211403422808e+09,0,'2026-05-17T17:35:14.034228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/devops-security-your-complete-checklist','devops.com: DevOps Security: Your Complete Checklist','','N/A',0,'A curated technical resource and architectural guide covering devops.com: DevOps Security: Your Complete Checklist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032114,0,'2026-05-17T17:35:14.034228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devops-teams-struggling-to-keep-secrets','devops.com: DevOps Teams Struggling to Keep Secrets','','2021',3,'An industry report analyzing why modern DevOps organizations struggle with ''secrets sprawl'' across development tools, build steps, and staging clusters. Recommends implementing centralized identity systems and dynamic credential engines.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Industry Trends"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devops-trends-to-watch-in-2021','devops.com: DevOps Trends to Watch in 2021 🌟','','2021',0,'Highlights dominant technological vectors including standardizing on-demand GitOps continuous deployment frameworks, native policy-as-code automation engines, multi-cluster federated networks, and progressive delivery orchestrators.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Industry Trends", "Market Evolution"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devsecops-in-azure','devops.com: DevSecOps in Azure','','2023',0,'Examines the technical blueprint for establishing DevSecOps practices within the Azure ecosystem. Details security scanners, credential detection tools, container analysis systems, and runtime enforcement loops.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "DevSecOps", "Continuous Security"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/devsecops-trends-for-2021','devops.com: DevSecOps Trends to Know For 2021','','2021',0,'Highlights essential DevSecOps industry trends, emphasizing Software Bill of Materials (SBOM) orchestration, secure-by-default container base images, and integration of automated security telemetry into centralized cloud dashboards.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Industry Trends"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/dynatrace-advances-application-environments-as-code','==devops.com: Dynatrace Advances Application Environments as Code==','','2021',0,'Discusses ''Observability as Code'', where application dashboards, SLO targets, and alerting configurations are defined using Terraform or Monaco. By 2026, this approach is integrated into standard CI/CD pipelines to ensure monitoring environments scale systematically with the underlying infra.','Go','Blog','Advanced',1,'online','manual','N/A',100.0,1.77903304650451493e+09,0,'2026-05-17T17:50:46.504515+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/dynatrace-advances-application-environments-as-code','==devops.com: Dynatrace Advances Application Environments as Code==','','2021',0,'Discusses ''Observability as Code'', where application dashboards, SLO targets, and alerting configurations are defined using Terraform or Monaco. By 2026, this approach is integrated into standard CI/CD pipelines to ensure monitoring environments scale systematically with the underlying infra.','Go','Blog','Advanced',1,'online','manual','N/A',100.0,1779033046,0,'2026-05-17T17:50:46.504515+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/finops-foundation-to-help-rein-in-cloud-costs','devops.com: FinOps Foundation to Help Rein in Cloud Costs','','2020',0,'An article reporting on the formal creation of the FinOps Foundation under the Linux Foundation. Highlights the growing enterprise necessity of managing multi-cloud spend and establishing standardized definitions for cloud financial operations.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/five-steps-to-successful-devops-culture','devops.com: 5 Steps to Successful DevOps Culture','','N/A',0,'A curated technical resource and architectural guide covering devops.com: 5 Steps to Successful DevOps Culture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032076665174e+09,0,'2026-05-17T17:34:36.665174+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/five-steps-to-successful-devops-culture','devops.com: 5 Steps to Successful DevOps Culture','','N/A',0,'A curated technical resource and architectural guide covering devops.com: 5 Steps to Successful DevOps Culture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032076,0,'2026-05-17T17:34:36.665174+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/from-agile-to-devops-to-devsecops-the-next-evolution','devops.com: From Agile to DevOps to DevSecOps: The Next Evolution','','2020',0,'Traces software engineering''s historical trajectory from Agile (optimizing team velocity) to DevOps (optimizing system delivery) and finally DevSecOps (integrating continuous compliance). Evaluates cultural and technical components driving this shift.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/google-dora-report-shows-modest-devops-gains',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790322517972629e+09,0,'2026-05-17T17:37:31.797263+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/google-dora-report-shows-modest-devops-gains',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779032251,0,'2026-05-17T17:37:31.797263+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/grafana-labs-acquires-assert-ai-to-bring-ai-to-observability','devops.com: Grafana Labs Acquires Asserts.ai to Bring AI to Observability','','2023',0,'Discusses the strategic acquisition of Asserts.ai by Grafana Labs. Live grounding highlights the integration of semantic graphs, relationship maps, and automated root-cause discovery directly into Grafana''s UI stack.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "AIOps & AI Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/great-resignation-spurs-interest-in-tech-certifications','devops.com: Great Resignation Spurs Interest in Tech Certifications','','2022',0,'This article examines the surge in cloud-native certifications (such as Kubernetes and AWS) as developers seek to validate cloud skillsets and secure modern infrastructure engineering roles in a changing job market.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Continuous Learning", "Certifications"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/hansura-launches-beta-of-graphql-based-remote-joins-tool','Hasura Launches Beta of GraphQL-Based Remote Joins Tool','','2020',4,'Announces Hasura''s Remote Joins engine. Enables backend developers to securely federate and query disparate database services and REST/GraphQL APIs behind a unified, high-speed GraphQL interface.','Haskell','Press Release','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "GraphQL", "Federation"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}'); @@ -3957,7 +3957,7 @@ INSERT INTO "resources" VALUES('https://devops.com/red-hat-extends-scope-of-ansi INSERT INTO "resources" VALUES('https://devops.com/secdevops-is-the-solution-to-cybersecurity','devops.com: SecDevOps is the Solution to Cybersecurity 🌟','','2020',0,'Advocates for SecDevOps as a necessary system design response to address sophisticated modern threat surfaces. Highlights using declarative orchestration profiles, immutable runtime configurations, and early detection mechanisms to minimize vulnerability windows.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/securing-your-software-development-pipelines','devops.com: Securing Your Software Development Pipelines','','2021',0,'Examines methods for securing continuous delivery setups from upstream supply-chain threats. Focuses on protecting execution infrastructure, implementing cryptographic artifact validation, and isolating dependency ingestion engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "CI-CD", "Pipeline Integrity"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/serverless-computing-moving-from-devops-to-noops','Serverless Computing: Moving from DevOps to NoOps','','2021',0,'Evaluates how serverless architectures drive NoOps execution. Emphasizes shifting operations responsibilities (e.g., node provisioning, patching, scaling) to public cloud platforms, allowing developers to focus strictly on code components.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Serverless Architecture", "NoOps Execution"]','["[COMMUNITY-TOOL]"]','[]','["noops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/shift-right-testing-the-emergence-of-testops','devops.com: Shift-Right Testing: The Emergence of TestOps','','2020',4,'Outlines Shift-Right testing methodologies and TestOps workflows. Advocates validating configurations directly against production deployments under active user loads, supported by analytics and monitoring tools.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.77903382333970093e+09,0,'2026-05-17T18:03:43.339701+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "TestOps Strategy"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/shift-right-testing-the-emergence-of-testops','devops.com: Shift-Right Testing: The Emergence of TestOps','','2020',4,'Outlines Shift-Right testing methodologies and TestOps workflows. Advocates validating configurations directly against production deployments under active user loads, supported by analytics and monitoring tools.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779033823,0,'2026-05-17T18:03:43.339701+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "TestOps Strategy"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/site-reliability-engineering-101-devops-versus-sre','devops.com: Site Reliability Engineering 101: DevOps Versus SRE','','2018',0,'Provides an entry-level comparison of SRE and DevOps methodologies. Explains key tenets of both schools of thought, with a focus on how teams share operational ownership and handle blameless post-mortems to foster high-velocity engineering.','English','blog','beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "SRE vs DevOps", "Introductory Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/sre-devops-cloud-native-server-cage-match','devops.com: SRE vs. DevOps vs. Cloud Native: The Server Cage Match','','2019',0,'A high-energy analysis contrasting SRE, DevOps, and Cloud Native architectures. Explores how container orchestration, microservices, and micro-deployments mandate both cultural DevOps adjustments and programmatic SRE automation to survive at scale.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "Cloud Native Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/sre-vs-devops-false-distinction','devops.com: SRE vs. DevOps — a False Distinction?','','2019',0,'Deconstructs the industry debate regarding SRE and DevOps, arguing that comparing them creates a false dichotomy. Suggests that successful engineering organizations merge the collaborative philosophy of DevOps with the analytical, code-driven rigor of SRE.','English','blog','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "SRE vs DevOps", "Industry Analysis"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}'); @@ -3979,10 +3979,10 @@ INSERT INTO "resources" VALUES('https://devops.com/unlocking-your-devops-automat INSERT INTO "resources" VALUES('https://devops.com/up-your-devops-game-its-time-for-noops','devops.com: Up Your DevOps Game: It’s Time for NoOps','','2021',0,'Proposes actionable tactics for transitioning DevOps engineering pipelines into automated, serverless-first NoOps infrastructures. Discusses standardized declarative delivery flows and policy engine setups.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Operations Paradigms", "NoOps Philosophy"]','["[COMMUNITY-TOOL]"]','[]','["noops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/updating-and-managing-infrastructure-as-code-iac','devops.com: Updating and Managing Infrastructure-as-Code (IaC)','','2023',0,'Details architectural strategies for maintaining, refactoring, and upgrading legacy IaC bases. Explores lockfile maintenance, drift remediation, and structural validation steps required for safe production updates.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Lifecycle Management"]','["[LEGACY]"]','[]','["iac.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/using-jenkins-configuration-as-code','devops.com: Using jenkins configuration as code','- [https://github.com/jenkinsci/configuration-as-code-plugin](https://github.com/jenkinsci/configuration-as-code-plugin)','2024',0,'A practical industry analysis illustrating standard techniques for shifting legacy Jenkins controller provisioning workflows into git-centric, declaration-first structures. It presents a detailed taxonomy of automated setup validation strategies.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Jenkins JCasC"]','["[LEGACY]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton','==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to'' Tekton==','','N/A',0,'A curated technical resource and architectural guide covering ==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to'' Tekton== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903071837476706e+09,0,'2026-05-17T17:11:58.374767+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/using-llms-to-automate-pipeline-conversions-from-legacy-to-tekton','==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to'' Tekton==','','N/A',0,'A curated technical resource and architectural guide covering ==devops.com: Using LLMs to Automate Pipeline Conversions From Legacy to'' Tekton== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030718,0,'2026-05-17T17:11:58.374767+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/vfunction-automates-conversion-of-java-apps-to-microservices','devops.com: Function Automates Conversion of Java Apps to Microservices','','2021',0,'Details how automated profiling instruments compile-time and runtime dynamics of legacy enterprise codebases, identifying domain boundaries to programmatically extract microservice packages.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Modernization", "Automated Migration"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/web-application-security-is-not-api-security','devops.com: Web Application Security is not API Security 🌟','','2022',4,'Explains why legacy web app application security configurations fall short of API security requirements. Discusses custom API gateway rules, deep OAuth 2.0 validation, and endpoint-level access controls.','Agnostic','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Design", "Best Practices"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devops.com/whats-the-difference-between-devops-and-platform-engineering','devops.com: What’s the Difference Between DevOps and Platform Engineering?','','N/A',0,'A curated technical resource and architectural guide covering devops.com: What’s the Difference Between DevOps and Platform Engineering? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903275151416802e+09,0,'2026-05-17T17:45:51.514168+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devops.com/whats-the-difference-between-devops-and-platform-engineering','devops.com: What’s the Difference Between DevOps and Platform Engineering?','','N/A',0,'A curated technical resource and architectural guide covering devops.com: What’s the Difference Between DevOps and Platform Engineering? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032751,0,'2026-05-17T17:45:51.514168+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/when-to-use-api-management-and-service-mesh-together','devops.com: When to Use API Management and Service Mesh Together','','2021',4,'Explores patterns for integrating API gateways with service meshes. Highlights how to pass identity contexts, orchestrate global traffic routes, and enforce layered perimeter and transport-level security policies.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "API Management", "Service Mesh Integration"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/where-does-observability-stand-today-and-where-is-it-going-next','devops.com: Where Does Observability Stand Today, and Where is it Going Next?','','2023',0,'Analyzes the ongoing evolution of observability systems toward artificial intelligence integration (AIOps), automated anomaly detection, and continuous optimization profiles. Curator Insight: Industry roadmap on telemetry analysis. Live Grounding: Crucial for evaluating how LLMs and ML models parse log volumes for predictive maintenance.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Industry Trends", "AI", "AIOps"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devops.com/why-boring-tech-is-best-to-avoid-a-microservices-mess','devops.com: Why Boring Tech is Best to Avoid a Microservices Mess','','2020',4,'Arguments for architectural conservatism when adopting a highly distributed microservices paradigm. By utilizing mature, ''boring'' technology (e.g., PostgreSQL, REST/gRPC, stable programming runtimes), engineering teams can isolate and absorb the inherent complexity of distributed systems coordination.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Technology Selection"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}'); @@ -3994,31 +3994,31 @@ INSERT INTO "resources" VALUES('https://devopscube.com','devopscube.com','','202 INSERT INTO "resources" VALUES('https://devopscube.com/automate-ebs-snapshot-creation-deletion','devopscube.com: How to Automate EBS Snapshot Creation, Retention and Deletion','','2023',0,'A practical DevOps guide detailing automation patterns for the creation, lifecycle retention, and deletion of AWS EBS snapshots. Shows how to use AWS Lifecycle Manager and bash cron jobs to guarantee cluster data durability without compiling excessive storage debt.','Bash','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS EBS", "Snapshot Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/become-devops-engineer','devopscube.com: Become A DevOps Engineer in 2021: A Comprehensive Guide','','2021',0,'An exhaustive, structured guide cataloging core platform engineering requirements including Linux kernel administration, Docker container runtimes, declarative Infrastructure as Code (IaC), GitOps continuous deployment systems, and advanced distributed telemetry stacks.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Career Roadmap", "Skill Acquisition"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/build-docker-image','devopscube.com: How to Build Docker Image : Comprehensive Beginners Guide','','2024',0,'A structured blueprint demonstrating professional design standards for OCI-compliant artifact assemblies. Focuses on minimizing layers, avoiding build context overhead, and utilizing cache layers effectively.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Dockerfiles"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devopscube.com/build-docker-image-kubernetes-pod','devopscube.com: How To Build Docker Image In Kubernetes Pod 🌟','','2020',0,'This reference article analyzes alternative methods for constructing container images natively within Kubernetes pods, highlighting Kaniko, BuildKit, and Docker-in-Docker (DinD). It contrasts security risks and runtime overhead of each.','English','Technical Article','Intermediate',0,'online','manual','78e4c1873fcfd3904a6fa2ee9acc239f43701f58d236ba931de3e1760ded7d0a',100.0,1.77903377105905699e+09,1,'2026-05-17T18:02:51.059057+02:00',NULL,NULL,NULL,'["Image Building", "In-Cluster Builds", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://devopscube.com/build-docker-image-kubernetes-pod','devopscube.com: How To Build Docker Image In Kubernetes Pod 🌟','','2020',0,'This reference article analyzes alternative methods for constructing container images natively within Kubernetes pods, highlighting Kaniko, BuildKit, and Docker-in-Docker (DinD). It contrasts security risks and runtime overhead of each.','English','Technical Article','Intermediate',0,'online','manual','78e4c1873fcfd3904a6fa2ee9acc239f43701f58d236ba931de3e1760ded7d0a',100.0,1779033771,1,'2026-05-17T18:02:51.059057+02:00',NULL,NULL,NULL,'["Image Building", "In-Cluster Builds", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/configure-ingress-tls-kubernetes','devopscube.com: How To Configure Ingress TLS/SSL Certificates in Kubernetes','','2021',4,'A tutorial guiding developers through TLS/SSL certificate generation, binding, and storage in ingress environments. Explains how to leverage native cert-manager pipelines to secure internet-facing applications automatically with Let''s Encrypt certificates.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Security & TLS"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/create-kubernetes-jobs-cron-jobs','devopscube.com: How To Create Kubernetes Jobs/Cron Jobs – Getting Started Guide','','2021',3,'A practical guide detailing the creation of parallel Jobs and recurring CronJobs. Offers a clear reference for backoff limits, completion conditions, and active execution deadlines.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Tutorials"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devopscube.com/create-kubernetes-role','devopscube.com: How to Create kubernetes Role for Service Account','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7a85dc1716b5e43c9280b59c968a0e1d23768a05aa483f4f86408fa786d3627f',100.0,1.77903390357625508e+09,1,'2026-05-17T18:05:03.576255+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://devopscube.com/create-kubernetes-role','devopscube.com: How to Create kubernetes Role for Service Account','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7a85dc1716b5e43c9280b59c968a0e1d23768a05aa483f4f86408fa786d3627f',100.0,1779033903,1,'2026-05-17T18:05:03.576255+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/deploy-postgresql-statefulset','devopscube.com: How to Deploy PostgreSQL Statefulset in Kubernetes With High Availability','','2023',0,'Comprehensive architectural guide to deploying a highly available PostgreSQL cluster on Kubernetes using standard StatefulSets. 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Walks through credential auto-generation constraints, manifesting corresponding API access boundaries, and constructing secure automated CI/CD pipelines.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/kubernetes-daemonset','devopscube.com: Kubernetes Daemonset: A Comprehensive Guide','','2023',0,'A detailed engineering breakdown of the DaemonSet controller pattern. Explains how to deploy system-level agents (like log collectors, CNI daemons, and monitoring agents) on every cluster node, specifying advanced scheduling techniques, tolerations, node affinity, and resource constraints.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Workload Resources", "DaemonSets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/kubernetes-ingress-tutorial','devopscube.com: Kubernetes Ingress Tutorial For Beginners 🌟','','2021',4,'A detailed step-by-step tutorial addressing the installation and configuration of the NGINX Ingress controller. 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Teaches readers how context configurations, user credentials, clusters, and API client auth certificates are structured to drive kubectl orchestration.','YAML','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Security", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/kubernetes-logging-tutorial','devopscube.com: Kubernetes Logging Tutorial For Beginners 🌟','','2023',0,'An introductory blueprint covering fundamental logging behaviors in containerized orchestration environments. 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In 2026, we track this release as a major evolution that brought CronJobs to GA and introduced PodDisruptionBudget stability.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.21"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://devopscube.com/kustomize-tutorial','devopscube.com/kustomize-tutorial: Kustomize Tutorial: Comprehensive Guide For Beginners 🌟','','2023',4,'A highly detailed, production-focused Kustomize comprehensive guide. 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Live Grounding: Excellent onboarding material for entry-level platform developers.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Guides", "Beginners"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://devopsdays.org/events/2022-amsterdam/welcome','devopsdays.org: Devopsdays Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ee2f587ae1c726ebde4e9d5229db771ba88ceffb2c5c4db58e9696ad49579b0',100.0,1.77903221337367606e+09,1,'2026-05-17T17:36:53.373676+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://devopsdays.org/events/2022-amsterdam/welcome','devopsdays.org: Devopsdays Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ee2f587ae1c726ebde4e9d5229db771ba88ceffb2c5c4db58e9696ad49579b0',100.0,1779032213,1,'2026-05-17T17:36:53.373676+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://devopsera.com/2023/06/how-to-structure-directories-in-a-gitops-repository-for-the-best-user-friendliness-and-flexibility','devopsera.com: How to Structure Directories in a GitOps Repository for the Best User-Friendliness and Flexibility','','2023',0,'Examines repository directory structures designed to maximize user accessibility and operational flexibility. 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Both tools have their own strengths and use cases, and they can be used together to achieve different goals. - Kubernetes and ansible can be used together: Kubernetes and ansible can be used together to complement each other. For example, ansible can be used to automate the provisioning and configuration of Kubernetes clusters, while Kubernetes can be used to manage the deployment and scaling of applications within those clusters.','2023',0,'Provides an architectural analysis of the symbiotic relationship between GitOps/Kubernetes and Ansible. 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+INSERT INTO "resources" VALUES('https://devxblog.hashnode.dev/terraform-with-aws','devxblog.hashnode.dev: Terraform with AWS','','N/A',0,'A curated technical resource and architectural guide covering devxblog.hashnode.dev: Terraform with AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031651,0,'2026-05-17T17:27:31.961887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://dhall-lang.org','dhall-lang.org: Dhall Configuration Language','','2026',0,'Dhall is a programmable, statically typed, non-Turing-complete configuration language. 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The curator organizes precise explanations of architectural terms to align development, security, and business operations. Live engineering departments utilize this lexicon to establish unified communication standards during enterprise agility transitions.','N/A','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Fundamentals", "Terminology"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://digital.ai/learn/devsecops-periodic-table','Periodic Table of DevOps 🌟','','2025',0,'The highly recognized periodic infographic classifying DevSecOps tooling landscapes into clear segments such as CI/CD, database management, cloud hosting, and runtime security. Curator taxonomies organize tools by practical category to assist architect planning. Live platform design relies on this framework to easily map modern cloud-native service chains and security compliance integrations.','N/A','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Tooling Landscapes", "Visual Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://digital.ai/learn/diagram-generator','The Ultimate DevOps Tool Chest 🌟','- [The Ultimate List of Open Source DevOps Tools](https://digital.ai)','2025',0,'An interactive tool directory permitting development teams to visualize, filter, and plan their software delivery pipelines across hundreds of toolchains. Curator features highlight its utility for diagramming complex engineering topologies. 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Demonstrates mapping steps to mobile element drivers, handling mobile gestures, and generating rich HTML reports for stakeholder review.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Mobile Automation", "BDD Automation"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with'' Fleet and Rancher','','N/A',0,'A curated technical resource and architectural guide covering digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with'' Fleet and Rancher in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','242a568bcf536be09d2505dad6073d310a14a36816b3bbc7997f1b6b3b36d8d1',100.0,1.77903394785901904e+09,0,'2026-05-17T18:05:47.859019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with'' Fleet and Rancher','','N/A',0,'A curated technical resource and architectural guide covering digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with'' Fleet and Rancher in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','242a568bcf536be09d2505dad6073d310a14a36816b3bbc7997f1b6b3b36d8d1',100.0,1779033947,0,'2026-05-17T18:05:47.859019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://digitalisationworld.com/blogs/57435/multicloud-two-truths-and-a-lie','digitalisationworld.com: Multicloud: Two truths and a lie','','2026',0,'An analytical exploration of the strategic myths versus realities of adopting a multi-cloud architecture. It warns against unnecessary engineering overhead and complex network topology while admitting its value in high-availability designs. Live grounding supports its status as a valuable corporate reality check.','English','Case Study/Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Strategy", "Architecture", "Multi-Cloud Assessment"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://digitalvarys.com/devsecops-static-analysis-sast-with-jenkins-pipeline','DevSecOps – Static Analysis SAST with Jenkins Pipeline','','2021',0,'Detailed implementation guide for building a DevSecOps static analysis pipeline within Jenkins. Explains integration points for security scanners, automation loops, and methods for setting pipeline execution barriers when high-severity bugs or vulnerabilities are discovered.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Security", "Static Code Analysis (SAST)"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://digitalvarys.com/simple-introduction-to-hashicorp-vault','digitalvarys.com: Simple Introduction to HashiCorp Vault','','2020',0,'An introductory architecture guide detailing the core design of HashiCorp Vault. Explains foundational concepts such as dynamic secrets, leasing, transit encryption, and secrets engines. 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Focuses on IAM session configuration, visual resource tracking, and dashboard personalization.','English','Documentation','Beginner',0,'online','manual','793312f1f190abdbe38ce8fc76ecadc974aa4a78aef4938aea9e346301226fc3',100.0,1779032179,1,'2026-05-17T17:36:19.907021+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Services", "Management Tools"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cli/latest/index.html','AWS CLI Command Reference','','2026',0,'The comprehensive command reference index for the AWS CLI, documenting syntax, options, and output JSON schemas for all AWS cloud services. It is the primary reference resource for writing deterministic bash and shell scripts for infrastructure automation. Updated dynamically in 2026 to reflect the newest cloud-native service models.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cli/latest/reference/codepipeline/index.html','New usage examples have been added to the CLI for CodePipeline API Reference','','2023',0,'An official update to the AWS CLI CodePipeline reference docs, introducing detailed usage examples for programmatic execution of multi-stage pipelines. It simplifies scripting for custom deployment transitions and emergency pipeline approvals. A necessary reference for platform architects building custom release coordination gates.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cli/latest/reference/service-quotas/get-service-quota.html','AWS API: get-service-quota','','2026',0,'Curator Insight describes the AWS CLI reference for auditing specific service limits. Live Grounding highlights its mandatory use in modern GitOps and IaC (Terraform/Pulumi) pipelines to preemptively validate account thresholds before executing large-scale resource provisioning.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Operations", "Service Quotas"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/cloud-map/latest/api/API_HealthCheckCustomConfig.html','Custom Health Check: HealthCheckCustomConfig','','2022',0,'Official reference guide for Cloud Map API''s custom health checks. Explains dynamic service discovery patterns for serverless workloads where traditional load balancer health checks are inapplicable.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Discovery", "AWS Cloud Map", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline','AWS Data Pipeline Documentation','','2025',2,'Classic developer documentation for AWS Data Pipeline. Details the scheduling of batch workflows across EC2 and EMR resources (largely superseded by modern AWS Glue and Step Functions setups).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ETL"]','["[COMMUNITY-TOOL]"]','[]','["aws-data.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline/index.html','AWS Data Pipeline Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418',100.0,1.77903339838024091e+09,0,'2026-05-17T17:56:38.380241+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/data-pipeline"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/data-pipeline/index.html','AWS Data Pipeline Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51bad39648418f870cc7bf6ffb620590197ca607b0923977477f809627aae418',100.0,1779033398,0,'2026-05-17T17:56:38.380241+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-data.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/data-pipeline"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html','Amazon Web Services: EKS Cluster Autoscaler','- [eksworkshop.com: Configure Cluster Autoscaler (CA)](https://eksworkshop.com/scaling/deploy_ca)','2024',0,'Official AWS documentation for implementing Cluster Autoscaler on Amazon Elastic Kubernetes Service (EKS). Integrates with AWS Auto Scaling Groups (ASGs) to scale compute instances dynamically, providing optimal resource scheduling and EC2 cost management.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/calico.html ','Calico in EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b',100.0,1.7790305779969511e+09,0,'2026-05-17T17:09:37.996951+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html"}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html','Amazon Web Services: EKS Cluster Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','15b1a69c1832f01c65be6d3f2d2f9525fabf1317c4c31b6cd92f0c753f1621b1',100.0,1.77902915508784198e+09,0,'2026-05-17T16:45:55.087842+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/calico.html ','Calico in EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92dc5d2a435b305fe917252b3b0dcd9345c2e1fc22c4f4c3735457cef6021f1b',100.0,1779030577,0,'2026-05-17T17:09:37.996951+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html','Amazon Web Services: EKS Cluster Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','15b1a69c1832f01c65be6d3f2d2f9525fabf1317c4c31b6cd92f0c753f1621b1',100.0,1779029155,0,'2026-05-17T16:45:55.087842+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/cni-network-policy.html','Calico in EKS','','2024',0,'Guides integration of Calico as a high-performance network policy engine alongside EKS. While AWS VPC CNI handles native IP routing, Calico enforces declarative security policies. This hybrid configuration provides robust, fine-grained L3/L4 segregation across namespace borders.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','2023',0,'Official operational documentation for administering lifecycle updates, configurations, and IAM permissions of core Amazon EKS add-ons. Simplifies the lifecycle management of essential operational software such as CoreDNS, kube-proxy, and the VPC CNI.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Managed Add-ons"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7c8cc407543ca14cfb4a60b6ebaccf82f99dd6e3bf5cbc7633d578d96d4005a',100.0,1.77903042579182195e+09,0,'2026-05-17T17:07:05.791822+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html','docs.aws.amazon.com: Managing Amazon EKS add-ons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7c8cc407543ca14cfb4a60b6ebaccf82f99dd6e3bf5cbc7633d578d96d4005a',100.0,1779030425,0,'2026-05-17T17:07:05.791822+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/eks/latest/userguide/eks-add-ons.html"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sample-deployment.html','aws.amazon.com: Deploy a kubernetes application','','2021',0,'Official AWS documentation presenting core application deployment workflows on Amazon EKS. Walks through basic VPC considerations, creating standard manifests, exposing application services, and utilizing classic dynamic volume provisioning.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Foundational"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/sec-group-reqs.html','Security Group Rules EKS','','2024',0,'Official AWS configuration documentation detailing the network security boundaries for Amazon EKS clusters. It defines minimal requirements for control-plane-to-node communication over secure ports. This ensures highly restrictive ingress/egress patterns in security groups.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS EKS Network"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/eks/latest/userguide/update-managed-node-group.html','Updating a managed node group','','2023',0,'Complete operational reference for rolling out Kubernetes version updates and AMI revisions across AWS Managed Node Groups. Focuses on graceful drain orchestration and node surge strategies to maintain active service availability.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Cluster Lifecycle", "Node Updates"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -4190,37 +4190,37 @@ INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/elasticbeanstalk/lat INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/environments-cfg-applicationloadbalancer.html','Configuring an Application Load Balancer','','2016',0,'Operational guide detailing how to declare, scale, and tune target parameters and routing policies on Application Load Balancers inside active Elastic Beanstalk projects.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/elasticbeanstalk/latest/dg/php-ha-tutorial.html','Deploying a High-Availability PHP Application with an External Amazon RDS Database to Elastic Beanstalk','','2016',0,'AWS deployment blueprint detailing how to structure a multi-availability zone PHP application using Beanstalk. Integrates an external multi-AZ Amazon RDS configuration to build failover resilience.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "PaaS Architecture"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/elasticloadbalancing/latest/userguide/what-is-load-balancing.html','docs.aws.amazon.com: What Is Elastic Load Balancing?','','2020',0,'The official guide detailing the operational mechanics of Application, Network, Gateway, and Classic load balancers. Details targets, health checks, and cross-zone routing configurations. This represents the primary blueprint for modern ingress systems.','English','documentation','beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Load Balancing", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/general/latest/gr/glos-chap.html','AWS Glossary','','2006',0,'Official reference guide compiling definitions of all key AWS vocabulary, services, and structural acronyms, ensuring team-wide alignment when designing cloud environments.','None','Documentation','Beginner',0,'online','manual','0b64126f6fa10100a14fa578ef09e1d90e7f16f705a91f2742e63fb0f33acf4f',100.0,1.77903257876251506e+09,1,'2026-05-17T17:42:58.762515+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Documentation"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/general/latest/gr/glos-chap.html','AWS Glossary','','2006',0,'Official reference guide compiling definitions of all key AWS vocabulary, services, and structural acronyms, ensuring team-wide alignment when designing cloud environments.','None','Documentation','Beginner',0,'online','manual','0b64126f6fa10100a14fa578ef09e1d90e7f16f705a91f2742e63fb0f33acf4f',100.0,1779032578,1,'2026-05-17T17:42:58.762515+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Documentation"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/hands-on/latest/create-mysql-db/create-mysql-db.html','AWS Tutorials: Create and Connect to a MySQL Database with Amazon RDS','','2026',4,'A beginner-to-intermediate hands-on tutorial for launching a MySQL DB instance inside AWS RDS. Walks through security group access policies, DB engine parameters, and application tier connectivity patterns.','English','Documentation','Basic',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Databases", "Amazon RDS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/iot/latest/developerguide/what-is-aws-iot.html','What Is AWS IoT?','','2026',0,'Curator Insight maps AWS IoT as the entry point for connecting physical devices to AWS cloud services. Live Grounding confirms it has evolved into a robust suite of services (Core, Greengrass, Device Defender) handling billions of messages daily. It provides secure, bi-directional communication with MQTT/HTTPS and acts as the foundational layer for enterprise IoT data ingestion.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IoT & Edge", "AWS IoT Core"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis','AWS Kinesis','','2026',4,'AWS Kinesis is a fully-managed proprietary real-time streaming alternative to Apache Kafka, tightly integrated with the AWS serverless ecosystem. It abstracts partition management and storage architectures, serving as an attractive choice for engineering groups prioritizing low-overhead operations.','N/A','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Managed Services", "Cloud Alternatives"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis/index.html','AWS Kinesis','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','89f68bcd396376649118300dd888a192ca699fea639d9457294299adf2379491',100.0,1.77903341590148806e+09,0,'2026-05-17T17:56:55.901488+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/kinesis"}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kinesis/index.html','AWS Kinesis','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','89f68bcd396376649118300dd888a192ca699fea639d9457294299adf2379491',100.0,1779033415,0,'2026-05-17T17:56:55.901488+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://docs.aws.amazon.com/kinesis"}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/kms/latest/developerguide/importing-keys.html','encrypt and decrypt data: Importing Key Material in AWS Key Management Service (AWS KMS)','','2026',0,'Official technical reference guide for importing external symmetric/asymmetric cryptographic key materials (BYOK) into AWS KMS. Covers PKCS#1 padding requirements, secure wrapping key transport, token parameters, and operational risks associated with manually importing key lifetimes.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Cryptography"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/lambda/latest/dg/lambda-python-how-to-create-deployment-package.html','you can use Python with AWS Lambda','','2024',0,'The authoritative documentation for designing, packaging, and optimizing Python functions running inside AWS Lambda. Detail runtime limits, library dependencies, and context executions.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/lambda/latest/dg/limits.html','AWS Lambda Limits','','2025',0,'The critical reference table mapping AWS Lambda system quotas. Outlines payload thresholds, execution timeouts, ephemeral storage configurations, and concurrency parameters necessary for scalable platform designs.','None','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "Serverless Architecture", "AWS Lambda"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878.00736,0,'2026-06-18T00:37:58.007360+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735878,0,'2026-06-18T00:37:58.007360+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/patterns/access-container-applications-privately-on-amazon-eks-using-aws-privatelink-and-a-network-load-balancer.html','docs.aws.amazon.com: Access container applications privately on Amazon EKS using AWS PrivateLink and a Network Load Balancer','','2022',0,'Detailed architectural pattern showcasing secure, private consumption of containerized applications deployed on Amazon EKS. Leverages AWS PrivateLink integrated with a Network Load Balancer (NLB) to isolate traffic from the public internet entirely.','N/A','Architectural Pattern','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Networking", "Private Connectivity"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture','docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA) 🌟','','2024',0,'The master prescriptive reference architecture detailing AWS multi-account deployment models. Considers native configurations for security organization units, delegated admin accounts, centralized log aggregation (S3/CloudTrail), and dynamic remediation pipelines.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/architecture.html','docs.aws.amazon.com: The AWS Security Reference Architecture','','2026',0,'The foundational blueprint for enterprise security governance in AWS. It covers multi-account Landing Zone topologies, IAM Delegations, AWS Organizations integration, Control Tower configurations, and architectural guardrails to assure regulatory compliance.','N/A','Documentation','Advanced',0,'online','manual','43c4688b2c7f6dc3feef417c4626dad64f47b0e7e8a1fbacb9f8876b4e6931fb',100.0,1.77903380613373088e+09,1,'2026-05-17T18:03:26.133731+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Security"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/welcome.html','==docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA)== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4b79c0b7e720e42066f9067d19addac37f70dcf971fde64d898549596a1f7057',100.0,1.77902987834042906e+09,0,'2026-05-17T16:57:58.340429+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html','Tutorial: Tuning Table Design','','2021',4,'Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. Live Grounding highlights deep configurations including distribution styles (KEY, ALL, EVEN), sort keys (compound vs interleaved), and compression encodings. Essential reading for data platform engineers scaling cloud-native data warehouses.','English','Documentation','Advanced',0,'online','manual','ee57f798097ea162079cc70b3e3ee4a2825920db5b631c3a312fa400560620fc',100.0,1.77902995278932094e+09,0,'2026-05-17T16:59:12.789321+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Warehousing", "Performance Tuning"]','["[ENTERPRISE-STABLE]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/architecture.html','docs.aws.amazon.com: The AWS Security Reference Architecture','','2026',0,'The foundational blueprint for enterprise security governance in AWS. It covers multi-account Landing Zone topologies, IAM Delegations, AWS Organizations integration, Control Tower configurations, and architectural guardrails to assure regulatory compliance.','N/A','Documentation','Advanced',0,'online','manual','43c4688b2c7f6dc3feef417c4626dad64f47b0e7e8a1fbacb9f8876b4e6931fb',100.0,1779033806,1,'2026-05-17T18:03:26.133731+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Security"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-architecture/welcome.html','==docs.aws.amazon.com: AWS Security Reference Architecture (AWS SRA)== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4b79c0b7e720e42066f9067d19addac37f70dcf971fde64d898549596a1f7057',100.0,1779029878,0,'2026-05-17T16:57:58.340429+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html','Tutorial: Tuning Table Design','','2021',4,'Curator Insight provides the authoritative AWS tutorial on optimizing Amazon Redshift table structures. 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It outlines exact service actions, resource types, and condition context keys required to enforce the principle of least privilege in enterprise architectures. This resource is indispensable for security engineers building cloud access models.','HTML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Security & IAM"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md", "aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/storagegateway',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173587779847288e+09,0,'2026-06-18T00:37:57.798473+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','100755cd4bad8eff79086af1eb3396cd31636347793301186bc0391b98345bbc',100.0,1.779032873072088e+09,0,'2026-05-17T17:47:53.072088+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-storage.md"]','["aws-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-parameter-store.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6e8804f0e17f2103d95b85c6a6c577da845692616d9ed276898be889b01803bc',100.0,1.77903445643513298e+09,0,'2026-05-17T18:14:16.435133+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/storagegateway',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.798473+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-common.html',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.aws.amazon.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','100755cd4bad8eff79086af1eb3396cd31636347793301186bc0391b98345bbc',100.0,1779032873,0,'2026-05-17T17:47:53.072088+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-storage.md"]','["aws-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-parameter-store.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6e8804f0e17f2103d95b85c6a6c577da845692616d9ed276898be889b01803bc',100.0,1779034456,0,'2026-05-17T18:14:16.435133+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html','AWS Well Architected Framework','','2023',0,'The official documentation framework outlining six fundamental cloud architectural pillars: operational excellence, security, reliability, performance, cost optimization, and sustainability.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/application-security.html','docs.aws.amazon.com: Application security','','2024',0,'Part of the AWS Well-Architected Framework, this section outlines fundamental standards for securing codebases and application delivery models. Focuses on setting up automated continuous security scanning (SAST/DAST), secrets tracking, container execution boundaries, and secure package curation.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Security and Compliance"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/whitepapers/latest/aws-best-practices-ddos-resiliency/configuring-route53-for-cost-protection-from-nxdomain-attacks.html','Configuring Route 53 for cost protection from NXDOMAIN attacks','','2022',0,'Examines security blueprints to mitigate Route 53 billing anomalies caused by NXDOMAIN flood attacks. Demonstrates Route 53 Resolver query logging, caching, and CloudFront-to-Route53 integrations. Essential for enterprise architectural planning to protect cloud budgets from DDoS vectors.','English','documentation','advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security", "DDoS Resiliency"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html','Implementing Microservices on AWS 🌟','','2026',0,'The premier AWS whitepaper defining the patterns, architectures, and execution strategies for deploying microservices. It covers decomposition patterns, decentralized data management, domain-driven boundaries, service discovery, and inter-service messaging schemes.','N/A','Documentation','Advanced',1,'online','manual','cc3f889b485723b1576aba7d98e9fc806561a908e929c5e8de1b112a886c325c',100.0,1.77903032695395398e+09,1,'2026-05-17T17:05:26.953954+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservices-on-aws.html','Implementing Microservices on AWS 🌟','','2026',0,'The premier AWS whitepaper defining the patterns, architectures, and execution strategies for deploying microservices. It covers decomposition patterns, decentralized data management, domain-driven boundaries, service discovery, and inter-service messaging schemes.','N/A','Documentation','Advanced',1,'online','manual','cc3f889b485723b1576aba7d98e9fc806561a908e929c5e8de1b112a886c325c',100.0,1779030326,1,'2026-05-17T17:05:26.953954+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Architecture & Guides"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/whitepapers/latest/organizing-your-aws-environment/organizing-your-aws-environment.html','Organizing Your AWS Environment Using Multiple Accounts (white paper for best practices)','','2024',0,'The official AWS framework defining multi-account best practices using AWS Organizations and AWS Control Tower. It outlines critical isolation patterns for security, billing, and operational autonomy. Architecturally, it serves as the foundation for modern enterprise landing zones, ensuring strict blast-radius limitation.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Governance", "Multi-Account Strategy"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/architecture/security/owasp-top-ten-mitigation','cloud.google.com: OWASP Top 10 mitigation options on Google Cloud 🌟','','2024',0,'An extensive architecture reference documenting Google Cloud-native mitigations mapping directly to the OWASP Top 10 vulnerabilities. Outlines how to leverage Cloud Armor, Identity-Aware Proxy (IAP), and Security Command Center to implement defense-in-depth security. Highly recommended for enterprise platform designers.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "Cloud Native Hardening"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/code/docs/vscode/yaml-editing','cloud.google.com: configuring_with_snippets 🌟','','2023',0,'Reference manual for configuring IDE tooling with specialized cloud code snippets. Demonstrates how Cloud Code streamlines the creation of valid Kubernetes YAML definitions directly inside IDE environments like VS Code.','YAML','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop Development", "Local Tooling"]','["[COMMUNITY-TOOL]"]','[]','["scaffolding.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/compute/docs/containers','OpenShift on Google Cloud','','2026',4,'Integration blueprints and managed architecture patterns for deploying Red Hat OpenShift on Google Cloud Platform. Merges Google Cloud''s analytics, compute, and AI services with OpenShift''s structured runtime platform. Highly relevant for enterprises operating unified hybrid GCP workloads.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Managed Services", "ARO (GCP)"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/config-connector/docs/overview','cloud.google.com/config-connector','','2026',0,'Explains GCP Config Connector implementation patterns. Lets engineers configure Google Cloud infrastructure through Kubernetes Custom Resource Definitions, utilizing Kubernetes controllers to construct databases, IAM permissions, and storage endpoints.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes & Operators", "GCP Resources"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.cloud.google.com/deploy/docs/deploy-app-run',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','56b670760a09be5b2f985163fbb81f7adc6c5b1d2be049da2d3a6c5b1631875d',100.0,1.77913049499646401e+09,1,'2026-05-18T20:54:54.996464+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.cloud.google.com/deploy/docs/deploy-app-run',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','56b670760a09be5b2f985163fbb81f7adc6c5b1d2be049da2d3a6c5b1631875d',100.0,1779130494,1,'2026-05-18T20:54:54.996464+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison','cloud.google.com: Compare AWS and Azure services to Google Cloud','','2026',0,'Google Cloud''s official engineering guide to translating AWS and Azure infrastructure paradigms into GCP equivalents. It describes VPC networks, database engines, and container services. Live grounding establishes its role as the industry-standard translation manual for cross-cloud architects.','English','Reference/Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Strategy", "Service Mapping", "GCP Translation"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049496133589e+09,0,'2026-05-18T20:54:54.961336+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/aws',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.961336+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/docs/terraform/blueprints/terraform-blueprints','cloud.google.com: Terraform blueprints and modules for Google Cloud 🌟','','2025',0,'Google Cloud''s official depository of opinionated Terraform blueprints and foundational modules. Implements enterprise-grade GCP setups covering secure VPC networking, IAM resource bindings, and hardened GKE configurations.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "GCP", "GKE Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/dotnet/docs/creating-cicd-pipeline-vsts-compute-engine','cloud.google.com: Crea una canalización de CI/CD con Azure Pipelines y Compute Engine','','2020',3,'This guide outlines the process of establishing a multi-cloud CI/CD pipeline using Azure Pipelines to deploy applications directly onto Google Compute Engine instances. It details the integration of Azure DevOps with GCP service credentials and virtual machine deployment groups. Modern live grounding in 2026 emphasizes transitioning from manual service key management to OpenID Connect (OIDC) Workload Identity Federation to secure cross-cloud communication without static secrets.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "Multi-Cloud Integration", "Azure to GCP"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/kubernetes-engine/config-sync/docs/overview','Config Sync','','2025',0,'Config Sync is Google Cloud''s GitOps-native configuration engine optimized for Anthos and GKE clusters. It securely syncs cluster state configurations and namespace boundaries directly from trusted Git, OCI, or Helm registries with continuous validation.','Go','Product Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "GitOps", "Config Sync"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); @@ -4237,244 +4237,244 @@ INSERT INTO "resources" VALUES('https://docs.cloud.google.com/secret-manager/doc INSERT INTO "resources" VALUES('https://docs.cloud.google.com/service-mesh/docs','Traffic Director overview','','2024',3,'Google''s Traffic Director offered a managed service mesh control plane. Modern GCP architectures have integrated Traffic Director directly into Cloud Service Mesh (Anthos Service Mesh) to unify managed networks.','None','commercial-product','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Managed Services", "Google Cloud"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.cloud.google.com/stackdriver/docs/managed-prometheus','cloud.google.com: Google Cloud Managed Service for Prometheus','','2026',0,'Official engineering configuration docs for GCP''s managed Prometheus service. 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Live Grounding verifies that proper allocation of pool weights remains a mandatory configuration practice for robust multi-tenant streaming pipelines.','Markdown','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & AI", "Apache Spark", "Streaming & Scheduling"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-bigdata.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.databricks.com/structured-streaming/scheduler-pools.html','docs.databricks.com: Use scheduler pools for multiple streaming workloads','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','76a764e3d2746d3d578598f5fc889e4f04a4ed55edd3e1f6d76cd0df1a4f35ea',100.0,1.7790331009375379e+09,0,'2026-05-17T17:51:40.937538+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://docs.databricks.com/aws/en/structured-streaming/production"}'); +INSERT INTO "resources" VALUES('https://docs.databricks.com/structured-streaming/scheduler-pools.html','docs.databricks.com: Use scheduler pools for multiple streaming workloads','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','76a764e3d2746d3d578598f5fc889e4f04a4ed55edd3e1f6d76cd0df1a4f35ea',100.0,1779033100,0,'2026-05-17T17:51:40.937538+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://docs.databricks.com/aws/en/structured-streaming/production"}'); INSERT INTO "resources" VALUES('https://docs.digitalocean.com/products/app-platform','App Platform','','2024',0,'App Platform reference document outlining core specs of DigitalOcean''s fully managed Platform-as-a-Service (PaaS). 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Recommended for startups and medium-sized application workloads seeking an intuitive managed container orchestrator.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Alternative Cloud", "DigitalOcean Kubernetes (DOKS)", "Core Platforms"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.digitalocean.com/products/kubernetes/how-to/autoscale','DigitalOcean Kubernetes: DOKS Cluster Autoscaler','','2023',0,'Implementation guide for configuring the managed Cluster Autoscaler on DigitalOcean Kubernetes (DOKS). Simplifies cluster expansion and reduction, automating droplet lifecycle management based on pending workloads.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.docker.com','Universal Control Plane overview','','2020',0,'Ecosystem overview of Docker Universal Control Plane (UCP). It served as an enterprise control center for container clusters, but is now a legacy reference superseded by modern web consoles.','None','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Docker Swarm", "Docker Enterprise"]','["[LEGACY]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://docs.docker.com/build/buildkit',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.docker.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6db739bda0149f8a224e8fc701c63de15c670c700e1b68e9ff5a655b422479db',100.0,1.779130494977072e+09,0,'2026-05-18T20:54:54.977072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://docs.docker.com/build/buildkit',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering docs.docker.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6db739bda0149f8a224e8fc701c63de15c670c700e1b68e9ff5a655b422479db',100.0,1779130494,0,'2026-05-18T20:54:54.977072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://docs.docker.com/desktop/setup/install/windows-install','store.docker.com: Docker Community Edition EDGE with kubernetes. 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+INSERT INTO "resources" VALUES('https://eminalemdar.medium.com/cloud-native-secret-management-with-external-secrets-operator-2912f41f9c49','eminalemdar.medium.com: Cloud Native Secret Management with External Secrets'' Operator','','N/A',0,'A curated technical resource and architectural guide covering eminalemdar.medium.com: Cloud Native Secret Management with External Secrets'' Operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033781,0,'2026-05-17T18:03:01.921885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://emirayhan.medium.com/kubernetes-k8s-deployment-strategies-eb3a0f5cbc49','emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies','','N/A',0,'A curated technical resource and architectural guide covering emirayhan.medium.com: Kubernetes (k8s) Deployment Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029120,0,'2026-05-17T16:45:20.726071+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://emirayhan.medium.com/what-is-the-difference-message-queue-and-message-bus-7f2e2867eff6','==emirayhan.medium.com: What is the difference Message Queue and Message'' Bus?== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==emirayhan.medium.com: What is the difference Message Queue and Message'' Bus?== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032681,0,'2026-05-17T17:44:41.656327+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://empathy.co/blog/hat-ci-cd-for-deploying-cloud-native-applications','empathy.co: HAT: CI/CD for Deploying Cloud Native Applications','','2021',0,'An engineering case study introducing HAT, a custom GitOps CI/CD engine built by Empathy.co. The post documents how standardizing declarative deployment manifests drastically simplified continuous delivery operations across various development squads.','English','Case Study','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Custom Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://empresas.blogthinkbig.com/descubierta-vulnerabilidad-kubernetes-permite-acceso-redes-restringidas-cve-2020-8562','empresas.blogthinkbig.com: Descubierta una vulnerabilidad en Kubernetes que permite acceso a redes restringidas (CVE-2020-8562)','','2020',0,'Analyzes CVE-2020-8562, a vulnerability allowing path-traversal/access bypass to internal restricted subnets through the Kubernetes API server, discussing standard mitigation strategies.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "CVE Analysis", "Network Vulnerabilities"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://emptysqua.re/blog/getaddrinfo-deadlock','How To Deadlock Your Python With getaddrinfo()','','2015',0,'In-depth technical analysis explaining threading blockages and deadlocks caused by concurrent calls to glibc DNS resolution. Crucial for engineering reliable microservices on POSIX environments.','Python','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Concurrent Programming", "System Engineering"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.sokube.ch/post/aws-kubernetes-aws-elastic-kubernetes-service-eks','en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903208775173091e+09,0,'2026-05-17T17:34:47.751731+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1','en.sokube.ch: GitOps and the Millefeuille dilemma 🌟','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: GitOps and the Millefeuille dilemma 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903215741775202e+09,0,'2026-05-17T17:35:57.417752+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1','en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392375743103e+09,0,'2026-05-17T18:05:23.757431+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.sokube.ch/post/aws-kubernetes-aws-elastic-kubernetes-service-eks','en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: AWS + Kubernetes = AWS Elastic Kubernetes Service (EKS) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032087,0,'2026-05-17T17:34:47.751731+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1','en.sokube.ch: GitOps and the Millefeuille dilemma 🌟','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: GitOps and the Millefeuille dilemma 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032157,0,'2026-05-17T17:35:57.417752+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1','en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test','','N/A',0,'A curated technical resource and architectural guide covering en.sokube.ch: K3S + K3D = K8S : a new perfect match for dev and test in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033923,0,'2026-05-17T18:05:23.757431+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/.NET','wikipedia.org: .NET','','2026',5,'High-level reference outlining the modern cross-platform, open-source .NET framework. 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-INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Apache_Groovy','Wikipedia.org: Groovy','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Groovy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903245709357309e+09,0,'2026-05-17T17:40:57.093573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Apache_Maven','Wikipedia.org: Apache Maven','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Apache Maven in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903236093830204e+09,0,'2026-05-17T17:39:20.938302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Apdex','Wikipedia: Application Performance Index','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Application Performance Index in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903404159248399e+09,0,'2026-05-17T18:07:21.592484+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Application_performance_management','APM in wikipedia','','N/A',0,'A curated technical resource and architectural guide covering APM in wikipedia in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903030546805906e+09,0,'2026-05-17T17:05:05.468059+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/HTTP/3','Wikipedia: HTTP/3','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: HTTP/3 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790313270828731e+09,0,'2026-05-17T17:22:07.082873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md"]','["networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903134920623207e+09,0,'2026-05-17T17:22:29.206232+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/IP_address_management','IP Address Management (IPAM)','','N/A',0,'A curated technical resource and architectural guide covering IP Address Management (IPAM) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903301940038895e+09,0,'2026-05-17T17:50:19.400389+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Infrastructure_as_code','Wikipedia: Infrastructure as code','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790342953721919e+09,0,'2026-05-17T18:11:35.372192+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/InspectIT','InspectIT','','N/A',0,'A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903248344801092e+09,0,'2026-05-17T17:41:23.448011+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/monitoring.md"]','["java-and-java-performance-optimization.md", "monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Internet_of_Things',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902947248530507e+09,0,'2026-05-17T16:51:12.485305+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/JavaScript','wikipedia: JavaScript','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: JavaScript in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162009304094e+09,0,'2026-05-17T17:27:00.093041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition','wikipedia: Java Enterprise Edition (Java EE)','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032832.85899,0,'2026-05-17T17:47:12.858990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md", "docs/java_frameworks.md"]','["introduction.md", "java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kiss_up_kick_down','en.wikipedia.org: Kiss up kick down','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903146656173801e+09,0,'2026-05-17T17:24:26.561738+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kubernetes','Wikipedia.org: Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903224846981191e+09,0,'2026-05-17T17:37:28.469812+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.thoughtworks.com/radar/platforms/kubernetes"}'); 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-INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/WebSocket','WebSocket','','N/A',0,'A curated technical resource and architectural guide covering WebSocket in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902956957007694e+09,0,'2026-05-17T16:52:49.570077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Web_cache','Wikipedia: Web cache','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Web cache in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031962.14608,0,'2026-05-17T17:32:42.146080+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Workflow_engine','wikipedia: Workflow Engine','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Workflow Engine in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903277960145497e+09,0,'2026-05-17T17:46:19.601455+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-rbac','eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using'' RBAC','','N/A',0,'A curated technical resource and architectural guide covering eng.grip.security: Enabling AWS IAM Group Access to an EKS Cluster Using'' RBAC in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903376127646803e+09,0,'2026-05-17T18:02:41.276468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://eng.lifion.com/journey-to-zero-downtime-rolling-updates-with-ambassador-badda6a7d450','Our Journey to Zero Downtime Rolling Updates with Ambassador','','N/A',0,'A curated technical resource and architectural guide covering Our Journey to Zero Downtime Rolling Updates with Ambassador in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903453337182211e+09,0,'2026-05-17T18:15:33.371822+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca','How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','03b1d6ce80093a96c566c8a4e2db8efec98399cd0ac5521b0cc4e686814add54',100.0,1779033079.02915,0,'2026-05-17T17:51:19.029150+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4"}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/All_round_defence',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033050,0,'2026-05-17T17:50:50.675641+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud','AWS-VPC','','N/A',0,'A curated technical resource and architectural guide covering AWS-VPC in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034355,0,'2026-05-17T18:12:35.338388+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md", "docs/kubernetes-networking.md"]','["aws-networking.md", "kubernetes-networking.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Bus_factor','Bus factor','','N/A',0,'A curated technical resource and architectural guide covering Bus factor in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032571,0,'2026-05-17T17:42:51.520596+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["index.md", "project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Cloud-based_integration','Wikipedia: Cloud Based Integration (iPaaS)','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Cloud Based Integration (iPaaS) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031902,0,'2026-05-17T17:31:42.388231+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Cockroach_Labs','Wikipedia: CockroachDB','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: CockroachDB in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030957,0,'2026-05-17T17:15:57.656408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Content_delivery_network','Wikipedia: CDN Content Delivery Network','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: CDN Content Delivery Network in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031624,0,'2026-05-17T17:27:04.781728+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Couchbase_Server','wikipedia: Couchbase Server','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Couchbase Server in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031448,0,'2026-05-17T17:24:08.446039+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Cryptocurrency','en.wikipedia.org: Cryptocurrency','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Cryptocurrency in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033205,0,'2026-05-17T17:53:25.795692+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/digital-money.md"]','["digital-money.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Event-driven_messaging','Wikipedia: Event-driven messaging','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Event-driven messaging in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031435,0,'2026-05-17T17:23:55.519289+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Evolutionary_database_design','wikipedia','','N/A',0,'A curated technical resource and architectural guide covering wikipedia in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032539,0,'2026-05-17T17:42:19.879049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/HTTP/3','Wikipedia: HTTP/3','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: HTTP/3 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031327,0,'2026-05-17T17:22:07.082873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md"]','["networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031349,0,'2026-05-17T17:22:29.206232+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/IP_address_management','IP Address Management (IPAM)','','N/A',0,'A curated technical resource and architectural guide covering IP Address Management (IPAM) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033019,0,'2026-05-17T17:50:19.400389+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Infrastructure_as_code','Wikipedia: Infrastructure as code','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779034295,0,'2026-05-17T18:11:35.372192+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/InspectIT','InspectIT','','N/A',0,'A curated technical resource and architectural guide covering InspectIT in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032483,0,'2026-05-17T17:41:23.448011+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/monitoring.md"]','["java-and-java-performance-optimization.md", "monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Internet_of_Things',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029472,0,'2026-05-17T16:51:12.485305+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/JSON','wikipedia: JSON','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: JSON in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034557,0,'2026-05-17T18:15:57.861110+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Jakarta_EE','wikipedia: Jakarta EE','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Jakarta EE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030011,0,'2026-05-17T17:00:11.674391+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_app_servers.md"]','["java_app_servers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/JavaScript','wikipedia: JavaScript','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: JavaScript in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031620,0,'2026-05-17T17:27:00.093041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition','wikipedia: Java Enterprise Edition (Java EE)','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Java Enterprise Edition (Java EE) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032832,0,'2026-05-17T17:47:12.858990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md", "docs/java_frameworks.md"]','["introduction.md", "java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kiss_up_kick_down','en.wikipedia.org: Kiss up kick down','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Kiss up kick down in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031466,0,'2026-05-17T17:24:26.561738+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Kubernetes','Wikipedia.org: Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia.org: Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779032248,0,'2026-05-17T17:37:28.469812+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.thoughtworks.com/radar/platforms/kubernetes"}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Lean_software_development','Wikipedia: Lean software development','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033213,0,'2026-05-17T17:53:33.030636+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/List_of_HTTP_status_codes','wikipedia: List of HTTP status codes','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: List of HTTP status codes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031651,0,'2026-05-17T17:27:31.886085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/networking.md"]','["networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/List_of_performance_analysis_tools','en.wikipedia.org/wiki/List_of_performance_analysis_tools','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org/wiki/List_of_performance_analysis_tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032239,0,'2026-05-17T17:37:19.334371+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/monitoring.md"]','["java-and-java-performance-optimization.md", "monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/MIT_License','en.wikipedia.org/wiki/InfluxDB','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org/wiki/InfluxDB in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029984,0,'2026-05-17T16:59:44.921996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Message_broker','Wikipedia: Message Broker','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Message Broker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032884,0,'2026-05-17T17:48:04.284755+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Node.js','wikipedia: Node.js','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: Node.js in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031693,0,'2026-05-17T17:28:13.805619+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/javascript.md"]','["javascript.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/OpenAPI_Specification','Wikipedia: OpenAPI Specification 🌟','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: OpenAPI Specification 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032785,0,'2026-05-17T17:46:25.472547+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/OverOps','OverOps','','N/A',0,'A curated technical resource and architectural guide covering OverOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032884,0,'2026-05-17T17:48:04.307701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md", "docs/monitoring.md"]','["java-and-java-performance-optimization.md", "monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Payara_Server','Wikipedia: Payara Server','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: Payara Server in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033784,0,'2026-05-17T18:03:04.633067+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_app_servers.md"]','["java_app_servers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Payment_Card_Industry_Data_Security_Standard','en.wikipedia.org: Payment Card Industry Data Security Standard','','N/A',0,'A curated technical resource and architectural guide covering en.wikipedia.org: Payment Card Industry Data Security Standard in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034571,0,'2026-05-17T18:16:11.618671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Payment_Services_Directive','Wikipedia: PSD2 - the Revised Payment Services Directive','','N/A',0,'A curated technical resource and architectural guide covering Wikipedia: PSD2 - the Revised Payment Services Directive in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029640,0,'2026-05-17T16:54:00.560861+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Remote_procedure_call','wikipedia: RPC Remote Procedure Call','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: RPC Remote Procedure Call in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033384,0,'2026-05-17T17:56:24.505441+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://en.wikipedia.org/wiki/Representational_state_transfer','wikipedia: REST','','N/A',0,'A curated technical resource and architectural guide covering wikipedia: REST in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029274,0,'2026-05-17T16:47:54.137624+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://eng.lyft.com/improving-kubernetes-cronjobs-at-scale-part-1-cf1479df98d4','How we learned to improve Kubernetes CronJobs at Scale (Part 1 of 2)','- [How we learned to improve Kubernetes CronJobs at Scale (Part 2 of 2)](https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part-2-of-2-dad0c973ffca)','2021',4,'Lyft engineers outline architectural bottlenecks of the built-in CronJob controller under heavy enterprise scales. 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Cuts through repetitive argument flags and targets pods using quick matches to establish terminal tunnels.','Go','CLI Tool','Beginner',0,'online','manual','5cd74d098de55772906719d262a155aeb9ad111be13fa88f3cf7114f2a06960b',100.0,1779029158,1,'2026-05-17T16:45:58.581149+02:00',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Container Access"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to-the-cloud-part-i','engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud'' (Part I)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ded03085293ffb83ca434c23b387efcaf02d6588d5255b94142be710094b4c84',100.0,1779031564,0,'2026-05-17T17:26:04.914233+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i"}'); INSERT INTO "resources" VALUES('https://engineering.atspotify.com/2016/2/spotifys-event-delivery-the-road-to-the-cloud-part-i','engineering.atspotify.com: Spotify’s Event Delivery – The Road to the Cloud (Part I)','','2016',0,'This historical case study from Spotify Engineering documents their migration from an on-premise event delivery pipeline to Google Cloud Platform. 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SilverTorch bypasses this by utilizing high-performance layers like GPU Bloom indexes and fused Int8 Approximate Nearest Neighbor (ANN) search inside the model graph, delivering a 23.7x throughput increase and a 20.9x TCO improvement at an 80-million-item scale.','en','article','Advanced',1,'online','automatic','15f1072919f34001fcccd103074fcbafe2ddabfa841b8f3adb0d5ac1cf9752ec',NULL,1780353052,0,'2026-06-02T00:30:52.024498+02:00',NULL,NULL,NULL,'["Machine Learning > AI Infrastructure > High-Throughput Recommendation Retrieval"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "mlops", "reputation_status": "Vetted", "reputation_summary": "N/A", "social_preview_url": "https://engineering.fb.com/wp-content/uploads/2026/05/SilverTorch-Hero-Final.png", "source_provenance": "RSS Feed (Engineering at Meta)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://engineering.grab.com/zero-trust-with-kafka','engineering.grab.com: Zero trust with Kafka','','2022',0,'Explores how transport provider Grab designed a Zero Trust security posture around their large-scale Kafka event bus. Details how mutual TLS (mTLS), fine-grained broker ACLs, and automated token rotation prevent inter-service data exfiltration.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Security"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineering.konveyor.io','engineering.konveyor.io: Konveyor Engineering Knowledgebase','','N/A',0,'A curated technical resource and architectural guide covering engineering.konveyor.io: Konveyor Engineering Knowledgebase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913032101893e+09,0,'2026-05-17T16:45:30.321019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.konveyor.io','engineering.konveyor.io: Konveyor Engineering Knowledgebase','','N/A',0,'A curated technical resource and architectural guide covering engineering.konveyor.io: Konveyor Engineering Knowledgebase in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029130,0,'2026-05-17T16:45:30.321019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.linecorp.com/en/blog/building-large-kubernetes-clusters','linecorp.com: Building Large Kubernetes Clusters with **Caravan**','','2020',0,'An engineering blog post by Line Corporation detailing Caravan, their proprietary bare-metal bare-metal lifecycle orchestration tool. 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Explains state replication strategies, request routing optimizations, and database scaling bottlenecks encountered during global scaling.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "High Availability", "Multi-Region Deployments"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["kubernetes.md", "introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineering.plex.com/posts/kubernetes-policy-conftest','Accelerated Feedback Loops when Developing for Kubernetes with Conftest','','N/A',0,'A curated technical resource and architectural guide covering Accelerated Feedback Loops when Developing for Kubernetes with Conftest in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790323456420679e+09,0,'2026-05-17T17:39:05.642068+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.plex.com/posts/kubernetes-policy-conftest','Accelerated Feedback Loops when Developing for Kubernetes with Conftest','','N/A',0,'A curated technical resource and architectural guide covering Accelerated Feedback Loops when Developing for Kubernetes with Conftest in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032345,0,'2026-05-17T17:39:05.642068+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.prezi.com/intro-4727024fc2c1','engineering.prezi.com: How to avoid global outage — Seamlessly migrating DaemonSet labels','','2019',0,'A detailed post-mortem and strategy guide on safely migrating selector labels for active DaemonSets without triggering catastrophic cluster outages. It introduces mechanisms to stage transitions using interim labels and node-level scaling constraints.','YAML','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Resiliency", "DaemonSets"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9','engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes'' cost by $300,000','','N/A',0,'A curated technical resource and architectural guide covering engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes'' cost by $300,000 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902982633338403e+09,0,'2026-05-17T16:57:06.333384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kubernetes-cost-by-300-000-32611cdd19d9','engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes'' cost by $300,000','','N/A',0,'A curated technical resource and architectural guide covering engineering.razorpay.com: The Culture of Cost Optimization — Reducing Kubernetes'' cost by $300,000 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029826,0,'2026-05-17T16:57:06.333384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.salesforce.com/optimizing-eks-networking-for-scale-1325706c8f6d','engineering.salesforce.com: Optimizing EKS networking for scale','','2022',0,'A technical case study detailing Salesforce''s optimizations of the AWS VPC CNI within high-density EKS clusters. It addresses IP address exhaustion, custom networking configurations, prefix delegation, and scaling metrics crucial for maintaining thousands of ephemeral microservices.','Markdown','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Scale Optimization"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.salesforce.com/project-agumbe-share-objects-across-namespaces-in-kubernetes-1fc2e1ddb3eb','engineering.salesforce.com: Project Agumbe: Share Objects Across Namespaces in Kubernetes 🌟','','2022',1,'Presents Salesforce''s Project Agumbe, which synchronizes and shares select Kubernetes resources across namespace boundaries safely, preserving logical security partitions while reducing etcd redundancy.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Namespace Isolation", "Cross-Namespace Sharing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://engineering.zalando.com/posts/2021/03/building-an-end-to-end-load-test-automation-system-on-top-of-kubernetes.html','engineering.zalando.com: Building an End to End load test automation system on top of Kubernetes','','2021',0,'Details Zalando''s architectural implementation of an end-to-end load test automation pipeline hosted natively on Kubernetes. 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Details tuning allocations and scrape intervals to dramatically reduce CPU and garbage collection overhead in heavily metrics-dense Cassandra clusters.','Java','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "JVM Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineeringblog.yelp.com/2020/11/orchestrating-cassandra-on-kubernetes-with-operators.html','engineeringblog.yelp.com: Orchestrating Cassandra on Kubernetes with Operators','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a5f23f3b2267b8a5ee4b8853029041aa3c74ae52be53b731ca55c83ce652cc5e',100.0,1.77903217090694904e+09,1,'2026-05-17T17:36:10.906949+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering engineroom.trackmaven.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790314781958239e+09,0,'2026-05-17T17:24:38.195824+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb','Mostrando resultados de Jenkins en Grafana mediante InfluxDB 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','da281fb2ba88b08259eb39027bb8e77101f78e8a6ad407ba50401710250f9e91',100.0,1779033130,0,'2026-05-17T17:52:10.200126+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante-influxdb"}'); INSERT INTO "resources" VALUES('https://enterprisersproject.com/article/2017/10/how-explain-kubernetes-plain-english','enterprisersproject.com: How to explain Kubernetes in plain English','','2017',1,'An executive-level conceptual guide explaining Kubernetes orchestration concepts through real-world analogies. 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Curator Insight emphasizes its focus on functional compiled languages. Live Grounding shows its niche status due to localized community interest.','Groovy','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Build Automation", "Gradle"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://etcd.io/blog/2026/etcd-370-beta','Announcing etcd v3.7.0-beta.0','Official announcement of the first beta release of etcd v3.7.0, introducing the RangeStream feature.','2026',4,'Curator Insight: The release of etcd v3.7.0-beta.0 marks a massive architectural upgrade for the primary state database of Kubernetes. Live Grounding reveals that this update introduces the highly anticipated RangeStream feature, optimizing large-dataset retrieval while pruning legacy interfaces. Key enhancements deliver bolstered cluster security, improved operational reliability, and a significant reduction in CPU and memory overhead during high-volume query operations.','en','blog','Advanced',1,'online','automatic','332dc525dec207c20c54f3cdf24241745b9be6548d826cb1033b5c3b1b7b0bca',NULL,1.78035242411331391e+09,0,'2026-06-02T00:20:24.113314+02:00',NULL,NULL,NULL,'["Cloud Native", "Distributed Databases", "Key-Value Stores"]','["DE FACTO STANDARD"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "De facto standard key-value engine with highly active community testing.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://etcd.io/blog/2026/etcd-370-beta','Announcing etcd v3.7.0-beta.0','Official announcement of the first beta release of etcd v3.7.0, introducing the RangeStream feature.','2026',4,'Curator Insight: The release of etcd v3.7.0-beta.0 marks a massive architectural upgrade for the primary state database of Kubernetes. 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+INSERT INTO "resources" VALUES('https://exploreneptune.io','==exploreneptune.io== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==exploreneptune.io== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031807,0,'2026-05-17T17:30:07.778624+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://exporterhub.io','exporterhub.io 🌟','','2023',0,'A comprehensive, community-curated directory designed to catalog Prometheus exporters and dashboard integrations, simplifying target discovery for complex microservice infrastructure.','None','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Discovery"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); 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Redesigned with Astro in May 2026 and regularly audited for security compliance.", "social_preview_url": "https://expressjs.com/og/home-es.png", "source_provenance": "X.com (midudev)", "suggested_new_category": "web-frameworks"}'); INSERT INTO "resources" VALUES('https://external-secrets.io','external-secrets.io 🌟','','2025',5,'The industry-standard operator for syncing external secrets management services (like AWS Secrets Manager, Vault, or GCP Secret Manager) into Kubernetes Secret objects. This eliminates storing sensitive configuration inside git repositories, supporting true GitOps workflows. Decoupled and secure, it is a critical security-centric component.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "External Secrets"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fabiogomezdiaz.com/posts/how-to-run-packer-pipelines-on-jenkins-part1-traditional-jenkins','fabiogomezdiaz.com: How to Run Packer Pipelines on Jenkins: Part 1 - Traditional Jenkins','','2021',0,'An operational guide covering the integration of HashiCorp Packer with standard Jenkins VMs to build repeatable base images for multi-cloud platform layers. *Curator Insight*: VM building pipelines. *Live Grounding*: Critical for maintaining gold machine images within traditional infrastructure domains.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Packer Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fabiolb.net','Fabio Load Balancer 🌟','','2024',2,'A zero-configuration, Consul-backed HTTP and TCP load balancer. Highly praised for simplicity but now considered legacy in favor of contemporary, Envoy-based ingress controls and standardized gateway APIs.','Go','open-source-tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Load Balancing", "Legacy Tooling"]','["[LEGACY]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fabric8.io','Fabric8','','2020',0,'Fabric8 historically offered a comprehensive development and integration platform for Kubernetes. While its global platform features have been deprecated or superseded, its core libraries and Eclipse JKube build helpers continue to be vital utilities in Java environments.','Java','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "Java", "Kubernetes Clients"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fabric8.io/guide/cdelivery.html','CI/CD with fabric8','','2018',0,'Details the classic continuous delivery orchestration patterns supported by early versions of the Fabric8 framework. Although helpful for understanding early pipeline structures, these setups are largely replaced by native GitOps and modern cloud-native pipelines.','Groovy','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "CI/CD", "Legacy Frameworks"]','["[LEGACY]"]','[]','["openshift-pipelines.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://faddom.com/cloud-computing-costs-and-pricing-comparison','faddom.com: Cloud Computing Costs & Pricing Comparisons for 2023','','2026',0,'A detailed 2023 summary of public cloud pricing trends and total cost of ownership (TCO) calculators. It focuses on under-provisioned resources and hidden storage costs. Live grounding highlights its value as a foundational reference for optimization algorithms in cloud management platforms.','English','Guide/Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Economics", "Pricing Matrices", "TCO Analysis"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fairwinds.medium.com/an-introduction-to-the-kubernetes-maturity-model-how-to-use-it-54ebfc21e413','fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model —'' How to Use It','','N/A',0,'A curated technical resource and architectural guide covering fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model —'' How to Use It in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790331579058721e+09,0,'2026-05-17T17:52:37.905872+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fairwinds.medium.com/an-introduction-to-the-kubernetes-maturity-model-how-to-use-it-54ebfc21e413','fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model —'' How to Use It','','N/A',0,'A curated technical resource and architectural guide covering fairwinds.medium.com: An Introduction to the Kubernetes Maturity Model —'' How to Use It in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033157,0,'2026-05-17T17:52:37.905872+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://falco.org','Falco.org','','2026',0,'The web portal for Falco, the CNCF-graduated security tool designed for real-time threat detection in Kubernetes. By leveraging eBPF or kernel modules to process raw system calls, Falco continuously evaluates workload behaviors against customizable rule engines. Essential for runtime host compromise and filesystem drift detection.','N/A','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Runtime Security", "Threat Detection"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://falco.org/about/case-studies/incepto-medical','falco.org/about/case-studies/incepto-medical: Protect shared clusters for medical imaging','','2022',5,'Shows how Incepto Medical leverages Falco to secure multi-tenant Kubernetes clusters processing highly-sensitive patient medical imaging. Falco detects anomalous runtime container activity, raw system calls, and unauthorized namespace access in real-time. This runtime instrumentation enables compliance with stringent medical data privacy regulations (e.g., GDPR, HIPAA) without introducing heavy performance overhead to GPU-intensive AI inference workloads.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Orchestration", "Cloud Security", "Runtime Security"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://falco.org/blog/detect-malicious-behaviour-on-kubernetes-api-server-through-gathering-audit-logs-by-using-fluentbit-part-2','falco.org: Detect Malicious Behaviour on Kubernetes API Server through gathering Audit Logs by using FluentBit - Part 2','','2021',0,'This advanced guide describes constructing a real-time behavioral monitoring pipeline utilizing Fluent Bit to capture Kubernetes API audit logs and forward them to Falco. It addresses the architectural challenge of collecting high-volume security telemetry without inducing CPU degradation on master nodes. It enables rapid extraction of administrative anomalies and policy bypass attempts.','None','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Detection", "Audit Logs Parsing"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fastapi.tiangolo.com','FastAPI 🌟','','2026',0,'Official technical specifications for FastAPI, Python''s leading ASGI-compliant framework for building low-latency endpoints. Evaluates native async execution loops, automated Pydantic schema validation, and high-performance routing layouts.','Python','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Asynchronous Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fastthread.io','FastThread.io','','2026',0,'An automated engine designed to diagnose JVM thread dumps. Resolves thread lock contention, transaction delays, and thread starvation bottlenecks in Kubernetes-hosted enterprise Java services.','None','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Performance"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fastthread.io/ft-error.jsp',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering fastthread.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','978fb1d436faf94e88ad2ae1ff9fce92021ecf3c2ad9adae3ecddf717a0239c7',100.0,1.77913049498656892e+09,0,'2026-05-18T20:54:54.986569+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fastthread.io/ft-thread-report.jsp?dumpId=1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b10f166049be91cf9c9dbfa1f6e16bd17bdf68af80f1a650ae6898d16a1f5b8a',100.0,1.77903307469822192e+09,0,'2026-05-17T17:51:14.698222+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372','fatehmuhammad.medium.com: Introduction to Docker | part 1','','N/A',0,'A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77902968900518798e+09,0,'2026-05-17T16:54:49.005188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"duplicate_of": "https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1"}'); +INSERT INTO "resources" VALUES('https://fastthread.io/ft-error.jsp',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering fastthread.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','978fb1d436faf94e88ad2ae1ff9fce92021ecf3c2ad9adae3ecddf717a0239c7',100.0,1779130494,0,'2026-05-18T20:54:54.986569+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fastthread.io/ft-thread-report.jsp?dumpId=1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b10f166049be91cf9c9dbfa1f6e16bd17bdf68af80f1a650ae6898d16a1f5b8a',100.0,1779033074,0,'2026-05-17T17:51:14.698222+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372','fatehmuhammad.medium.com: Introduction to Docker | part 1','','N/A',0,'A curated technical resource and architectural guide covering fatehmuhammad.medium.com: Introduction to Docker | part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779029689,0,'2026-05-17T16:54:49.005188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"duplicate_of": "https://cloudnativeislamabad.hashnode.dev/introduction-to-docker-part-1"}'); INSERT INTO "resources" VALUES('https://fathomtech.io/blog/microservices-vs-serverless','fathomtech.io: Microservices vs. Serverless','','2021',3,'Evaluates operational tradeoffs, deployment mechanics, and cost models between traditional containerized microservices and pure event-driven serverless architectures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture Decisions", "Comparisons", "Microservices vs Serverless"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524','==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==faun.pub: 5 Best Terraform Tools That You Need in 2022== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903223934560704e+09,0,'2026-05-17T17:37:19.345607+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4','faun.pub: A beginner’s guide to Jaeger','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: A beginner’s guide to Jaeger in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903057244364094e+09,0,'2026-05-17T17:09:32.443641+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/a-browser-based-remote-desktop-solution-on-kubernetes-d6b3d33e73b6','faun.pub: A browser based remote desktop solution on kubernetes','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: A browser based remote desktop solution on kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903147354109406e+09,0,'2026-05-17T17:24:33.541094+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://faun.pub/active-passive-load-balancing-with-kubernetes-services-742cae1938af','faun.pub: Kubernetes — Active/Passive Load Balancing with Services','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Kubernetes — Active/Passive Load Balancing with Services in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903288012530303e+09,0,'2026-05-17T17:48:00.125303+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://faun.pub/analyze-aws-eks-audit-logs-with-falco-95202167f2e','faun.pub: Analyze AWS EKS Audit logs with Falco','','N/A',0,'A curated technical resource and architectural guide covering faun.pub: Analyze AWS EKS Audit logs with Falco in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902914240163207e+09,0,'2026-05-17T16:45:42.401632+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); 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A Comparison of Serverless'' Function (FaaS) Providers','','N/A',0,'A curated technical resource and architectural guide covering fauna.com: How does FaaS compare to PaaS and CaaS. 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Explains how runtime toggle configurations decouple code deployments from feature releases, enabling safe, continuous trunk-based deployment models.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Decoupling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://featureflags.io/python-feature-flags','Python Feature Flag Resources/Solutions','','2021',3,'Curator Insight aggregates feature flagging solutions for Python-based stacks. Live Grounding emphasizes that modern distributed microservices rely on dynamic flag management platforms (such as Unleash or LaunchDarkly) to execute runtime decoupling, safe continuous delivery, and progressive rollout protocols without service disruption.','Python','Resource Portal','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Microservices", "Feature Management"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fedidat.com/250-jvisualvm-openshift-pod','VisualVM: JVisualVM to an Openshift pod','','2021',0,'Step-by-step tutorial on forwarding JMX connections to JVisualVM clients over Kubernetes port-forwarding. Facilitates real-time thread inspection, heap monitoring, and manual GC triggers.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); @@ -5203,22 +5203,22 @@ INSERT INTO "resources" VALUES('https://fedoramagazine.org/use-docker-compose-wi INSERT INTO "resources" VALUES('https://fedoramagazine.org/using-ansible-to-configure-podman-containers','fedoramagazine.org: Using Ansible to configure Podman containers 🌟','','2021',0,'Introduces Podman automation using native Ansible modules. Details how to coordinate rootless container deployments, configure volume mapping, publish network ports, and manage container life cycles without requiring a system-level Docker daemon.','YAML','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Containers"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fedoramagazine.org/varnish-site-faster-stable','fedoramagazine.org: Varnish: Your site faster and more stable','','2021',0,'A practical system administration guide demonstrating how to set up, secure, and monitor Varnish Cache on enterprise Linux configurations to handle surge traffic and ensure static file acceleration.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "Edge Caching", "Varnish"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://feedly.com','feedly.com','','2023',3,'A widely-used content aggregator tool used by FinOps engineers to curate technology updates, track major cloud provider releases, and aggregate performance engineering best practices in a single feed.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Community Resources", "Curation"]','["[COMMUNITY-TOOL]"]','[]','["newsfeeds.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958','fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure'' and healthy 🌟','','N/A',0,'A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure'' and healthy 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903366317151093e+09,0,'2026-05-17T18:01:03.171511+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596','fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟','','N/A',0,'A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903341888397192e+09,0,'2026-05-17T17:56:58.883972+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform','fernandovillalba.substack.com: DevOps: Don''t destroy silos, transform them','','N/A',0,'A curated technical resource and architectural guide covering fernandovillalba.substack.com: DevOps: Don''t destroy silos, transform them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903032993325495e+09,0,'2026-05-17T17:05:29.933255+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e','figments.medium.com: ArgoCD: The first step towards GitOps','','N/A',0,'A curated technical resource and architectural guide covering figments.medium.com: ArgoCD: The first step towards GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307391615889e+09,0,'2026-05-17T17:12:19.161589+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8','figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus','','N/A',0,'A curated technical resource and architectural guide covering figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903218474667501e+09,0,'2026-05-17T17:36:24.746675+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-and-healthy-6fbd10f0d958','fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure'' and healthy 🌟','','N/A',0,'A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. Datree for keeping cluster secure'' and healthy 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033663,0,'2026-05-17T18:01:03.171511+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596','fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟','','N/A',0,'A curated technical resource and architectural guide covering fenyuk.medium.com: Helm for Kubernetes. GitOps with Argo CD 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033418,0,'2026-05-17T17:56:58.883972+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform','fernandovillalba.substack.com: DevOps: Don''t destroy silos, transform them','','N/A',0,'A curated technical resource and architectural guide covering fernandovillalba.substack.com: DevOps: Don''t destroy silos, transform them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030329,0,'2026-05-17T17:05:29.933255+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e','figments.medium.com: ArgoCD: The first step towards GitOps','','N/A',0,'A curated technical resource and architectural guide covering figments.medium.com: ArgoCD: The first step towards GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030739,0,'2026-05-17T17:12:19.161589+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-prometheus-a661a31d7ad8','figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus','','N/A',0,'A curated technical resource and architectural guide covering figments.medium.com: Observable Kubernetes Cluster Using Grafana-Loki-Prometheus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032184,0,'2026-05-17T17:36:24.746675+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fika.works/blog/eks-service-accounts','EKS Service Accounts Explained','','2021',0,'In-depth analysis of IAM Roles for Service Accounts (IRSA) architecture. Covers OpenID Connect (OIDC) federation, JWT token injection, and structural principal boundary configuration.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Security"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://finance.yahoo.com/news/ibms-red-hat-openshift-platform-143702224.html','finance.yahoo.com: IBM''s Red Hat OpenShift Platform to be Leveraged by Siemens','','2021',3,'Examines Siemens'' strategic choice to run its MindSphere industrial cloud platform using Red Hat OpenShift. Discusses the deployment of standardized Kubernetes platforms across physical factories, edge devices, and public cloud architectures.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Industrial IoT", "Enterprise Deployments"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://finance.yahoo.com/sectors/technology/articles/broadcom-expands-collaboration-google-cloud-130000376.html?linkId=61973388','Broadcom Expands Collaboration with Google Cloud on Cloud Network Insights','Broadcom and Google Cloud collaborate to launch Cloud Network Insights, an observability service enabled by AppNeta for multi-cloud, hybrid, and agentic environments.','2026',4,'Google Cloud and Broadcom have collaborated to launch Cloud Network Insights, a first-party observability service powered by Broadcom''s AppNeta technology. Designed for hybrid, multi-cloud, and agentic environments, the platform delivers deep end-to-end network path visibility to help IT teams rapidly isolate application performance issues from network-related bottlenecks. This integration addresses the critical telemetry requirements of distributed AI workloads and cross-cloud SaaS dependencies, significantly reducing Mean Time to Resolution (MTTR).','en','article','advanced',0,'online','automatic','2e28b1edea659cb648fd213c5bbf5256fc7d693624c7af621bf50db4c7f0e4f3',NULL,1.78035245411978197e+09,0,'2026-06-02T00:20:54.119782+02:00',NULL,NULL,NULL,'["Public Cloud", "Google Cloud Platform", "Observability", "Network Performance Monitoring"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Broadcom and Google Cloud are highly trusted enterprise vendors introducing enterprise-grade network observability.", "social_preview_url": "", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://finance.yahoo.com/sectors/technology/articles/broadcom-expands-collaboration-google-cloud-130000376.html?linkId=61973388','Broadcom Expands Collaboration with Google Cloud on Cloud Network Insights','Broadcom and Google Cloud collaborate to launch Cloud Network Insights, an observability service enabled by AppNeta for multi-cloud, hybrid, and agentic environments.','2026',4,'Google Cloud and Broadcom have collaborated to launch Cloud Network Insights, a first-party observability service powered by Broadcom''s AppNeta technology. Designed for hybrid, multi-cloud, and agentic environments, the platform delivers deep end-to-end network path visibility to help IT teams rapidly isolate application performance issues from network-related bottlenecks. This integration addresses the critical telemetry requirements of distributed AI workloads and cross-cloud SaaS dependencies, significantly reducing Mean Time to Resolution (MTTR).','en','article','advanced',0,'online','automatic','2e28b1edea659cb648fd213c5bbf5256fc7d693624c7af621bf50db4c7f0e4f3',NULL,1780352454,0,'2026-06-02T00:20:54.119782+02:00',NULL,NULL,NULL,'["Public Cloud", "Google Cloud Platform", "Observability", "Network Performance Monitoring"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Broadcom and Google Cloud are highly trusted enterprise vendors introducing enterprise-grade network observability.", "social_preview_url": "", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://firebase.google.com','firebase.google.com','','2026',0,'Google''s premium Backend-as-a-Service platform. Features real-time JSON databases, managed authentication, and serverless compute triggers optimized for client applications and lightweight microservices.','None','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend-as-a-Service", "Google Cloud", "BaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://firefox-source-docs.mozilla.org/devtools-user/tools_toolbox/index.html','Firefox DevTools','','2026',0,'Official source files and reference manuals documenting the Firefox Developer Tools suite. Outlines its advanced grid layout debuggers, network request visualizers, and raw telemetry profiling.','None','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Diagnostics & Debugging", "Browser Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["ChromeDevTools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5ff9871d7c28010f57a7638faa18050f8a2bbf78fd37ae5e377ffc8631b05ac',100.0,1.77913049501490211e+09,0,'2026-05-18T20:54:55.014902+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://fireship.dev/beginners-guide-to-javascript-prototype',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','aa2de0da74b546319f1b94591c763fb796df150d58cb2362beb0f979a5c30c94',100.0,1.77913049500649905e+09,0,'2026-05-18T20:54:55.006499+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5ff9871d7c28010f57a7638faa18050f8a2bbf78fd37ae5e377ffc8631b05ac',100.0,1779130495,0,'2026-05-18T20:54:55.014902+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://fireship.dev/beginners-guide-to-javascript-prototype',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','aa2de0da74b546319f1b94591c763fb796df150d58cb2362beb0f979a5c30c94',100.0,1779130495,0,'2026-05-18T20:54:55.006499+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.io/en/latest','First web scraper','','2020',3,'Curator Insight reviews a step-by-step tutorial designed to build initial web scraping functions using requests and BeautifulSoup. Live Grounding highlights its value for educational pipelines, teaching fundamental DOM and network parsing concepts before developers transition to concurrent systems.','Python','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Web Scraping"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.org','First web scraper','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db9707ba3e2e0fdab98ce56ffa2030014a4af1bebb66f51a68f12b64e64157f5',100.0,1.77903209136781311e+09,0,'2026-05-17T17:34:51.367813+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://first-web-scraper.readthedocs.io/en/latest"}'); +INSERT INTO "resources" VALUES('https://first-web-scraper.readthedocs.org','First web scraper','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','db9707ba3e2e0fdab98ce56ffa2030014a4af1bebb66f51a68f12b64e64157f5',100.0,1779032091,0,'2026-05-17T17:34:51.367813+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://first-web-scraper.readthedocs.io/en/latest"}'); INSERT INTO "resources" VALUES('https://flagger.app','Flagger','','2024',0,'Flagger is an industry-standard Kubernetes progressive delivery operator that automates canary rollouts, A/B testing, and blue/green patterns. By orchestrating service mesh routers (Istio, Linkerd) and ingress controllers, Flagger analyzes metrics and safely triggers rollbacks on anomalies.','Go','Kubernetes Operator','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Progressive Delivery", "Flagger"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://flask.palletsprojects.com','Flask Documentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26a629a4fbc083bb9a87ea12172a4556b98823bd68fe505359ba8f652dc0294b',100.0,1.779031302434628e+09,0,'2026-05-17T17:21:42.434628+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://flask.palletsprojects.com/en/stable"}'); +INSERT INTO "resources" VALUES('https://flask.palletsprojects.com','Flask Documentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26a629a4fbc083bb9a87ea12172a4556b98823bd68fe505359ba8f652dc0294b',100.0,1779031302,0,'2026-05-17T17:21:42.434628+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://flask.palletsprojects.com/en/stable"}'); INSERT INTO "resources" VALUES('https://flask.palletsprojects.com/en/stable','Flask Documentation 🌟','','2026',0,'Official technical specifications and documentation for Flask, Python''s leading microframework. Details its extensible design, built-in WSGI compliance, routing structures, and strategies for configuring custom extensions in high-performance microservices.','Python','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Microframeworks"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fleetdm.com/engineering/tips-for-github-actions-usability','blog.fleetdm.com: 4 tips for GitHub Actions usability (+2 bonus tips for debugging)','','2022',0,'Provides practical tips for optimizing GitHub Actions workflows. Outlines techniques for structured workflow organization, managing secure runner logs, and utilizing interactive terminal access for live debugging.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://flightaware.engineering/systems-monitoring-with-prometheus-grafana','Systems Monitoring with Prometheus and Grafana','','2019',0,'A foundational engineering guide on setting up a robust, scalable systems monitoring pipeline using Prometheus for time-series data storage and Grafana for visual dashboards. Highlights best practices in querying via PromQL and architecting resilient scraping targets.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Metrics", "Core Stack"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}'); @@ -5231,32 +5231,32 @@ INSERT INTO "resources" VALUES('https://fluxcd.io','Flux','','2026',0,'The main INSERT INTO "resources" VALUES('https://fluxcd.io/blog/2022/09/gitops-without-leaving-your-ide','fluxcd.io: GitOps Without Leaving your IDE','','2022',3,'Details the developer experience enhancements enabled by VS Code extensions for Flux, permitting local validation, visualization, and manual reconciliation of GitOps resources. Live Grounding illustrates that integrating validation tools directly into local IDE systems dramatically decreases shift-left deployment cycles and minimizes syntax/runtime misconfigurations prior to Git commits.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Orchestration", "GitOps", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform','fluxcd.io: How to GitOps Your Terraform','','2022',4,'Introduces declarative lifecycle management of Terraform-provisioned infrastructure resources using Kubernetes custom controllers. Highlights how reconciling Terraform state within the control plane eliminates state drift. Live Grounding reveals that this controller-driven paradigm has matured, bridging the gap between application-level GitOps and platform-level infrastructure provisioning.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "GitOps"]','["[ENTERPRISE-STABLE]"]','[]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://fluxcd.io/flux','toolkit.fluxcd.io: GitOps Toolkit 🌟','','2026',0,'Highlights the modular architecture of Flux v2 (source-controller, kustomize-controller, helm-controller, notification-controller). 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The session demonstrates how system-guided reasoning, hypothesis generation, and automated code generation are actively reshaping the workflow of academic research and mathematical verification.','en','Video','Advanced',0,'online','automatic','942deca2cf5874e4e426b2a94bca1b51da23aeba3d03249f9bb0d8c8ec948eb1',NULL,1780352849,0,'2026-06-02T00:27:29.031753+02:00',NULL,NULL,NULL,'["AI", "Artificial Intelligence", "Advanced Reasoning", "Mathematical Discovery"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly valued discussion illustrating the integration of advanced LLM reasoning inside automated theorem proving and scientific discovery workflows.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-research-scientific"}'); +INSERT INTO "resources" VALUES('https://forums.aws.amazon.com','AWS Forums','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','465009557511c541229975876def39876da5a90ba73b2257c9e6dfc355e92715',100.0,1779031497,0,'2026-05-17T17:24:57.944882+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md", "docs/newsfeeds.md"]','[]','{}','{"duplicate_of": "https://repost.aws"}'); INSERT INTO "resources" VALUES('https://forums.docker.com/t/running-an-insecure-registry-insecure-registry/8159','Running an insecure registry –insecure-registry','','2018',0,'Community forum thread detailing user-submitted troubleshooting tips and configuration overrides for the `--insecure-registry` docker daemon parameter. 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Helpful for basic testing, though modern developers often prefer containerized local mocks for CI integration consistency.','Agnostic','Directory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Public Resources", "Catalogs", "Web Services"]','["[LEGACY]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://freelance.es','freelance.es','','2026',0,'A dedicated digital portal and community framework supporting freelance professionals in Spain. It offers administrative guides, legal protection updates, and billing services. 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While it lays down correct foundational principles for identifying memory leaks and deadlock patterns, its technical utility is limited today given its lack of coverage on modern diagnostic frameworks like JDK Flight Recorder, Cryostat, and advanced container-aware heap tools.','English','E-Book/Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Diagnostics and Troubleshooting"]','["[GUIDE]", "[LEGACY]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://freesoft.dev/program/126957220','freesoft.dev: Ansible Role: Harbor API Codifying','','N/A',0,'A curated technical resource and architectural guide covering freesoft.dev: Ansible Role: Harbor API Codifying in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903410274889492e+09,0,'2026-05-17T18:08:22.748895+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://frigate.readthedocs.io','Frigate','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2ae413875c463b192303cfe50e9af966fe426ce150fbe2bb7d52187e5f00b627',100.0,1.77903207444089889e+09,0,'2026-05-17T17:34:34.440899+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://freesoft.dev/program/126957220','freesoft.dev: Ansible Role: Harbor API Codifying','','N/A',0,'A curated technical resource and architectural guide covering freesoft.dev: Ansible Role: Harbor API Codifying in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034102,0,'2026-05-17T18:08:22.748895+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://frigate.readthedocs.io','Frigate','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','2ae413875c463b192303cfe50e9af966fe426ce150fbe2bb7d52187e5f00b627',100.0,1779032074,0,'2026-05-17T17:34:34.440899+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://frigate.readthedocs.io/en/latest','Frigate','','2026',0,'Open-source documentation generator specializing in extracting complex metadata profiles from Helm values files. Provides teams with structural consistency by eliminating manual developer intervention when writing chart readmes.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Documentation Automation"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d','fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS','','N/A',0,'A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903448694885492e+09,0,'2026-05-17T18:14:46.948855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/terraform.md"]','["demos.md", "terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering fuse.labs.osecloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903275139685106e+09,0,'2026-05-17T17:45:51.396851+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-69e66df4132d','fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS','','N/A',0,'A curated technical resource and architectural guide covering fsgeorgee.medium.com: Growing out of Heroku to Terraform, Docker and AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034486,0,'2026-05-17T18:14:46.948855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/terraform.md"]','["demos.md", "terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering fuse.labs.osecloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032751,0,'2026-05-17T17:45:51.396851+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://futurecoder.io','futurecoder.io','','2021',0,'Interactive browser-based Python playground that implements inline debugging, code visualization tools, and stack-trace debugging to assist developers in learning core programming practices.','JavaScript','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Interactive Learning"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gabrieltanner.org/blog/collecting-prometheus-metrics-in-golang','gabrieltanner.org: Golang Application monitoring using Prometheus','','2020',0,'A practical walk-through detailing how to instrument a Go application with custom Prometheus metrics using the official client library. Demonstrates defining, registering, and incrementing Counters and Gauges, and exposes them over an HTTP handler endpoint.','Go','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Client Libraries"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gabrieltanner.org/blog/ha-kubernetes-cluster-using-k3s','gabrieltanner.org: Setting up a HA Kubernetes cluster using K3S','','2021',2,'A technical tutorial demonstrating how to install high-availability K3s clusters by leveraging external SQL databases (like PostgreSQL) to store states as an alternative to etcd.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "High Availability", "Database Options"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); @@ -5265,7 +5265,7 @@ INSERT INTO "resources" VALUES('https://galaxy.ansible.com','galaxy.ansible.com' INSERT INTO "resources" VALUES('https://galaxy.ansible.com/UnderGreen/prometheus-node-exporter','galaxy.ansible.com/UnderGreen/prometheus-node-exporter','- [github.com/UnderGreen/ansible-prometheus-node-exporter](https://github.com/UnderGreen/ansible-prometheus-node-exporter)','2024',0,'A lightweight, target-focused Ansible role specifically created to provision Prometheus Node Exporter. Useful for simple, bare-metal telemetry rollouts.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Node Exporter Deployment"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/William-Yeh/prometheus','galaxy.ansible.com/William-Yeh/prometheus','- [github.com/William-Yeh/ansible-prometheus](https://github.com/William-Yeh/ansible-prometheus) - [awesomeopensource.com/project/William-Yeh/ansible-prometheus](https://awesomeopensource.com/project/William-Yeh/ansible-prometheus)','2020',0,'A historical Ansible module for Prometheus installations. Live Grounding Note: Currently unmaintained. Modern orchestrations have transitioned to Helm charts or upstream operators.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Legacy Deployments"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/alexdzyoba/jmx-exporter','galaxy.ansible.com/alexdzyoba/jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1.77903110879965806e+09,1,'2026-05-17T17:18:28.799658+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/alexdzyoba/jmx-exporter','galaxy.ansible.com/alexdzyoba/jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031108,1,'2026-05-17T17:18:28.799658+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/ansible/product_demos','galaxy.ansible.com/ansible/product_demos 🌟','','2025',0,'The official catalog of production-ready Ansible product demos hosted on Ansible Galaxy. Contains modular roles and collections designed to streamline enterprise cloud deployments. (Live Grounding: Serves as a vital asset directory for platform engineering teams utilizing Ansible Automation Platform).','YAML','Asset Catalog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Galaxy"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/atosatto/docker-swarm','galaxy.ansible.com: Docker Ansible Role','','2022',0,'An automation playbook for deploying secure Docker Swarm setups via Ansible. Highly useful for configuring Swarm managers and multi-tier network nodes programmatically.','YAML','IaC Module','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/awx/awx','AWX Ansible Collection: galaxy.ansible.com/awx/awx','','2024',0,'The official `awx.awx` Ansible Collection, which provides dedicated modules to interact programmatically with AWX/Tower API endpoints. This enables GitOps-style management of AWX configurations, job templates, credentials, and organizational schemas.','Python','Collection','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Collections"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}'); @@ -5275,143 +5275,143 @@ INSERT INTO "resources" VALUES('https://galaxy.ansible.com/geerlingguy/awx','gal INSERT INTO "resources" VALUES('https://galaxy.ansible.com/mesaguy/prometheus','galaxy.ansible.com/mesaguy/prometheus','- [github.com/mesaguy/ansible-prometheus](https://github.com/mesaguy/ansible-prometheus)','2024',0,'Ansible playbooks designed to orchestrate server installation, Alertmanager nodes, and basic discovery pipelines. Highly parameterizable configuration schemas.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Prometheus Deployment"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/mkgin/vmware-harbor','galaxy.ansible.com/mkgin/vmware-harbor','','2020',0,'An Ansible Galaxy integration hub targeting VMware''s deployment instances of the Harbor container registry. This legacy role is built for deploying VM-hosted registries. Modern engineering workflows prioritize containerized cluster deployments instead of Ansible-orchestrated VM-level Harbor runtimes.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://galaxy.ansible.com/nginxinc/nginx_core','galaxy.ansible.com/nginxinc/nginx_core','','2021',4,'The official Ansible NGINX Core Collection. It automates the installation, configuration, and execution of NGINX Open Source and NGINX Plus instances. It provides modular, enterprise-ready playbooks to streamline load-balancing, reverse proxies, and web operations across heterogeneous environments.','YAML','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "NGINX Automation"]','["[ENTERPRISE-STABLE]"]','[]','["ansible.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/t_systems_mms/letsencrypt','galaxy.ansible.com: letsencrypt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1.77903103718755793e+09,1,'2026-05-17T17:17:17.187558+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); -INSERT INTO "resources" VALUES('https://galaxy.ansible.com/theforeman/foreman','Ansible Modules to manage Foreman and Katello installations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031406.32131,1,'2026-05-17T17:23:26.321310+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/t_systems_mms/letsencrypt','galaxy.ansible.com: letsencrypt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031037,1,'2026-05-17T17:17:17.187558+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); +INSERT INTO "resources" VALUES('https://galaxy.ansible.com/theforeman/foreman','Ansible Modules to manage Foreman and Katello installations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb16b30aa6907ea6976f64c7eb04ffbf3a13e1f8ff6b80cbf69f00ef3033cb5',100.0,1779031406,1,'2026-05-17T17:23:26.321310+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://galaxy.ansible.com/alexdzyoba/jmx-exporter"}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-mmapping-head-chunks-from-disk','ganeshvernekar.com: Prometheus TSDB (Part 3): Memory Mapping of Head Chunks from Disk','','2020',0,'Part three of the TSDB deep dive, explaining how Prometheus memory-maps (mmap) historical head chunks to disk. By offloading cold chunks from RAM to disk while maintaining access references in memory, Prometheus significantly reduces its operational RAM requirements under dense monitoring workloads.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-persistent-block-and-its-index','ganeshvernekar.com: Prometheus TSDB (Part 4): Persistent Block and its Index','','2020',0,'Part four of the TSDB deep-dive series, analyzing the persistent block layout and its index structures on disk. Covers how the compactor merges historical 2-hour TSDB blocks, compresses the indices, and manages directory structures to allow low-overhead analytical PromQL queries.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-the-head-block','ganeshvernekar.com: Prometheus TSDB (Part 1): The Head Block','','2020',0,'The first entry of a detailed deep dive into Prometheus Time Series Database (TSDB) internals, focusing on the Head Block. It explains the mechanics of in-memory chunk allocation, active series data indexing, inverted index algorithms, and posting list lookups for instant query resolution.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ganeshvernekar.com/blog/prometheus-tsdb-wal-and-checkpoint','ganeshvernekar.com: Prometheus TSDB (Part 2): WAL and Checkpoint','','2020',0,'Part two of the TSDB deep dive, detailing Write-Ahead Logging (WAL) and checkpointing operations. It outlines how Prometheus guarantees data persistence during system crashes by sequentially logging samples, and explains the checkpoint garbage collection strategy to optimize disk space.','Go','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "TSDB Internals"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://garba.org/posts/2018/k8s_pod_lc','garba.org: Kubernetes Pod Life Cycle Cheat Sheet','','2026',0,'A technical breakdown of Pod lifecycle states, start probes, and termination parameters. Curator Insight notes its value in troubleshooting restart loops. Live Grounding underscores how pod lifecycles affect blue-green deployment strategies.','English','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://garden.io','==garden.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903431369030404e+09,0,'2026-05-17T18:11:53.690304+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md", "docs/kubernetes-tools.md", "docs/scaffolding.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://garden.io/blog/performance-testing','garden.io: Performance testing on a microservice architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903074222679209e+09,0,'2026-05-17T17:12:22.226792+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); -INSERT INTO "resources" VALUES('https://garden.io/blog/pulumi-vs-terraform','garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code'' tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1.77903215292722201e+09,0,'2026-05-17T17:35:52.927222+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); +INSERT INTO "resources" VALUES('https://garden.io','==garden.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1779034313,0,'2026-05-17T18:11:53.690304+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md", "docs/kubernetes-tools.md", "docs/scaffolding.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://garden.io/blog/performance-testing','garden.io: Performance testing on a microservice architecture','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1779030742,0,'2026-05-17T17:12:22.226792+02:00',NULL,NULL,NULL,'[]','[]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); +INSERT INTO "resources" VALUES('https://garden.io/blog/pulumi-vs-terraform','garden.io: Pulumi vs. Terraform: A comparison of Infrastructure as Code'' tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b',100.0,1779032152,0,'2026-05-17T17:35:52.927222+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://garden.io"}'); INSERT INTO "resources" VALUES('https://gateway-api.sigs.k8s.io','gateway-api.sigs.k8s.io 🌟','','2026',0,'The main documentation site for the Gateway API. 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+INSERT INTO "resources" VALUES('https://github.blog/2022-06-21-github-copilot-is-generally-available-to-all-developers','GitHub Copilot is generally available to all developers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','54398bed288a44184533c1287909d6f6aa7ce21b7e9da0b80958e8e6c83e6cf0',100.0,1779034485,0,'2026-05-17T18:14:45.594894+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers"}'); +INSERT INTO "resources" VALUES('https://github.blog/2022-06-29-improve-git-monorepo-performance-with-a-file-system-monitor','github.blog: Improve Git monorepo performance with a file system monitor'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d62a6d148aeeb04bbb61196707b62269453d99a119655aaeade70b679f6667dc',100.0,1779032074,0,'2026-05-17T17:34:34.994540+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.blog/engineering/improve-git-monorepo-performance-with-a-file-system-monitor"}'); 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Serves as a practical guide for boosting developer loops and local workspace productivity through integrated terminal-native generative AI models.','en','blog','intermediate',0,'online','automatic','0b180a6fcba977907e78960b271664a0893a49718b1187c37aca2b059bb11f7a',NULL,1780352037,0,'2026-06-02T00:13:57.401385+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "GitHub Copilot CLI"]','["[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official GitHub blog showcasing standard terminal integrations of Copilot CLI.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/04/image-19.png?fit=2064%2C1076", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-getting-started-with-github-copilot-cli','GitHub Copilot CLI for Beginners: Getting Started','','2026',0,'Highlights setup and early integration techniques for GitHub Copilot CLI, translating natural language prompts into executable terminal and shell scripts. Enhances sysadmin and shell workflow automation while maintaining a human-in-the-loop review step for safety and correctness.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "CLI Tools"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-for-beginners-interactive-v-non-interactive-mode','GitHub Copilot CLI for Beginners: Interactive vs Non-interactive Mode','Explains the differences between interactive and non-interactive execution modes in GitHub Copilot CLI.','2026',4,'This official GitHub Blog guide details the operational mechanics of GitHub Copilot CLI, focusing on the differences between interactive and non-interactive execution modes. 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The article serves as a key resource for developers looking to optimize terminal velocity and automate command generation safely.','English','Article','Beginner',0,'online','automatic','cd73d0bc830618149585c0aa117f31b8d1a06ddc05a514e938a538db1240bd32',NULL,1.78035200368989205e+09,0,'2026-06-02T00:13:23.689892+02:00',NULL,NULL,NULL,'["Developer Productivity", "CLI Tools", "Generative AI CLI"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted as a highly helpful official tutorial to boost command-line productivity using AI tools, easing shell automation for junior and senior engineers alike.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/04/Episode-2.png", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.blog/ai-and-ml/github-copilot/github-recognized-as-a-leader-in-the-gartner-magic-quadrant-for-enterprise-ai-coding-agents-for-the-third-year-in-a-row','GitHub recognized as a Leader in the Gartner Magic Quadrant for Enterprise AI Coding Agents for the third year in a row','Gartner research evaluation results positioning GitHub as a leader in enterprise AI coding agents.','2026',4,'Highlights GitHub''s positioning as a market leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents. The report validates GitHub''s platform-wide agentic integration strategy, which spans IDEs, CLIs, pull requests, and automated workflows, highlighting key technical advantages in multi-model flexibility, enterprise governance, and robust developer security controls.','en','Article','Advanced',0,'online','automatic','f4bae37306a8e225de192ee68413e2b405d1657997d4c41b04bcaf0c30e9130d',NULL,1.78035293285323691e+09,0,'2026-06-02T00:28:52.853237+02:00',NULL,NULL,NULL,'["AI", "Coding Agents", "Enterprise Standards"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Industry-standard recognition by Gartner, confirming GitHub Copilot''s dominance and leading execution capability in the enterprise AI agent market. 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Solves critical compliance requirements for enterprise teams wanting to utilize cost-effective static hosting pipelines for sensitive internal technical guides.','English','Product Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Access Security"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/changelog/2021-04-20-github-actions-control-permissions-for-github_token','github.blog: GitHub Actions: Control permissions for GITHUB_TOKEN 🌟','','2021',0,'Exposes crucial YAML syntax controls for configuring granular scopes on standard `GITHUB_TOKEN` values. Restricts security threat profiles by allowing administrators to configure strict read/write variables on repository sub-objects.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Security & Compliance", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -5422,7 +5422,7 @@ INSERT INTO "resources" VALUES('https://github.blog/changelog/2021-12-06-contain INSERT INTO "resources" VALUES('https://github.blog/changelog/2021-12-09-lists-are-now-available-as-a-public-beta','github.blog: Lists are now available as a public beta','','2021',0,'Announcement detailing the release of GitHub Lists in public beta. Offers developers a structural interface to catalog, curate, and filter starred repositories into personalized collections, improving organization-level resource tracking and discovery capabilities.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Collaboration Tools", "Repository Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/changelog/2021-12-17-github-actions-improvements-to-github-actions-starter-experience','github.blog: GitHub Actions: Improvements to GitHub Actions starter experience','','2021',0,'Technical release notes describing the overhauled GitHub Actions starter workflow interface. Highlights categorizations, dynamic template recommendations, and standardized baselines to accelerate developer deployment pipelines.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Onboarding"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga','GitHub Copilot Now Explains Failed Actions Jobs (GA)','','2025',0,'General availability announcement detailing Copilot''s integration into the GitHub Actions run logs. Empowers engineers to ask AI to interpret errors, trace failures, and propose immediate pipeline repair steps.','English','Announcement','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI & Platform Engineering", "AI Assistants", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md", "chatgpt.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/changelog/2026-05-11-create-repositories-on-the-go-with-github-mobile','Create repositories on the go with GitHub Mobile - GitHub Changelog','Official changelog post announcing repository creation capabilities directly within the GitHub Mobile app on iOS and Android.','2026',4,'This update details the integration of native repository creation within the GitHub Mobile application. It permits developer operations on the move, allowing users to define repository visibility, name, and initial settings without requiring a desktop environment. This significantly lowers friction for initiating new cloud-based software projects directly from mobile devices.','en','Changelog','Beginner',0,'online','automatic','23874707ac96fa816916be258c2888ba01f13d0b567b6d0321b7572ebea83dd8',NULL,1.78035257155627799e+09,0,'2026-06-02T00:22:51.556278+02:00',NULL,NULL,NULL,'["Software Development", "Version Control", "GitHub Ecosystem", "Mobile Productivity"]','["[ENTERPRISE-STABLE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official update released by the GitHub product team, confirming stable cross-platform mobile functionality.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/17de4f2366d6c73a52d5ce6f126074642fafec86712adf41049da4dac605273a-2400x1260-1.jpeg", "source_provenance": "X.com (GitHub)", "suggested_new_category": "github-mobile"}'); +INSERT INTO "resources" VALUES('https://github.blog/changelog/2026-05-11-create-repositories-on-the-go-with-github-mobile','Create repositories on the go with GitHub Mobile - GitHub Changelog','Official changelog post announcing repository creation capabilities directly within the GitHub Mobile app on iOS and Android.','2026',4,'This update details the integration of native repository creation within the GitHub Mobile application. It permits developer operations on the move, allowing users to define repository visibility, name, and initial settings without requiring a desktop environment. This significantly lowers friction for initiating new cloud-based software projects directly from mobile devices.','en','Changelog','Beginner',0,'online','automatic','23874707ac96fa816916be258c2888ba01f13d0b567b6d0321b7572ebea83dd8',NULL,1780352571,0,'2026-06-02T00:22:51.556278+02:00',NULL,NULL,NULL,'["Software Development", "Version Control", "GitHub Ecosystem", "Mobile Productivity"]','["[ENTERPRISE-STABLE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official update released by the GitHub product team, confirming stable cross-platform mobile functionality.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/17de4f2366d6c73a52d5ce6f126074642fafec86712adf41049da4dac605273a-2400x1260-1.jpeg", "source_provenance": "X.com (GitHub)", "suggested_new_category": "github-mobile"}'); INSERT INTO "resources" VALUES('https://github.blog/changelog/2026-05-19-gemini-3-5-flash-is-generally-available-for-github-copilot','Gemini 3.5 Flash is Generally Available for GitHub Copilot','GitHub announces the GA rollout of Google''s Gemini 3.5 Flash on GitHub Copilot, bringing high-speed and cost-effective coding support to Copilot users across major IDEs.','2026',4,'Curator Insight: The integration of flash-tier models into development cycles represents a strategic balance between execution speed and model capabilities. Live Grounding: GitHub''s May 2026 changelog announces the rollout of Gemini 3.5 Flash inside GitHub Copilot across major IDE environments. @@ -5430,13 +5430,13 @@ Live Grounding: GitHub''s May 2026 changelog announces the rollout of Gemini 3.5 Developer Benefits: - Delivers high coding suggestions at reduced token cost and ultra-low latency. - Features strong performance in complex tool-calling and cache-efficient architectures. -- Seamlessly fits into iterative, agentic code-generation cycles without hitting rate limits.','en','changelog','intermediate',0,'online','automatic','bf8f655ec67d799ad08bca9ad67d531381879ce0537d70d3846a55a09700a4ad',NULL,1.78035216817341208e+09,0,'2026-06-02T00:16:08.173412+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Coding Assistants", "GitHub Copilot", "LLM Models"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated Copilot enhancement, providing significant performance increases, lower token costs, and high-speed execution loops for enterprise developers.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/593639239-00f2c626-52b4-432b-806a-0850d9c363af_57dcc0.png", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); +- Seamlessly fits into iterative, agentic code-generation cycles without hitting rate limits.','en','changelog','intermediate',0,'online','automatic','bf8f655ec67d799ad08bca9ad67d531381879ce0537d70d3846a55a09700a4ad',NULL,1780352168,0,'2026-06-02T00:16:08.173412+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Coding Assistants", "GitHub Copilot", "LLM Models"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly anticipated Copilot enhancement, providing significant performance increases, lower token costs, and high-speed execution loops for enterprise developers.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/593639239-00f2c626-52b4-432b-806a-0850d9c363af_57dcc0.png", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/5-devops-tips-to-speed-up-your-developer-workflow','github.blog: 5 DevOps tips to speed up your developer workflow 🌟','','2021',0,'Provides five ways to accelerate development using GitHub features. Focuses on reusable workflows, cloud-based development environments, automated dependency updates, and pull-request policies to improve code quality.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Experience", "Git Workflows"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/10-github-actions-resources-basics-ci-cd','github.blog: 10 GitHub Actions resources to bookmark from the basics to CI/CD','','2022',0,'A resource directory consolidating starter materials, syntax definitions, and workflow templates. Helps developers scale from basic task automations to enterprise-grade continuous deployment loops.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Resources"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/5-automations-every-developer-should-be-running','github.blog: 5 automations every developer should be running','','2022',0,'Analyzes five vital day-to-day workflow automations. Emphasizes auto-tagging, stale issue processing, automatic assignee assignments, and card synchronization to maximize developer productivity and team collaboration.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Automation", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/deployment-reliability-at-github','github.blog: Deployment reliability at GitHub','','2021',0,'Architectural dive into safe release pipelines, progressive deployment rings, canary testing environments, and automated rollback triggers developed to maintain GitHub’s enterprise-level reliability.','None','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Infrastructure Architecture", "Continuous Delivery", "Reliability"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/getting-started-with-project-planning-on-github','github.blog: Getting started with project planning on GitHub','','2021',0,'Highlights the unified, spreadsheets-meets-kanban project planning toolset integrated directly inside GitHub''s code host. Explores dynamic custom fields, custom board layouts, and high-level progress tracking designed to eliminate external project coordination platforms.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Agile & Planning", "GitHub Projects"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-git-and-github-in-vs-code','GitHub for Beginners: Getting started with Git and GitHub in VS Code','Discover how to use VS Code to interact with GitHub and maintain your projects.','2026',4,'This beginner-focused guide walks developers through local version control setup using Visual Studio Code''s native Git UI. It covers essential staging, committing, and branching commands, as well as pushing repositories directly to GitHub. It additionally highlights how the new GitHub MCP extension can be utilized to automate repository interactions through VS Code Copilot.','en','guide','beginner',0,'online','automatic','e984e489dc09dfc65ebd90e3c61428611b71234a3b0eac4dc02efec2d8ac12c9',NULL,1.78040233195571899e+09,0,'2026-06-02T14:12:11.955719+02:00',NULL,NULL,NULL,'["Developer Tools", "Version Control", "IDE Integration"]','["[GUIDE]"]','[]','[]','{}','{"category": "digital-money", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Highly trusted, officially curated developer skills guide widely shared across development networks.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/GIT901_THUMB_GFB_A-1.png?fit=1280%2C720", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "vs-code-tutorials"}'); +INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-git-and-github-in-vs-code','GitHub for Beginners: Getting started with Git and GitHub in VS Code','Discover how to use VS Code to interact with GitHub and maintain your projects.','2026',4,'This beginner-focused guide walks developers through local version control setup using Visual Studio Code''s native Git UI. It covers essential staging, committing, and branching commands, as well as pushing repositories directly to GitHub. It additionally highlights how the new GitHub MCP extension can be utilized to automate repository interactions through VS Code Copilot.','en','guide','beginner',0,'online','automatic','e984e489dc09dfc65ebd90e3c61428611b71234a3b0eac4dc02efec2d8ac12c9',NULL,1780402331,0,'2026-06-02T14:12:11.955719+02:00',NULL,NULL,NULL,'["Developer Tools", "Version Control", "IDE Integration"]','["[GUIDE]"]','[]','[]','{}','{"category": "digital-money", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Highly trusted, officially curated developer skills guide widely shared across development networks.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/GIT901_THUMB_GFB_A-1.png?fit=1280%2C720", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "vs-code-tutorials"}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/github-for-beginners-getting-started-with-oss-contributions','GitHub for Beginners: Getting Started with OSS Contributions','','2022',0,'Practical handbook introducing developers to open-source software (OSS) contribution workflows on GitHub. Explains fork-and-pull-request models, issue triage, branch hygiene, and code review communication norms.','None','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Git Repositories", "GitHub", "Open Source"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/include-diagrams-markdown-files-mermaid','github.blog: Include diagrams in your Markdown files with Mermaid','','2022',0,'Announcement of the native integration of Mermaid.js rendering directly inside GitHub repository Markdown parsers. Enables platform teams to compile architectures, flowcharts, and sequence diagrams programmatically using simple text syntax inside Git documentation files.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Diagrams as Code"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/developer-skills/github/using-reusable-workflows-github-actions','github.blog: How to start using reusable workflows with GitHub Actions','','2021',0,'Exposes reusable workflow features in GitHub Actions, establishing DRY (Don''t Repeat Yourself) design principles in CI/CD configuration. Documents how to securely reference uniform task templates across diverse corporate environments to enforce standardization and restrict modification vectors.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Reusable Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -5460,10 +5460,10 @@ INSERT INTO "resources" VALUES('https://github.blog/enterprise-software/devops/i INSERT INTO "resources" VALUES('https://github.blog/enterprise-software/devops/solving-the-innersource-discovery-problem','github.blog: Solving the innersource discovery problem - Discoverability','','2021',0,'Insights into mitigating duplicate development projects inside massive enterprises by adopting innersource frameworks. Leverages GitHub tags, topics, and custom platform discoverability catalogs.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Innersource", "Collaboration", "Discoverability"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/github-welcomes-the-openjdk-project','GitHub Welcomes the OpenJDK Project!','','2020',0,'An industry milestone announcement detailing the successful migration of the OpenJDK source code and development infrastructure to GitHub under Project Skara. This transition streamlined pull requests, code reviews, and developer collaboration models.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/npm-has-joined-github','npm has joined GitHub','','2020',0,'Official announcement details the strategic acquisition of npm by GitHub, paving the way for integrated supply chain security, advanced registry caching, and unified CI/CD workflow security features.','Markdown','News','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Package Management", "Supply Chain Security"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/still-a-developer-just-outside-our-latest-github-shop-collection-is-here',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1780402331.9557,0,'2026-06-02T14:12:11.955700+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 25}'); +INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/still-a-developer-just-outside-our-latest-github-shop-collection-is-here',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1780402331,0,'2026-06-02T14:12:11.955700+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 25}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/company-news/token-authentication-requirements-for-api-and-git-operations','Token authentication requirements for API and Git operations','','2020',0,'Technical mandate detailing the deprecation of basic password auth for authenticated Git operations and REST API calls. Codifies the migration to Personal Access Tokens (PATs) and hardware keys.','None','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Platform Security", "Authentication", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://github.blog/security/application-security/token-authentication-requirements-for-git-operations"}'); -INSERT INTO "resources" VALUES('https://github.blog/news-insights/policy-news-and-insights/how-researchers-are-using-github-innovation-graph-data-to-reveal-the-digital-complexity-of-nations','How researchers are using GitHub Innovation Graph data to reveal the “digital complexity” of nations','An interview showcasing how Open Source collaboration datasets can accurately model and forecast national GDP, inequality, and industrial emission trends.','2026',4,'This policy and empirical study details how researchers leverage the GitHub Innovation Graph database to measure national ''digital complexity''. By correlating geographic open-source activity with macro-economic metrics, the researchers demonstrate a strong predictability index for GDP growth, wealth inequality, and emissions. The methodology showcases the utility of software collaboration repositories as real-time economic indicators.','en','Article','Intermediate',0,'online','automatic','b4a6632232be995b5a3c88e139de492cbe337891b97a4d649b604e8b71b4b55f',NULL,1.78035284903174304e+09,0,'2026-06-02T00:27:29.031743+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "GitHub Metrics", "Economic Complexity"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "An insightful exploration of global software collaboration data modeled for macro-economic forecasting and policy development.", "social_preview_url": "https://github.blog/wp-content/uploads/2025/01/innovation_graph_1.png?fit=2400%2C1260", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-analytics"}'); -INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/create-pull-requests-in-vscode','github.blog: VS Code: Now creating pull requests 🌟','','2018',0,'Highlights the native evolution of the GitHub Pull Requests and Issues extension, allowing developers to create, review, comment, and merge pull requests directly within the editor workspace to minimize context switching.','Markdown','Article','Beginner',0,'online','manual','d0d2135a4b7b131934f4e39e18bbb5f6baeac7500646ec1c588f518abb90e621',100.0,1.77913049500094389e+09,0,'2026-05-18T20:54:55.000944+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Collaboration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.blog/news-insights/policy-news-and-insights/how-researchers-are-using-github-innovation-graph-data-to-reveal-the-digital-complexity-of-nations','How researchers are using GitHub Innovation Graph data to reveal the “digital complexity” of nations','An interview showcasing how Open Source collaboration datasets can accurately model and forecast national GDP, inequality, and industrial emission trends.','2026',4,'This policy and empirical study details how researchers leverage the GitHub Innovation Graph database to measure national ''digital complexity''. By correlating geographic open-source activity with macro-economic metrics, the researchers demonstrate a strong predictability index for GDP growth, wealth inequality, and emissions. The methodology showcases the utility of software collaboration repositories as real-time economic indicators.','en','Article','Intermediate',0,'online','automatic','b4a6632232be995b5a3c88e139de492cbe337891b97a4d649b604e8b71b4b55f',NULL,1780352849,0,'2026-06-02T00:27:29.031743+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "GitHub Metrics", "Economic Complexity"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "An insightful exploration of global software collaboration data modeled for macro-economic forecasting and policy development.", "social_preview_url": "https://github.blog/wp-content/uploads/2025/01/innovation_graph_1.png?fit=2400%2C1260", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-analytics"}'); +INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/create-pull-requests-in-vscode','github.blog: VS Code: Now creating pull requests 🌟','','2018',0,'Highlights the native evolution of the GitHub Pull Requests and Issues extension, allowing developers to create, review, comment, and merge pull requests directly within the editor workspace to minimize context switching.','Markdown','Article','Beginner',0,'online','manual','d0d2135a4b7b131934f4e39e18bbb5f6baeac7500646ec1c588f518abb90e621',100.0,1779130495,0,'2026-05-18T20:54:55.000944+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Collaboration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/dependency-graph-now-supports-github-actions','github.blog: Dependency graph now supports GitHub Actions','','2022',0,'Introduces dependency graph native tracking for GitHub Actions. Provides deep security oversight by indexing actions, workflows, and third-party task plugins, exposing vulnerabilities, and generating automatic Dependabot alert remedies across pipeline executions.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "Dependency Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/getting-started-with-github-actions-just-got-easier','github.blog: Getting started with GitHub Actions just got easier!','','2021',0,'Highlights major improvements to the starter workflow experience. Features dynamic detection wizards that analyze repository codebases to recommend highly optimized, context-relevant pipeline templates.','None','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Onboarding"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/github-actions-now-supports-ci-cd','GitHub Actions CI/CD','','2026',0,'The de facto standard enterprise platform for CI/CD, integrated natively directly within the GitHub ecosystem. Offering matrix builds, multi-platform environments, and an extensive repository of marketplace actions, it has redefined modern platform engineering.','N/A','Platform','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "GitHub Ecosystem", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); @@ -5471,11 +5471,11 @@ INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/g INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/github-copilot-is-generally-available-to-all-developers','GitHub Copilot is generally available to all developers','','2022',0,'Announces the general availability (GA) release model of GitHub Copilot for all software developers. Discusses infrastructure scaling improvements, commercial licensing fees, and the introduction of free access paths for open-source maintainers. Marks the first mature milestone of commercial coding AI.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Ecosystem Launch"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/github-copilot-x-the-ai-powered-developer-experience','github.blog: GitHub Copilot X: The AI-powered developer experience','','2023',0,'Launches GitHub Copilot X, integrating advanced conversational LLMs directly into pull requests, system terminals, and developer documentation frameworks. Highlights the transition from raw autocomplete tools to full conversational software lifecycle management.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Next-Gen Platforms"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/introducing-githubs-openapi-description','Introducing GitHub’s OpenAPI Description','','2020',0,'Announcement detailing the generation and open-sourcing of comprehensive OpenAPI (Swagger) specifications for GitHub''s REST API, enabling automated SDK generation and typed API integration.','JSON','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "API Design", "GitHub API", "OpenAPI Spec"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/take-your-local-github-sessions-anywhere','Take your local GitHub sessions anywhere','General availability of remote control and synchronization for GitHub Copilot sessions across devices.','2026',4,'Announces the general availability of cross-device remote control sessions for GitHub Copilot. This architectural enhancement allows developers to securely synchronize active developer contexts and agentic execution states across CLI terminals, VS Code, and GitHub Mobile, allowing seamless transitions and on-the-go triage without resetting the agentic session history.','en','Article','Intermediate',0,'online','automatic','89684169b919e1318a37aa9eca2d457c1cc2903e40712e66567a2730f14b46a4',NULL,1.780352932853266e+09,0,'2026-06-02T00:28:52.853266+02:00',NULL,NULL,NULL,'["AI", "Developer Experience", "Copilot Workflow Synchronization"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The GA release of remote control for Copilot sessions has been received enthusiastically by mobile-first developers and SREs, validating a seamless transition of agent states across CLI, VS Code, and mobile devices.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-logo-stripe.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "ai-tools"}'); +INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/take-your-local-github-sessions-anywhere','Take your local GitHub sessions anywhere','General availability of remote control and synchronization for GitHub Copilot sessions across devices.','2026',4,'Announces the general availability of cross-device remote control sessions for GitHub Copilot. This architectural enhancement allows developers to securely synchronize active developer contexts and agentic execution states across CLI terminals, VS Code, and GitHub Mobile, allowing seamless transitions and on-the-go triage without resetting the agentic session history.','en','Article','Intermediate',0,'online','automatic','89684169b919e1318a37aa9eca2d457c1cc2903e40712e66567a2730f14b46a4',NULL,1780352932,0,'2026-06-02T00:28:52.853266+02:00',NULL,NULL,NULL,'["AI", "Developer Experience", "Copilot Workflow Synchronization"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The GA release of remote control for Copilot sessions has been received enthusiastically by mobile-first developers and SREs, validating a seamless transition of agent states across CLI, VS Code, and mobile devices.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-logo-stripe.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "ai-tools"}'); INSERT INTO "resources" VALUES('https://github.blog/news-insights/product-news/work-with-github-actions-in-your-terminal-with-github-cli','github.blog: Work with GitHub Actions in your terminal with GitHub CLI','','2020',0,'Details how to configure, execute, and inspect active GitHub Actions workflows directly from command-line terminals using GitHub CLI. Accelerates dev cycles by enabling remote run monitoring, real-time log streaming, and manual dispatch execution.','Shell','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/open-source/building-githubs-next-chapter-in-accessibility','Building GitHub''s next chapter in accessibility','Explore our update on GitHub''s accessibility strategy, and learn how you can join us in building a culture of accessibility.','2026',4,'An analysis of GitHub''s open-source accessibility roadmap, centering on automated testing tooling and industry frameworks. Key architectural implementations include an AI-powered accessibility scanner utilizing Deque''s axe-core engine for static DOM inspections, alongside a modular plugin framework designed to catch reflow and color-contrast violations. The update also highlights the new GitHub Enterprise Accessibility Advisory Panel (GAAP) to align platform features with customer-driven accessibility standards.','en','blog','intermediate',0,'online','automatic','820850a0849bf202e855b48da898b59c6370f680dc665cee04ddc5bfe6dbd4fa',NULL,1.78040233195573306e+09,0,'2026-06-02T14:12:11.955733+02:00',NULL,NULL,NULL,'["DevOps", "Compliance and Standards", "Automated Testing"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "aws-devops", "impact_score": 80, "reputation_status": "Vetted", "reputation_summary": "Vetted corporate strategy update detailing engineering frameworks and plugins supporting global accessibility standards.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-mona-invertocat-logo.png?fit=1920%2C1080", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "accessibility-engineering"}'); -INSERT INTO "resources" VALUES('https://github.blog/open-source/gaming/beyond-the-engine-10-open-source-projects-shaping-how-games-actually-get-made','Beyond the engine: 10 open source projects shaping how games actually get made','A curated collection of ten high-impact open source tools supporting creative game development workflows beyond traditional engines.','2026',4,'A comprehensive compilation from the GitHub OSPO profiling key open-source utility projects that extend beyond standard game engines. The article highlights tools such as Blockbench, Pixelorama, and LDtk, which empower developers with structured asset, level, and audio processing. It serves as an excellent resource for software architects evaluating the robustness and license health of modern creative tooling.','en','Article','Intermediate',0,'online','automatic','7446ffdaf0b07200e5dcf8a1334886dc5df96dbb2094f5cea99e9b071da99bf7',NULL,1.78035257155634403e+09,0,'2026-06-02T00:22:51.556344+02:00',NULL,NULL,NULL,'["Software Development", "Open Source Software", "Creative Tooling", "Game Development Workflows"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "other-awesome-lists", "reputation_status": "Vetted", "reputation_summary": "Published by GitHub''s official open-source program office, securing broad industry validation.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/639edd29983f2d6a8dcb40b053416b222505bf0835096dea18d4af01202d0646-2400x1260-1.png?fit=2400%2C1260", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-tooling"}'); -INSERT INTO "resources" VALUES('https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-never-die-because-their-communities-wont-let-them','Dungeons and Desktops: 10 Roguelikes That Never Die (Because Their Communities Won''t Let Them)','Explores how passionate open source communities maintain and evolve decades-old roguelike games.','2026',4,'This GitHub Blog article analyzes the longevity of ten community-driven open-source roguelike games, demonstrating how decentralized developer networks maintain and evolve complex codebases over decades. It showcases the architectural impact of open-source collaboration, continuous fork mutations, and community-driven rewrites that preserve software usability without official enterprise backing. The study serves as a masterclass in community-centric software lifecycle resilience and open governance models.','English','Article','Beginner',0,'online','automatic','51335458e8440dd72da15e1d8a59f44e5d6a31606226c8017dabbbf816e14959',NULL,1.78035200368984293e+09,0,'2026-06-02T00:13:23.689843+02:00',NULL,NULL,NULL,'["Open Source Software", "Community Curation", "Long-term Maintenance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "A highly discussed blog post in the open-source community detailing how community dedication can ensure decades of software lifecycle continuity.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/583946322-6fc5b06b-fbfa-4b49-83b2-11b89e184c8e.gif", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-culture"}'); +INSERT INTO "resources" VALUES('https://github.blog/open-source/building-githubs-next-chapter-in-accessibility','Building GitHub''s next chapter in accessibility','Explore our update on GitHub''s accessibility strategy, and learn how you can join us in building a culture of accessibility.','2026',4,'An analysis of GitHub''s open-source accessibility roadmap, centering on automated testing tooling and industry frameworks. Key architectural implementations include an AI-powered accessibility scanner utilizing Deque''s axe-core engine for static DOM inspections, alongside a modular plugin framework designed to catch reflow and color-contrast violations. The update also highlights the new GitHub Enterprise Accessibility Advisory Panel (GAAP) to align platform features with customer-driven accessibility standards.','en','blog','intermediate',0,'online','automatic','820850a0849bf202e855b48da898b59c6370f680dc665cee04ddc5bfe6dbd4fa',NULL,1780402331,0,'2026-06-02T14:12:11.955733+02:00',NULL,NULL,NULL,'["DevOps", "Compliance and Standards", "Automated Testing"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "aws-devops", "impact_score": 80, "reputation_status": "Vetted", "reputation_summary": "Vetted corporate strategy update detailing engineering frameworks and plugins supporting global accessibility standards.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-mona-invertocat-logo.png?fit=1920%2C1080", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "accessibility-engineering"}'); +INSERT INTO "resources" VALUES('https://github.blog/open-source/gaming/beyond-the-engine-10-open-source-projects-shaping-how-games-actually-get-made','Beyond the engine: 10 open source projects shaping how games actually get made','A curated collection of ten high-impact open source tools supporting creative game development workflows beyond traditional engines.','2026',4,'A comprehensive compilation from the GitHub OSPO profiling key open-source utility projects that extend beyond standard game engines. The article highlights tools such as Blockbench, Pixelorama, and LDtk, which empower developers with structured asset, level, and audio processing. It serves as an excellent resource for software architects evaluating the robustness and license health of modern creative tooling.','en','Article','Intermediate',0,'online','automatic','7446ffdaf0b07200e5dcf8a1334886dc5df96dbb2094f5cea99e9b071da99bf7',NULL,1780352571,0,'2026-06-02T00:22:51.556344+02:00',NULL,NULL,NULL,'["Software Development", "Open Source Software", "Creative Tooling", "Game Development Workflows"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "other-awesome-lists", "reputation_status": "Vetted", "reputation_summary": "Published by GitHub''s official open-source program office, securing broad industry validation.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/639edd29983f2d6a8dcb40b053416b222505bf0835096dea18d4af01202d0646-2400x1260-1.png?fit=2400%2C1260", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-tooling"}'); +INSERT INTO "resources" VALUES('https://github.blog/open-source/gaming/dungeons-desktops-10-roguelikes-that-never-die-because-their-communities-wont-let-them','Dungeons and Desktops: 10 Roguelikes That Never Die (Because Their Communities Won''t Let Them)','Explores how passionate open source communities maintain and evolve decades-old roguelike games.','2026',4,'This GitHub Blog article analyzes the longevity of ten community-driven open-source roguelike games, demonstrating how decentralized developer networks maintain and evolve complex codebases over decades. It showcases the architectural impact of open-source collaboration, continuous fork mutations, and community-driven rewrites that preserve software usability without official enterprise backing. The study serves as a masterclass in community-centric software lifecycle resilience and open governance models.','English','Article','Beginner',0,'online','automatic','51335458e8440dd72da15e1d8a59f44e5d6a31606226c8017dabbbf816e14959',NULL,1780352003,0,'2026-06-02T00:13:23.689843+02:00',NULL,NULL,NULL,'["Open Source Software", "Community Curation", "Long-term Maintenance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "A highly discussed blog post in the open-source community detailing how community dedication can ensure decades of software lifecycle continuity.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/05/583946322-6fc5b06b-fbfa-4b49-83b2-11b89e184c8e.gif", "source_provenance": "X.com (GitHub)", "suggested_new_category": "open-source-culture"}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/commits-are-snapshots-not-diffs','github.blog: Commits are snapshots, not diffs','','2020',5,'A critical look at Git''s internal object store, showing that Git stores commits as complete Directed Acyclic Graph (DAG) snapshots rather than delta changesets. Evaluates how content-addressable storage (SHA hashes), tree objects, and packfile compression optimize repository performance.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Internals"]','["[DE FACTO STANDARD]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/get-up-to-speed-with-partial-clone-and-shallow-clone','github.blog: Get up to speed with partial clone and shallow clone','','2020',5,'Explains how to optimize clone performance in extremely large codebases using partial clones (blobless and treeless) and shallow clones. Compares how these strategies reduce network payloads and local disk consumption, making them ideal for high-throughput CI/CD runtimes.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Monorepos and Performance"]','["[DE FACTO STANDARD]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/open-source/git/git-credential-manager-core-building-a-universal-authentication-experience','Git Credential Manager Core: Building a universal authentication experience','','2020',3,'Explains the design philosophy and inner workings of Git Credential Manager Core. Discusses how it establishes a universal, unified authentication standard across Windows, macOS, and Linux, ensuring secure-by-default credential caching for enterprise environments.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Developer Tooling", "Credential Management"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -5487,2203 +5487,2203 @@ INSERT INTO "resources" VALUES('https://github.blog/security/application-securit INSERT INTO "resources" VALUES('https://github.blog/security/application-security/how-exposed-is-your-code-find-out-in-minutes-for-free','GitHub Code Security Risk Assessment: Free Vulnerability Scanning','','2022',0,'Guides users in configuring GitHub''s integrated developer security capabilities to find vulnerabilities, scan code dependencies, and detect exposed tokens. Highlights configuring automated pipelines to safeguard repository secrets prior to creating deployment packages. Speeds up software supply-chain validation workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Vulnerability Scanning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/implementing-least-privilege-for-secrets-in-github-actions','github.blog: Implementing least privilege for secrets in GitHub Actions','','2021',0,'Analyzes implementation strategies to enforce least privilege access inside GitHub Actions. Outlines configuration methods to isolate scope, manage token permissions, limit execution environments, and safeguard production secrets.','YAML','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Security & Compliance", "Secret Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/application-security/token-authentication-requirements-for-git-operations','github.blog: Token authentication requirements for Git operations','','2021',5,'Details GitHub''s transition away from legacy basic password authentication for Git operations. Highlights security compliance frameworks, token creation protocols (fine-grained vs. classic), SSH key strategies, and automated credential manager operations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Security and Authentication"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories','Investigation update: GitHub Enterprise Server signing key rotation','Immediate-action security advisory requiring GitHub Enterprise Server customers to rotate signing keys.','2026',4,'A critical security investigation update detailing GitHub''s response to an intrusion involving the exfiltration of approximately 3,800 internal repositories via compromised VS Code extensions. It mandates immediate administrative action for GitHub Enterprise Server (GHES) customers to rotate GPG public keys to enable validation of subsequent official binary releases and cryptographic signing channels.','en','Article','Advanced',0,'online','automatic','395f8124ea7562606efc9e355e623e016df3f60cefd2413c6527c682da423cfd',NULL,1.78035293285325694e+09,0,'2026-06-02T00:28:52.853257+02:00',NULL,NULL,NULL,'["Security", "Incident Response", "Key Management"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "A critical security advisory that received intensive discussion across the industry. Highly praised for transparency and rapid mitigation steps (key rotations) despite the severity of the threat actor''s compromise of internal assets.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-security-logo-blocks-github.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-advisories"}'); -INSERT INTO "resources" VALUES('https://github.blog/security/raising-the-bar-quality-shared-responsibility-and-the-future-of-githubs-bug-bounty-program','Raising the bar: Quality, shared responsibility, and the future of GitHub''s bug bounty program','Updates to security submission criteria and boundaries within GitHub''s official bug bounty program.','2026',4,'Documents systemic updates to GitHub''s bug bounty program designed to address the influx of low-impact, AI-generated vulnerability submissions. The updated policy enforces stricter criteria requiring validated proofs-of-concept (PoC), clarifies the security boundaries of shared platform responsibility, and refines the compensation structure for low-risk findings to ensure optimal engineering focus.','en','Article','Intermediate',0,'online','automatic','30e4222268585f78c9b46ae26d309ec8a0339240efdd96bf4dfcb25b4cf0b246',NULL,1.78035293285328698e+09,0,'2026-06-02T00:28:52.853287+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Application Security"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Widely discussed in the security research community. The update to bug bounty standards is viewed as a necessary filter to combat low-quality AI-generated vulnerability reports, establishing a mature standard for shared responsibility.", "social_preview_url": "https://github.blog/wp-content/uploads/2021/06/GitHub-Bug-Bounty.png?fit=1498%2C826", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-programs"}'); +INSERT INTO "resources" VALUES('https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories','Investigation update: GitHub Enterprise Server signing key rotation','Immediate-action security advisory requiring GitHub Enterprise Server customers to rotate signing keys.','2026',4,'A critical security investigation update detailing GitHub''s response to an intrusion involving the exfiltration of approximately 3,800 internal repositories via compromised VS Code extensions. It mandates immediate administrative action for GitHub Enterprise Server (GHES) customers to rotate GPG public keys to enable validation of subsequent official binary releases and cryptographic signing channels.','en','Article','Advanced',0,'online','automatic','395f8124ea7562606efc9e355e623e016df3f60cefd2413c6527c682da423cfd',NULL,1780352932,0,'2026-06-02T00:28:52.853257+02:00',NULL,NULL,NULL,'["Security", "Incident Response", "Key Management"]','["ENTERPRISE-STABLE", "CASE STUDY"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "A critical security advisory that received intensive discussion across the industry. Highly praised for transparency and rapid mitigation steps (key rotations) despite the severity of the threat actor''s compromise of internal assets.", "social_preview_url": "https://github.blog/wp-content/uploads/2026/01/generic-security-logo-blocks-github.png", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-advisories"}'); +INSERT INTO "resources" VALUES('https://github.blog/security/raising-the-bar-quality-shared-responsibility-and-the-future-of-githubs-bug-bounty-program','Raising the bar: Quality, shared responsibility, and the future of GitHub''s bug bounty program','Updates to security submission criteria and boundaries within GitHub''s official bug bounty program.','2026',4,'Documents systemic updates to GitHub''s bug bounty program designed to address the influx of low-impact, AI-generated vulnerability submissions. The updated policy enforces stricter criteria requiring validated proofs-of-concept (PoC), clarifies the security boundaries of shared platform responsibility, and refines the compensation structure for low-risk findings to ensure optimal engineering focus.','en','Article','Intermediate',0,'online','automatic','30e4222268585f78c9b46ae26d309ec8a0339240efdd96bf4dfcb25b4cf0b246',NULL,1780352932,0,'2026-06-02T00:28:52.853287+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Application Security"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Widely discussed in the security research community. The update to bug bounty standards is viewed as a necessary filter to combat low-quality AI-generated vulnerability reports, establishing a mature standard for shared responsibility.", "social_preview_url": "https://github.blog/wp-content/uploads/2021/06/GitHub-Bug-Bounty.png?fit=1498%2C826", "source_provenance": "RSS Feed (The GitHub Blog)", "suggested_new_category": "security-programs"}'); INSERT INTO "resources" VALUES('https://github.blog/security/supply-chain-security/github-supply-chain-security-features-go-community','github.blog: GitHub brings supply chain security features to the Go community','','2021',0,'Details deployment of automated dependency parsing, vulnerability detection databases (GitHub Advisory Database), and automated security pull requests (Dependabot) directly targeting the Go package ecosystem.','Go','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "DevSecOps", "Supply Chain Security", "Go Security"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://github.blog/security/supply-chain-security/safeguard-container-signing-capability-actions','github.blog: Safeguard your containers with new container signing capability in GitHub Actions (cosign)','','2022',5,'Establishes secure container build pipelines by integrating Sigstore Cosign directly with GitHub Actions. It leverages GitHub''s OIDC provider to eliminate static private keys, signing container images with ephemeral, keyless certificates. This infrastructure drastically reduces credential leakage vectors in automated build environments.','YAML','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Container Signing"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/01mf02/jaq','github.com/01mf02/jaq','','2025',5,'A modern clone of jq built in Rust, engineered for lightning-fast configuration query processing, enhanced compiler diagnostic outputs, and strict type safety across multi-gigabyte files.','Rust','CLI Tool','Medium',0,'online','manual','dcb6f91a197fbba1d7e1e3fb9588479204a7e76aaf77204a2bead92e4d1bcc2c',100.0,1.77903171490958189e+09,1,'2026-06-11T17:53:58Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T17:53:58Z", "gh_stars": 3642, "is_special": true, "gh_open_issues_30d": 25, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:32:43.979729+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/10tanmay100/MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS','github.com/10tanmay100: MEDICAL-DATA-PROJECT-END2END-WITH-FEW-MLOPS','','2023',1,'A template project exploring end-to-end MLOps strategies for medical imaging classifications. Built to serve as a baseline architectural guide, it shows how to parse medical image sets, structure training scripts, and deploy models as queryable endpoints.','Python','Repository','Intermediate',0,'online','manual','2e94c2348e441acc83427fb2e9498bf4f1113bf5b2c00425bf09ba4aff68b4f5',100.0,1.779034523365067e+09,1,'2024-01-24T19:56:16Z',NULL,NULL,NULL,'["MLOps", "Medical Imaging", "End-to-End Pipeline"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-24T19:56:16Z", "gh_stars": 3, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:44.693334+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/2-alchemists/krossboard','github.com/2-alchemists/krossboard-kubernetes-operator','','2025',5,'Krossboard provides multi-cluster aggregation of system footprints and utilization. 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Yamale validates YAML files by checking them against defined schemas, making it easy to enforce structural constraints, verify data types, and run assertions in configuration testing pipelines.','Python','library','intermediate',0,'online','manual','759ada515afe9cec0d0de1f3d40406fb231737a26ef29417a43c3a051de1beb8',100.0,1.77903375962368607e+09,1,'2026-06-01T00:42:50Z',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Validation"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T00:42:50Z", "gh_stars": 765, "is_special": true, "gh_open_issues_30d": 59, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:32:46.919565+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/4ARMED/kubeletmein','4ARMED/kubeletmein','','2019',2,'A technical auditing utility engineered to locate and read API client certificates directly from Kubelet configurations. 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It automatically updates container resource request guidelines on-the-fly, reducing computing slack to boost global node density without violating application reliability constraints.','Go','Repository','Intermediate',0,'online','manual','bf7c067543e5dd8c3f2a18a1f30ea044a3c3a0b4023a322c766eaf66f13b0252',100.0,1779032462,1,'2024-02-09T18:00:52Z',NULL,NULL,NULL,'["FinOps & Autoscaling", "Resource Optimization", "Autoscaling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_stars": 207, "gh_pushed": "2024-02-09T18:00:52Z", "gh_license": "N/A", "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:49.801477+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Email-Dashboard/Email-Dashboard','github.com/Email-Dashboard:','','N/A',0,'Curator Insight introduces this dashboard tool for managing and viewing inbound emails from servers. Live Grounding notes it''s a helpful utility for testing email pipelines locally during microservice integrations.','English','Repository','Intermediate',1,'online','manual','39a1cdeda04e91e3dcaa49848bfa018152a47468efdfdb65d50deff2199a5ddd',100.0,1779033615,1,'2023-01-19T08:39:23Z',NULL,NULL,NULL,'["Business Applications", "Go Web Apps", "Email Analytics"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-19T08:39:23Z", "gh_stars": 275, "gh_open_issues_30d": 51, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:33:50.520403+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ExtendDB/extenddb/pull/54','feat(storage): add Route 53 backend (TXT records, base64-encoded items, the works)','Corey Quinn''s pull request adding Route 53 storage backend for ExtendDB.','2026',4,'A community-contributed pull request for ExtendDB (an open-source, DynamoDB-compatible adapter written in Rust) that implements a functional storage backend using Amazon Route 53 DNS. 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It utilizes the native Kubernetes VolumeSnapshot APIs to orchestrate retention policies and dynamic cross-region backup restorations.','Go','Operator','Medium',0,'online','manual','e5dd508dab4bf90f50a86f906e2c250bfae0002b55f5f5772c41328614f894bc',100.0,1779030685,1,'2026-05-18T23:15:58Z',NULL,NULL,NULL,'["Data Management", "Storage", "Backup", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T23:15:58Z", "gh_stars": 434, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:51.997554+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/goldilocks','==github.com/FairwindsOps: Goldilocks is a utility that can help you identify'' a starting point for resource requests and limits==','','2024',5,'Goldilocks is a highly popular utility that analyzes Vertical Pod Autoscaler (VPA) recommendations. - Automatically creates VPAs for workloads and visualizes ideal resource boundaries in a clean dashboard. -- Essential for platform engineers aiming to establish baseline CPU and memory allocations.','Go','Repository','Intermediate',0,'online','manual','3bec3036ab7946085be258c79d8334fcc870699dff3eb7cdf73a2581198cef7c',100.0,1.77903157479486703e+09,1,'2026-05-29T14:20:44Z',NULL,NULL,NULL,'["Resource Management", "Automation & Tools", "Rightsizing Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T14:20:44Z", "gh_stars": 3250, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:52.708646+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/gonogo','FairwindsOps/gonogo','','2023',1,'A specialized CLI tool developed to assess cluster upgrade readiness by auditing manifests for deprecated APIs. 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It supports a wide array of languages, frameworks, cloud providers, and developer tools. Live grounding confirms it is standard practice for enriching project READMEs.','Markdown','Repository','Beginner',0,'online','manual','b2af5269244126ccec1218d8c1605a4fdf4d3aecbc8fa37a548f2bbbf17420c0',100.0,1.7790302389726181e+09,1,'2026-05-22T23:46:44Z',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "Metadata Badges"]','["[DE FACTO STANDARD]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-22T23:46:44Z", "gh_stars": 16701, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:15.663944+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Isan-Rivkin/kube_query','Kube_query','','2020',5,'A developer-focused diagnostic tool that applies SQL query patterns to inspect active Kubernetes cluster states, mimicking OSQuery mechanisms. It simplifies resource discovery by enabling relational SQL queries across Pods, Services, and Deployments. While offering clean diagnostic convenience, live tracking indicates the project remains a niche developer utility.','Go','CLI Tool','Medium',0,'online','manual','f770c2456de05e78244bd2d5650c5037f62648e6059a4490f4c829fba829b951',100.0,1.77903036122420501e+09,1,'2020-11-30T12:21:35Z',NULL,NULL,NULL,'["Operations", "Cluster Querying", "OSQuery Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-11-30T12:21:35Z", "gh_stars": 13, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:16.372994+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/IvanJosipovic/KubeUI','KubeUI: A Desktop Kubernetes Client','','2024',2,'A high-performance, desktop-optimized UI designed to stream, monitor, and interact with live cluster metrics and objects. It enhances developer agility through dynamic views of multi-cluster namespaces and active workload metrics.','C#','Tool','Beginner',0,'online','manual','3f044ea42a7c7cb2dcb5df55885b1fddcbf28eb96202deaf875ffb6df9dc13c7',100.0,1779030928.62387,1,'2026-06-14T04:45:46Z',NULL,NULL,NULL,'["Observability", "UI Clients", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["devops-tools.md", "kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:45:46Z", "gh_stars": 311, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:17.165299+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JFolberth/TheYAMLPipelineOne','github.com/JFolberth/TheYAMLPipelineOne 🌟','','2024',4,'An open-source pipeline framework showcasing advanced DRY (Don''t Repeat Yourself) YAML patterns for Azure DevOps. In 2026, this template system represents best-in-class orchestration, enabling developers to scale microservice builds without duplicating pipelines or configuration code.','PowerShell','Code Repository','Advanced',1,'online','manual','a8bba28939d632d8db343e0ce7122d56c8cdd6d044201c9be8efde952b1f7d9b',100.0,1.77903401289815902e+09,1,'2025-02-26T16:15:34Z',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "YAML Templating and Reusability"]','["[ENTERPRISE-STABLE]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-02-26T16:15:34Z", "gh_stars": 221, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:17.867803+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JFryy/qq','github.com/JFryy/qq','','2024',5,'A versatile, multi-format query engine supporting YAML, JSON, TOML, and XML processing within a unified execution context. Streamlines data conversion and extraction tasks during schema migrations.','Go','CLI Tool','Medium',0,'online','manual','9390a93c9045a4e6e2448c9d06e3b8803f3b9ff351e04e972dfa714c2949061c',100.0,1.77903245761006903e+09,1,'2026-05-19T00:18:46Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-19T00:18:46Z", "gh_stars": 725, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:18.579949+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JPCERTCC/LogonTracer','github.com/JPCERTCC/LogonTracer','','2025',5,'Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks.','Python','Repository','Advanced',0,'online','manual','c37c57af01cd0d7cffa23c3c33198ce0e610b3bb4b5465114d1ee8ba0313b2d1',100.0,1.77903330969002699e+09,1,'2026-04-22T15:13:52Z',NULL,NULL,NULL,'["Security", "Threat Hunting", "Active Directory"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-22T15:13:52Z", "gh_stars": 3182, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:19.334583+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JamesTGrant/kubectl-debug','github.com/JamesTGrant/kubectl-debug','','2021',2,'A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.','Go','Tool','Intermediate',0,'online','manual','d1745da922e0a7ed091c3f104317345debae9e48c30d01138e4a210c65814165',100.0,1.77903209570959401e+09,1,'2024-05-06T05:15:03Z',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T05:15:03Z", "gh_stars": 373, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.102098+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes','junit5-kubernetes','','2020',1,'A JUnit 5 extension that allows Java developers to integrate Kubernetes clusters dynamically into their automated testing suites, provisioning temporary namespaces and managing resources during test lifecycles.','Java','Testing Library','Advanced',0,'online','manual','122aa535b5787cf3c36d0ca2bc7b0f6bb5556a3efb2ff8e41018a31f40ece85b',100.0,1.77902956397961092e+09,1,'2022-09-16T23:15:08Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Integration Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-09-16T23:15:08Z", "gh_stars": 43, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.812154+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JovianX/Service-Hub','github.com/JovianX/Service-Hub','','2024',1,'Service-Hub is a self-service platform dashboard designed to turn Helm charts, operators, and cloud infrastructure scripts into unified service catalog items. By presenting clean configuration inputs, it abstracts away cluster YAML complexity from downstream developers.','Go','Web Catalog','Advanced',1,'online','manual','830e319eac60c01930e8c6892355613459a6151d820133cadd4a2daa3325c9f1',100.0,1.77903391407375597e+09,1,'2024-04-02T11:20:36Z',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Service Catalog"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-02T11:20:36Z", "gh_stars": 122, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:21.550827+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JovianX/helm-release-plugin','JovianX/helm-release-plugin','','2022',2,'Utility command plugin allowing cluster administrators to inspect, unpack, and export deployment releases easily. Facilitates troubleshooting across multi-environment states and eases visual configuration comparisons.','Go','Plugin','Intermediate',0,'online','manual','f4b73219b977ea01a50fa006d13592fd579e1429e0b0a4f8806b9fd0f749c500',100.0,1.77903246278784298e+09,1,'2026-03-29T15:24:57Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "Release Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-29T15:24:57Z", "gh_stars": 109, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:22.265879+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/JulianHayward/AzADServicePrincipalInsights','github.com/JulianHayward/AzADServicePrincipalInsights','','2024',5,'Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads.','PowerShell','Repository','Intermediate',0,'online','manual','bb715ee94d54478241dd269201f2486027c124c04cd5ed4ad19f9ad5d76ff178',100.0,1.77903252500288295e+09,1,'2025-04-30T14:57:39Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Security Auditing"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-30T14:57:39Z", "gh_stars": 251, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:34:23.007194+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Juniper/Junos-terraform','Junos-terraform: JUNOS Terraform Automation Framework (JTAF)','','2023',2,'The JUNOS Terraform Automation Framework (JTAF) auto-generates custom Terraform providers based on Junos XML schema specifications. Enables network administrators to manage hardware appliances declaratively.','Go','Repository','Advanced',0,'online','manual','89231b644330502e1ec08f800e51361a06bc7f1b1e48dc78cb8677945f03fe54',100.0,1779030052.42853,1,'2026-06-08T10:06:52Z',NULL,NULL,NULL,'["Infrastructure as Code", "Networking", "Juniper Junos"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:06:52Z", "gh_stars": 82, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:23.723206+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry','Configure Docker Service To Use Insecure Registry','','2020',5,'A legacy wiki repository explaining systems-level configurations required to allow the Docker daemon to communicate with insecure, self-hosted registries. It highlights modification of systemd services and the daemon.json config file. This historic resource has been unmaintained for several years and serves solely as a retro technical reference.','Markdown','Documentation','Intermediate',0,'online','manual','fb79d205ff288fe3395ded82336fba90a30f5cca7819f789a31ce6e71a5d7d42',100.0,1.77903055424010705e+09,1,'2023-02-20T17:58:58Z',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-20T17:58:58Z", "gh_stars": 48, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:24.470996+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/K8Studio/K8studio','k8studio.github.io/k8studio','','2024',2,'A feature-rich desktop client that constructs interactive, dynamic node graphs representing active cluster topology. Helps cluster administrators visualize resource footprints, namespace boundaries, and connectivity routes visually.','TypeScript','Repository','Intermediate',0,'online','manual','c0e8641074fb61d2eaaa8bfbf28247b5c48c63ad5ae4b96651bcdd2ef0fa428a',100.0,1.77903264045236897e+09,1,'2026-06-09T19:43:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 53, "gh_pushed": "2026-06-09T19:43:36Z", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.212037+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/KWasm/podman-wasm','github.com/KWasm/podman-wasm','','2025',0,'Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes directly with Podman container environments. It enables the seamless execution of highly isolated Wasm workloads alongside native Linux containers, signaling the paradigm of lightweight, secure serverless execution.','Go','Runtime Extension','Advanced',0,'online','manual','f254b3d9bb2dddcfcffaa8323709cecd53c76af82fc2d4cbb6ba880484033752',100.0,1.77903448755038595e+09,1,'2022-10-20T18:17:57Z',NULL,NULL,NULL,'["Runtime", "WebAssembly (Wasm)", "Container Engines"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T18:17:57Z", "gh_stars": 30, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.951382+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/KnicKnic/temp-kubernetes-ci','KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI','','2021',1,'A CI framework designed to spin up ephemeral Kubernetes instances dynamically within workflow jobs for automated end-to-end testing, and immediately tear them down afterward. In 2026, it is largely archived, having been superseded by standard GitHub Actions runners with native Kind or k3s integrations.','PowerShell','CI Framework','Medium',0,'online','manual','37f66908f3d84b0cfe979fad1b98ffb071f1b6a471f1ebf0fd35b7b7f0d0f269',100.0,1.77903169705075693e+09,1,'2023-01-05T15:04:04Z',NULL,NULL,NULL,'["Development", "CI/CD", "Testing"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-05T15:04:04Z", "gh_stars": 15, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:26.683353+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Kubeinit/kubeinit','kubeinit 🌟','','2025',5,'An Ansible-driven framework designed to automate the installation and configuration of multi-node Kubernetes and OpenShift clusters. Supports diverse hypervisors and custom local configurations to establish development environments.','Python','Installer','Advanced',0,'duplicate','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1.77903142308528399e+09,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Platform Engineering", "Installation", "Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:27.427414+02:00", "duplicate_of": "https://github.com/kubeinit/kubeinit"}'); -INSERT INTO "resources" VALUES('https://github.com/Kubermatic/Kubermatic','Kubermatic Kubernetes Platform 🌟','','2026',4,'Kubermatic Kubernetes Platform (KKP) is a high-performance multi-cluster management engine that automates the lifecycle of thousands of Kubernetes clusters. By running control planes as containers within a master cluster (Kubernetes-in-Kubernetes), KKP drastically reduces resource overhead and simplifies multi-cloud operations. It is widely adopted by European enterprises prioritizing sovereign, multi-tenant infrastructure.','Go','Platform','High',0,'online','manual','698ae17261cd088111a4d11d3775ae9c4ae16c62f86a0de8983a02ef6df703d4',100.0,1.77902956162196588e+09,1,'2026-06-12T17:52:28Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Enterprise Control Plane"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T17:52:28Z", "gh_stars": 1281, "gh_open_issues_30d": 462, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:28.174254+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/KurtGokhan/tegaki','Tegaki turns any Google Font into animated handwriting','Handwriting animation for the web supporting custom text, natural timing, and multi-framework integration.','2026',4,'Curator Insight: An innovative frontend library that bypasses the need for complex, manual SVG path tracing or heavy Lottie files by dynamically converting Google Fonts into animated stroke-by-stroke handwriting. Live Grounding (MCP): Production performance checks confirm the library uses a highly optimized custom rasterization and distance transform image processing pipeline, natively supporting React, Svelte, Vue, Astro, and vanilla JavaScript layouts with low execution overhead.','English','repository','Intermediate',0,'online','automatic','94af03c7cbccc30053e2e1a8d55b817492ac1898d960848d0ea65351c96319de',NULL,1.78035270531452202e+09,0,'2026-05-27T16:38:21Z',NULL,NULL,NULL,'["Frontend Development", "Web Animation", "Typography Tools"]','["COMMUNITY-TOOL"]','[]','[]','{}','{"category": "javascript", "gh_license": "MIT", "gh_pushed": "2026-05-27T16:38:21Z", "gh_stars": 2661, "reputation_status": "Vetted", "reputation_summary": "Highly praised across frontend developer forums and Trendshift for its novel approach to real-time handwriting simulation without manual SVG path design.", "social_preview_url": "https://repository-images.githubusercontent.com/1194746675/11ef7275-f0dc-4e2c-aa37-fa99910d0f1a", "source_provenance": "X.com (midudev)", "suggested_new_category": "", "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:28.922363+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/KusionStack/kusion','github.com/KusionStack/kusion','','2025',3,'Kusion is an open-source intent-driven declarative configuration engine. Uses structured schema architectures (KCL) to compile application delivery models into multi-cloud platform resources, helping developers manage infrastructure and application lifecycles natively.','Go','Open Source Project','Advanced',1,'online','manual','2cd68d99e09c2f043f947a636db779b2493944e02ae669ba1c9df8b96a6a03e9',100.0,1.7790300353523581e+09,1,'2026-01-04T06:01:34Z',NULL,NULL,NULL,'["Platform Engineering", "Declarative Configuration", "KusionStack"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-04T06:01:34Z", "gh_stars": 1310, "gh_open_issues_30d": 54, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:29.665510+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Kyrremann/kubectl-eksporter','kubectl-eksporter 🌟','','2021',1,'A kubectl plugin designed to clean and extract manifest files directly from active cluster resources. It automatically strips runtime-specific metadata and system-defined statuses, leaving clean configs suitable for GitOps repositories.','Go','CLI Plugin','Simple',0,'online','manual','00470afeddc5ab436af6236f07d9e1e8281b9f868578ae7fa4edd3e4f8e33e35',100.0,1.77903133388377904e+09,1,'2022-07-06T18:52:39Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-07-06T18:52:39Z", "gh_stars": 23, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:30.406892+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/LeCoupa/awesome-cheatsheets','LeCoupa/awesome-cheatsheets','','2024',5,'An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. It serves as a rapid reference hub for backend engineers looking to quickly lookup API syntaxes and commands.','Markdown','Repository','Beginner',0,'online','manual','c1cb8f7dc3a8ea050fb502a814cd2fe11811d445819b0895993c0872226d7e07',100.0,1.77903238368471598e+09,1,'2026-04-12T17:26:10Z',NULL,NULL,NULL,'["Developer Education", "Cheat Sheets", "Reference Hubs"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-12T17:26:10Z", "gh_stars": 46016, "gh_open_issues_30d": 136, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:31.106016+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/LerryAlexander/postman_jenkins_api_tests','LerryAlexander: Postman + Newman API Automated Tests running on a Jenkins'' Pipeline 🌟','','2020',0,'Curator Insight focuses on running automated Postman test suites through Newman CLI inside a Jenkins Pipeline. Live Grounding confirms this is a standard integration step for end-to-end REST API verification. 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It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. 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Excellent for homelabs or edge gateways that need dynamically updated router UPnP mapping profiles.','Go','Operator','Medium',0,'online','manual','74ee4912bed16e7a635bd994083c434497eedae8802dac222c866279174e5426',100.0,1.77903150777730894e+09,1,'2023-01-24T10:03:19Z',NULL,NULL,NULL,'["Networking & Security", "Service Access", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-24T10:03:19Z", "gh_stars": 28, "gh_open_issues_30d": 25, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:36.877327+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Maelstromage/Log4jSherlock','Maelstromage/Log4jSherlock','','2021',5,'A Python utility designed to scan compiled archives (JAR, WAR, EAR) for compromised Log4j classes. While its active maintenance has slowed, the script remains a useful reference for performing offline filesystem audits on legacy systems. 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Live Grounding confirms its status as an industry-standard dependency for dynamic Helm manifest generation, though recent development has shifted to maintenance mode.','English','Repository','Intermediate',0,'online','manual','fa4fdd48c93004df4b03591707eda2dd98b34875d1d811f4dbfd80968fc30c11',100.0,1.77903154009412407e+09,1,'2025-07-18T13:29:21Z',NULL,NULL,NULL,'["DevOps Tools", "Templating", "Go Templates"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-18T13:29:21Z", "gh_stars": 4721, "gh_open_issues_30d": 183, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:39.742414+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Mathieu-Desrochers/Learning-Go','Mathieu-Desrochers/Learning-Go','','N/A',0,'Curator Insight covers personal coding exercises and challenges compiled while learning Go. 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It wraps standard drain, cordon, reboot, and uncordon routines to maintain service availability during host maintenance. 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Operating as the essential link for hardware-accelerated workloads, it handles task-scheduling configurations and sets device-isolation runtimes so container systems can safely slice and access host GPU hardware.','Go','Repository','Intermediate',0,'online','manual','234a1e94e10f66301a5b20fd4b0907489e7c02ed7f6af4abdf4a0712efe34225',100.0,1.77903164584165191e+09,1,'2026-06-14T07:42:57Z',NULL,NULL,NULL,'["Infrastructure & Hardware", "AI/ML Infrastructure", "Hardware Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:42:57Z", "gh_stars": 3788, "gh_open_issues_30d": 73, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:33:59.294396+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd2d4d1/tools/src/nvidia/volumes.go#L103',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0d931ea56fe326116db8872658d316fc9713d53e5467f81cd192eab9e41551f6',100.0,1.77903408509110498e+09,1,'2026-05-17T18:08:05.091105+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:00.027474+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Neoteroi/essentials-configuration-keyvault','Neoteroi/essentials-configuration-keyvault','','2022',1,'A specialized open-source Python package engineered to fetch and map configurations dynamically from Azure Key Vault into Python-based microservices. 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It streamlines OS-level system configuration, Kubeadm orchestration, certificate management, and system patch operations via streamlined SSH automation.','Python','Deployment Tool','Advanced',0,'online','manual','f1043841c0be89d2a7dc17b7cee8a50cfa7a51f15703d5ab73ee62b77cdfc451',100.0,1.7790328807821381e+09,1,'2026-06-12T13:49:01Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:49:01Z", "gh_stars": 131, "gh_open_issues_30d": 26, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:01.518067+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey','Chaos Monkey','','2026',5,'Netflix''s classic Chaos Monkey implementation, designed to randomly disable instances in production to prove resiliency. Live Grounding identifies Chaos Monkey as the conceptual grandfather of contemporary Chaos Engineering, asserting that regular, controlled failure injection is a critical architectural requirement for distributed systems.','Python / Go','Repository / Tool','Advanced',0,'online','manual','0bbf9c260e5a0ee5238cd134054c33a92032f4cbf23a879d31222ccd7d68b3d8',100.0,1.77903254742657089e+09,1,'2018-12-18T09:29:22Z',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Chaos Engineering"]','["[DE FACTO STANDARD]"]','["docs/aws-backup.md"]','["aws-backup.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-12-18T09:29:22Z", "gh_stars": 7984, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:02.242825+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Netflix/consoleme',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a005d2fc4b19ea7d2b7398b1faffb405f676274e3979c0cb9383458fd5523675',100.0,1.77902950294935202e+09,0,'2026-05-17T16:51:42.949352+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:02.978775+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Netflix/metaflow','==github.com/Netflix/metaflow== 🌟','','2024',5,'Metaflow is Netflix''s human-centric framework designed for building and managing production-grade data science pipelines. It seamlessly integrates local development with enterprise-scale cloud infrastructures, handling data caching, model versioning, and compute scaling automatically.','Python','Repository','Intermediate',1,'online','manual','35bd1ece07b91b8ec876c7a4d5890e6931948f4cd0da3716a7f1d51f9f679ba5',100.0,1.779034523200562e+09,1,'2026-06-13T13:01:02Z',NULL,NULL,NULL,'["MLOps", "Orchestration", "Workflows"]','["[DE FACTO STANDARD]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T13:01:02Z", "gh_stars": 10128, "gh_open_issues_30d": 461, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:03.701610+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/NielsRogge/Transformers-Tutorials','github.com/NielsRogge/Transformers-Tutorials','','2023',4,'A robust repository of detailed Jupyter notebooks demonstrating how to fine-tune, optimize, and deploy Hugging Face Transformers. Spanning multiple sensory modalities, it includes code for computer vision, natural language processing, and multimodal tasks. It serves as a go-to code library for enterprise machine learning engineers.','Python','Repository','Advanced',0,'online','manual','208c50769ca5549fb7b5b7c8c2a4e3e743517f2402645eccaa8c7e91f637aee3',100.0,1.77903197997685408e+09,1,'2026-04-20T12:36:38Z',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Engineering", "Transformer Implementations"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-20T12:36:38Z", "gh_stars": 11638, "gh_open_issues_30d": 313, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:04.463062+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/NimbleArchitect/kubectl-ice','==NimbleArchitect/kubectl-ice== 🌟','','2021',2,'A CLI extension built to detail container resource metrics, environment properties, and pod parameters. It helps administrators locate memory leaks or CPU limits errors directly within running namespaces.','Go','Kubectl Plugin','Intermediate',0,'online','manual','dd5b62cfc3a3eda572d8749c072317e069d5d4ceec7a85a20e75c13712b10f14',100.0,1.77903044066306591e+09,1,'2025-06-22T14:20:41Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Resource Metrics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-22T14:20:41Z", "gh_stars": 255, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:05.247907+02:00"}'); +- Essential for platform engineers aiming to establish baseline CPU and memory allocations.','Go','Repository','Intermediate',0,'online','manual','3bec3036ab7946085be258c79d8334fcc870699dff3eb7cdf73a2581198cef7c',100.0,1779031574,1,'2026-05-29T14:20:44Z',NULL,NULL,NULL,'["Resource Management", "Automation & Tools", "Rightsizing Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T14:20:44Z", "gh_stars": 3250, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:52.708646+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/gonogo','FairwindsOps/gonogo','','2023',1,'A specialized CLI tool developed to assess cluster upgrade readiness by auditing manifests for deprecated APIs. Although critical during older Kubernetes version transitions, the tool has yielded active usage to modern checkers like kubent.','Go','CLI Tool','Intermediate',0,'online','manual','9628f202e61203b30608772546d5077b035b639a3e21172f5d8baee5a4a945da',100.0,1779032679,1,'2026-05-01T16:41:08Z',NULL,NULL,NULL,'["Operations", "Upgrade Safety", "Auditing"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-01T16:41:08Z", "gh_stars": 146, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:53.428111+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/pluto','Pluto is a cli tool to help discover deprecated apiVersions in Kubernetes 🌟','','2026',5,'An essential static analysis tool that inspects files, Helm releases, and live clusters to detect deprecated or removed Kubernetes API versions. Prevents cluster upgrade disruptions by proactively targeting obsolete resource configurations.','Go','CLI Tool','Intermediate',0,'online','manual','00bc58712c4fefcd04ba0e46f3de7b55fc2d74cb26d72eddba63a434102b5fb4',100.0,1779033025,1,'2026-04-27T19:14:03Z',NULL,NULL,NULL,'["Configuration Management", "Upgrade Governance", "API Deprecations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-27T19:14:03Z", "gh_stars": 2531, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:54.155649+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/polaris','Polaris','','2026',5,'A widely adopted configuration validation engine designed to audit Kubernetes manifests, charts, and running pods against dozens of best practices. Identifies issues including lack of resource limits, security context issues, and networking misconfigurations.','Go','Operator','Medium',0,'online','manual','b2da4d67193ba4cc00733a450b9b4cf2de0f1de4b56618fbfb510023ba6fc8ed',100.0,1779029369,1,'2026-05-19T00:15:12Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "Config Validation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["kubernetes-tools.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T00:15:12Z", "gh_stars": 3367, "is_special": true, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:54.871408+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/rbac-manager','==FairwindsOps/rbac-manager: RBAC Manager== 🌟','','2024',5,'RBAC Manager mitigates the configuration overhead of managing Kubernetes users and permissions. It provides structured Custom Resources that simplify standard RoleBindings and ClusterRoleBindings under a clean API.','Go','Operator','Medium',0,'online','manual','7ee0bc4387693f900b3e981dd20df126782a7bb239d9e156704e8d7ab7a44959',100.0,1779031759,1,'2026-05-05T02:49:15Z',NULL,NULL,NULL,'["Security", "Access Control", "RBAC", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-05T02:49:15Z", "gh_stars": 1654, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:55.602257+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/FairwindsOps/saffire','Saffire','','2023',5,'Fairwinds'' utility designed to inspect deployed configurations and identify resources mapped to deprecated API versions. Extremely useful in pre-upgrade planning sequences to avoid control-plane migration disruptions. It remains a reliable reference tool during cluster lifecycle updates.','Go','CLI Tool','Low',0,'online','manual','f90342d720631ce03d145a4da1d12421bd7e101d874c890f8852260d3317602b',100.0,1779031416,1,'2026-05-18T23:16:23Z',NULL,NULL,NULL,'["Operations", "Cluster Upgrades", "API Deprecations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T23:16:23Z", "gh_stars": 126, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:56.334487+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/G-Research/armada','Armada','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fa063713abf13551d43ac54d963523f81ddf0f9c081dbf2ee007387866ec889d',100.0,1779030810,0,'2026-05-17T17:13:30.133051+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:33:56.977350+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GalleyBytes/terraform-operator','isaaguilar/terraform-operator: Terraform Operator','','2024',5,'Executes declarative Terraform pipelines natively as custom resources inside clusters. It matches dynamic GitOps deployment models to external cloud infrastructure, allowing teams to unify orchestration under a single control plane.','Go','Operator','Advanced',0,'online','manual','bbdd21ccb68f68f7246e54a2c94c62d3a1ea61d50dc45d38cb67655431c88206',100.0,1779130495,1,'2025-12-09T04:52:15Z',NULL,NULL,NULL,'["Infrastructure", "GitOps", "Infrastructure-as-Code", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-09T04:52:15Z", "gh_stars": 380, "gh_open_issues_30d": 26, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:33:57.720334+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GambitResearch/kubeonoff','kubeonoff','','2019',1,'A simple web dashboard designed to allow non-technical team members to scale Kubernetes deployments and statefulsets down to zero or back up. Serves as an early operational utility for dev environment cost reduction.','Python','Web Dashboard','Simple',1,'online','manual','ea2c74a01198a11f02526f689fae8ada8e5daf923df7177c39c0b9e70c7d935b',100.0,1779030327,1,'2020-08-07T14:23:59Z',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Resource Control"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-08-07T14:23:59Z", "gh_stars": 24, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:33:58.477182+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GhostWriters/DockSTARTer','DockSTARTer','','2025',4,'A user-friendly CLI utility designed to simplify the configuration and installation of self-hosted server software via structured Docker Compose patterns. Serves as a solid entry point for containerization concepts in local server and edge hardware topologies.','Shell','CLI Tool','Intermediate',1,'online','manual','c5f8cb9040914e17c5e1a6e62653675fdd45833a0343afb830b56d17972db35d',100.0,1779034330,1,'2026-06-03T19:39:45Z',NULL,NULL,NULL,'["Local Developer Environment", "Container Runtime Setup", "Docker Compose"]','["[ENTERPRISE-STABLE]"]','["docs/devops-tools.md", "docs/docker.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "docker.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T19:39:45Z", "gh_stars": 2560, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:33:59.249949+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GitCredentialManager/git-credential-manager','==Git Credential Manager==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20',100.0,1779030562,0,'2026-05-17T17:09:22.338601+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/git-ecosystem/git-credential-manager", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:33:59.899797+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GitHubSecurityLab/actions-permissions','github.com/GitHubSecurityLab/actions-permissions: GitHub token permissions'' Monitor and Advisor actions','','2023',2,'A pivotal security action from GitHub Security Lab designed to automatically audit, advise, and enforce least-privilege token policies in GitHub Actions workflows. Minimizes risks from repository injection and credential leaks.','TypeScript','Repository','Advanced',0,'online','manual','c5e6bbcefdad668b698aaa3970afb1e2805c008208323b96ff1ee76ad2d77436',100.0,1779030558,1,'2026-01-31T20:52:48Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Security & Compliance", "GitHub Actions Security"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-31T20:52:48Z", "gh_stars": 369, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:00.686850+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/GoodforGod/java-logger-benchmark','GoodforGod/java-logger-benchmark','','2026',5,'A performance micro-benchmark comparing major Java logging frameworks like SLF4J, Logback, and Log4j2. 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Streamlines data conversion and extraction tasks during schema migrations.','Go','CLI Tool','Medium',0,'online','manual','9390a93c9045a4e6e2448c9d06e3b8803f3b9ff351e04e972dfa714c2949061c',100.0,1779032457,1,'2026-05-19T00:18:46Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-19T00:18:46Z", "gh_stars": 725, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:18.579949+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JPCERTCC/LogonTracer','github.com/JPCERTCC/LogonTracer','','2025',5,'Incident response tool mapping Active Directory authentication logs onto Neo4j graph databases. Visually identifies anomalous domain login correlations, pass-the-hash movements, and identity exploitation attacks.','Python','Repository','Advanced',0,'online','manual','c37c57af01cd0d7cffa23c3c33198ce0e610b3bb4b5465114d1ee8ba0313b2d1',100.0,1779033309,1,'2026-04-22T15:13:52Z',NULL,NULL,NULL,'["Security", "Threat Hunting", "Active Directory"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-22T15:13:52Z", "gh_stars": 3182, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:19.334583+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JamesTGrant/kubectl-debug','github.com/JamesTGrant/kubectl-debug','','2021',2,'A kubectl plugin designed to launch temporary debugging containers within a target pod namespace. Streamlines manual container introspection prior to the widespread adoption of native ephemeral containers.','Go','Tool','Intermediate',0,'online','manual','d1745da922e0a7ed091c3f104317345debae9e48c30d01138e4a210c65814165',100.0,1779032095,1,'2024-05-06T05:15:03Z',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes-troubleshooting.md"]','["kubernetes-tools.md", "kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T05:15:03Z", "gh_stars": 373, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.102098+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes','junit5-kubernetes','','2020',1,'A JUnit 5 extension that allows Java developers to integrate Kubernetes clusters dynamically into their automated testing suites, provisioning temporary namespaces and managing resources during test lifecycles.','Java','Testing Library','Advanced',0,'online','manual','122aa535b5787cf3c36d0ca2bc7b0f6bb5556a3efb2ff8e41018a31f40ece85b',100.0,1779029563,1,'2022-09-16T23:15:08Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Integration Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-09-16T23:15:08Z", "gh_stars": 43, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:20.812154+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JovianX/Service-Hub','github.com/JovianX/Service-Hub','','2024',1,'Service-Hub is a self-service platform dashboard designed to turn Helm charts, operators, and cloud infrastructure scripts into unified service catalog items. By presenting clean configuration inputs, it abstracts away cluster YAML complexity from downstream developers.','Go','Web Catalog','Advanced',1,'online','manual','830e319eac60c01930e8c6892355613459a6151d820133cadd4a2daa3325c9f1',100.0,1779033914,1,'2024-04-02T11:20:36Z',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Service Catalog"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-02T11:20:36Z", "gh_stars": 122, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:21.550827+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JovianX/helm-release-plugin','JovianX/helm-release-plugin','','2022',2,'Utility command plugin allowing cluster administrators to inspect, unpack, and export deployment releases easily. Facilitates troubleshooting across multi-environment states and eases visual configuration comparisons.','Go','Plugin','Intermediate',0,'online','manual','f4b73219b977ea01a50fa006d13592fd579e1429e0b0a4f8806b9fd0f749c500',100.0,1779032462,1,'2026-03-29T15:24:57Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "Release Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-29T15:24:57Z", "gh_stars": 109, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:22.265879+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/JulianHayward/AzADServicePrincipalInsights','github.com/JulianHayward/AzADServicePrincipalInsights','','2024',5,'Automated reporting utility designed to audit Entra ID (Azure AD) Service Principals, highlighting over-permissioned applications, API vulnerabilities, and expiring credential/certificate payloads.','PowerShell','Repository','Intermediate',0,'online','manual','bb715ee94d54478241dd269201f2486027c124c04cd5ed4ad19f9ad5d76ff178',100.0,1779032525,1,'2025-04-30T14:57:39Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Security Auditing"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-30T14:57:39Z", "gh_stars": 251, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:34:23.007194+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Juniper/Junos-terraform','Junos-terraform: JUNOS Terraform Automation Framework (JTAF)','','2023',2,'The JUNOS Terraform Automation Framework (JTAF) auto-generates custom Terraform providers based on Junos XML schema specifications. Enables network administrators to manage hardware appliances declaratively.','Go','Repository','Advanced',0,'online','manual','89231b644330502e1ec08f800e51361a06bc7f1b1e48dc78cb8677945f03fe54',100.0,1779030052,1,'2026-06-08T10:06:52Z',NULL,NULL,NULL,'["Infrastructure as Code", "Networking", "Juniper Junos"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:06:52Z", "gh_stars": 82, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:23.723206+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-insecure-registry','Configure Docker Service To Use Insecure Registry','','2020',5,'A legacy wiki repository explaining systems-level configurations required to allow the Docker daemon to communicate with insecure, self-hosted registries. It highlights modification of systemd services and the daemon.json config file. This historic resource has been unmaintained for several years and serves solely as a retro technical reference.','Markdown','Documentation','Intermediate',0,'online','manual','fb79d205ff288fe3395ded82336fba90a30f5cca7819f789a31ce6e71a5d7d42',100.0,1779030554,1,'2023-02-20T17:58:58Z',NULL,NULL,NULL,'["Container Management", "Docker Security", "Insecure Registries"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-20T17:58:58Z", "gh_stars": 48, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T13:34:24.470996+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/K8Studio/K8studio','k8studio.github.io/k8studio','','2024',2,'A feature-rich desktop client that constructs interactive, dynamic node graphs representing active cluster topology. Helps cluster administrators visualize resource footprints, namespace boundaries, and connectivity routes visually.','TypeScript','Repository','Intermediate',0,'online','manual','c0e8641074fb61d2eaaa8bfbf28247b5c48c63ad5ae4b96651bcdd2ef0fa428a',100.0,1779032640,1,'2026-06-09T19:43:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 53, "gh_pushed": "2026-06-09T19:43:36Z", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.212037+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KWasm/podman-wasm','github.com/KWasm/podman-wasm','','2025',0,'Part of the KWasm ecosystem, podman-wasm integrates WebAssembly runtimes directly with Podman container environments. It enables the seamless execution of highly isolated Wasm workloads alongside native Linux containers, signaling the paradigm of lightweight, secure serverless execution.','Go','Runtime Extension','Advanced',0,'online','manual','f254b3d9bb2dddcfcffaa8323709cecd53c76af82fc2d4cbb6ba880484033752',100.0,1779034487,1,'2022-10-20T18:17:57Z',NULL,NULL,NULL,'["Runtime", "WebAssembly (Wasm)", "Container Engines"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T18:17:57Z", "gh_stars": 30, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:25.951382+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KnicKnic/temp-kubernetes-ci','KnicKnic/temp-kubernetes-ci: Temp Kubernetes CI','','2021',1,'A CI framework designed to spin up ephemeral Kubernetes instances dynamically within workflow jobs for automated end-to-end testing, and immediately tear them down afterward. In 2026, it is largely archived, having been superseded by standard GitHub Actions runners with native Kind or k3s integrations.','PowerShell','CI Framework','Medium',0,'online','manual','37f66908f3d84b0cfe979fad1b98ffb071f1b6a471f1ebf0fd35b7b7f0d0f269',100.0,1779031697,1,'2023-01-05T15:04:04Z',NULL,NULL,NULL,'["Development", "CI/CD", "Testing"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-05T15:04:04Z", "gh_stars": 15, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:26.683353+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Kubeinit/kubeinit','kubeinit 🌟','','2025',5,'An Ansible-driven framework designed to automate the installation and configuration of multi-node Kubernetes and OpenShift clusters. Supports diverse hypervisors and custom local configurations to establish development environments.','Python','Installer','Advanced',0,'duplicate','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1779031423,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Platform Engineering", "Installation", "Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:27.427414+02:00", "duplicate_of": "https://github.com/kubeinit/kubeinit"}'); +INSERT INTO "resources" VALUES('https://github.com/Kubermatic/Kubermatic','Kubermatic Kubernetes Platform 🌟','','2026',4,'Kubermatic Kubernetes Platform (KKP) is a high-performance multi-cluster management engine that automates the lifecycle of thousands of Kubernetes clusters. By running control planes as containers within a master cluster (Kubernetes-in-Kubernetes), KKP drastically reduces resource overhead and simplifies multi-cloud operations. It is widely adopted by European enterprises prioritizing sovereign, multi-tenant infrastructure.','Go','Platform','High',0,'online','manual','698ae17261cd088111a4d11d3775ae9c4ae16c62f86a0de8983a02ef6df703d4',100.0,1779029561,1,'2026-06-12T17:52:28Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Enterprise Control Plane"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T17:52:28Z", "gh_stars": 1281, "gh_open_issues_30d": 462, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:28.174254+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KurtGokhan/tegaki','Tegaki turns any Google Font into animated handwriting','Handwriting animation for the web supporting custom text, natural timing, and multi-framework integration.','2026',4,'Curator Insight: An innovative frontend library that bypasses the need for complex, manual SVG path tracing or heavy Lottie files by dynamically converting Google Fonts into animated stroke-by-stroke handwriting. Live Grounding (MCP): Production performance checks confirm the library uses a highly optimized custom rasterization and distance transform image processing pipeline, natively supporting React, Svelte, Vue, Astro, and vanilla JavaScript layouts with low execution overhead.','English','repository','Intermediate',0,'online','automatic','94af03c7cbccc30053e2e1a8d55b817492ac1898d960848d0ea65351c96319de',NULL,1780352705,0,'2026-05-27T16:38:21Z',NULL,NULL,NULL,'["Frontend Development", "Web Animation", "Typography Tools"]','["COMMUNITY-TOOL"]','[]','[]','{}','{"category": "javascript", "gh_license": "MIT", "gh_pushed": "2026-05-27T16:38:21Z", "gh_stars": 2661, "reputation_status": "Vetted", "reputation_summary": "Highly praised across frontend developer forums and Trendshift for its novel approach to real-time handwriting simulation without manual SVG path design.", "social_preview_url": "https://repository-images.githubusercontent.com/1194746675/11ef7275-f0dc-4e2c-aa37-fa99910d0f1a", "source_provenance": "X.com (midudev)", "suggested_new_category": "", "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:28.922363+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/KusionStack/kusion','github.com/KusionStack/kusion','','2025',3,'Kusion is an open-source intent-driven declarative configuration engine. Uses structured schema architectures (KCL) to compile application delivery models into multi-cloud platform resources, helping developers manage infrastructure and application lifecycles natively.','Go','Open Source Project','Advanced',1,'online','manual','2cd68d99e09c2f043f947a636db779b2493944e02ae669ba1c9df8b96a6a03e9',100.0,1779030035,1,'2026-01-04T06:01:34Z',NULL,NULL,NULL,'["Platform Engineering", "Declarative Configuration", "KusionStack"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-04T06:01:34Z", "gh_stars": 1310, "gh_open_issues_30d": 54, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T13:34:29.665510+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Kyrremann/kubectl-eksporter','kubectl-eksporter 🌟','','2021',1,'A kubectl plugin designed to clean and extract manifest files directly from active cluster resources. It automatically strips runtime-specific metadata and system-defined statuses, leaving clean configs suitable for GitOps repositories.','Go','CLI Plugin','Simple',0,'online','manual','00470afeddc5ab436af6236f07d9e1e8281b9f868578ae7fa4edd3e4f8e33e35',100.0,1779031333,1,'2022-07-06T18:52:39Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-07-06T18:52:39Z", "gh_stars": 23, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T13:34:30.406892+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/LeCoupa/awesome-cheatsheets','LeCoupa/awesome-cheatsheets','','2024',5,'An extensive collection of high-density cheat sheets targeting mainstream programming environments, databases, and container architectures. 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Live Grounding confirms this is a standard integration step for end-to-end REST API verification. 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It provides system administrators with an alternative to the heavy AWS Management Console for quick resource termination, tag filtering, and volume audits. 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It features over 25 hands-on tutorials organized across ten critical pillars, including orchestration, tool integration, observability (using LangSmith), memory management, and deployment topologies (Docker/FastAPI). 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It provides structured guidance on targeting framework frameworks, orchestrating assembly dependencies, defining metadata, and managing compilation assemblies, acting as the foundational automation configuration schema for .NET artifact pipelines.','XML','Documentation','Intermediate',0,'online','manual','af11b04f68c7577ca0f6dafefefa47258ff8d492c33ae991994d3161e2b2e32b',100.0,1.77903359228964209e+09,1,'2026-06-12T19:05:37Z',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Package Management", "NuGet Specification"]','["[COMMUNITY-TOOL]"]','["docs/dotnet.md"]','["dotnet.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T19:05:37Z", "gh_stars": 160, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:07.536075+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','95e8877d3e9c6d74e1c1f346e13151fbe9d091e5aa6e9e02a3de075bb7ee88db',100.0,1.77902973268112802e+09,0,'2026-05-17T16:55:32.681128+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:08.277634+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/OT-CONTAINER-KIT/logging-operator','Logging Operator','','2023',5,'Simplifies multi-tenant logging infrastructure by coordinating central Fluentd and Fluent Bit setups. 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Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1.77903453141744899e+09,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:16.522218+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1.77903258731499195e+09,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:17.233289+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1.77903272918548488e+09,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:18.013386+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','','2022',5,'Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.','None','Repository','Advanced',1,'online','manual','9cb5a24db068425b5a9b3f54920f4681885abd692339a358856a1f807c0355cc',100.0,1.77903373152726292e+09,1,'2026-04-22T08:18:15Z',NULL,NULL,NULL,'["Cloud Platform", "Architecture Patterns", "Cloud-Native"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T08:18:15Z", "gh_stars": 344, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:18.767385+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PacoVK/tapir','github.com/PacoVK/tapir','','2023',5,'An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.','Go','Open Source Tool','Intermediate',0,'online','manual','0408ebd4347d9cbea83703d2b621fb52ddbfa52136b4566a850296d117098498',100.0,1.77903019320378589e+09,1,'2026-06-11T11:59:01Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T11:59:01Z", "gh_stars": 237, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:19.492362+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PaloAltoNetworks/rbac-police','PaloAltoNetworks/rbac-police','','2026',2,'RBAC Police is a specialized scanning tool built to discover and report privileged escalations and structural anomalies in Kubernetes cluster RBAC mappings. By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.','Go','Security Scanner','Intermediate',0,'online','manual','7a4101769a2c4d951f5d3e8f74b4047b8d7cffff4145536d035d862caad5d5f9',100.0,1.77903422950571393e+09,1,'2025-03-21T20:06:05Z',NULL,NULL,NULL,'["Security", "RBAC", "Audit & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-21T20:06:05Z", "gh_stars": 353, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.212905+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PatrickJS/awesome-angular','Awesome Angular','','2026',5,'A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large-scale enterprise administration panels and dashboard portals. Includes dynamic blueprints for client-side single page applications (SPAs).','TypeScript','Repository','Intermediate',0,'online','manual','65c9bdeb583596516752cfbd824c750bb7c1ccd93002f039aeda16c9053abff9',100.0,1.77903142310056209e+09,1,'2026-06-13T17:48:11Z',NULL,NULL,NULL,'["Programming Languages", "JavaScript", "Angular"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T17:48:11Z", "gh_stars": 10028, "is_special": true, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.927396+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PaulJuliusMartinez/jless','jless','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0e8b0c2ced272da94ed5550dfb4f1feaa53c68b18b9123dad872d168ed82bf8c',100.0,1.77903450197825789e+09,1,'2026-05-17T18:15:01.978258+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true, "gh_open_issues_30d": 94, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:21.658187+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PhilippeChepy/exoscale-kubernetes-crio','Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform','','2020',0,'An IaC blueprint using Packer and Terraform to deploy an auto-scaling cluster on Exoscale with CRI-O. Curator Insight vs Live Grounding: The repository is now inactive, but serves as a historical example of orchestrating custom cloud pools with native container engines.','HCL/Packer','Repository','Advanced',0,'online','manual','67a3a62e1d56b7d24571f657b0bea6de22006bbb22a838d30b64f5bc7fa1283a',100.0,1.77902916568094706e+09,1,'2021-02-05T17:31:37Z',NULL,NULL,NULL,'["Provisioning", "Infrastructure-as-Code", "Exoscale"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 2, "gh_pushed": "2021-02-05T17:31:37Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:22.372672+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/PlasticSCM/trunk-mergebot','Plastic SCM DevOps Mergebot to implement a trunk-based development cycle','','2019',1,'An open-source reference implementation of Plastic SCM''s Trunk-based Development Mergebot. 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Implements fine-grained host configuration and robust systemd lifecycle management over target K3s nodes.','YAML','github_repo','Intermediate',0,'online','manual','b90681d777b1b3fcf2f50b7a3c656e03e3cd10cbeed2564138e41ed412e7a864',100.0,1.77903179404259705e+09,1,'2026-05-17T14:22:22Z',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Bootstrap & Cluster Ops"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-05-17T14:22:22Z", "gh_stars": 713, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:30.120361+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Qovery/Torii','github.com/Qovery/Torii','','2024',1,'Torii is an open-source developer portal construction kit designed by Qovery. 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Serving as the abstraction layer beneath the Qovery PaaS, it handles DNS, load balancers, database instances, and secure ingress configurations. It provides a developer-centric alternative to raw Helm or Terraform code.','Rust','Library','High',0,'online','manual','f8388e431919cbf792c57f9c55e77c67f2a3188d9dbd2d9042f99b469e94c405',100.0,1.77903378534738397e+09,1,'2026-06-12T12:57:05Z',NULL,NULL,NULL,'["Application Delivery", "Platform-as-a-Service", "Internal Developer Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-12T12:57:05Z", "gh_stars": 2446, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:31.565843+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Qovery/pleco','Qovery/pleco','','2024',2,'Pleco is an automated garbage collection utility that monitors cloud providers and Kubernetes clusters to delete stale, expired, or orphaned resources (such as EBS volumes, load balancers, and namespaces). It is widely utilized in dynamic test-environment setups to avoid unnecessary infrastructure expenses.','Go','CLI Tool','Medium',0,'online','manual','26703e33d15988bb18f88f699631753b77bbc01a3ae6c528138740edd0806343',100.0,1.77903445678252196e+09,1,'2026-05-19T15:01:33Z',NULL,NULL,NULL,'["Operations", "Garbage Collection", "Resource Cleanup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T15:01:33Z", "gh_stars": 228, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:32.322715+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Quentin-M/etcd-cloud-operator','Quentin-M/etcd-cloud-operator','','2022',5,'An early framework designed to coordinate etcd state engines in dynamic environments. Modern production setups have moved towards official cloud-provider tooling or alternative operators.','Go','Operator','Advanced',0,'online','manual','c035bbca5b1621abcf8db7fc9c70ce275fffafe66b882095112839ceb4e0e4b5',100.0,1.77903331409543704e+09,1,'2025-09-26T22:32:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Coordination", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-26T22:32:53Z", "gh_stars": 234, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:33.068682+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Radware/radware-ansible','Radware/radware-ansible: Radware Ansible Collection','','2023',1,'Specialized Ansible Content Collection optimized for provisioning and managing Radware networking nodes, load balancers, and cloud security suites programmatically.','Python','github_repo','Advanced',0,'online','manual','78e7074d642934692a21e143639f97f29f0fb05a756f551f9fcaf3073db61e3f',100.0,1.77902924347749304e+09,1,'2023-09-27T07:01:49Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-09-27T07:01:49Z", "gh_stars": 10, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:33.793900+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubediff','Ramilito/kubediff ⭐','','2023',1,'Kubediff is an operational helper designed to compare local structural Kubernetes resource configurations against running runtime instances. It acts as an validation sanity checker before executing apply commands, mitigating unintentional production configuration drifts.','Go','CLI Tool','Intermediate',0,'online','manual','1f0c6d67036c78fcc64323475433be29fb1db5472ef07e364334d49d6bb9ccc8',100.0,1.77903450004998588e+09,1,'2026-01-27T23:05:20Z',NULL,NULL,NULL,'["Operations", "Resource Management", "Configuration Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-27T23:05:20Z", "gh_stars": 185, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:34.490611+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubesess','Ramilito/kubesess','','2026',5,'A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.','Rust','Tool','Intermediate',0,'online','manual','d2a4d8e731cd0408d6a4f848093e6c4f8e92c9d3b876c9babafca131910ea0d8',100.0,1.77903078819058108e+09,1,'2026-03-19T04:43:36Z',NULL,NULL,NULL,'["Operations", "Session Management", "Context Isolation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T04:43:36Z", "gh_stars": 284, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:35.187592+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Reaimua/AWS-CLI-Uploader-Project','github.com/Reaimua/AWS-CLI-Uploader-Project','','2024',0,'An educational repository containing custom scripts to automate file uploads to AWS S3 using raw AWS CLI calls. It is highly useful for junior developers learning API interactions, basic credential handling, and bucket policy permissions. Ideal as a simple reference base for shell scripting tutorials.','Shell','Repository','Beginner',0,'online','manual','d6159322d5eec32bc80e42fded054344b3be2c5785ac27ed74b1236e42380286',100.0,1779031808.41419,1,'2023-12-31T00:50:14Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 1, "gh_pushed": "2023-12-31T00:50:14Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:35.905503+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ReallyLiri/kubescout','ReallyLiri/kubescout: Kube-Scout','','2021',2,'An event diagnostic utility that scans logs and cluster events to track down crashed pods and network failures. It features custom search syntax rules, allowing developers to filter alert noise.','Go','Diagnostic Agent','Intermediate',0,'online','manual','7846df0f9ad649d46e56fd856924400a4dafcfbefbc4c73825775adf74079c81',100.0,1.77903286971479606e+09,1,'2021-12-09T12:28:28Z',NULL,NULL,NULL,'["Observability & Performance", "Real-Time Monitoring", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-09T12:28:28Z", "gh_stars": 126, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:36.608015+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/RedisLabs/redis-enterprise-k8s-docs','RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes','','2024',0,'Technical deployment documentation for organizing enterprise-grade Redis caches and document databases inside Kubernetes. Explains cluster layouts, memory configurations, security profiles, and automatic scaling capabilities.','HTML','Documentation','Intermediate',0,'online','manual','865451a522ca6b5112829fa9c02bcccd6767e74846035c5fe45ea49acf1e756f',100.0,1.77902947888322901e+09,1,'2026-06-17T19:44:05Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Redis"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_stars": 170, "gh_pushed": "2026-06-17T19:44:05Z", "gh_license": "N/A", "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:37.338883+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Rested/portfall','Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟','','2024',5,'Portfall is a modern desktop application for managing Kubernetes port-forwarding configurations. Offers a convenient visual portal that eliminates repetitive manual CLI port-forward multiplexing during local service integrations.','JavaScript','Desktop Tool','Beginner',0,'online','manual','2d2e13ac904f4024effb4f4239dc0fb19196825668a1349e3b79c146360b84ae',100.0,1.7791304949686439e+09,1,'2023-03-06T17:30:12Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-06T17:30:12Z", "gh_stars": 127, "gh_open_issues_30d": 19, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:38.042306+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture','Terraform Azure Multi-Region Zero-Trust Architecture','Production-grade multi-region hub-and-spoke infrastructure deployment utilizing Front Door and Private Link.','2026',4,'An enterprise-grade architectural blueprint that implements a secure, multi-region (Southeast Asia and East Asia) hub-and-spoke network topology on Microsoft Azure. Engineered entirely through Terraform, it features integrated Azure Front Door Premium, Private Link Services, and Private Endpoints to ensure all traffic remains isolated from the public internet. It leverages custom Azure Policies to enforce private IP compliance on compute resources and implements automated SQL Auto-Failover Group resolution with cross-region DNS routing validation.','en','GitHub Repository','Advanced',0,'online','automatic','733c0b04f2cd47cabbe494748f623825382d2e5b046f4db48ac2ec41c3bf70b4',NULL,1.780352148493891e+09,0,'2026-06-02T00:15:48.493891+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Azure", "Zero Trust", "Infrastructure as Code", "Terraform"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Highly vetted implementation of Microsoft Azure cloud architecture focusing on Hub-and-Spoke topology with strict private isolation.", "social_preview_url": "https://opengraph.githubassets.com/6d97e4b0bd8701041ce03a36a135a664b7fda8cb510574131b9870023e0d9129/Retzork/terraform-journey", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "azure-iac", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:38.808405+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/RoseSecurity/Terramaid','==github.com/RoseSecurity/Terramaid==','','2023',1,'Terramaid auto-generates structured markdown document files by translating HCL topologies and complex dependency trees into Mermaid.js format. This allows systems teams to embed auto-updating, declarative system models within active Git code bases. It prevents outdated repository diagrams by tying documentation directly to code pipelines.','Go','Documentation Tool','Intermediate',0,'online','manual','fdc1002c98d4a4eabbea5d2e2738cb29925fd2ee6ead97800782b5781fe3ca40',100.0,1.77903375793716096e+09,1,'2026-06-11T23:35:21Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Documentation Generation"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:35:21Z", "gh_stars": 5, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:39.519589+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP-archive/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','2021',1,'An archived, experimental orchestrator developed by SAP to coordinate complex Helm releases and dependency chains across large multi-tenant landscapes. Kept strictly as a historic design blueprint for modular platform workflows.','Go','CLI Tool','Advanced',0,'online','manual','cb51adc9ec040511c16e1fc898babebbe009035d419fbaf76c5bb3661d6397d5',100.0,1.77913049501123905e+09,1,'2023-03-01T11:37:12Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Orchestration Utilities"]','["[EMERGING]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-01T11:37:12Z", "gh_stars": 11, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:40.232476+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP/jenkins-library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b34245c60382e5fd68cee735a78fce12fae57bd37f797de410022f099c425202',100.0,1.77903283533721494e+09,0,'2026-05-17T17:47:15.337215+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_open_issues_30d": 61, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:40.984217+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SAP/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342',100.0,1779032361.61413,0,'2026-05-17T17:39:21.614130+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/SAP-archive/kubernetes-deployment-orchestrator", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:41.639072+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Salaboy/from-monolith-to-k8s','Salaboy/From Monolith to K8s','','2023',3,'A comprehensive practical blueprint mapping out the refactoring of monolithic architectures to Kubernetes-native services. Demonstrates key modernization steps including structural separation of services, data partitioning, and ingress configuration. This project is highly referenceable as a hands-on pedagogical resource for architectural transitions.','Java','Repository','Advanced',1,'online','manual','f4ad402920e19debc9fb733d9d0e70d0d427045add322ecea22a7dcf704f31ff',100.0,1.77903366384366107e+09,1,'2023-07-17T07:50:39Z',NULL,NULL,NULL,'["Cloud Native Architecture", "Microservices Migration", "Case Study"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-17T07:50:39Z", "gh_stars": 354, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:42.344118+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Saniewski/mongo-express-docker-extension','github.com/Saniewski/mongo-express-docker-extension','','2023',2,'A specialized Docker Desktop extension embedding Mongo Express tools into local engineering control panels. Streamlines administrative database actions, collection querying, and sandbox testing workflows.','TypeScript','repository','Intermediate',0,'online','manual','288d3f0cd2afa37afc6758f8e08d95ccce6680251f08d4be4b16b29ee1fbce6a',100.0,1.77902935660802388e+09,1,'2025-08-03T07:21:23Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Database Extensions"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-03T07:21:23Z", "gh_stars": 11, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.059565+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Shopify/kubeaudit','==github.com/Shopify/kubeaudit== 🌟🌟','','2023',4,'Shopify''s kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.','Go','Repository','Intermediate',0,'online','manual','cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2',100.0,1.77903258355871796e+09,1,'2024-08-21T18:48:27Z',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-21T18:48:27Z", "gh_stars": 1937, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.794855+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SigNoz/signoz','==SigNoz: Open source Application Performance Monitoring (APM) & Observability'' tool== 🌟','','2026',5,'A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by ClickHouse. Widely recognized as a major open-source competitor to Datadog.','Go','Service','High',1,'online','manual','f2efb326383937b515d50315f2cef61e5c9eeef9e8ce161513a8b320e802936e',100.0,1.77903213500170588e+09,1,'2026-06-14T09:36:14Z',NULL,NULL,NULL,'["Observability", "APM & Metrics", "Observability Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/monitoring.md"]','["kubernetes-tools.md", "monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:36:14Z", "gh_stars": 27334, "gh_open_issues_30d": 1518, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:44.521435+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SimonTheLeg/konf-go','github.com/SimonTheLeg/konf-go','','2026',2,'Konf-go is a high-performance, lightweight kubeconfig manager written in Go, built to handle split config setups across hundreds of remote environments. It allows platform engineers to switch context, set default namespaces, and isolate config files without encountering slow latency. Its minimalist design is ideal for developers running terminal-based workspaces.','Go','CLI Tool','Beginner',0,'online','manual','6deaff9471dda21db30f9454efb5785d63b603fe367c0f2e2e961a649884dc0b',100.0,1.779030803551584e+09,1,'2025-03-15T19:19:18Z',NULL,NULL,NULL,'["Operations", "Context Management", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-15T19:19:18Z", "gh_stars": 180, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:45.220920+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SkalskiP/top-cvpr-2023-papers','github.com/SkalskiP/top-cvpr-2023-papers','','2023',5,'A curated reference hub detailing top-performing papers and breakthroughs from CVPR 2023. Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmentation libraries, and advanced neural representations.','English','Repository','Advanced',0,'online','manual','87b301d568f4cd4ef05b1ebdb66f71848b0fe9e270161c4ade2caebca047080f',100.0,1.77903408481230402e+09,1,'2026-04-15T11:20:09Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "CVPR"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-15T11:20:09Z", "gh_stars": 647, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:45.930629+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Skarlso/crd-to-sample-yaml','github.com/Skarlso/crd-to-sample-yaml','','2025',1,'A specialized CLI tool designed to parse complex Kubernetes Custom Resource Definitions (CRDs) and automatically generate fully structured sample YAML configurations. It is highly beneficial for platform developers wanting to generate quick, accurate documentation.','Go','CLI Tool / Library','Intermediate',0,'online','manual','4552d618f2b5a0e6220c306beae3f65243503fe93f19299cc7bc1236758a1761',100.0,1.77903153832006907e+09,1,'2026-06-09T07:00:13Z',NULL,NULL,NULL,'["Development", "Custom Resources", "YAML Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:00:13Z", "gh_stars": 194, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:46.640861+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/Skyvern-ai/Skyvern','Skyvern','','2025',5,'Curator Insight: An AI-powered web browser automation agent designed to extract data and execute workflows on complex interfaces. Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.','Python','Software','Advanced',0,'online','manual','8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e',100.0,1.77902946676824498e+09,1,'2026-06-13T20:14:18Z',NULL,NULL,NULL,'["AI Engineering", "AI Agents", "Web Automation"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T20:14:18Z", "gh_stars": 21899, "gh_open_issues_30d": 170, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:47.354924+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. Useful for architectures requiring strict backward compatibility with native Kubernetes secret bindings.','Go','Codebase','Advanced',0,'online','manual','135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62',100.0,1.77903314099700307e+09,1,'2026-06-10T06:30:31Z',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Azure Integrations"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T06:30:31Z", "gh_stars": 452, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:48.092581+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/SquadcastHub/awesome-sre-tools','SquadcastHub/awesome-sre-tools','','2026',3,'A structured index mapping tools for alert routing, synthetic checking, chaos validation, on-call scheduling, and postmortem generation. 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This compliance allows local LLMs to safely query, analyze, and update database schemas within strict user security boundaries.','Spanish','Repository','Intermediate',0,'online','manual','2fd2ed828f549425a756e5baa4d9e141e580901bb931bd5b128ea5f64b95ef7d',100.0,1.77903002123663091e+09,1,'2026-06-11T09:30:32Z',NULL,NULL,NULL,'["Software Engineering", "Database Management", "Model Context Protocol"]','["[DE FACTO STANDARD]"]','["docs/ai.md", "docs/databases.md", "docs/kubernetes-tools.md"]','["ai.md", "databases.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:30:32Z", "gh_stars": 2422, "gh_open_issues_30d": 70, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:51.809223+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/TerraHubCorp/terraform-google-automation-demo','Terraform Automation Demo using Google Cloud Provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5d416772b5e31660626504b602f168033275d84d843c8d1038929f42a7699feb',100.0,1.77903315857390689e+09,0,'2026-05-17T17:52:38.573907+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/tfxor/terraform-google-automation-demo", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:52.468108+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/TheJambo/awesome-testing','Awesome Testing','','2026',5,'A highly practical directory highlighting testing paradigms, dynamic scanning modules, and manual/automated testing resources. Focuses on QA educational resources as well as modern test design techniques. Helps teams build scalable integration test harnesses within cloud workflows.','N/A','Repository','Beginner',0,'online','manual','4062ce50038ba4c743409acf34e287f9c89b47ae354cd679f7ac8fecc5b8acd2',100.0,1.77903065377558898e+09,1,'2026-06-11T23:34:02Z',NULL,NULL,NULL,'["Software Quality", "Testing", "QA"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-11T23:34:02Z", "gh_stars": 2289, "is_special": true, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:53.170986+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/TheYkk/synator','Synator Kubernetes Secret and ConfigMap synchronizer 🌟','','2022',2,'An operator designed to automatically synchronize Secrets and ConfigMaps across multiple Kubernetes namespaces. 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Despite the rise of Kubernetes-native process management, PM2 remains the preferred daemon for bare-metal Node.js apps, VM-based services, and IoT microservices running at the edge in 2026.','JavaScript','Repository','Beginner',1,'online','manual','475da0c52dd00c9a32421d48794c494e6a4433d27fc1094d97e7e7d0a9e999c4',100.0,1.77903303755152797e+09,1,'2026-05-21T09:14:07Z',NULL,NULL,NULL,'["Development", "Runtime", "Node.js"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-21T09:14:07Z", "gh_stars": 43210, "gh_open_issues_30d": 1084, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:59.628982+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/VictoriaMetrics/operator','VictoriaMetrics/operator','','2024',5,'Coordinates components of VictoriaMetrics (including VMCluster and VMAgent). 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It dispatches notifications on label updates, additions, or deletions, maintaining configuration trust across larger clusters.','Go','Controller','Intermediate',1,'online','manual','6a8f69c637c8effae9484ef69f8807bfe4539e079283db28f6fac8f416dc0674',100.0,1.77903357976588606e+09,1,'2021-02-09T11:00:49Z',NULL,NULL,NULL,'["Infrastructure", "Node Management", "Auditing & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-02-09T11:00:49Z", "gh_stars": 3, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:20.552707+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/admindroid-community/powershell-scripts','github.com/admindroid-community/powershell-scripts: PowerShell Scripts for'' Microsoft 365 Management, Reporting, and Auditing','','2024',0,'A collection of administrative scripts designed for auditing active users, licensing allocations, and configuration status within Microsoft 365 tenants.','PowerShell','GitHub Repository','Intermediate',0,'online','manual','2792ab510a7b130b5c3144c10f0acc5bed874b21df177c1abcf3dcda3c930100',100.0,1.78173587976624393e+09,1,'2026-06-18T00:37:59.766244+02:00',NULL,NULL,NULL,'["Identity and Access", "Microsoft 365", "Auditing & Reporting", "Administration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:21.271850+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/adriannovegil/awesome-observability','github.com/adriannovegil/awesome-observability: Awesome Observability 🌟','','2026',2,'A highly structured catalog mapping telemetry collection systems, including OpenTelemetry exporters, Prometheus metric architectures, Grafana monitoring boards, and continuous system profiling dashboards.','Markdown','Awesome List','Advanced',1,'online','manual','05b5afe1463a41fa204fac02ec29a2aca3890d4a9f0a527f8a892cec2de520e6',100.0,1.77903397716117405e+09,1,'2026-05-11T11:58:36Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Telemetry and Metrics"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-11T11:58:36Z", "gh_stars": 636, "is_special": true, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:21.978160+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aelsabbahy/goss','aelsabbahy/goss','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2a6e2ded5a8d1eac440ffd247a8f8c9983b6614838f8a9d3be544f2fde6df12',100.0,1.77903022906840491e+09,0,'2026-05-17T17:03:49.068405+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/goss-org/goss", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:22.623239+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/affaan-m/ECC','ECC - The Agent Harness Performance Optimization System','A professional performance harness providing modular skills, memory optimizations, and security scanning for advanced AI coding assistants.','2026',4,'This repository provides a performance optimization harness designed for agentic environments like Claude Code and Cursor. It implements persistent semantic memory, structured natural-language ''skills'' as parameters, and execution safeguards via the AgentShield scanner. It aims to reduce token consumption and eliminate redundant instructions, transforming fragile prompting patterns into reproducible development infrastructure.','en','Repository','Advanced',0,'online','automatic','a68b20559e76cc4d181a84ba6031061ed34e6d3863a6d155e8b07540ac542e55',NULL,1.78035257155632305e+09,0,'2026-05-31T06:45:42Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Model Context Protocol", "Harness Performance Optimization"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-05-31T06:45:42Z", "gh_stars": 202119, "reputation_status": "Vetted", "reputation_summary": "Highly regarded emerging system optimizing terminal agent runtime states, featuring zero reported vulnerabilities outside its documented patches.", "social_preview_url": "https://opengraph.githubassets.com/9d755758b9c50919c393f44e8fa1910cd7813f12349332f5d66f232c640154c1/affaan-m/ECC", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "agent-performance", "gh_open_issues_30d": 48, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:23.362287+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahas-sigs/kube-ebpf-exporter','kube-ebpf-exporter 🌟','','2022',5,'A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.','Go','Exporter','High',0,'online','manual','ffbd284277e0f0a2a7affc010aacea050871b3cbae526f63bd22a32b7c9f5f6b',100.0,1779029884.0295,1,'2021-05-13T05:50:56Z',NULL,NULL,NULL,'["Observability", "Performance & Kernel", "eBPF Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2021-05-13T05:50:56Z", "gh_stars": 55, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:24.103867+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-aliases','ahmetb/kubectl-aliases','','2026',5,'An automated system that generates systematic shell aliases for ''kubectl'', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.','Shell','Repository','Intermediate',0,'online','manual','310aec75dce6ba83e1bbaaca8e248da167c2c480d64337a9d4cc86aeff1eb8ed',100.0,1.77903357979749488e+09,1,'2025-05-11T17:04:45Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-11T17:04:45Z", "gh_stars": 3691, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:24.823345+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-foreach','github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐','','2025',1,'kubectl-foreach is a highly efficient plugin that runs kubectl commands across multiple contexts, namespaces, or resources in parallel. It handles asynchronous command execution and presents grouped terminal output, drastically optimizing multi-cluster administrative operations.','Go','CLI Plugin','Intermediate',0,'online','manual','a348bd4f6024b67b9755bdcaa928abf3ca154c05263cca86ea1a898ecf30758a',100.0,1.77903442507151508e+09,1,'2026-06-08T22:54:07Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Multi-resource Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T22:54:07Z", "gh_stars": 489, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:25.528808+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-tree','kubectl-tree','','2025',5,'A crucial kubectl plugin that queries Kubernetes APIs to visually construct and present the ownership tree of API objects via ownerReferences. Crucial for tracing the lineage of ReplicaSets, Pods, Deployments, and Custom Resources (CRDs) in active namespaces.','Go','CLI Plugin','Intermediate',0,'online','manual','a4af8c68f8ba51a9398b292e4551dd81243192c570df44497c92264404ecbc5c',100.0,1779033415.98258,1,'2026-05-18T01:49:07Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Object Relationships"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T01:49:07Z", "gh_stars": 3386, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:26.233064+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectx','==kubectx + kubens: : Power tools for kubectl==🌟🌟','','2026',5,'Highly optimized command-line utilities for switching context configurations and namespaces inside kubectl. Indispensable for multi-cluster environments, they radically optimize developer productivity and prevent accidental target execution via clear interactive lists.','Go','CLI Tool','Beginner',0,'online','manual','39b78501f9b3e9898481b8ef40f8b2a1d81c840109d2fa2ad117564edb65d584',100.0,1.77903144259843802e+09,1,'2026-05-15T15:43:00Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-15T15:43:00Z", "gh_stars": 19807, "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:26.959190+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubernetes-network-policy-recipes','==ahmetb/kubernetes-network-policy-recipes== 🌟','','2021',5,'The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns.','YAML','Repository','Intermediate',1,'online','manual','0fc77e7ecc41f1b0736d3aaf88a7a6ffbddf4068bbaa1b4f92d12a70246e65e2',100.0,1.77903228283465099e+09,1,'2025-02-07T08:38:37Z',NULL,NULL,NULL,'["Networking", "Security", "Recipes"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/kubernetes-networking.md"]','["kubernetes-networking.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-07T08:38:37Z", "gh_stars": 6144, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:27.758443+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aidansteele/secretsctx','aidansteele/secretsctx','','2022',5,'A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configuration structures, it significantly reduces code complexity.','Go','Library','Advanced',1,'online','manual','a9d1ecfb1a2e0682c6a852e19c1ffe4a86af289893571144fc1306f8d40927e2',100.0,1.7817358777612729e+09,1,'2026-06-18T00:37:57.761273+02:00',NULL,NULL,NULL,'["Security & Governance", "Secret Management", "Go Runtime"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:28.460337+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aimhubio/aim','github.com/aimhubio/aim','','2024',4,'Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metrics, hyperparameters, and logs across deep learning runs.','Python','Repository','Intermediate',1,'online','manual','997d320ec7590772d2d44a8b638c1f424a50731d142f6cda3cae805aa5b305fb',100.0,1.77903367199525403e+09,1,'2026-06-13T20:26:46Z',NULL,NULL,NULL,'["MLOps", "Experiment Tracking", "Visualization"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:26:46Z", "gh_stars": 6154, "gh_open_issues_30d": 463, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:29.165420+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/airwallex/k8s-pod-restart-info-collector','github.com/airwallex: k8s-pod-restart-info-collector','','2022',0,'An automated utility designed to capture and log state configuration, events, and logs instantly when a pod restarts, offering immediate post-mortem insights for ephemeral microservices.','Go','Tool','Intermediate',0,'online','manual','3e4e21d175049930d8f16e327994a22b47054e30aa250ad356667034e77895de',100.0,1781736057.34144,1,'2026-06-18T00:40:57.341440+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:29.910353+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ajayk/drifter','github.com/ajayk/drifter','','2021',5,'Drifter is a CLI utility designed to detect structural configuration drift across Kubernetes resources. By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.','Go','CLI Tool','Intermediate',0,'online','manual','7e6917d7a7462342ffc27824d9e20008d937114fda3cf61353add05bc00193bf',100.0,1.77903318786063408e+09,1,'2024-01-09T17:41:36Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Drift Detection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-09T17:41:36Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:30.648873+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ajmyyra/ambassador-auth-oidc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ff59f529d8db417c89704bee344d50311ebfcc54186836e5265d3fb6c301965c',100.0,1.77903162533064794e+09,1,'2026-05-17T17:27:05.330648+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:31.404290+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akuity/awesome-argo','akuity/awesome-argo 🌟','','2026',3,'A duplicate entry detailing the CNCF Argo ecosystem configurations. Outlines progressive application delivery strategies, canary deployments, declarative cluster state reconciliations, and custom Argo plugins.','Markdown','Awesome List','Advanced',1,'online','manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1.7790314068804109e+09,1,'2026-02-28T03:02:12Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Argo Project Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-28T03:02:12Z", "gh_stars": 2449, "is_special": true, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:32.168231+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akuity/kargo','==github.com/akuity/kargo==','','2023',5,'Kargo is a GitOps-native application promotion engine that coordinates software releases across staging, pre-production, and production. Operating as a Kubernetes controller, it manages promotion state sequences dynamically via custom resources. It simplifies Git manipulation during deployment rollouts.','Go','GitOps Controller','Advanced',0,'online','manual','ebf41a4d95c3859a0afbdad795500f43901217ee56051ce957b11ffaa90529ee',100.0,1.77903343630711698e+09,1,'2026-06-14T05:29:29Z',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:29:29Z", "gh_stars": 3350, "gh_open_issues_30d": 191, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:32.909316+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/akullpp/awesome-java','Awesome Java 🌟','','2026',5,'A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. 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It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.','Go','CLI Scanner','Simple',0,'online','manual','0d4218db4fc62d51f1e3a8c89cd6b2e2eed5e40cd648213bf00d979511444948',100.0,1779031901.12451,1,'2023-03-03T16:29:28Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-03T16:29:28Z", "gh_stars": 204, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:35.919842+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexdzyoba/ansible-jmx-exporter','github.com/alexdzyoba/ansible-jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','00179b8c10f6a85e83cb33a2c17eac2a8351b034c75c06cd87e9b731ba98df60',100.0,1.779030091492558e+09,1,'2026-05-17T17:01:31.492558+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:36.648762+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/k3sup','**k3sup (said ''ketchup'')**','','2026',4,'An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.','Go','Tool','Intermediate',0,'online','manual','d47d1c0f36ca75f93fc3b56082ac640b6aaacc77c2294cde2f50f69e80b06665',100.0,1.77903203728995704e+09,1,'2026-03-05T11:13:15Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "SSH Bootstrapping"]','["[ENTERPRISE-STABLE]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-05T11:13:15Z", "gh_stars": 7383, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:37.375460+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/registry-creds','registry-creds','','2023',5,'Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.','Go','Operator','Medium',0,'online','manual','c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084',100.0,1.7790292432515521e+09,1,'2024-12-21T13:24:00Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Registry Authentication", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-21T13:24:00Z", "gh_stars": 350, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.092118+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/alexellis/run-job','==github.com/alexellis/run-job==','','2020',3,'A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. Simplifies local workflow testing and diagnostic debugging.','Go','Repository','Intermediate',0,'online','manual','15c4fd11e7ae38960f3112fa9957f3c4449d2f2dd58a635ef9f0c9877b25ba88',100.0,1.77903450255100798e+09,1,'2024-08-13T22:32:56Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-13T22:32:56Z", "gh_stars": 211, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.832389+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aliesbelik/awesome-jmeter','Awesome JMeter','','2026',5,'A structured list of plugins, performance test plans, and reporting scripts designed to optimize Apache JMeter pipelines. Essential for load testing web services, gRPC endpoints, and databases under intense scale constraints. Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.','Java','Repository','Intermediate',0,'online','manual','d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f',100.0,1.77903340073237299e+09,1,'2026-05-05T22:22:40Z',NULL,NULL,NULL,'["Software Quality", "Testing", "JMeter"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-05T22:22:40Z", "gh_stars": 790, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:39.530906+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/allure-framework/allure2','Allure Report 🌟','','2023',4,'A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.','Java','Tool','Intermediate',0,'online','manual','904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e',100.0,1.77903361006848788e+09,1,'2026-06-12T22:09:34Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Reporting"]','["[ENTERPRISE-STABLE]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:09:34Z", "gh_stars": 5422, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:40.276802+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-training-demo','github.com/aws-samples/aws-training-demo','','2020',5,'Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.','JavaScript','Repository','Basic',0,'online','manual','12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7',100.0,1.7791304949535911e+09,1,'2019-04-09T21:26:39Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Training Archives"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-04-09T21:26:39Z", "gh_stars": 128, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:41.018819+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-waf-sample','AWS WAF sample rules','','2024',5,'A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.','JSON','Repository','Intermediate',0,'online','manual','ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140',100.0,1.77913049495059299e+09,1,'2020-01-09T08:11:23Z',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2020-01-09T08:11:23Z", "gh_stars": 511, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:41.730367+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-passive','Kubernetes Active Passive Applications','','2021',0,'A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.','Go','Templates','Advanced',0,'online','manual','bf79c301fff4e55aa4ac515fcf282e6bf1ac6795640e5b21b135d27cfc6c44c6',100.0,1.78173604679029488e+09,1,'2026-06-18T00:40:46.790295+02:00',NULL,NULL,NULL,'["Reliability", "Architectural Patterns", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:42.446217+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. Serves as a useful playground for setting up App Services, Cosmos DB, and Virtual Networks.','HCL','Repository','Beginner',0,'online','manual','77ad6a6af303e04c458fc78a1c7a75d7e28681a7a88f5589b612cfac3a1e4bc2',100.0,1.77903138213229393e+09,1,'2025-05-24T07:01:55Z',NULL,NULL,NULL,'["Infrastructure as Code", "Azure", "Templates"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-24T07:01:55Z", "gh_stars": 29, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:43.157250+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/anchore/grype','grype: a vulnerability scanner for container images and filesystems','','2025',5,'A vulnerability scanner for container images and filesystems, renowned for its speed, minimal footprint, and ease of CI/CD integration. It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.','Go','CLI Tool','Medium',0,'online','manual','457d117ce39ba93b09de80026a3d67a203e6a39b8511306889f032c360d1c6f9',100.0,1.77903447725039792e+09,1,'2026-06-12T15:56:32Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Container Images"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:56:32Z", "gh_stars": 12400, "gh_open_issues_30d": 371, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:43.880727+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/anchore/syft','==anchore/syft==','','2021',5,'An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.','Go','CLI Tool','Intermediate',0,'online','manual','db2fcf1ed1811ccd981eff91084d06e12e3cc79c9281dd6b8e36898d2efb90d2',100.0,1.77903040764475488e+09,1,'2026-06-12T13:29:25Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM Generation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:29:25Z", "gh_stars": 9106, "gh_open_issues_30d": 613, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:44.597223+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1.77902936725562906e+09,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/awesome-opa", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:45.260299+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/andreazorzetto/yh','yh - YAML Highlighter','','2022',4,'A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. It is highly useful for reviewing massive Kubernetes manifests directly in terminals.','Go','tool','beginner',0,'online','manual','835328b68aa23ebad6c9e32970fe664b9b951d99213ca3069c6e3b3e012cf187',100.0,1.77903215328110909e+09,1,'2020-12-14T09:49:42Z',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-14T09:49:42Z", "gh_stars": 427, "is_special": true, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:45.986835+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/andredesousa/devops-best-practices','andredesousa/devops-best-practices','','2026',1,'An opinionated checklist detailing architectural best practices for logging formats, schema migrations, system health monitoring, and security setups. 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Maintained within the Shellharden project, it outlines rigorous quoting standards, expansion parameters, array handling, and variable declarations to prevent system exploits or unexpected command executions.','Bash','Developer Guide','Advanced',0,'online','manual','91ca4befc6835bd57a7f160db4e2eb0803d492455fa4818ac4ea1dd50c4d42a3',100.0,1.77903126683123397e+09,1,'2026-01-05T06:45:45Z',NULL,NULL,NULL,'["Linux", "Automation", "Bash Scripting"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-01-05T06:45:45Z", "gh_stars": 4784, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:48.829594+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ansible-collections','Ansible Collections 🌟','','2024',2,'Upstream GitHub organization containing certified and community Ansible Content Collections. Reflects the modern decentralized packaging model of the modern Ansible ecosystem.','Python','github_repo','Advanced',0,'online','manual','ac690db74143451d4c91e08cd4c35bf09d1e37cbc8afad7cd5503a9c5d6bf6e5',100.0,1.77902932314979791e+09,1,'2026-05-17T16:48:43.149798+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/ansible-collections/amazon.aws','Amazon AWS Collection 🌟','','2024',2,'The official Amazon Web Services Content Collection for Ansible. 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It enables enterprise operators to manage complex data dependency DAGs via drag-and-drop interfaces and robust API control. Its native integration with containerized engines like Spark, Flink, and MapReduce makes it an enterprise favorite.','Java','Workload Scheduler','Advanced',1,'online','manual','c2f0762db448834bfcf83203a5dc5663c76e172ef4e5f6274eadc355959b9d56',100.0,1.77903422433378601e+09,1,'2026-06-12T09:08:43Z',NULL,NULL,NULL,'["Data Engineering", "Workload Scheduling", "Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:08:43Z", "gh_stars": 14309, "gh_open_issues_30d": 122, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:59.021982+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/apache/maven-mvnd','apache/maven-mvnd','','2025',5,'Apache Maven Daemon repository. 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Highlights major orchestrator risks like improper volume mounting, insecure RBAC configurations, network segment isolation issues, and image trust bypass. 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Mitigates task context-switching overhead in low-latency financial systems, guaranteeing deterministic scheduling on modern multi-core hardware.','Java','Tool','Advanced',0,'online','manual','1b7f401a55c48c2cb66cb585eebc3899c97036def5883cd2addaf649c8ed4d56',100.0,1779031016,1,'2026-05-21T08:03:36Z',NULL,NULL,NULL,'["JVM Architecture", "High-Performance Systems", "Thread Affinity"]','["[ENTERPRISE-STABLE]"]','["docs/java-and-java-performance-optimization.md"]','["java-and-java-performance-optimization.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-21T08:03:36Z", "gh_stars": 1897, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:14.298014+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OpenSLO/OpenSLO','OpenSLO specification 🌟','','2021',5,'The vendor-agnostic OpenSLO specification defines standard YAML schemas for declaring SLOs, SLIs, and error budgets. 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Modern strategies prioritize official Helm charts or certified OpenShift Operator deployments, but this configuration highlights important historical patterns for handling stateful Java applications.','Dockerfile','Repository','Intermediate',0,'online','manual','a9ee6c819fbf57514a51b2f6a5bf5f5416f61b937a68e68994a52f1a656944d8',100.0,1779032361,1,'2021-02-10T16:58:26Z',NULL,NULL,NULL,'["Platform Deployment", "Quality Assurance", "Static Code Analysis"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 42, "gh_pushed": "2021-02-10T16:58:26Z", "gh_license": "N/A", "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:15.801633+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-sockperf','github.com/OvidiuBorlean/kubectl-sockperf','','2022',0,'A specialized plugin designed to run sockperf-based latency and throughput tests between Kubernetes pods. Although a valuable benchmarking tool for network CNI evaluations, it is currently inactive, with administrators migrating to generalized benchmarking tools.','Shell','CLI Plugin','Advanced',0,'online','manual','65d38d11cedbadada703b554ac97eb0a8f7b02028e3076e551e7db83a0eb74fc',100.0,1779034531,1,'2022-11-26T06:17:12Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Network Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 22, "gh_pushed": "2022-11-26T06:17:12Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:16.522218+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/OvidiuBorlean/kubectl-windumps','github.com/OvidiuBorlean/kubectl-windumps','','2020',0,'A legacy kubectl command-line utility facilitating TCP packet captures directly on Windows Server nodes within AKS clusters. Live grounding shows the project has been inactive for several years, yet it serves as a valuable conceptual reference for troubleshooting deep network issues.','Go','Command-line Tool','Advanced',0,'online','manual','9765ffb4071f20a0203be3264c8b7e61ad18197ad7aba14270730d0d3bafe1ba',100.0,1779032587,1,'2022-11-26T06:32:40Z',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows Packet Capture"]','["[LEGACY]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_stars": 7, "gh_pushed": "2022-11-26T06:32:40Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:17.233289+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices','github.com/PacktPublishing: Kubernetes in Production Best Practices','','2021',1,'Code assets companion for the Packt book, containing production-ready manifests for security hardening, automated deployments, monitoring stacks, and multi-tenant networking configurations.','Go','Repository','Advanced',0,'online','manual','25647a4cd596fb273c90f32a57f4565300218b7c9823576d32721d6ac353fc3d',100.0,1779032729,1,'2023-02-18T02:57:45Z',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-18T02:57:45Z", "gh_stars": 96, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:18.013386+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook','','2022',5,'Architectural repository covering modern cloud design topologies, zero-trust cloud network security, infrastructure redundancy, microservice distribution, and cost models mapping.','None','Repository','Advanced',1,'online','manual','9cb5a24db068425b5a9b3f54920f4681885abd692339a358856a1f807c0355cc',100.0,1779033731,1,'2026-04-22T08:18:15Z',NULL,NULL,NULL,'["Cloud Platform", "Architecture Patterns", "Cloud-Native"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T08:18:15Z", "gh_stars": 344, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:18.767385+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PacoVK/tapir','github.com/PacoVK/tapir','','2023',5,'An open-source utility designed to render interactive visual representations of Terraform execution plans. Helps teams review deep changes, resource recreations, and infrastructure impacts in a browser dashboard before approvals.','Go','Open Source Tool','Intermediate',0,'online','manual','0408ebd4347d9cbea83703d2b621fb52ddbfa52136b4566a850296d117098498',100.0,1779030193,1,'2026-06-11T11:59:01Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T11:59:01Z", "gh_stars": 237, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:19.492362+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PaloAltoNetworks/rbac-police','PaloAltoNetworks/rbac-police','','2026',2,'RBAC Police is a specialized scanning tool built to discover and report privileged escalations and structural anomalies in Kubernetes cluster RBAC mappings. By analyzing cluster roles and bindings, it uncovers paths that malicious actors could use to gain administrative control. It remains an active security tool for hardening cluster control planes against lateral privilege escalation.','Go','Security Scanner','Intermediate',0,'online','manual','7a4101769a2c4d951f5d3e8f74b4047b8d7cffff4145536d035d862caad5d5f9',100.0,1779034229,1,'2025-03-21T20:06:05Z',NULL,NULL,NULL,'["Security", "RBAC", "Audit & Compliance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-21T20:06:05Z", "gh_stars": 353, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.212905+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PatrickJS/awesome-angular','Awesome Angular','','2026',5,'A comprehensive curated collection of modules, state management patterns (NgRx), and testing pipelines for the Angular framework. Primarily useful for frontend web development teams constructing large-scale enterprise administration panels and dashboard portals. Includes dynamic blueprints for client-side single page applications (SPAs).','TypeScript','Repository','Intermediate',0,'online','manual','65c9bdeb583596516752cfbd824c750bb7c1ccd93002f039aeda16c9053abff9',100.0,1779031423,1,'2026-06-13T17:48:11Z',NULL,NULL,NULL,'["Programming Languages", "JavaScript", "Angular"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T17:48:11Z", "gh_stars": 10028, "is_special": true, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:20.927396+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PaulJuliusMartinez/jless','jless','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0e8b0c2ced272da94ed5550dfb4f1feaa53c68b18b9123dad872d168ed82bf8c',100.0,1779034501,1,'2026-05-17T18:15:01.978258+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true, "gh_open_issues_30d": 94, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:21.658187+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PhilippeChepy/exoscale-kubernetes-crio','Autoscalable Kubernetes cluster at Exoscale, using Packer and Terraform','','2020',0,'An IaC blueprint using Packer and Terraform to deploy an auto-scaling cluster on Exoscale with CRI-O. Curator Insight vs Live Grounding: The repository is now inactive, but serves as a historical example of orchestrating custom cloud pools with native container engines.','HCL/Packer','Repository','Advanced',0,'online','manual','67a3a62e1d56b7d24571f657b0bea6de22006bbb22a838d30b64f5bc7fa1283a',100.0,1779029165,1,'2021-02-05T17:31:37Z',NULL,NULL,NULL,'["Provisioning", "Infrastructure-as-Code", "Exoscale"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 2, "gh_pushed": "2021-02-05T17:31:37Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:22.372672+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PlasticSCM/trunk-mergebot','Plastic SCM DevOps Mergebot to implement a trunk-based development cycle','','2019',1,'An open-source reference implementation of Plastic SCM''s Trunk-based Development Mergebot. 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It eliminates the need for shared database environments and mock frameworks, leading to high-fidelity integration tests. Today, this tool is universally recognized as a best-practice asset for CI/CD test suites across the Spring ecosystem.','Java','Library','Intermediate',0,'online','manual','32e228a0e653f153405793a48735c56293110687582775b12fd8e22da14c239c',100.0,1779130494,1,'2026-06-14T04:50:08Z',NULL,NULL,NULL,'["Developer Experience", "Testing", "Integration Testing"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md", "docs/qa.md"]','["java_frameworks.md", "qa.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:50:08Z", "gh_stars": 876, "gh_open_issues_30d": 38, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:24.542374+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Portshift/Kubei','Kubei 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','974f97dbec8aae433d1984e1ab2c41ce8519c60daacde65a2ec9a205684afda8',100.0,1779031800,0,'2026-05-17T17:30:00.723639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:25.218621+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Portshift/kubei','**Kubei**','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','974f97dbec8aae433d1984e1ab2c41ce8519c60daacde65a2ec9a205684afda8',100.0,1779030015,0,'2026-05-17T17:00:15.515217+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/Portshift/Kubei", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:25.874115+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Praqma/helmsman','Helmsman: Helm Charts as Code 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0f9d002d358ff471ce700abf16c261b6e563b0c25e1bbd45e240b9786e4a446b',100.0,1779032055,0,'2026-05-17T17:34:15.026439+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/mkubaczyk/helmsman", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:26.524422+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/PrasadG193/kyaml2go','kyaml2go (Pronounced as camel2go 🐫) 🌟','','2024',5,'A code generator that converts static Kubernetes YAML configurations into functional client-go API syntax. 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Implements fine-grained host configuration and robust systemd lifecycle management over target K3s nodes.','YAML','github_repo','Intermediate',0,'online','manual','b90681d777b1b3fcf2f50b7a3c656e03e3cd10cbeed2564138e41ed412e7a864',100.0,1779031794,1,'2026-05-17T14:22:22Z',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Bootstrap & Cluster Ops"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-05-17T14:22:22Z", "gh_stars": 713, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:30.120361+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Qovery/Torii','github.com/Qovery/Torii','','2024',1,'Torii is an open-source developer portal construction kit designed by Qovery. It provides customizable building blocks to easily curate, expose, and manage developer-facing interfaces, bridging complex infrastructure with human-readable operational catalogs.','TypeScript','Open Source Project','Intermediate',1,'online','manual','8f40d5792c2432c16743de893b3e78fd4875d95005edfac3dd7d407267b886ae',100.0,1779031592,1,'2024-07-25T18:54:23Z',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Developer Portals"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2024-07-25T18:54:23Z", "gh_stars": 178, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:30.832105+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Qovery/engine','Qovery/engine: Qovery Engine 🌟','','2024',4,'Qovery Engine is a high-performance Rust-based library designed to provision and deploy applications on Kubernetes-based cloud infrastructure (AWS, GCP, Azure). Serving as the abstraction layer beneath the Qovery PaaS, it handles DNS, load balancers, database instances, and secure ingress configurations. It provides a developer-centric alternative to raw Helm or Terraform code.','Rust','Library','High',0,'online','manual','f8388e431919cbf792c57f9c55e77c67f2a3188d9dbd2d9042f99b469e94c405',100.0,1779033785,1,'2026-06-12T12:57:05Z',NULL,NULL,NULL,'["Application Delivery", "Platform-as-a-Service", "Internal Developer Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-12T12:57:05Z", "gh_stars": 2446, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:31.565843+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Qovery/pleco','Qovery/pleco','','2024',2,'Pleco is an automated garbage collection utility that monitors cloud providers and Kubernetes clusters to delete stale, expired, or orphaned resources (such as EBS volumes, load balancers, and namespaces). It is widely utilized in dynamic test-environment setups to avoid unnecessary infrastructure expenses.','Go','CLI Tool','Medium',0,'online','manual','26703e33d15988bb18f88f699631753b77bbc01a3ae6c528138740edd0806343',100.0,1779034456,1,'2026-05-19T15:01:33Z',NULL,NULL,NULL,'["Operations", "Garbage Collection", "Resource Cleanup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T15:01:33Z", "gh_stars": 228, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:32.322715+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Quentin-M/etcd-cloud-operator','Quentin-M/etcd-cloud-operator','','2022',5,'An early framework designed to coordinate etcd state engines in dynamic environments. Modern production setups have moved towards official cloud-provider tooling or alternative operators.','Go','Operator','Advanced',0,'online','manual','c035bbca5b1621abcf8db7fc9c70ce275fffafe66b882095112839ceb4e0e4b5',100.0,1779033314,1,'2025-09-26T22:32:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Coordination", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-26T22:32:53Z", "gh_stars": 234, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:33.068682+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Radware/radware-ansible','Radware/radware-ansible: Radware Ansible Collection','','2023',1,'Specialized Ansible Content Collection optimized for provisioning and managing Radware networking nodes, load balancers, and cloud security suites programmatically.','Python','github_repo','Advanced',0,'online','manual','78e7074d642934692a21e143639f97f29f0fb05a756f551f9fcaf3073db61e3f',100.0,1779029243,1,'2023-09-27T07:01:49Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-09-27T07:01:49Z", "gh_stars": 10, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:33.793900+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubediff','Ramilito/kubediff ⭐','','2023',1,'Kubediff is an operational helper designed to compare local structural Kubernetes resource configurations against running runtime instances. It acts as an validation sanity checker before executing apply commands, mitigating unintentional production configuration drifts.','Go','CLI Tool','Intermediate',0,'online','manual','1f0c6d67036c78fcc64323475433be29fb1db5472ef07e364334d49d6bb9ccc8',100.0,1779034500,1,'2026-01-27T23:05:20Z',NULL,NULL,NULL,'["Operations", "Resource Management", "Configuration Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-27T23:05:20Z", "gh_stars": 185, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:34.490611+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Ramilito/kubesess','Ramilito/kubesess','','2026',5,'A multi-session context manager that isolates Kubernetes session configs within split terminal tabs. Unlike default global switches, this Rust utility guarantees engineers can safely run separate commands targeting different zones and clusters simultaneously without cross-cluster command contamination.','Rust','Tool','Intermediate',0,'online','manual','d2a4d8e731cd0408d6a4f848093e6c4f8e92c9d3b876c9babafca131910ea0d8',100.0,1779030788,1,'2026-03-19T04:43:36Z',NULL,NULL,NULL,'["Operations", "Session Management", "Context Isolation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T04:43:36Z", "gh_stars": 284, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:35.187592+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Reaimua/AWS-CLI-Uploader-Project','github.com/Reaimua/AWS-CLI-Uploader-Project','','2024',0,'An educational repository containing custom scripts to automate file uploads to AWS S3 using raw AWS CLI calls. It is highly useful for junior developers learning API interactions, basic credential handling, and bucket policy permissions. Ideal as a simple reference base for shell scripting tutorials.','Shell','Repository','Beginner',0,'online','manual','d6159322d5eec32bc80e42fded054344b3be2c5785ac27ed74b1236e42380286',100.0,1779031808,1,'2023-12-31T00:50:14Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 1, "gh_pushed": "2023-12-31T00:50:14Z", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:35.905503+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ReallyLiri/kubescout','ReallyLiri/kubescout: Kube-Scout','','2021',2,'An event diagnostic utility that scans logs and cluster events to track down crashed pods and network failures. It features custom search syntax rules, allowing developers to filter alert noise.','Go','Diagnostic Agent','Intermediate',0,'online','manual','7846df0f9ad649d46e56fd856924400a4dafcfbefbc4c73825775adf74079c81',100.0,1779032869,1,'2021-12-09T12:28:28Z',NULL,NULL,NULL,'["Observability & Performance", "Real-Time Monitoring", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-09T12:28:28Z", "gh_stars": 126, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:36.608015+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/RedisLabs/redis-enterprise-k8s-docs','RedisLabs/redis-enterprise-k8s-docs: Deploying Redis Enterprise on Kubernetes','','2024',0,'Technical deployment documentation for organizing enterprise-grade Redis caches and document databases inside Kubernetes. Explains cluster layouts, memory configurations, security profiles, and automatic scaling capabilities.','HTML','Documentation','Intermediate',0,'online','manual','865451a522ca6b5112829fa9c02bcccd6767e74846035c5fe45ea49acf1e756f',100.0,1779029478,1,'2026-06-17T19:44:05Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Redis"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_stars": 170, "gh_pushed": "2026-06-17T19:44:05Z", "gh_license": "N/A", "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:37.338883+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Rested/portfall','Portfall: A desktop k8s port-forwarding portal for easy access to all your cluster UIs 🌟','','2024',5,'Portfall is a modern desktop application for managing Kubernetes port-forwarding configurations. Offers a convenient visual portal that eliminates repetitive manual CLI port-forward multiplexing during local service integrations.','JavaScript','Desktop Tool','Beginner',0,'online','manual','2d2e13ac904f4024effb4f4239dc0fb19196825668a1349e3b79c146360b84ae',100.0,1779130494,1,'2023-03-06T17:30:12Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-06T17:30:12Z", "gh_stars": 127, "gh_open_issues_30d": 19, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:38.042306+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zero%20Trust%20Architecture','Terraform Azure Multi-Region Zero-Trust Architecture','Production-grade multi-region hub-and-spoke infrastructure deployment utilizing Front Door and Private Link.','2026',4,'An enterprise-grade architectural blueprint that implements a secure, multi-region (Southeast Asia and East Asia) hub-and-spoke network topology on Microsoft Azure. Engineered entirely through Terraform, it features integrated Azure Front Door Premium, Private Link Services, and Private Endpoints to ensure all traffic remains isolated from the public internet. It leverages custom Azure Policies to enforce private IP compliance on compute resources and implements automated SQL Auto-Failover Group resolution with cross-region DNS routing validation.','en','GitHub Repository','Advanced',0,'online','automatic','733c0b04f2cd47cabbe494748f623825382d2e5b046f4db48ac2ec41c3bf70b4',NULL,1780352148,0,'2026-06-02T00:15:48.493891+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Azure", "Zero Trust", "Infrastructure as Code", "Terraform"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Highly vetted implementation of Microsoft Azure cloud architecture focusing on Hub-and-Spoke topology with strict private isolation.", "social_preview_url": "https://opengraph.githubassets.com/6d97e4b0bd8701041ce03a36a135a664b7fda8cb510574131b9870023e0d9129/Retzork/terraform-journey", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "azure-iac", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:38.808405+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/RoseSecurity/Terramaid','==github.com/RoseSecurity/Terramaid==','','2023',1,'Terramaid auto-generates structured markdown document files by translating HCL topologies and complex dependency trees into Mermaid.js format. This allows systems teams to embed auto-updating, declarative system models within active Git code bases. It prevents outdated repository diagrams by tying documentation directly to code pipelines.','Go','Documentation Tool','Intermediate',0,'online','manual','fdc1002c98d4a4eabbea5d2e2738cb29925fd2ee6ead97800782b5781fe3ca40',100.0,1779033757,1,'2026-06-11T23:35:21Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Documentation Generation"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:35:21Z", "gh_stars": 5, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:39.519589+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SAP-archive/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','2021',1,'An archived, experimental orchestrator developed by SAP to coordinate complex Helm releases and dependency chains across large multi-tenant landscapes. Kept strictly as a historic design blueprint for modular platform workflows.','Go','CLI Tool','Advanced',0,'online','manual','cb51adc9ec040511c16e1fc898babebbe009035d419fbaf76c5bb3661d6397d5',100.0,1779130495,1,'2023-03-01T11:37:12Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Orchestration Utilities"]','["[EMERGING]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-01T11:37:12Z", "gh_stars": 11, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:40.232476+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SAP/jenkins-library',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b34245c60382e5fd68cee735a78fce12fae57bd37f797de410022f099c425202',100.0,1779032835,0,'2026-05-17T17:47:15.337215+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_open_issues_30d": 61, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:40.984217+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SAP/kubernetes-deployment-orchestrator','github: Kubernetes Deployment Orchestrator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342',100.0,1779032361,0,'2026-05-17T17:39:21.614130+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://github.com/SAP-archive/kubernetes-deployment-orchestrator", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:41.639072+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Salaboy/from-monolith-to-k8s','Salaboy/From Monolith to K8s','','2023',3,'A comprehensive practical blueprint mapping out the refactoring of monolithic architectures to Kubernetes-native services. Demonstrates key modernization steps including structural separation of services, data partitioning, and ingress configuration. This project is highly referenceable as a hands-on pedagogical resource for architectural transitions.','Java','Repository','Advanced',1,'online','manual','f4ad402920e19debc9fb733d9d0e70d0d427045add322ecea22a7dcf704f31ff',100.0,1779033663,1,'2023-07-17T07:50:39Z',NULL,NULL,NULL,'["Cloud Native Architecture", "Microservices Migration", "Case Study"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-17T07:50:39Z", "gh_stars": 354, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:42.344118+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Saniewski/mongo-express-docker-extension','github.com/Saniewski/mongo-express-docker-extension','','2023',2,'A specialized Docker Desktop extension embedding Mongo Express tools into local engineering control panels. Streamlines administrative database actions, collection querying, and sandbox testing workflows.','TypeScript','repository','Intermediate',0,'online','manual','288d3f0cd2afa37afc6758f8e08d95ccce6680251f08d4be4b16b29ee1fbce6a',100.0,1779029356,1,'2025-08-03T07:21:23Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Database Extensions"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-03T07:21:23Z", "gh_stars": 11, "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.059565+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Shopify/kubeaudit','==github.com/Shopify/kubeaudit== 🌟🌟','','2023',4,'Shopify''s kubeaudit is a popular open-source tool targeting configuration analysis. Curators note its ability to audit running clusters or local manifests for root execution or privilege escalations. *Live Grounding (2026)*: The repository is archived/read-only, but its audit logic remains highly influential for policy structures.','Go','Repository','Intermediate',0,'online','manual','cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2',100.0,1779032583,1,'2024-08-21T18:48:27Z',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-21T18:48:27Z", "gh_stars": 1937, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:34:43.794855+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SigNoz/signoz','==SigNoz: Open source Application Performance Monitoring (APM) & Observability'' tool== 🌟','','2026',5,'A massive open-source APM and observability platform natively integrated with OpenTelemetry. Tracks telemetry, trace spans, metrics, and application logs in a unified, high-performance UI backed by ClickHouse. Widely recognized as a major open-source competitor to Datadog.','Go','Service','High',1,'online','manual','f2efb326383937b515d50315f2cef61e5c9eeef9e8ce161513a8b320e802936e',100.0,1779032135,1,'2026-06-14T09:36:14Z',NULL,NULL,NULL,'["Observability", "APM & Metrics", "Observability Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/monitoring.md"]','["kubernetes-tools.md", "monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:36:14Z", "gh_stars": 27334, "gh_open_issues_30d": 1518, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:44.521435+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SimonTheLeg/konf-go','github.com/SimonTheLeg/konf-go','','2026',2,'Konf-go is a high-performance, lightweight kubeconfig manager written in Go, built to handle split config setups across hundreds of remote environments. 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Synthesizes vital engineering advancements across object detection, visual language models, zero-shot segmentation libraries, and advanced neural representations.','English','Repository','Advanced',0,'online','manual','87b301d568f4cd4ef05b1ebdb66f71848b0fe9e270161c4ade2caebca047080f',100.0,1779034084,1,'2026-04-15T11:20:09Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "CVPR"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-15T11:20:09Z", "gh_stars": 647, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:34:45.930629+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Skarlso/crd-to-sample-yaml','github.com/Skarlso/crd-to-sample-yaml','','2025',1,'A specialized CLI tool designed to parse complex Kubernetes Custom Resource Definitions (CRDs) and automatically generate fully structured sample YAML configurations. 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Live Grounding: Translates plain-text instructions into resilient selenium-style interactions, dynamically adapting to DOM mutations and bypassing rigid selector patterns.','Python','Software','Advanced',0,'online','manual','8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e',100.0,1779029466,1,'2026-06-13T20:14:18Z',NULL,NULL,NULL,'["AI Engineering", "AI Agents", "Web Automation"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T20:14:18Z", "gh_stars": 21899, "gh_open_issues_30d": 170, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:34:47.354924+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/SparebankenVest/azure-key-vault-to-kubernetes','Azure Key Vault to Kubernetes','','2023',5,'The underlying GitHub repository for the `akv2k8s` project. Features Kubernetes Custom Resource Definitions (CRDs) like `AzureKeyVaultSecret` that run-loop to synchronize Azure credentials into physical Kubernetes secrets. 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Highlights patterns for bootstrapping monitoring stacks, storage drivers, and load-balancer integration with localized container configurations.','YAML','Repository','Intermediate',0,'online','manual','8028ee6f6d7bcd322f3b910996e2dfadb122caa55f7e520478ec1998cbb5fa18',100.0,1779033795,1,'2022-08-26T11:42:32Z',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Management", "Infrastructure Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-26T11:42:32Z", "gh_stars": 157, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:34:49.591635+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/Stono/kconmon','kmoncon','','2021',5,'A connection monitoring tool that tests internal and external cluster connectivity paths actively from the inside out. 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It implements persistent semantic memory, structured natural-language ''skills'' as parameters, and execution safeguards via the AgentShield scanner. It aims to reduce token consumption and eliminate redundant instructions, transforming fragile prompting patterns into reproducible development infrastructure.','en','Repository','Advanced',0,'online','automatic','a68b20559e76cc4d181a84ba6031061ed34e6d3863a6d155e8b07540ac542e55',NULL,1780352571,0,'2026-05-31T06:45:42Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Model Context Protocol", "Harness Performance Optimization"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-05-31T06:45:42Z", "gh_stars": 202119, "reputation_status": "Vetted", "reputation_summary": "Highly regarded emerging system optimizing terminal agent runtime states, featuring zero reported vulnerabilities outside its documented patches.", "social_preview_url": "https://opengraph.githubassets.com/9d755758b9c50919c393f44e8fa1910cd7813f12349332f5d66f232c640154c1/affaan-m/ECC", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "agent-performance", "gh_open_issues_30d": 48, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:23.362287+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahas-sigs/kube-ebpf-exporter','kube-ebpf-exporter 🌟','','2022',5,'A Prometheus-compatible exporter that translates system events captured via custom eBPF programs into actionable metrics. This allows platform engineers to trace low-level syscalls, file system latency, and network performance with minimal overhead. The project represents a growing shift toward kernel-level observability.','Go','Exporter','High',0,'online','manual','ffbd284277e0f0a2a7affc010aacea050871b3cbae526f63bd22a32b7c9f5f6b',100.0,1779029884,1,'2021-05-13T05:50:56Z',NULL,NULL,NULL,'["Observability", "Performance & Kernel", "eBPF Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2021-05-13T05:50:56Z", "gh_stars": 55, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:24.103867+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-aliases','ahmetb/kubectl-aliases','','2026',5,'An automated system that generates systematic shell aliases for ''kubectl'', significantly enhancing engineering productivity. It minimizes operational friction by programmatic expansion of over 800 permutations of flags and subcommands, allowing administrators to interface with Kubernetes clusters using succinct shorthand sequences.','Shell','Repository','Intermediate',0,'online','manual','310aec75dce6ba83e1bbaaca8e248da167c2c480d64337a9d4cc86aeff1eb8ed',100.0,1779033579,1,'2025-05-11T17:04:45Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-11T17:04:45Z", "gh_stars": 3691, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:24.823345+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-foreach','github.com/ahmetb/kubectl-foreach: kubectl foreach ⭐','','2025',1,'kubectl-foreach is a highly efficient plugin that runs kubectl commands across multiple contexts, namespaces, or resources in parallel. It handles asynchronous command execution and presents grouped terminal output, drastically optimizing multi-cluster administrative operations.','Go','CLI Plugin','Intermediate',0,'online','manual','a348bd4f6024b67b9755bdcaa928abf3ca154c05263cca86ea1a898ecf30758a',100.0,1779034425,1,'2026-06-08T22:54:07Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Multi-resource Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T22:54:07Z", "gh_stars": 489, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:25.528808+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-tree','kubectl-tree','','2025',5,'A crucial kubectl plugin that queries Kubernetes APIs to visually construct and present the ownership tree of API objects via ownerReferences. Crucial for tracing the lineage of ReplicaSets, Pods, Deployments, and Custom Resources (CRDs) in active namespaces.','Go','CLI Plugin','Intermediate',0,'online','manual','a4af8c68f8ba51a9398b292e4551dd81243192c570df44497c92264404ecbc5c',100.0,1779033415,1,'2026-05-18T01:49:07Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Object Relationships"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T01:49:07Z", "gh_stars": 3386, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:26.233064+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectx','==kubectx + kubens: : Power tools for kubectl==🌟🌟','','2026',5,'Highly optimized command-line utilities for switching context configurations and namespaces inside kubectl. Indispensable for multi-cluster environments, they radically optimize developer productivity and prevent accidental target execution via clear interactive lists.','Go','CLI Tool','Beginner',0,'online','manual','39b78501f9b3e9898481b8ef40f8b2a1d81c840109d2fa2ad117564edb65d584',100.0,1779031442,1,'2026-05-15T15:43:00Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-15T15:43:00Z", "gh_stars": 19807, "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:26.959190+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubernetes-network-policy-recipes','==ahmetb/kubernetes-network-policy-recipes== 🌟','','2021',5,'The premier open-source repository for reusable NetworkPolicy templates. Provides validated configuration files to handle common cloud-native security patterns.','YAML','Repository','Intermediate',1,'online','manual','0fc77e7ecc41f1b0736d3aaf88a7a6ffbddf4068bbaa1b4f92d12a70246e65e2',100.0,1779032282,1,'2025-02-07T08:38:37Z',NULL,NULL,NULL,'["Networking", "Security", "Recipes"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/kubernetes-networking.md"]','["kubernetes-networking.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-07T08:38:37Z", "gh_stars": 6144, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:27.758443+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aidansteele/secretsctx','aidansteele/secretsctx','','2022',5,'A Go-based runtime library designed to inject dynamic secrets from external storage layers directly into context-aware serverless pipelines. By managing runtime secret validation outside main configuration structures, it significantly reduces code complexity.','Go','Library','Advanced',1,'online','manual','a9d1ecfb1a2e0682c6a852e19c1ffe4a86af289893571144fc1306f8d40927e2',100.0,1781735877,1,'2026-06-18T00:37:57.761273+02:00',NULL,NULL,NULL,'["Security & Governance", "Secret Management", "Go Runtime"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:28.460337+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aimhubio/aim','github.com/aimhubio/aim','','2024',4,'Aim is an open-source, highly responsive experiment tracking and visualization dashboard for machine learning. It provides a robust query language and a user-friendly UI to compare thousands of metrics, hyperparameters, and logs across deep learning runs.','Python','Repository','Intermediate',1,'online','manual','997d320ec7590772d2d44a8b638c1f424a50731d142f6cda3cae805aa5b305fb',100.0,1779033671,1,'2026-06-13T20:26:46Z',NULL,NULL,NULL,'["MLOps", "Experiment Tracking", "Visualization"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:26:46Z", "gh_stars": 6154, "gh_open_issues_30d": 463, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:29.165420+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/airwallex/k8s-pod-restart-info-collector','github.com/airwallex: k8s-pod-restart-info-collector','','2022',0,'An automated utility designed to capture and log state configuration, events, and logs instantly when a pod restarts, offering immediate post-mortem insights for ephemeral microservices.','Go','Tool','Intermediate',0,'online','manual','3e4e21d175049930d8f16e327994a22b47054e30aa250ad356667034e77895de',100.0,1781736057,1,'2026-06-18T00:40:57.341440+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 18, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:29.910353+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ajayk/drifter','github.com/ajayk/drifter','','2021',5,'Drifter is a CLI utility designed to detect structural configuration drift across Kubernetes resources. By comparing live running cluster states against baseline templates, it identifies configuration changes. This tool provides lightweight validation for infrastructure consistency.','Go','CLI Tool','Intermediate',0,'online','manual','7e6917d7a7462342ffc27824d9e20008d937114fda3cf61353add05bc00193bf',100.0,1779033187,1,'2024-01-09T17:41:36Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Drift Detection"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-09T17:41:36Z", "gh_stars": 17, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:30.648873+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ajmyyra/ambassador-auth-oidc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ff59f529d8db417c89704bee344d50311ebfcc54186836e5265d3fb6c301965c',100.0,1779031625,1,'2026-05-17T17:27:05.330648+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:31.404290+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akuity/awesome-argo','akuity/awesome-argo 🌟','','2026',3,'A duplicate entry detailing the CNCF Argo ecosystem configurations. Outlines progressive application delivery strategies, canary deployments, declarative cluster state reconciliations, and custom Argo plugins.','Markdown','Awesome List','Advanced',1,'online','manual','4cfcb2323980bc80f403202b4611bc3b2dd06b3d8dda2c07d39412a509e54f89',100.0,1779031406,1,'2026-02-28T03:02:12Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Argo Project Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-28T03:02:12Z", "gh_stars": 2449, "is_special": true, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:32.168231+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akuity/kargo','==github.com/akuity/kargo==','','2023',5,'Kargo is a GitOps-native application promotion engine that coordinates software releases across staging, pre-production, and production. Operating as a Kubernetes controller, it manages promotion state sequences dynamically via custom resources. It simplifies Git manipulation during deployment rollouts.','Go','GitOps Controller','Advanced',0,'online','manual','ebf41a4d95c3859a0afbdad795500f43901217ee56051ce957b11ffaa90529ee',100.0,1779033436,1,'2026-06-14T05:29:29Z',NULL,NULL,NULL,'["GitOps & Delivery", "Application Promotion", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:29:29Z", "gh_stars": 3350, "gh_open_issues_30d": 191, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:32.909316+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/akullpp/awesome-java','Awesome Java 🌟','','2026',5,'A premier directory of validated Java frameworks, high-performance serialization libraries, and microservices engines like Spring Boot, Quarkus, and Micronaut. Essential for legacy modernization projects and enterprise-grade distributed systems. Remains a foundational handbook for enterprise JVM optimization.','Java','Repository','Intermediate',1,'online','manual','812519e1d1f39879872200f2cd381725b275fc4c3a6108bec333cdc778654a7b',100.0,1779031410,1,'2026-04-12T12:40:14Z',NULL,NULL,NULL,'["Programming Languages", "Java", "Resources"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-12T12:40:14Z", "gh_stars": 48210, "is_special": true, "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:33.662542+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alcideio/advisor','Alcide Advisor: an agentless service for Kubernetes audit and compliance'' that''s built to ensure a frictionless and secured DevSecOps workflow','','2026',0,'Alcide Advisor is an agentless security tool originally engineered to validate Kubernetes configurations, workloads, and network rules against common vulnerabilities. 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It has since been archived, with modern platforms choosing robust, active alternatives such as Checkov.','Go','CLI Scanner','Simple',0,'online','manual','0d4218db4fc62d51f1e3a8c89cd6b2e2eed5e40cd648213bf00d979511444948',100.0,1779031901,1,'2023-03-03T16:29:28Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-03T16:29:28Z", "gh_stars": 204, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:35.919842+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexdzyoba/ansible-jmx-exporter','github.com/alexdzyoba/ansible-jmx-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','00179b8c10f6a85e83cb33a2c17eac2a8351b034c75c06cd87e9b731ba98df60',100.0,1779030091,1,'2026-05-17T17:01:31.492558+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:36.648762+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/k3sup','**k3sup (said ''ketchup'')**','','2026',4,'An utility by Alex Ellis using SSH to provision K3s directly from local machines. It sets up secure, direct API configurations, bridges cluster nodes instantly, and configures target servers for operational readiness.','Go','Tool','Intermediate',0,'online','manual','d47d1c0f36ca75f93fc3b56082ac640b6aaacc77c2294cde2f50f69e80b06665',100.0,1779032037,1,'2026-03-05T11:13:15Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "SSH Bootstrapping"]','["[ENTERPRISE-STABLE]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-05T11:13:15Z", "gh_stars": 7383, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:37.375460+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/registry-creds','registry-creds','','2023',5,'Automatically syncs image pull credentials across diverse namespaces from registry platforms like ECR, GCR, and Docker Hub. It solves multi-tenant credential sharing securely without requiring manual duplications.','Go','Operator','Medium',0,'online','manual','c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084',100.0,1779029243,1,'2024-12-21T13:24:00Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Registry Authentication", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-21T13:24:00Z", "gh_stars": 350, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:38.092118+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/alexellis/run-job','==github.com/alexellis/run-job==','','2020',3,'A developer-oriented utility written in Go to quickly trigger Kubernetes Jobs, track execution statuses, and stream execution logs directly to stdout. 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Acts as an excellent resource for performance engineering teams targeting resource bottlenecks.','Java','Repository','Intermediate',0,'online','manual','d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f',100.0,1779033400,1,'2026-05-05T22:22:40Z',NULL,NULL,NULL,'["Software Quality", "Testing", "JMeter"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2026-05-05T22:22:40Z", "gh_stars": 790, "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:39.530906+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/allure-framework/allure2','Allure Report 🌟','','2023',4,'A flexible, multi-language test report tool providing clean hierarchical representation of execution steps, attachments, and historical telemetry. Integrates with standard test runners across modern ecosystems.','Java','Tool','Intermediate',0,'online','manual','904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e',100.0,1779033610,1,'2026-06-12T22:09:34Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Reporting"]','["[ENTERPRISE-STABLE]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:09:34Z", "gh_stars": 5422, "gh_open_issues_30d": 96, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:40.276802+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-training-demo','github.com/aws-samples/aws-training-demo','','2020',5,'Archived AWS training demonstration repository. Grounding verification confirms this repository is formally archived by Amazon, meaning it should be treated purely as an architectural reference rather than a base for production provisioning templates.','JavaScript','Repository','Basic',0,'online','manual','12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7',100.0,1779130494,1,'2019-04-09T21:26:39Z',NULL,NULL,NULL,'["Public Cloud Providers", "AWS", "Training Archives"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-04-09T21:26:39Z", "gh_stars": 128, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:41.018819+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amazon-archives/aws-waf-sample','AWS WAF sample rules','','2024',5,'A historical repository containing sample AWS WAF rule sets and templates. Note: This repository is now officially archived by AWS. Contemporary deployment architectures rely on AWS Managed Rules or centralized configurations managed through AWS Firewall Manager rather than maintaining customized version-one JSON rules.','JSON','Repository','Intermediate',0,'online','manual','ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140',100.0,1779130494,1,'2020-01-09T08:11:23Z',NULL,NULL,NULL,'["Security & Identity", "Network Security", "Web Application Protection"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2020-01-09T08:11:23Z", "gh_stars": 511, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:41.730367+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amelbakry/kubernetes-active-passive','Kubernetes Active Passive Applications','','2021',0,'A reference architecture guiding the implementation of Active-Passive configurations within multi-region Kubernetes topologies. Provides template setups for handling state synchronization and global traffic failovers.','Go','Templates','Advanced',0,'online','manual','bf79c301fff4e55aa4ac515fcf282e6bf1ac6795640e5b21b135d27cfc6c44c6',100.0,1781736046,1,'2026-06-18T00:40:46.790295+02:00',NULL,NULL,NULL,'["Reliability", "Architectural Patterns", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:42.446217+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/amitmavgupta/azure-terraform','github.com/amitmavgupta/azure-terraform','','2022',2,'A centralized repository of common Azure resource templates compiled using Terraform. 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It supports multiple vulnerability sources and outputs structured data compatible with enterprise DevSecOps tools. Through 2026, it stands as the industry standard tool for shift-left image security.','Go','CLI Tool','Medium',0,'online','manual','457d117ce39ba93b09de80026a3d67a203e6a39b8511306889f032c360d1c6f9',100.0,1779034477,1,'2026-06-12T15:56:32Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Container Images"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:56:32Z", "gh_stars": 12400, "gh_open_issues_30d": 371, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:43.880727+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anchore/syft','==anchore/syft==','','2021',5,'An advanced security tool engineered to generate detailed Software Bill of Materials (SBOM) from container images, file systems, and archives. Syft identifies package structures to track vulnerable subcomponents in modern supply chain governance.','Go','CLI Tool','Intermediate',0,'online','manual','db2fcf1ed1811ccd981eff91084d06e12e3cc79c9281dd6b8e36898d2efb90d2',100.0,1779030407,1,'2026-06-12T13:29:25Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM Generation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:29:25Z", "gh_stars": 9106, "gh_open_issues_30d": 613, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:44.597223+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anderseknert/awesome-opa','anderseknert/awesome-opa 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','74b59d9adc2bc20caea9b43eb1abb3db4a1ee3ccb4ec9a03f666cb0130112715',100.0,1779029367,0,'2026-05-17T16:49:27.255629+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/open-policy-agent/awesome-opa", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:35:45.260299+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/andreazorzetto/yh','yh - YAML Highlighter','','2022',4,'A specialized, terminal-based syntax highlighter designed explicitly for YAML configurations. Unlike generic highlighters, yh identifies YAML indentation rules and formats outputs from standard pipelines. It is highly useful for reviewing massive Kubernetes manifests directly in terminals.','Go','tool','beginner',0,'online','manual','835328b68aa23ebad6c9e32970fe664b9b951d99213ca3069c6e3b3e012cf187',100.0,1779032153,1,'2020-12-14T09:49:42Z',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-14T09:49:42Z", "gh_stars": 427, "is_special": true, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:45.986835+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/andredesousa/devops-best-practices','andredesousa/devops-best-practices','','2026',1,'An opinionated checklist detailing architectural best practices for logging formats, schema migrations, system health monitoring, and security setups. 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Live Grounding: Continues to be a vital community asset for tech professionals traversing global borders, offering real-time data on corporate immigration compliance and tax architectures.','en','GitHub Repository','Intermediate',0,'online','manual','7eda0472cae43870bede3742ed479d8829d1a4ded8fda5a2b5d147932a0aab92',100.0,1779032296,1,'2026-03-19T14:04:47Z',NULL,NULL,NULL,'["Professional Practice", "Recruiting", "Resource Guides"]','["[DE FACTO STANDARD]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-03-19T14:04:47Z", "gh_stars": 4427, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:35:48.122023+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_bash.md','github: Safe ways to do things in bash','','2026',5,'Serves as the authoritative style manual for compiling safe, error-free bash scripts. Maintained within the Shellharden project, it outlines rigorous quoting standards, expansion parameters, array handling, and variable declarations to prevent system exploits or unexpected command executions.','Bash','Developer Guide','Advanced',0,'online','manual','91ca4befc6835bd57a7f160db4e2eb0803d492455fa4818ac4ea1dd50c4d42a3',100.0,1779031266,1,'2026-01-05T06:45:45Z',NULL,NULL,NULL,'["Linux", "Automation", "Bash Scripting"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-01-05T06:45:45Z", "gh_stars": 4784, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:35:48.829594+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ansible-collections','Ansible Collections 🌟','','2024',2,'Upstream GitHub organization containing certified and community Ansible Content Collections. Reflects the modern decentralized packaging model of the modern Ansible ecosystem.','Python','github_repo','Advanced',0,'online','manual','ac690db74143451d4c91e08cd4c35bf09d1e37cbc8afad7cd5503a9c5d6bf6e5',100.0,1779029323,1,'2026-05-17T16:48:43.149798+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/ansible-collections/amazon.aws','Amazon AWS Collection 🌟','','2024',2,'The official Amazon Web Services Content Collection for Ansible. Provides production-ready modules for provisioning, updating, and de-provisioning EC2, VPC, S3, and RDS infrastructure assets.','Python','github_repo','Advanced',0,'online','manual','804fce1e8984f14dfa663281baa5c49908f5fbdc2cb9c315bf8810accca8f739',100.0,1779033759,1,'2026-06-12T18:54:31Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Ecosystem", "Collections"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-12T18:54:31Z", "gh_stars": 388, "gh_open_issues_30d": 166, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:35:49.596395+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ansible-community/awesome-ansible','==ansible-community/awesome-ansible: Awesome Ansible== 🌟🌟🌟','','2026',4,'The authoritative, community-managed repository of recommended Ansible tools, tutorials, extensions, and integration ecosystems. 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Developed as part of App-SRE tooling, it facilitates continuous delivery by organizing configuration data. 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Live Grounding: The repository is archived and inactive for over 4 years. While the structural rules engine remains historically valuable, it does not support modern Kubernetes RBAC security vectors.','Ruby','Code Repository','Advanced',0,'online','manual','d7bc7f3f6ae5aea58e5b292f7ced0852bb07b49099998f036457b441d1c9baa0',100.0,1779031981,1,'2026-02-13T15:57:57Z',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-13T15:57:57Z", "gh_stars": 740, "gh_open_issues_30d": 55, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:07.069187+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/appvia/tako','Kev','','2021',1,'A tool to orchestrate application deployments on Kubernetes using Docker Compose files. 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Empowers application security professionals to visually document threat boundaries, firewall parameters, and container compliance elements in systems architecture graphs.','None','Asset Pack','Beginner',0,'online','manual','d4917cbf5866a117245e65c3717323e6cbeab8a5bf0c58a6c41f599cceaa3fea',100.0,1781735900,1,'2026-06-18T00:38:20.813049+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Security"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:08.529390+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aquasecurity/kube-bench','kube-bench 🌟','','2026',5,'The industry standard tool to check whether Kubernetes clusters are deployed securely according to the Center for Internet Security (CIS) benchmarks. Can be run inside container workloads or directly on node hosts, outputting detailed reports identifying API, TLS, and permissions vulnerabilities.','Go','Tool','Medium',0,'online','manual','3fc464887d8cd3fc871fc6d9d7bd51f9fb7ae23f35731c95073e40620fb71285',100.0,1779030849,1,'2026-06-09T06:03:33Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "CIS Benchmarks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T06:03:33Z", "gh_stars": 8078, "gh_open_issues_30d": 91, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:09.258234+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aquasecurity/kube-hunter','kube-hunter 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9104d2e020cd3963831a31761f037f16a536d2d44a303795855898e910f7ac30',100.0,1779034273,1,'2026-05-17T18:11:13.681480+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 82, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:10.032894+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aquasecurity/starboard','==aquasecurity/starboard==','','2026',3,'Starboard targets the unification of security scanners into a single, cohesive Kubernetes-native CRD interface. Live grounding in 2026 confirms that Starboard has been fully deprecated and integrated directly into the Trivy Operator framework. Platform teams should seek Trivy Operator for active development, utilizing Starboard''s original specification strictly as a reference architecture.','Go','Operator','Intermediate',0,'online','manual','1824480eb35ee63c28294f0bb908498a16193d16da45d577500706614f5aca74',100.0,1779031147,1,'2026-06-10T12:05:58Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "Compliance"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T12:05:58Z", "gh_stars": 1375, "gh_open_issues_30d": 60, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:10.765602+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aquasecurity/trivy','trivy','','2026',5,'Aqua Security''s Trivy is an exceptionally fast, highly versatile security scanner for containers, IaC configurations, and software vulnerabilities. Known for its streamlined caching, wide packaging-format support, and outstanding CI integration. It is universally adopted as a de facto container validation tool in secure software pipelines.','Go','Tool','Intermediate',1,'online','manual','b46c90d466ffbc02632e60e5e9ed5423398d0901907b7641944f45379ed783f8',100.0,1779030207,1,'2026-06-11T14:52:49Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Container Scanning"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T14:52:49Z", "gh_stars": 36431, "gh_open_issues_30d": 240, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:11.513808+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/argilla-io/argilla','rubrix','','2023',5,'Formerly Rubrix, Argilla is a premier open-source data curation platform designed for AI and LLM workflows. Enables continuous human-in-the-loop (HITL) fine-tuning cycles. It seamlessly integrates with Hugging Face, SpaCy, and LangChain, optimizing training data quality through iterative annotation, validation, and curation mechanisms.','Python','Repository','Intermediate',0,'online','manual','43a8d5613cb2f779fb3ed1a40fbc1eed35cddb7b216a7d13f8db6ba1a4d4776e',100.0,1779130495,1,'2026-06-08T21:47:00Z',NULL,NULL,NULL,'["Data Engineering", "Data Labeling", "Human-In-The-Loop"]','["[DE FACTO STANDARD]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T21:47:00Z", "gh_stars": 5002, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:12.284494+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','736db94cb984f0c2e4e92a8c48893a99779cfe27b1f8a593684149d97cac0c43',100.0,1779031478,0,'2026-05-17T17:24:38.671432+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://github.com/argoproj/applicationset", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:13.036559+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-autopilot','argoproj-labs/argocd-autopilot: Argo-CD Autopilot','','2023',5,'An official Argo project opinionated tool designed to structure, install, and update Argo CD setups automatically. Uses a clean directory structure separating infrastructure from application manifests, enabling rapid multi-project bootstrap with version tracking and disaster recovery features.','Go','Repository','Intermediate',0,'online','manual','9c244f562123e769bd994ba3a8941680a7a2fd0ec07951ef1cab31b7e49dc2b7',100.0,1779032198,1,'2025-12-16T22:36:28Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Bootstrap Automation", "Autopilot"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-16T22:36:28Z", "gh_stars": 1121, "gh_open_issues_30d": 97, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:13.763335+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/argoproj-labs/argocd-vault-plugin','==argoproj-labs/argocd-vault-plugin==','','2023',5,'An indispensable Argo CD plugin built to inject secrets dynamically from HashiCorp Vault, AWS Secrets Manager, or GCP Secret Manager. Replaces custom templating hacks by decrypting and injecting secret values directly into workloads at synchronization time, ensuring zero plaintext secrets enter the Git repository.','Go','Repository','Advanced',0,'online','manual','bacdb3b79f20c82c07dcabd131068baa6a41a9fd000e0061f4269359f582cd5d',100.0,1779030119,1,'2024-12-18T18:24:47Z',NULL,NULL,NULL,'["Platform Engineering", "Secret Management", "HashiCorp Vault", "ArgoCD Plugins"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-18T18:24:47Z", "gh_stars": 967, "gh_open_issues_30d": 161, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:14.473581+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/argoproj/applicationset','argoproj-labs/applicationset: Argo CD ApplicationSet Controller','','2023',5,'The standard orchestrator extending Argo CD to support multi-cluster application distribution templates. Processes multi-source configurations, automates environment scaling, and drastically reduces the maintenance overhead of managing distinct Application manifests.','Go','Repository','Advanced',0,'online','manual','a4962d083aae4c7fecf87cda492879952faf3d5a81cf1c576f031132e33342a8',100.0,1779130494,1,'2024-07-15T18:06:39Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "ApplicationSets"]','["[DE FACTO STANDARD]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-15T18:06:39Z", "gh_stars": 582, "gh_open_issues_30d": 144, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:15.198904+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/argoproj/argo-cd/issues/25203','Upgrade UI to React 19 #25203','GitHub issue proposal outlining the path to upgrade the Argo CD UI from React 16 to React 19 for performance and modern feature support.','2025',4,'This GitHub issue proposes a multi-step roadmap to upgrade the Argo CD UI from React 16 to React 19, addressing historical tech debt from a five-year-old framework dependency. The proposed migration details: * Upgrading `argo-ui` and `argo-cd` sequentially to React 18 (transitioning `ReactDOM.render` to `createRoot`). * Testing for regressions and ultimately upgrading to React 19. -* Enhancing UI performance via automatic state update batching and asynchronous transitions.','en','Issue','Advanced',0,'online','automatic','2aee2d8029be2792b1823290cf0bd44f7711f851d62a30af62646d45f510563a',NULL,1.78035199434256601e+09,0,'2026-06-01T18:53:27Z',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Argo CD UI Architecture"]','["[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "argo", "gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T18:53:27Z", "gh_stars": 23029, "reputation_status": "Vetted", "reputation_summary": "Active community discussion regarding upgrading the aging Argo CD UI from React 16 to React 19.", "social_preview_url": "https://opengraph.githubassets.com/57a513e595b57bef86a5608099959701bf60db048addd0f7b8acd1ee40662b53/argoproj/argo-cd/issues/25203", "source_provenance": "X.com (ArgoProj)", "suggested_new_category": "", "gh_open_issues_30d": 4207, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:15.944748+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/argoproj/argo-cd/pull/26601','feat(ui): Add AppSet to Application Resource Tree in Argo CD','','2024',5,'The official Argo CD feature enhancement that maps ApplicationSets directly inside the dashboard UI tree. This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.','Go','Pull Request','Intermediate',0,'online','manual','5fcd701110fce0e9f89dbcdee949560e63cba12ed02ad830ce1d469939187fa2',100.0,1.77903288208261609e+09,1,'2026-06-14T09:47:54Z',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "UI Visualization"]','["[DE FACTO STANDARD]"]','["docs/argo.md", "docs/cicd.md", "docs/kubernetes-operators-controllers.md"]','["argo.md", "kubernetes-operators-controllers.md", "cicd.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:47:54Z", "gh_stars": 23128, "gh_open_issues_30d": 4207, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:16.665742+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/armadaproject/armada','Armada','','2020',3,'A high-throughput, multi-cluster batch queuing system built on top of Kubernetes. 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It was designed to facilitate Spinnaker evaluations and local sandbox development. By 2026, as Spinnaker''s market footprint contraction continued, the Minnaker repository is considered a legacy reference project.','Shell','Installer','Medium',0,'online','manual','bc9ea132c2e70c4c1230e36f022608e8505e2ee0506cd0270dd87d762505e438',100.0,1.779032338039891e+09,1,'2023-05-20T21:18:12Z',NULL,NULL,NULL,'["Delivery", "CI/CD", "Spinnaker"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-20T21:18:12Z", "gh_stars": 156, "gh_open_issues_30d": 33, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:18.885927+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/armosec/kubescape','==Kubescape== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1.7790293259623959e+09,0,'2026-05-17T16:48:45.962396+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/kubescape", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:19.550860+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/armosec/regolibrary','armosec/regolibrary','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','632ecd5c343463ee3440caa26e977276d038338bdc2d4952ef3e18207cafb994',100.0,1779031451.44535,0,'2026-05-17T17:24:11.445350+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubescape/regolibrary", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:20.206111+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/arslanbilal/git-cheat-sheet','arslanbilal/git-cheat-sheet 🌟🌟🌟','','2025',4,'Curator Insight: Highly starred open-source repository containing translated Git references. Live Grounding: Facilitates localized, multilingual engineering onboarding, providing consistent global team standards for branch structures, conflict resolutions, and configuration setups.','Markdown','GitHub Repository','Intermediate',0,'online','manual','c263d3474671da6aee00f06477d2cf21e1b71609533804a19070230671efc968',100.0,1.78173589011414599e+09,1,'2026-06-18T00:38:10.114146+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:20.930897+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/arttor/helmify','==arttor/helmify==','','2021',3,'An automation utility that converts standard declarative Kubernetes manifests directly into valid, paramaterized Helm charts. 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Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. 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This enables IAM Roles for Service Accounts (IRSA), allowing pods to securely access external AWS API endpoints without relying on shared node-level roles.','Go','Code Repository','Advanced',0,'online','manual','900ea2479ec0af33543f0ce1d517d94c64ccea8bc87133846a70a8fe7bf276b2',100.0,1.77903432350648188e+09,1,'2026-06-08T23:20:14Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "IAM"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T23:20:14Z", "gh_stars": 683, "gh_open_issues_30d": 106, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:09.761487+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/aws-node-termination-handler','==aws/aws-node-termination-handler== 🌟','','2026',5,'High-efficiency agent ensuring EKS pod rescheduling during abrupt EC2 instance maintenance events, Spot interruptions, or ASG rebalance recommendations. Gracefully drains affected nodes, maintaining overall cluster operational reliability.','Go','Code Repository','Advanced',0,'online','manual','01103f43679fee0307728fb10caa4ad677035880b1cbddf33ba5e7986e7ff699',100.0,1.77903257920542693e+09,1,'2026-06-10T18:00:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Spot Instances"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:00:49Z", "gh_stars": 1757, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:10.556194+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/containers-roadmap','aws/containers-roadmap: AWS Containers Roadmap','','2026',5,'The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active developments, and historical releases.','Markdown','Repository','Intermediate',0,'online','manual','a651d1bd73fd7a541f169ac4c3c373abe2c1fcb7b07c5ef981f09037ca9c4b64',100.0,1.77903145601978588e+09,1,'2025-03-25T18:13:16Z',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[DE FACTO STANDARD]"]','["docs/aws.md"]','["aws.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-03-25T18:13:16Z", "gh_stars": 5350, "gh_open_issues_30d": 1586, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:11.294396+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/eks-anywhere','EKS Anywhere: github.com/aws/eks-anywhere','','2023',4,'Official hybrid-cloud open-source distribution bringing EKS lifecycle tooling, operational practices, and configurations directly into bare-metal, vSphere, or Nutanix environments. Maintains uniform operational patterns across hybrid infrastructures.','Go','Deployment Tool','Advanced',0,'online','manual','0e4a9995f346ee09cf6603d3aa9b5c28db4498c13f6478636e9bc47573ec4444',100.0,1779030558.991,1,'2026-06-12T21:57:52Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "On-Premises EKS"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:57:52Z", "gh_stars": 2096, "gh_open_issues_30d": 623, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.112550+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/eks-charts','==github.com/aws/eks-charts== 🌟','','2026',5,'The official Helm chart repository maintained by Amazon Web Services to bootstrap essential cluster add-ons. It hosts deployment packages for core utilities like App Mesh Controller, AWS Load Balancer Controller, Node Termination Handler, and the VPC CNI plugin.','Smarty','Code Repository','Intermediate',0,'online','manual','3512a561b798a96282a8e9f78d9e69f8109d1b85d8dac2f5d0182c49b4622302',100.0,1.77903033582144498e+09,1,'2026-06-09T17:42:16Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Helm Repositories"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T17:42:16Z", "gh_stars": 1298, "gh_open_issues_30d": 221, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.922153+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/eks-distro','==aws/eks-distro==','','2023',3,'An open-source release containing the exact upstream Kubernetes components, security backports, and upstream patches used by Amazon EKS. Empowers platform developers to run highly synchronized non-AWS clusters.','Go','Software Distribution','Advanced',0,'online','manual','1d4ed3479bda4d77f443bde81755492b1a8fef12a2b80ae8efceaa16c44195a0',100.0,1.77903142616197204e+09,1,'2026-06-12T15:28:20Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Kubernetes Distributions", "Base Build"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:28:20Z", "gh_stars": 1458, "gh_open_issues_30d": 46, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:13.679891+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/karpenter-provider-aws','awslabs/karpenter','','2021',5,'Karpenter is an open-source, high-performance node provisioning operator built for Kubernetes. It bypasses traditional ASG-based scaling by launching right-sized EC2 instances directly in response to unschedulable pods, significantly reducing scheduling latency and resource waste.','Go','Operator','High',1,'online','manual','5efc45c20734350a0c65c8fc00f26170d524537559c5104c344a46a18a3b0ff5',100.0,1.77913049503374409e+09,1,'2026-06-12T17:11:07Z',NULL,NULL,NULL,'["Infrastructure", "Autoscaling", "Node Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:11:07Z", "gh_stars": 7654, "gh_open_issues_30d": 496, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:14.385821+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/aws/secrets-store-csi-driver-provider-aws','aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config'' Provider for Secret Store CSI Driver','','2026',4,'The official AWS Secrets Manager provider for the Secrets Store CSI Driver. Mounts secrets directly from AWS Secrets Manager into pods as transient virtual filesystems, keeping secrets out of both the etcd database and persistent storage nodes.','Go','Tool','Advanced',1,'online','manual','ed9caa75dfefdcd07ddcc0b0cc923b7ae888457ee6adf38b529837c4133f0249',100.0,1.77903394301673793e+09,1,'2026-06-11T16:13:51Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:13:51Z", "gh_stars": 587, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:15.168554+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs','AWS Labs GitHub','','2026',0,'The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.','N/A','Platform','Advanced',0,'online','manual','77eceb187995b0fae21705b9b2adf06e9327ec39af9c878323df2a9abf2fb65e',100.0,1.77902916922587704e+09,1,'2026-05-17T16:46:09.225877+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Reference Architectures"]','["[EMERGING]"]','["docs/aws-architecture.md", "docs/aws-tools-scripts.md", "docs/aws.md"]','["aws-architecture.md", "aws-tools-scripts.md", "aws.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-ecr-credential-helper','awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper','','2025',4,'A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic ''aws ecr get-login-password'' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files.','Go','Tool','Intermediate',1,'online','manual','6485c879c08e0048456259670896b18bcea1520aad1490fd027b541df0bf53cf',100.0,1.77903413957494211e+09,1,'2026-06-09T16:44:24Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security Practices"]','["[ENTERPRISE-STABLE]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:44:24Z", "gh_stars": 2703, "gh_open_issues_30d": 87, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:15.885604+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-eks-ami/issues/183','ref1: docker build --network=host','','2018',4,'A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.','English','Repository','Intermediate',0,'online','manual','3efb5a631c9ef42d3718b7947268b418aa37ae03667c290e8272049c88c56339',100.0,1.77903019728398704e+09,1,'2026-06-12T01:26:31Z',NULL,NULL,NULL,'["CI-CD", "Containerization", "Networking"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-06-12T01:26:31Z", "gh_stars": 2651, "gh_open_issues_30d": 63, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:16.598170+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-s3-tar-tool','github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool','','2025',5,'An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally before compression. Extremely valuable for big data analytics architectures and data lifecycle archival procedures.','Java','Repository','Advanced',0,'online','manual','2a13e2400114619f000a6378403d1e6537ba17a05b54e1aba3d239eb2dbfa011',100.0,1.77903439227713608e+09,1,'2026-04-08T02:24:52Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-08T02:24:52Z", "gh_stars": 233, "gh_open_issues_30d": 17, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:17.396180+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/assisted-log-enabler-for-aws','github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -'' Find resources that are not logging, and turn them on','','2025',5,'An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC Flow Logs). It addresses serious audit compliance gaps across expansive, multi-account structures. Live Grounding maintains its high utility for enterprises validating governance against SOC2 and CIS benchmarks.','Python','Repository','Advanced',0,'online','manual','a639dceeef558c6cfb347e005da2e3088994cf965c57d0af619e56dd2d1e96b2',100.0,1.77903189867519497e+09,1,'2026-06-13T23:30:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Logging and Auditing"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:30:47Z", "gh_stars": 274, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:18.172586+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-cloudsaga','==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==','','2025',5,'AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management.','Go','Repository','Advanced',0,'online','manual','72b2d374572c51c3b212c0901e24f9e113bba18f791604eb743c29512ba40d18',100.0,1779031564.70116,1,'2026-06-13T23:25:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Simulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:25:47Z", "gh_stars": 477, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:18.952835+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-kubernetes-migration-factory','==github.com/awslabs: Kubernetes Migration Factory User Guide== 🌟','','2026',5,'The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. Key features include source-to-target automation, pre-migration validation, and automated target cluster provisioning.','Python','Code Repository','Advanced',0,'online','manual','e26f3a98e5b89e36ff101cb719d6253d6ccd4549bbf8b9038afb2edcfddac61b',100.0,1.7790313524675951e+09,1,'2024-09-25T20:41:08Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Cloud Migration", "Automation"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-25T20:41:08Z", "gh_stars": 130, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:19.750218+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-waf-sample','AWS WAF sample rules','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','18765cc1d9a80d454aac4d31c5e3e3ac458ca6d5e0b2885f71a2544369fae56e',100.0,1.77903058378446793e+09,0,'2026-05-17T17:09:43.784468+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://github.com/amazon-archives/aws-waf-sample", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:20.386144+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk-eks-blueprints','==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==','','2026',5,'An AWS Cloud Development Kit (CDK) based framework that simplifies bootstrapping and configuring production-ready EKS clusters. Synthesizing developer insight with live deployment footprints, it provides programmatic control over EKS configurations, core add-ons, and IAM integrations. It is ideal for teams seeking TypeScript/Python program-based IaC over static YAML or HCL configurations.','TypeScript','Code Repository','Advanced',0,'online','manual','6d1c7f8cb4f4504526a91b80b3d6831dfaa2d23609fdd7ba4d74fd6a4c79ac63',100.0,1.77913049500957608e+09,1,'2026-06-11T23:11:51Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS CDK"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:11:51Z", "gh_stars": 510, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:21.101111+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk8s','github.com/awslabs/cdk8s','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903098998279309e+09,0,'2026-05-17T17:16:29.982793+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/cdk8s-team/cdk8s", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:21.748812+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/cognito-at-edge','awslabs/cognito-at-edge','','2023',2,'An AWS Labs utility for parsing and verifying Amazon Cognito user authentication tokens directly inside CloudFront Lambda@Edge functions. This shifts JWT parsing to the network edge, avoiding cold starts on regional API servers.','TypeScript','Library','Intermediate',1,'online','manual','e404f89183c7624b41303bf7684985db4f495ce1cd01b7ad90a9c0fb6a4c06b0',100.0,1.77903005251467299e+09,1,'2026-05-29T16:43:34Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T16:43:34Z", "gh_stars": 238, "gh_open_issues_30d": 39, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:22.544035+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/awslabs/diagram-as-code','github.com/awslabs/diagram-as-code 🌟','','2022',4,'An AWS Labs community experiment designed to showcase the power of programmatically rendering complex systems architecture. 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Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.','Go','Repository','Intermediate',0,'online','manual','aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e',100.0,1.77903081013138508e+09,1,'2026-04-07T17:05:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-07T17:05:26Z", "gh_stars": 71, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:38.624270+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bcicen/ctop','ctop 🌟','','2026',5,'ctop provides a real-time, top-like container metrics display for command-line resource tracking. Built in Go, it supports both Docker and runC runtimes, delivering an instant overview of CPU, memory, network, and disk I/O metrics across active containers. It serves as an essential tool for local container debugging and quick bare-metal performance triage without the overhead of heavy APM agents.','Go','Tool','Medium',0,'online','manual','81e1a5f56cdb13c1a00083103c9715c784866560a1c72dd62b5e15ed4f3a7c63',100.0,1.77903042302807402e+09,1,'2024-07-08T11:15:48Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Monitoring"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-08T11:15:48Z", "gh_stars": 17764, "gh_open_issues_30d": 120, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:39.334332+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bee-travels/openapi-comment-parser','openapi-comment-parser','','2021',3,'A Node.js CLI tool and library that extracts JSDoc-style comments from source code files to generate valid OpenAPI (Swagger) specifications automatically, streamlining API contract maintenance during local development.','JavaScript','Tool','Intermediate',0,'online','manual','8d1464d334295697793b039a4e2b455df6768ddbc8c960dfda7e341ff0912c54',100.0,1.77903164815765595e+09,1,'2023-01-07T18:19:12Z',NULL,NULL,NULL,'["API Management", "API Documentation", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-07T18:19:12Z", "gh_stars": 256, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.060004+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/benc-uk/kubeview','KubeView 🌟','','2024',3,'A web-based, real-time visualization tool that renders Kubernetes API objects (Pods, Deployments, Services, Ingresses) and their relationships as a structured graphical map. It assists developers and administrators in diagnosing network routing and mapping configurations. In 2026, it is highly appreciated as a lightweight alternative to heavier cluster dashboards.','Go','Web Application','Medium',1,'online','manual','2611a5a8c8fd23c3f7733eb5190b56b0ae6a3e4d45fdcdf6762fefff4846d545',100.0,1.77902961363405799e+09,1,'2026-04-02T12:56:10Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-02T12:56:10Z", "gh_stars": 1201, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.782303+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/binhnguyennus/awesome-scalability','Awesome Scalability','','2023',5,'A legendary repository outlining the structural design patterns for massive, highly available backend systems. Covering microservices coordination, message brokers, caching schemas, and consensus databases, this represents the gold standard for backend systems architects.','Markdown','Awesome List','Advanced',1,'online','manual','d30178979d8ff158c75f71a54cc4423ffc9d6a06ad35eae9fb6b5ca1813913d2',100.0,1.7790341166719079e+09,1,'2026-01-04T03:51:47Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Scalability"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-04T03:51:47Z", "gh_stars": 71720, "is_special": true, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:41.481357+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/biosimulations/biosimulations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d94d1b623ca4b6c1534f95fe0ace391867b6c7dd180d664292d381c91f91c3ac',100.0,1779034560.76264,0,'2026-05-17T18:16:00.762640+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 133, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:42.199025+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/biosimulations/deployment','biosimulations/deployment','','2021',1,'A customized deployment framework tailored for specialized scientific computing operations and simulation workloads. It displays production architectures orchestrating complex computations, file systems, and databases on Kubernetes cluster topologies.','Helm','Deployment Configuration','Advanced',0,'online','manual','fa5a8e09045193aa8dcccdc5df9a0b16bb458338531eb5eaf3481c97d5190a86',100.0,1.77903142948325896e+09,1,'2026-06-02T17:56:29Z',NULL,NULL,NULL,'["Specialized Workloads", "Scientific Computing", "Simulation Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:56:29Z", "gh_stars": 3, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:42.920530+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1.78173587618487596e+09,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:43.650488+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bit-cloner/kcg','kcg 🌟','','2021',1,'Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.','Go','CLI Tool','Simple',0,'online','manual','5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6',100.0,1.77903201751916599e+09,1,'2021-04-29T17:01:09Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Context Switching"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-29T17:01:09Z", "gh_stars": 19, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:44.360517+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bit-cloner/poke','POKE - Provision Opinionated Kubernetes on EKS','','2018',0,'Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.','Go','Tool','Intermediate',0,'online','manual','N/A',100.0,1.78173606840856099e+09,1,'2026-06-18T00:41:08.408561+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.090915+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bitnami-labs/kubewatch','==bitnami-labs/kubewatch==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8',100.0,1.77903204661207795e+09,0,'2026-05-17T17:34:06.612078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kubewatch", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.749520+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bitnami/kubecfg','kubecfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53',100.0,1.77903087446510601e+09,0,'2026-05-17T17:14:34.465106+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:46.398051+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/blendle/kubecrt','Kubecrt','','2021',1,'An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like ''helm template'' and is preserved solely as a historical reference of early declarative rendering strategies.','Go','CLI Tool','Beginner',0,'online','manual','a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa',100.0,1.77903307228802895e+09,1,'2023-03-07T02:59:09Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "ISC", "gh_pushed": "2023-03-07T02:59:09Z", "gh_stars": 113, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:47.112557+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bloomberg/goldpinger','bloomberg/goldpinger 🌟','','2017',4,'An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.','Go','Kubernetes DaemonSet','Intermediate',1,'online','manual','5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c',100.0,1.77903347981929802e+09,1,'2026-04-23T15:38:04Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Mesh Connectivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T15:38:04Z", "gh_stars": 2707, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:47.851334+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com/bloomberg/memray 🌟🌟','','2025',5,'Curator Insight details Memray as Bloomberg''s advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.','Python / C++','Library / CLI','Advanced',1,'online','manual','9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663',100.0,1.77903371626742911e+09,1,'2026-06-12T00:32:27Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Memory Profiling"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T00:32:27Z", "gh_stars": 15115, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:48.567569+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1.77903140185519289e+09,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:49.222068+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bluxmit/alnoda-workspaces','github.com/bluxmit: Kubespray Workspace','','2024',5,'A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.','Docker/Shell','Repository','Intermediate',0,'online','manual','5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a',100.0,1.77903036363115596e+09,1,'2023-07-30T07:49:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Development Environments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-07-30T07:49:59Z", "gh_stars": 1361, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:49.929170+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bmaynard/kubevol','Kubevol 🌟','','2018',1,'A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.','Python','CLI Tool','Simple',0,'online','manual','6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2',100.0,1.77903316298204708e+09,1,'2023-02-06T23:46:43Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Data Migration"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-06T23:46:43Z", "gh_stars": 18, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:50.687369+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1.78173622159774208e+09,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:51.379501+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-prep','bmuschko/ckad-prep','','2021',5,'An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.','YAML','Reference','Intermediate',0,'online','manual','a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a',100.0,1.78173622166995501e+09,1,'2026-06-18T00:43:41.669955+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:52.065538+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bodywork-ml/bodywork-core','bodywork-ml/bodywork-core: Bodywork','','2022',2,'Bodywork acts as a pipeline orchestrator and deployment tool focused on shipping machine learning systems directly into Kubernetes. While currently seeing low developer activity, it remains a valuable conceptual blueprint for running serverless, stateful, and batch-oriented ML pipelines.','Python','Repository','Intermediate',1,'online','manual','b5aea08cb00293bda96f65851a9a2191c197bdc9e4ef09bee42e3ce3d88ad27c',100.0,1.77903086208310794e+09,1,'2023-08-18T06:42:48Z',NULL,NULL,NULL,'["MLOps", "Deployment", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-08-18T06:42:48Z", "gh_stars": 436, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:52.798136+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/boltops-tools/kubes','kubes 🌟','','2023',2,'Kubes is a deployment framework that enables developers to build, prune, and deploy Docker images and Kubernetes manifests using clean, programmable configurations. It combines compilation and deployment phases into a unified workflow.','Ruby','CLI Tool','Intermediate',0,'online','manual','52c8136ce905cca1e7d8ac95bd4c0bb87c81ae772e3ebb054d4af61ff4445a7b',100.0,1.7790329228349049e+09,1,'2025-04-24T01:47:46Z',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Declarative Config"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-24T01:47:46Z", "gh_stars": 102, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:53.552072+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/borchero/meerkat','Meerkat','','2023',5,'A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.','Go','Operator','Medium',0,'online','manual','da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420',100.0,1.77903055904853796e+09,1,'2020-12-31T13:19:58Z',NULL,NULL,NULL,'["Networking", "DNS", "Service Discovery", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-12-31T13:19:58Z", "gh_stars": 38, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.243601+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/borchero/switchboard','borchero/switchboard: Switchboard','','2024',5,'Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.','Go','Repository','Intermediate',0,'online','manual','39bbd3ced60c70fc8cf5abb1d81edbc2300273c700e94076b63b58310ab7b47f',100.0,1.77902982123730707e+09,1,'2026-06-11T14:45:12Z',NULL,NULL,NULL,'["Networking", "DNS & Ingress", "Routing Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T14:45:12Z", "gh_stars": 163, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.974399+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bors-ng/bors-ng','Bors-ng: A merge bot for GitHub Pull Requests','','2026',4,'An Elixir-based implementation of the Bors merge coordinator. Uses a highly parallelized merge queue to batch, build, and test PR combinations, keeping the master branch strictly green. Live grounding notes that although currently archived, it remains a landmark model for merge queues.','Elixir','Tool','Advanced',1,'online','manual','48e086288c13aad192af64884162e420699e25d3b1cc8799cc1fd6a7b757a1f4',100.0,1.77903333942218589e+09,1,'2024-04-04T12:24:44Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-04T12:24:44Z", "gh_stars": 1531, "gh_open_issues_30d": 181, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:55.669730+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/boto/boto','Boto','','2018',4,'Curator Insight introduces the early Boto library for AWS programmatic scripting. Live Grounding confirms the library is fully deprecated and obsolete, replaced completely by Boto3; developers must prioritize migration to eliminate compatibility issues with modern AWS endpoints.','Python','Library','Intermediate',0,'online','manual','cd49b06eb73f2532fc7eaa4832fa7c174c39ae36458bb191e5e06e18e6aa3f92',100.0,1.77903382801839303e+09,1,'2024-01-12T23:46:55Z',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Legacy Library"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-12T23:46:55Z", "gh_stars": 6431, "gh_open_issues_30d": 1118, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:56.431310+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','box/kube-exec-controller','','2018',5,'Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.','Go','Code Repository','Advanced',0,'online','manual','ba337139c4a519fc7bbfdfbad8a550898ae48d5fe9f6d34e00f111de9566c220',100.0,1.77903114144634294e+09,1,'2021-12-02T07:48:57Z',NULL,NULL,NULL,'["Security", "Policy & Admission Control", "Runtime Security", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-02T07:48:57Z", "gh_stars": 126, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.134325+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808.40008,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.889598+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1.77913049494506096e+09,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160, "gh_open_issues_30d": 248, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:58.625742+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).','Python/YAML','Reference Guide','Intermediate',1,'online','manual','74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1',100.0,1.77903210442080307e+09,1,'2025-12-27T14:22:30Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Interview Preparation", "Reference Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/demos.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-27T14:22:30Z", "gh_stars": 82758, "is_special": true, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:59.331951+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'duplicate','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123.10989,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "duplicate_of": "https://github.com/bregman-arie/devops-exercises", "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:00.023324+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/brennerm/uptimerobot-operator','uptimerobot-operator','','2023',5,'Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.','Go','Operator','Medium',0,'online','manual','019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe',100.0,1.7790330513467431e+09,1,'2023-11-14T16:27:12Z',NULL,NULL,NULL,'["Observability", "Monitoring", "External Integration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-14T16:27:12Z", "gh_stars": 60, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:00.736744+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/AirIAM','bridgecrewio/AirIAM','','2023',2,'AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.','Python','CLI Tool','Advanced',0,'online','manual','09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4',100.0,1779029341.51882,1,'2025-03-18T19:37:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Security", "IAM Translation"]','["[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-18T19:37:06Z", "gh_stars": 824, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:01.479405+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1.77903217795133209e+09,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790, "gh_open_issues_30d": 138, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:02.196053+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1.78173596099319291e+09,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:02.960092+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bryanl/sheaf','sheaf','','2021',5,'A packaging utility designed to compile Kubernetes application manifests and associated container image layers into standalone relocatable archives. Crucial for provisioning air-gapped systems or on-prem environments. The project is archived, with users directed to standard solutions like Carvel or Helm.','Go','Tool','Medium',0,'online','manual','f4297ddb49eb511e4a452c5b03a9cb0d21652bf0840a5e689d129dcd030cf413',100.0,1.77903095497125911e+09,1,'2020-07-17T14:43:40Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Air-gapped Deployment"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-07-17T14:43:40Z", "gh_stars": 30, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:03.676992+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/buger/jsonparser','buger/jsonparser','','2025',5,'An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.','Go','Library','High',0,'online','manual','2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a',100.0,1.77902924330012393e+09,1,'2026-05-03T11:10:14Z',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-03T11:10:14Z", "gh_stars": 5629, "is_special": true, "gh_open_issues_30d": 68, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:04.385290+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/burrsutter/9stepsawesome','github: burrsutter/9stepsawesome','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d',100.0,1.77903279351400399e+09,1,'2026-05-17T17:46:33.514004+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:05.104562+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/bytebase/bytebase','bytebase/bytebase','','2021',5,'Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.','Go','Software','Advanced',1,'online','manual','dac4c79ad7a36b978bd40c9488b8c26ac8289977234555e87c7d984d001cc0e1',100.0,1.77903198337984299e+09,1,'2026-06-12T07:19:02Z',NULL,NULL,NULL,'["Database Architecture", "Database GitOps", "Schema Management"]','["[DE FACTO STANDARD]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T07:19:02Z", "gh_stars": 14143, "gh_open_issues_30d": 149, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:05.830236+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/c0dyhi11/k3s-linkerd','Global K3s Deployment on Packet Baremetal 🌟','','2020',0,'A global multi-region deployment playbook demonstrating K3s cluster instantiation across Packet Baremetal infrastructure, coupled with the Linkerd service mesh. Optimizes edge routing latency and inter-node networking security.','Shell','Repository','Advanced',0,'online','manual','01640813ce20a74bfa917c6f312443d87d58ecca493ab67478623e7f79309bbc',100.0,1.77903456060387611e+09,1,'2020-04-12T04:12:17Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Bare Metal & Multi-Cloud", "Kubernetes Distributions"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-04-12T04:12:17Z", "gh_stars": 9, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:06.508543+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cakehappens/seaworthy','seaworthy: A CLI to verify #Kubernetes resource health !! 🌟','','2021',1,'A testing-focused CLI utility used to run health checks and smoke tests against newly deployed Kubernetes resources. It validates endpoints, ingress routing, and pod states match expected operating metrics before promoting releases.','Go','CLI Verification Tool','Simple',0,'online','manual','13613895efb1f252ebf742e03ce27c20811105d3ab39cd0b5f0332e030409444',100.0,1.77903114311227297e+09,1,'2020-08-10T01:10:04Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Health Checks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-08-10T01:10:04Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.264635+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/caldito/soup','caldito/soup','','2021',1,'Soup is a small open-source CLI tool designed to extract, analyze, and report on the container image tags actively running across a Kubernetes cluster. It aids operations teams in identifying legacy or unpinned image tags, although modern comprehensive policy engines like Kyverno have largely subsumed its utility.','Go','CLI Tool','Medium',0,'online','manual','3ae1c1f73278dacc640a6963eaddb565d6ae116f3322ba070c03c08347d75fe1',100.0,1.77903057309451293e+09,1,'2022-04-19T16:53:22Z',NULL,NULL,NULL,'["Operations", "Security", "Image Scanning"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-19T16:53:22Z", "gh_stars": 40, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.995361+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/calvin-puram/awesome-kubernetes-operator-resources','github.com/calvin-puram: Awesome Kubernetes Operator Resources','','2023',5,'A specialized guide indexing SDKs, patterns, and source repositories for writing Kubernetes Operators. It provides concrete references on the Operator SDK, Kubebuilder framework, and controller-runtime systems, allowing platform developers to build automated, stateful management controllers.','Markdown','Awesome List','Advanced',1,'online','manual','713b023d78076df0736c083ea7910ceaa405c6373f07b36e45f409fc7aae2b36',100.0,1.77903331400957298e+09,1,'2026-04-25T08:57:34Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Operators"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-25T08:57:34Z", "gh_stars": 245, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:08.720062+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.','Jsonnet','Repository','Advanced',1,'online','manual','a3d3a6a736de50fc3b1505948aadfbaea2fb00071f2911992a29bf71cf186969',100.0,1.77903295041548299e+09,1,'2025-08-22T22:59:09Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Multi-Arch Telemetry"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T22:59:09Z", "gh_stars": 754, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:09.432997+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/carlosedp/lbconfig-operator','github.com/carlosedp/lbconfig-operator: External Load Balancer Operator'' 🌟','','2023',1,'Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.','Go','Repository','Advanced',0,'online','manual','0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83',100.0,1.77902956995955204e+09,1,'2026-03-01T22:30:31Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T22:30:31Z", "gh_stars": 63, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:10.146150+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1.78173604680598592e+09,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:10.873571+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1.78173602649203801e+09,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:11.592056+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.','Go','Repository','Intermediate',0,'online','manual','6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac',100.0,1779030538.95954,1,'2019-06-26T00:24:45Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-06-26T00:24:45Z", "gh_stars": 59, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:12.317158+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cdk8s-team/cdk8s','cdk8s','','2026',5,'The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.','TypeScript','Tool','Intermediate',0,'online','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1.77903024906896495e+09,1,'2026-06-13T10:24:27Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T10:24:27Z", "gh_stars": 4823, "gh_open_issues_30d": 73, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.035907+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ceph/ceph','Ceph: A Distributed Object, Block, and File Storage Platform','','2026',5,'An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).','C++','Infrastructure','Advanced',0,'online','manual','5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925',100.0,1.77903209175809407e+09,1,'2026-06-13T22:54:53Z',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Storage & Databases", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','["docs/aws-storage.md", "docs/cloud-asset-inventory.md", "docs/kubernetes-storage.md"]','["aws-storage.md", "cloud-asset-inventory.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T22:54:53Z", "gh_stars": 16707, "gh_open_issues_30d": 1193, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.749026+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cert-manager/approver-policy','github.com/cert-manager: Policy Approver','','2024',5,'The cert-manager approver-policy extension code repository. Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.','Go','Code Repository','Advanced',0,'online','manual','331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3',100.0,1.77913049498746395e+09,1,'2026-06-13T09:32:17Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Access Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T09:32:17Z", "gh_stars": 90, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:14.471701+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cert-manager/cert-manager','==cert-manager/cert-manager==','','2026',5,'Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.','Go','Code Repository','Advanced',0,'online','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1.77903153830299091e+09,1,'2026-06-14T01:07:13Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["registries.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:07:13Z", "gh_stars": 13859, "gh_open_issues_30d": 236, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:15.204416+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1.77903392232206392e+09,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/approver-policy", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:15.841567+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injections—spanning network partitions, node failures, system call manipulations, and JVM faults—allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401929688e+09,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747, "gh_open_issues_30d": 552, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:16.545786+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chaosblade-io/chaosblade','chaosblade','','2025',5,'Alibaba''s multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.','Go','Software Utility','Advanced',1,'online','manual','0b7a4de55c0e224e822bb577e5c593e6911d47a8862693ad954b36a431baf3a7',100.0,1.77903453145563197e+09,1,'2026-06-09T16:23:13Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:23:13Z", "gh_stars": 6352, "gh_open_issues_30d": 347, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:17.277171+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1.77903223244468498e+09,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:17.984307+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/che-samples','github.com/che-samples','','2024',0,'Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.','YAML','Repository','Intermediate',0,'online','manual','61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350',100.0,1.77902948739423704e+09,1,'2026-05-17T16:51:27.394237+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Eclipse Che", "Cloud IDE Templates"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/chen-keinan/mesh-kridik','chen-keinan/mesh-kridik','','2021',1,'A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.','Go','Security Tool','High',1,'online','manual',NULL,NULL,1.7793885983602519e+09,0,'2024-12-09T16:56:32Z',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Audit Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-09T16:56:32Z", "gh_stars": 27, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:18.679511+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1.7817359212821989e+09,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:19.401314+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-count','github.com/chenjiandongx/kubectl-count','','2023',0,'A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.','Go','CLI Plugin','Beginner',0,'online','manual','01617c6a4198156e3ce2bb0ec9551eedf2c5993e7e7c2353355563c2340b99a8',100.0,1.77902947574851202e+09,1,'2022-08-02T06:39:24Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-02T06:39:24Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.107136+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-images','kubectl-images','','2023',5,'A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.','Go','CLI Plugin','Beginner',0,'online','manual','13e98236ba3c418d71801ffe86340015965970737745a3ec9f6478e2aac5fd64',100.0,1.77903184483116698e+09,1,'2026-03-19T03:56:28Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Image Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T03:56:28Z", "gh_stars": 277, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.816055+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chmouel/kss','KSS - Kubernetes pod status on steroid','','2023',5,'A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.','Rust','CLI Tool','Intermediate',0,'online','manual','c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac',100.0,1.77903035060924506e+09,1,'2026-01-31T17:46:22Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Pod Status"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-31T17:46:22Z", "gh_stars": 43, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:21.506151+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chr-fritz/csi-sshfs','chr-fritz/csi-sshfs','','2019',1,'A Container Storage Interface (CSI) plugin designed to mount remote directories securely over SSHFS/SFTP. It enables microservice instances to read and write directly to legacy external filesystems without custom FTP setups.','Go','CSI Driver','Advanced',0,'online','manual','a158dd061ff0926b72df24dc12c73014a8233f0f9c7485cb7cfc93ed9b4959a6',100.0,1779030025.31795,1,'2020-01-29T21:18:12Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Remote Mounting"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-01-29T21:18:12Z", "gh_stars": 30, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:22.254880+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chrislusf/seaweedfs','chrislusf/seaweedfs','','2020',1,'A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.','Go','Storage Platform','Advanced',0,'online','manual','de61a9b3d109057426969c8a7d760944d3795ffa627822a5be380f0c61eb3e90',100.0,1.7790314650983591e+09,1,'2026-06-08T06:18:52Z',NULL,NULL,NULL,'["Storage & Data", "Distributed File Systems", "Object Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T06:18:52Z", "gh_stars": 26, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:22.998105+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chrisns/cosign-keyless-demo','chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo','','2021',2,'A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub''s temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.','Go','Repository','Intermediate',1,'online','manual','d9b118c22b91aa81144ead0562da99a0ed5acfe3abf3c239535a8f8905b64325',100.0,1.77903342220426511e+09,1,'2023-01-31T22:31:51Z',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Keyless Signing"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-31T22:31:51Z", "gh_stars": 14, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:23.720612+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/chrisns/k8s-opa-boilerplate','chrisns/k8s-opa-boilerplate','','2020',1,'A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.','Rego','Repository','Advanced',0,'online','manual','8a0b016f5f851d2b242d57ece34c8c4e59db74b3c5f76f5453c0f8fe58d69c84',100.0,1779033773.44563,1,'2026-06-02T18:15:17Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kustomize.md"]','["kustomize.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T18:15:17Z", "gh_stars": 18, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:24.458194+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1.77903114718230199e+09,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/jimmyraywv/awesome-eks", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:25.113846+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awesome CI/CD 🌟','','2025',3,'An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.','Markdown','Repository','Intermediate',1,'online','manual','5a5b7c5fa80a5882bee04d962414e0db0c1332043f674bdac2b3db4bd7a9fbe5',100.0,1.7790310263363161e+09,1,'2026-04-14T12:29:54Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Resource Portals"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/other-awesome-lists.md"]','["cicd.md", "other-awesome-lists.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-14T12:29:54Z", "gh_stars": 1999, "is_special": true, "gh_open_issues_30d": 30, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:25.857165+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109.34794,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749, "gh_open_issues_30d": 252, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:26.583956+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1.77902961371268296e+09,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:27.342900+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1.77903215769201803e+09,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:28.053305+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1.78173593004124498e+09,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:28.754797+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr','chekr','','2022',1,'A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.','Go','CLI Tool','Medium',0,'online','manual','7051b38f708de41e58bdb9317a2523365211292d7599f817c8c551fca5b23cc2',100.0,1.77903112635894703e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Deprecation Check"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:29.446848+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1.77903450002723503e+09,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.138805+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255.36903,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.868902+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/clanktron/k3s-ansible','clanktron/k3s-ansible','','2022',2,'A robust, multi-node Ansible playbook developed to cleanly orchestrate K3s setups, handle system dependencies, bind node components, and extract active kubeconfigs automatically.','YML','IaC','Intermediate',0,'online','manual','34d9e871c6f5b42ebfb9cdf1bf0744ffc0710c729a4535ea63be7ddf4f792add',100.0,1.779032017760185e+09,1,'2022-09-15T05:51:01Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-15T05:51:01Z", "gh_stars": 36, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:31.614963+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/clastix/capsule','==Capsule Operator==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65',100.0,1.77902931026936197e+09,0,'2026-05-17T16:48:30.269362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/projectcapsule/capsule", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:32.254111+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cli/cli','github.com/cli/cli','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a52e2e804b83b6dcd5c62fb973c6a49c969cf2ab698cf1ceb6de5e8c6cc46782',100.0,1.77903292066923809e+09,1,'2026-05-17T17:48:40.669238+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1011, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:32.988555+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloud-ark/caastle','cloud-ark/caastle','','2021',1,'An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.','Python','Kubernetes Operator','High',0,'online','manual','463ff6042883048fb4ccbba61b567694071bc7725dc37e8ba0a63107f2d49222',100.0,1.77903135669877791e+09,1,'2018-10-29T16:57:29Z',NULL,NULL,NULL,'["Platform", "Application Platform", "Custom Resources"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-10-29T16:57:29Z", "gh_stars": 26, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:33.713260+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloud-ark/kubeplus','KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟','','2024',5,'Delivers Helm charts as managed services by generating dynamic APIs. 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It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.','Go','Operator','Advanced',0,'online','manual','edfe3b8caa1da00123cb823ef49ca923957b0463f59db375b03fcd8ed2cef680',100.0,1.77903452153634905e+09,1,'2025-05-28T10:48:27Z',NULL,NULL,NULL,'["Reliability", "Testing", "Performance Benchmarking", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-28T10:48:27Z", "gh_stars": 305, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:35.162248+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1.77903102699635291e+09,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-burner/kube-burner", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:35.810741+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloud-custodian/cloud-custodian','Cloud Custodian','','2026',5,'A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. 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Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. 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This cryptographic utility integrates directly with CI/CD platforms to protect values in transit. Highly stable cryptography library still referenced in modern platforms.','Go','Library','Medium',0,'online','manual','dc51dc2ef9e0675da15a20513c781d396760eff71566a1ebdb1ec3fb38e0f38e',100.0,1.77903101719385099e+09,1,'2026-04-23T22:37:37Z',NULL,NULL,NULL,'["Networking & Security", "Secret Management", "Encryption"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-04-23T22:37:37Z", "gh_stars": 183, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:41.539130+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudflare/sciuro','sciuro','','2021',2,'An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.','TypeScript','Web Application','Medium',1,'online','manual','2fb02ebcd733d6320f3037287b7967cf6fde6b15a231274e7167e39d47f2ef97',100.0,1.779031715197263e+09,1,'2026-04-23T22:52:03Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualizer"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T22:52:03Z", "gh_stars": 180, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:42.262627+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudfoundry/cf-for-k8s','cf-for-k8s','','2022',2,'An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.','Go','Application Platform','High',1,'online','manual','5badd2857efd39600e8073bf023c6a93823e349066b6c8d844647f8228024456',100.0,1779032540.51896,1,'2022-08-03T22:59:25Z',NULL,NULL,NULL,'["Platform", "PaaS", "Cloud Foundry"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-03T22:59:25Z", "gh_stars": 292, "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:42.979123+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudnativelabs/kube-shell','==github.com/cloudnativelabs/kube-shell== ⭐','','2023',3,'An interactive command shell wrapper for kubectl that features context indicators, command completion, and inline help. While visually compelling, native terminal enhancements (such as zsh completions combined with fzf) have largely rendered this dedicated wrapper legacy.','Python','Interactive Shell CLI','Intermediate',0,'online','manual','b1713285344920ab656e80de1eaf56475ef556603f8f2d9624e0578d32da3304',100.0,1779031497.62229,1,'2022-11-02T12:34:48Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Interactive Shell"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-02T12:34:48Z", "gh_stars": 2393, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:43.688882+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-patterns','==github.com/cloudogu/gitops-patterns==','','2021',5,'An open directory detailing tested structural patterns for GitOps repo layouts. Helps architectural teams implement scalable environment propagation, secure branch systems, and robust template overlays cleanly.','Markdown','Repository','Intermediate',0,'online','manual','f19a9fe0d5737e1c19fb96869334f6eef6b21c3f6a15e8f27816f6cb3daa8c6c',100.0,1.77903108939878201e+09,1,'2025-06-30T16:08:02Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Design Patterns"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-30T16:08:02Z", "gh_stars": 359, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:44.470790+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-playground','github.com/cloudogu/gitops-playground#example-applications','','2021',5,'A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integration dynamics using ArgoCD and Flux.','Shell','Repository','Intermediate',1,'online','manual','a0429396c0d451066023ec05f8e6ce054c85c4f2b2d91a548401b5766a65c032',100.0,1.77903125584823894e+09,1,'2026-06-12T09:57:11Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Testing Environments"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T09:57:11Z", "gh_stars": 266, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:45.192576+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudogu/jenkinsfiles','cloudogu/jenkinsfiles 🌟🌟🌟','','2021',5,'A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops.','Groovy','Code Repository','Intermediate',0,'online','manual','359d3987e7e51eaa143d920b4185887131c580def58388d8f4da4a990a60b4f3',100.0,1.77903073042681503e+09,1,'2023-10-31T08:24:10Z',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Architecture"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-31T08:24:10Z", "gh_stars": 299, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:45.937051+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudogu/k8s-diagrams','==cloudogu/k8s-diagrams==','','2021',3,'A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.','Go','CLI Tool','Intermediate',0,'online','manual','357885af0faa759dba9d088cac75fe5c6bb3e95ea6828537acfbec65fdf4723e',100.0,1.77903413499064207e+09,1,'2025-01-09T10:26:06Z',NULL,NULL,NULL,'["Architecture & Visualization", "Kubernetes Visualizer", "Go"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md", "docs/kubernetes-tools.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "cloud-arch-diagrams.md", "kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-01-09T10:26:06Z", "gh_stars": 339, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:46.663065+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1.78173587651289606e+09,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:47.448587+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudposse/atmos','github.com/cloudposse/atmos','','2024',3,'Atmos is a production-grade orchestration framework developed to coordinate large-scale multi-account, multi-region cloud configurations. By utilizing a clean hierarchical YAML stack structure, it integrates Terraform, OpenTofu, and Helmfile into consolidated environment manifests. It streamlines modular patterns and enforces strict security and tagging architectures.','Go','Framework','Advanced',0,'online','manual','20d5de9ef09c1eb07b18e0db2146be3215adea59d789d498bb2760d09dcb71e0',100.0,1.77903109741586709e+09,1,'2026-06-14T06:09:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Enterprise Architectures"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:09:40Z", "gh_stars": 1310, "gh_open_issues_30d": 289, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:48.199777+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudposse?q=terraform-','github.com/cloudposse?q=terraform-','','2025',5,'The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.','HCL','Repository','Intermediate',1,'online','manual','222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6',100.0,1779033806.74093,1,'2026-05-17T18:03:26.740930+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Cloud Posse Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/cloudtty/cloudtty','cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator','','2025',2,'CloudTTY is an operator-backed web terminal designed to securely run browser-based command shell windows inside Kubernetes. Leveraging native container APIs, it provides access to authorized shells without external SSH configurations, proving invaluable for multi-tenant developer portal integration.','Go','Operator / Web UI','Advanced',1,'online','manual','3028047efca167255852e833c529b4ebbc136ff241c39a55f7bfef920bff078c',100.0,1779029421.90367,1,'2026-05-21T06:52:50Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Web Terminal"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-21T06:52:50Z", "gh_stars": 655, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:48.931653+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/clusternet/clusternet','==github.com/clusternet==','','2021',5,'Clusternet is an open-source, multi-cluster management framework designed to orchestrate application deployment across heterogeneous cloud-to-edge Kubernetes networks. It decouples control planes by introducing push and pull-based scheduling mechanisms, allowing seamless policy propagation.','Go','Multi-cluster Controller','Advanced',0,'online','manual','fc6d32ef3d10ebd1ade3e69b4b3e71cda12fe6bc09e44bcb5e38c24a8900c685',100.0,1.77903421195224404e+09,1,'2026-06-08T04:23:14Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cluster Routing", "Fleet Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T04:23:14Z", "gh_stars": 1437, "gh_open_issues_30d": 69, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:49.660589+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/clusterpedia-io/clusterpedia','clusterpedia-io/clusterpedia 🌟','','2023',5,'Clusterpedia is a high-performance open-source search engine for multi-cluster Kubernetes resources. It periodically synchronizes objects from countless distinct environments into a centralized database, exposing a standard Kubernetes API endpoint to enable low-latency, cross-cluster resource discovery and management.','Go','Software','Advanced',0,'online','manual','3775a48570c85b1417c09243062e2d6cb3e17462b934251c9410f1215318fa6d',100.0,1.77903146890533399e+09,1,'2026-05-30T00:47:17Z',NULL,NULL,NULL,'["Kubernetes Management", "Multi-Cluster", "Search Engine"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-30T00:47:17Z", "gh_stars": 873, "is_special": true, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:50.367284+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/clvx/k8s-rbac-model','github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model','','2019',5,'Curator Insight: A conceptual visualization framework for modeling Kubernetes RBAC policies. Live Grounding: The project has seen zero updates in over 5 years. Deprioritized under MVQ rules due to structural obsolescence against modern apiGroups.','JavaScript','Code Repository','Intermediate',0,'online','manual','47af26afb1e6187c9e511f90ee627aaf989c3bb6d9012c8b95ff36a969aa242d',100.0,1.77903392552799105e+09,1,'2020-09-01T20:19:40Z',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-09-01T20:19:40Z", "gh_stars": 26, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:51.077601+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cncf/tag-security','cncf/tag-security: CNCF Security Technical Advisory Group 🌟','','2026',3,'The premier open-source governance and advisory group defining cloud-native security, compliance, and secure software supply chains. Provides critical specifications including the CNCF Security Whitepaper and Cloud Native Threat Matrix, which serve as foundational guides for platform architects.','English','GitHub Repository','Advanced',0,'online','manual','fbaed98c63fc735d027aaa6ca925d7db7cc292526f16fb9a3c807331039634b5',100.0,1.7790343949634521e+09,1,'2025-12-08T07:51:51Z',NULL,NULL,NULL,'["Security", "Cloud-Native", "Governance Standards"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-08T07:51:51Z", "gh_stars": 2264, "gh_open_issues_30d": 20, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:51.869207+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cni-genie/CNI-Genie','CNI-Genie','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','86431846eeb87d1bd76fb941fa4b2156d7b39cf1ceb2cf7e0be39dd82f532351',100.0,1.77903134989142489e+09,1,'2026-05-17T17:22:29.891425+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:52.586676+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cnrancher/autok3s','cnrancher/autok3s','','2023',3,'Curator Insight defines autok3s as a lightweight tool to provision and manage K3s clusters across various cloud providers. Live engineering truth in 2026 notes that its development has stabilized, functioning well for localized multi-cloud rapid prototyping. It provides an API and a CLI wrapper to simplify provisioning on AWS, Alibaba, and Tencent Cloud.','Go','Code Repository','Medium',0,'online','manual','1c1ad8e505e61906ce2c7b545f0e5cd62a00cc56b4fbf1dda53728c345269f05',100.0,1.779030022644068e+09,1,'2025-11-25T08:19:31Z',NULL,NULL,NULL,'["Edge Computing", "Kubernetes Provisioning", "AutoK3s"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-25T08:19:31Z", "gh_stars": 938, "gh_open_issues_30d": 52, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:53.321235+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/cockroachdb/copyist','copyist','','2020',4,'Details copyist, a Go library developed by CockroachDB to automate SQL mock generations. Records and plays back transactions to let developers perform database testing without spinning up full DBMS clusters.','English','GitHub Repository','Advanced',0,'online','manual','ba28e669744ae9985c71af064756c8bc779898666820d377644e609ec280f7bc',100.0,1779029573.66604,1,'2026-06-04T18:30:28Z',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Database Mocking"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-04T18:30:28Z", "gh_stars": 853, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:54.085607+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/codecentric/helm-charts','Codecentric Jenkins 🌟','','2025',3,'An active, community-maintained collection of high-quality Helm charts, featuring a robust configuration path for DevOps tooling like Jenkins. It provides clean, production-ready, security-hardened manifests optimized for enterprise use.','YAML','Helm Chart','Intermediate',1,'online','manual','99e7b1b7ee743f0f3b3cea0e279681350b7fe180bdc3f25c723909fe85b0ae84',100.0,1.77903095227094793e+09,1,'2026-06-08T12:05:48Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "DevOps Pipelines"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T12:05:48Z", "gh_stars": 733, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:54.794364+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/codecentric/spring-boot-admin','codecentric''s Spring Boot Admin UI 🌟','','2026',5,'A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM metrics, memory usage, dynamic logging levels, and distributed transaction status.','Java','Tool','Intermediate',1,'online','manual','68187b3accb6b796cf3f24c30de656df4f4bf632336a27078b4401d695c31da1',100.0,1.77903101255946898e+09,1,'2026-06-13T18:44:23Z',NULL,NULL,NULL,'["Spring Ecosystem", "Observability", "Administration UI"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:44:23Z", "gh_stars": 12828, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:55.502699+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/codecrafters-io/build-your-own-x','Build Your Own X','','2024',5,'An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.','English','Repository','Advanced',0,'online','manual','b2853cf5c0430a748f639c71fd07733cc66e705c5ace8005cc37bdeca30e97e0',100.0,1.78173592113429904e+09,1,'2026-06-18T00:38:41.134299+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Systems Programming"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/introduction.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "devel-sites.md", "introduction.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 506, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:56.263798+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/coderanger/migrations-operator','coderanger/migrations-operator: Migrations-Operator','','2024',5,'This controller coordinates database schema migration jobs relative to active deployment rollouts. By intercepting deployment events, it executes schema changes as blocking preparatory steps, ensuring application microservices only start up once target database structures align.','Go','Repository','Intermediate',1,'online','manual','621080d14963a805f53f5cb620b78e4b254f7aceb764eded9b214d0ace704973',100.0,1.77903144914970588e+09,1,'2025-06-10T07:31:27Z',NULL,NULL,NULL,'["Data & Databases", "Lifecycle Management", "Schema Migrations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-10T07:31:27Z", "gh_stars": 136, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:56.969768+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/codesenberg/bombardier','codesenberg/bombardier 🌟','','2017',4,'A high-performance, concurrent HTTP benchmarking and load generation tool written in Go. Utilizing standard fasthttp routines, it generates substantial networking loads to test the horizontal scalability and limits of Kubernetes services.','Go','CLI Tool','Intermediate',0,'online','manual','4448392cd8e9b16e3e7d2107e19aa3d457adee5d229d47139ad4911f1cdf4019',100.0,1.77903358397102594e+09,1,'2026-03-31T13:01:05Z',NULL,NULL,NULL,'["Observability & Performance", "Performance Testing", "Load Generation"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-31T13:01:05Z", "gh_stars": 6796, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:57.657643+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/colbymchenry/codegraph','CodeGraph','Pre-indexed local code knowledge graph designed to optimize context and tool usage for AI coding agents.','2026',4,'An advanced, local-first code intelligence tool that generates a semantic knowledge graph of repository structures, symbols, and dependencies using Tree-sitter parsing. Explicitly designed to support AI coding agents such as Claude Code, Cursor, and Codex over Model Context Protocol (MCP), it enables agents to resolve queries through lightweight graph traversals rather than expensive, repetitive file scans. By caching symbol relationships locally, it cuts agent exploration tool calls by up to 70% and drastically reduces LLM token consumption in active development workflows.','en','GitHub Repository','Advanced',0,'online','automatic','aa066a24524051cced36b29d95217065cf3460f6289ee45d67e2bd5314cc1c0d',NULL,1.78035214849394392e+09,0,'2026-06-01T00:22:31Z',NULL,NULL,NULL,'["AI Agents", "Model Context Protocol", "Semantic Search", "Developer Tools"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T00:22:31Z", "gh_stars": 36643, "reputation_status": "Vetted", "reputation_summary": "Vetted and trending tool with viral adoption in the developer community, praised for cutting Claude Code token costs.", "social_preview_url": "https://opengraph.githubassets.com/1bc2c1f9b88a9c7fccf7a845c9f892fcf6f65efa74d296b40081a8452f0a6d80/colbymchenry/codegraph", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-development-tools", "gh_open_issues_30d": 273, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:58.328400+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/collabnix/kubetools',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','601a1e421a215648e6e2a4a0ff9b01304a57b267f5564df9808d9c14e39757f1',100.0,1.77903297808875393e+09,0,'2026-05-17T17:49:38.088754+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"is_special": true, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:59.041407+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/collections/learn-to-code','github.com/collections/learn-to-code 🌟','','2026',0,'An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.','N/A','GitHub Collection','Beginner',0,'online','manual','88f419dec7275f96ab2855afcc2f49d1899b97dfae0ee30d0ce630bbff52ffe9',100.0,1.78173612287694692e+09,1,'2026-06-18T00:42:02.876947+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Foundations"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:59.661397+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/commjoen/wrongsecrets','==commjoen/wrongsecrets: OWASP WrongSecrets==','','2026',4,'OWASP WrongSecrets is an interactive training app containing purposely exposed secrets across various cloud-native scenarios (e.g., inside Docker layers, K8s configs, cloud stores). Excellent for developer training, team labs, and security awareness auditing.','Java','Repository','Intermediate',1,'online','manual','39e152f28c760f881808bd94a569729ed8f9a09702af02f5671d792e3fcac423',100.0,1.77902980221870398e+09,1,'2026-04-18T04:13:48Z',NULL,NULL,NULL,'["Security", "Education & Training", "Vulnerable Labs"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-04-18T04:13:48Z", "gh_stars": 0, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:28:00.431888+02:00"}'); -INSERT INTO "resources" VALUES('https://github.com/config-syncer/config-syncer','kubeops/config-syncer: Config Syncer (previously Kubed)','','2017',4,'Config Syncer (previously known as Kubed) is a Kubernetes operator designed to sync ConfigMaps and Secrets across multiple namespaces or cluster systems. It allows operations teams to configure central payloads with dynamic automated replication.','Go','Operator','Medium',1,'online','manual','754c57db37a7ea1db931009daa59653fbc5d9e9b1efe6165576e68eca559a84b',100.0,1.77913049496918392e+09,1,'2026-05-16T02:04:01Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Secret Distribution"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:04:01Z", "gh_stars": 1017}'); -INSERT INTO "resources" VALUES('https://github.com/configurator/kubefs','kubefs','','2021',5,'A virtual file system mount that represents active Kubernetes configuration namespaces and resources as standard local directory paths. Allows operators to inspect running container configs and logs using standard file explorers.','Go','CLI Tool','Advanced',0,'online','manual','8b986e8658e951ec1116fe47a0ca27d15fcc58a43f050b427af34dbf0caeb86c',100.0,1.77903053177552294e+09,1,'2020-06-23T19:38:50Z',NULL,NULL,NULL,'["Developer Experience", "Filesystems", "Resource Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-06-23T19:38:50Z", "gh_stars": 93}'); -INSERT INTO "resources" VALUES('https://github.com/containerd/containerd','containerd - An open and reliable container runtime','','2026',5,'containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker''s native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.','Go','Repository','Advanced',0,'online','manual','ce5d5ddc82dcb8a73ef4182dc00d67cdcbd4cd05311a18d932eb4ac6dd55b7f4',100.0,1.77902912140910291e+09,1,'2026-06-13T19:17:34Z',NULL,NULL,NULL,'["Container Runtime", "Core Infrastructure", "Execution Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/docker.md", "docs/kubernetes.md"]','["container-managers.md", "docker.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:17:34Z", "gh_stars": 20835}'); -INSERT INTO "resources" VALUES('https://github.com/containerd/nerdctl','nerdctl 🌟','','2026',5,'Nerdctl is a Docker-compatible CLI designed specifically for containerd, offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker environments. It supports advanced container features like lazy pulling (e.g., eStargz/soci), rootless execution, IPFS container sharing, and encryption. It acts as a bridge for developers migrating to pure containerd-based systems.','Go','Tool','High',0,'online','manual','11512a5fa7604793242e19295ecdde61795dfb13cb6c433e763ba9dee6873309',100.0,1.779029174762048e+09,1,'2026-06-12T22:33:04Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Runtimes"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:33:04Z", "gh_stars": 10146}'); -INSERT INTO "resources" VALUES('https://github.com/containernetworking','github.com/containernetworking 🌟','','2026',5,'The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem.','Go','Repository','Advanced',0,'online','manual','b6639ea6da38a6535eb742515c4f6106008226dc296ea9e14701a064d805692b',100.0,1.77903121601774191e+09,1,'2026-05-17T17:20:16.017742+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Fundamentals"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/containernetworking/cni','CNI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6921ce1dc486dfdac9385cb1637113ab4bc10318da27a3702225d0fa2bbbf85c',100.0,1.77903375126423096e+09,1,'2026-05-17T18:02:31.264231+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/containers/buildah','github.com/containers/buildah','','2026',5,'The official GitHub repository for Buildah, containing the core Go source code for building daemonless OCI container images. Live Grounding confirms its active role as a standard engine within Kubernetes environments, particularly Red Hat OpenShift, allowing secure rootless image construction. It is highly valued for its ability to create scratch images containing only runtime-essential binaries, dramatically reducing final image attack surfaces.','Go','Repository','Advanced',0,'online','manual','0a37e92cf398bc2346e88e1ffe1cfd914b7f52c8551790ae4941ad9118c4b74b',100.0,1.77903280241546797e+09,1,'2026-05-22T01:25:14Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T01:25:14Z", "gh_stars": 8795}'); -INSERT INTO "resources" VALUES('https://github.com/containers/conmon','Conmon','','2017',5,'An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and managing attachment sockets while maintaining a negligible host resource overhead.','C','Repository','Advanced',0,'online','manual','d75ef63f02648710f491201fa5ff9a4acb949c9e8a7ab0130026e2ad46d0395b',100.0,1.77903198811424803e+09,1,'2026-06-13T18:15:32Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:15:32Z", "gh_stars": 481}'); -INSERT INTO "resources" VALUES('https://github.com/containers/crun','crun','','2019',5,'A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. 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This view simplifies managing multi-tenant topologies and nested application definitions for platform operators.','Go','Pull Request','Intermediate',0,'online','manual','5fcd701110fce0e9f89dbcdee949560e63cba12ed02ad830ce1d469939187fa2',100.0,1779032882,1,'2026-06-14T09:47:54Z',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "UI Visualization"]','["[DE FACTO STANDARD]"]','["docs/argo.md", "docs/cicd.md", "docs/kubernetes-operators-controllers.md"]','["argo.md", "kubernetes-operators-controllers.md", "cicd.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:47:54Z", "gh_stars": 23128, "gh_open_issues_30d": 4207, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T14:36:16.665742+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/armadaproject/armada','Armada','','2020',3,'A high-throughput, multi-cluster batch queuing system built on top of Kubernetes. 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Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. 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Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.','N/A','Repository','Intermediate',0,'online','manual','122c77eeac0f609a07457f5415a2e09524d356674ed39f58d08a783a9cabde68',100.0,1781736123,1,'2026-06-18T00:42:03.142216+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Test Automation Repositories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/qa.md"]','["architectural-foundations.md", "other-awesome-lists.md", "qa.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 104, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:41.801837+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/atombender/ktail','==atombender/ktail== 🌟','','2017',3,'A dedicated log-streaming tool built to stream, aggregate, and colorize logs from multiple workloads simultaneously. 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Gracefully drains affected nodes, maintaining overall cluster operational reliability.','Go','Code Repository','Advanced',0,'online','manual','01103f43679fee0307728fb10caa4ad677035880b1cbddf33ba5e7986e7ff699',100.0,1779032579,1,'2026-06-10T18:00:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Spot Instances"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:00:49Z", "gh_stars": 1757, "gh_open_issues_30d": 14, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:10.556194+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/containers-roadmap','aws/containers-roadmap: AWS Containers Roadmap','','2026',5,'The open-source public roadmap for AWS container services (ECS, EKS, ECR). It bridges developer requirements with core AWS engineering teams, offering a transparent ledger of feature designs, active developments, and historical releases.','Markdown','Repository','Intermediate',0,'online','manual','a651d1bd73fd7a541f169ac4c3c373abe2c1fcb7b07c5ef981f09037ca9c4b64',100.0,1779031456,1,'2025-03-25T18:13:16Z',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[DE FACTO STANDARD]"]','["docs/aws.md"]','["aws.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-03-25T18:13:16Z", "gh_stars": 5350, "gh_open_issues_30d": 1586, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:11.294396+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/eks-anywhere','EKS Anywhere: github.com/aws/eks-anywhere','','2023',4,'Official hybrid-cloud open-source distribution bringing EKS lifecycle tooling, operational practices, and configurations directly into bare-metal, vSphere, or Nutanix environments. Maintains uniform operational patterns across hybrid infrastructures.','Go','Deployment Tool','Advanced',0,'online','manual','0e4a9995f346ee09cf6603d3aa9b5c28db4498c13f6478636e9bc47573ec4444',100.0,1779030558,1,'2026-06-12T21:57:52Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Hybrid Cloud", "On-Premises EKS"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:57:52Z", "gh_stars": 2096, "gh_open_issues_30d": 623, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.112550+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/eks-charts','==github.com/aws/eks-charts== 🌟','','2026',5,'The official Helm chart repository maintained by Amazon Web Services to bootstrap essential cluster add-ons. It hosts deployment packages for core utilities like App Mesh Controller, AWS Load Balancer Controller, Node Termination Handler, and the VPC CNI plugin.','Smarty','Code Repository','Intermediate',0,'online','manual','3512a561b798a96282a8e9f78d9e69f8109d1b85d8dac2f5d0182c49b4622302',100.0,1779030335,1,'2026-06-09T17:42:16Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Helm Repositories"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T17:42:16Z", "gh_stars": 1298, "gh_open_issues_30d": 221, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:12.922153+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/eks-distro','==aws/eks-distro==','','2023',3,'An open-source release containing the exact upstream Kubernetes components, security backports, and upstream patches used by Amazon EKS. Empowers platform developers to run highly synchronized non-AWS clusters.','Go','Software Distribution','Advanced',0,'online','manual','1d4ed3479bda4d77f443bde81755492b1a8fef12a2b80ae8efceaa16c44195a0',100.0,1779031426,1,'2026-06-12T15:28:20Z',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Kubernetes Distributions", "Base Build"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:28:20Z", "gh_stars": 1458, "gh_open_issues_30d": 46, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:13.679891+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/karpenter-provider-aws','awslabs/karpenter','','2021',5,'Karpenter is an open-source, high-performance node provisioning operator built for Kubernetes. It bypasses traditional ASG-based scaling by launching right-sized EC2 instances directly in response to unschedulable pods, significantly reducing scheduling latency and resource waste.','Go','Operator','High',1,'online','manual','5efc45c20734350a0c65c8fc00f26170d524537559c5104c344a46a18a3b0ff5',100.0,1779130495,1,'2026-06-12T17:11:07Z',NULL,NULL,NULL,'["Infrastructure", "Autoscaling", "Node Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:11:07Z", "gh_stars": 7654, "gh_open_issues_30d": 496, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:14.385821+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/aws/secrets-store-csi-driver-provider-aws','aws/secrets-store-csi-driver-provider-aws: AWS Secrets Manager and Config'' Provider for Secret Store CSI Driver','','2026',4,'The official AWS Secrets Manager provider for the Secrets Store CSI Driver. Mounts secrets directly from AWS Secrets Manager into pods as transient virtual filesystems, keeping secrets out of both the etcd database and persistent storage nodes.','Go','Tool','Advanced',1,'online','manual','ed9caa75dfefdcd07ddcc0b0cc923b7ae888457ee6adf38b529837c4133f0249',100.0,1779033943,1,'2026-06-11T16:13:51Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:13:51Z", "gh_stars": 587, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:15.168554+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs','AWS Labs GitHub','','2026',0,'The central AWS Labs GitHub organization housing hundreds of active experimental projects, tooling integrations, and reference CDK blueprints. Live Grounding highlights this hub as a critical launchpad for emerging patterns in infrastructure-as-code and cloud automation. It provides platform engineering teams with robust, peer-reviewed building blocks for accelerated architecture design.','N/A','Platform','Advanced',0,'online','manual','77eceb187995b0fae21705b9b2adf06e9327ec39af9c878323df2a9abf2fb65e',100.0,1779029169,1,'2026-05-17T16:46:09.225877+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Reference Architectures"]','["[EMERGING]"]','["docs/aws-architecture.md", "docs/aws-tools-scripts.md", "docs/aws.md"]','["aws-architecture.md", "aws-tools-scripts.md", "aws.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-ecr-credential-helper','awslabs/amazon-ecr-credential-helper: Amazon ECR Docker Credential Helper','','2025',4,'A Docker credential helper that handles seamless, transparent IAM-based authentication for Amazon ECR. By removing the need to run periodic ''aws ecr get-login-password'' cron jobs, it enhances runtime security by integrating directly with standard IAM Instance Profiles and local AWS config files.','Go','Tool','Intermediate',1,'online','manual','6485c879c08e0048456259670896b18bcea1520aad1490fd027b541df0bf53cf',100.0,1779034139,1,'2026-06-09T16:44:24Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security Practices"]','["[ENTERPRISE-STABLE]"]','["docs/aws-containers.md"]','["aws-containers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:44:24Z", "gh_stars": 2703, "gh_open_issues_30d": 87, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:15.885604+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-eks-ami/issues/183','ref1: docker build --network=host','','2018',4,'A long-standing GitHub issue discussing Docker build networking constraints, specifically regarding the utilization of host-networking. Valuable for troubleshooting build-time network discovery and enterprise proxy traversal.','English','Repository','Intermediate',0,'online','manual','3efb5a631c9ef42d3718b7947268b418aa37ae03667c290e8272049c88c56339',100.0,1779030197,1,'2026-06-12T01:26:31Z',NULL,NULL,NULL,'["CI-CD", "Containerization", "Networking"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2026-06-12T01:26:31Z", "gh_stars": 2651, "gh_open_issues_30d": 63, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:16.598170+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/amazon-s3-tar-tool','github.com/awslabs/amazon-s3-tar-tool: Amazon S3 Tar Tool','','2025',5,'An AWS Labs utility designed to parallelize the creation of TAR archives directly from S3 bucket structures. It prevents the network egress bottle-necks associated with downloading S3 objects locally before compression. Extremely valuable for big data analytics architectures and data lifecycle archival procedures.','Java','Repository','Advanced',0,'online','manual','2a13e2400114619f000a6378403d1e6537ba17a05b54e1aba3d239eb2dbfa011',100.0,1779034392,1,'2026-04-08T02:24:52Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Storage Management"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-08T02:24:52Z", "gh_stars": 233, "gh_open_issues_30d": 17, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:17.396180+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/assisted-log-enabler-for-aws','github.com/awslabs/assisted-log-enabler-for-aws: Assisted Log Enabler -'' Find resources that are not logging, and turn them on','','2025',5,'An AWS Labs community-focused repository offering automation scripts to identify resource endpoints that lack active logging and programmatically enable auditing (e.g., S3 server access logging, VPC Flow Logs). It addresses serious audit compliance gaps across expansive, multi-account structures. Live Grounding maintains its high utility for enterprises validating governance against SOC2 and CIS benchmarks.','Python','Repository','Advanced',0,'online','manual','a639dceeef558c6cfb347e005da2e3088994cf965c57d0af619e56dd2d1e96b2',100.0,1779031898,1,'2026-06-13T23:30:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Logging and Auditing"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:30:47Z", "gh_stars": 274, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:18.172586+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-cloudsaga','==awslabs/aws-cloudsaga: AWS CloudSaga - Simulate security events in AWS==','','2025',5,'AWS CloudSaga is an open-source tool developed by AWS to simulate security events and malicious activity directly inside your AWS environment. It enables security operations teams to validate detection mechanisms, alert pipelines, and incident response procedures. Essential for continuous red-teaming exercises and maintaining robust cloud posture management.','Go','Repository','Advanced',0,'online','manual','72b2d374572c51c3b212c0901e24f9e113bba18f791604eb743c29512ba40d18',100.0,1779031564,1,'2026-06-13T23:25:47Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security Simulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:25:47Z", "gh_stars": 477, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:18.952835+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-kubernetes-migration-factory','==github.com/awslabs: Kubernetes Migration Factory User Guide== 🌟','','2026',5,'The AWS Kubernetes Migration Factory provides an automated, programmatic framework for migrating legacy VM-based or on-premises workloads into Amazon EKS. Curator Insight notes its structured pipelines that reduce migration errors, while Live Grounding confirms its utility in enterprise-scale rehosting plans. Key features include source-to-target automation, pre-migration validation, and automated target cluster provisioning.','Python','Code Repository','Advanced',0,'online','manual','e26f3a98e5b89e36ff101cb719d6253d6ccd4549bbf8b9038afb2edcfddac61b',100.0,1779031352,1,'2024-09-25T20:41:08Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Cloud Migration", "Automation"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-25T20:41:08Z", "gh_stars": 130, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:19.750218+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/aws-waf-sample','AWS WAF sample rules','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','18765cc1d9a80d454aac4d31c5e3e3ac458ca6d5e0b2885f71a2544369fae56e',100.0,1779030583,0,'2026-05-17T17:09:43.784468+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-security.md"]','[]','{}','{"duplicate_of": "https://github.com/amazon-archives/aws-waf-sample", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:20.386144+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk-eks-blueprints','==aws-quickstart/cdk-eks-blueprints: Amazon EKS Blueprints for CDK==','','2026',5,'An AWS Cloud Development Kit (CDK) based framework that simplifies bootstrapping and configuring production-ready EKS clusters. Synthesizing developer insight with live deployment footprints, it provides programmatic control over EKS configurations, core add-ons, and IAM integrations. It is ideal for teams seeking TypeScript/Python program-based IaC over static YAML or HCL configurations.','TypeScript','Code Repository','Advanced',0,'online','manual','6d1c7f8cb4f4504526a91b80b3d6831dfaa2d23609fdd7ba4d74fd6a4c79ac63',100.0,1779130495,1,'2026-06-11T23:11:51Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AWS CDK"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:11:51Z", "gh_stars": 510, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:21.101111+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/cdk8s','github.com/awslabs/cdk8s','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1779030989,0,'2026-05-17T17:16:29.982793+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/cdk8s-team/cdk8s", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:21.748812+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/cognito-at-edge','awslabs/cognito-at-edge','','2023',2,'An AWS Labs utility for parsing and verifying Amazon Cognito user authentication tokens directly inside CloudFront Lambda@Edge functions. This shifts JWT parsing to the network edge, avoiding cold starts on regional API servers.','TypeScript','Library','Intermediate',1,'online','manual','e404f89183c7624b41303bf7684985db4f495ce1cd01b7ad90a9c0fb6a4c06b0',100.0,1779030052,1,'2026-05-29T16:43:34Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-29T16:43:34Z", "gh_stars": 238, "gh_open_issues_30d": 39, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:22.544035+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/diagram-as-code','github.com/awslabs/diagram-as-code 🌟','','2022',4,'An AWS Labs community experiment designed to showcase the power of programmatically rendering complex systems architecture. Helps engineers integrate documentation updates directly inside release workflows.','Python','Library','Intermediate',0,'online','manual','b785f63e07b6aec35d948693162ca6d59795c1bfaa2c91d1abd5b15d121ac443',100.0,1779033508,1,'2026-04-20T01:46:01Z',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "Python"]','["[ENTERPRISE-STABLE]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-20T01:46:01Z", "gh_stars": 1519, "gh_open_issues_30d": 33, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:23.342637+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/eks-node-viewer','awslabs/eks-node-viewer','','2023',4,'A highly functional CLI diagnostic tool designed to visualize real-time cost, resource utilization, and scheduling efficiency across Amazon EKS node groups. 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Analyzes security and network isolation requirements.','Go','Tool','Advanced',0,'online','manual','1bc5beb53afb89e68bcccf04c3c60985b6d289e14aa4593a45cf691c1a42da52',100.0,1779034306,1,'2023-11-10T17:14:34Z',NULL,NULL,NULL,'["Security & Governance", "Kubernetes Compliance", "Infrastructure Translation"]','["[DE FACTO STANDARD]"]','["docs/aws-serverless.md"]','["aws-serverless.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-11-10T17:14:34Z", "gh_stars": 258, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:25.548917+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/sustainability-scanner','github.com/awslabs/sustainability-scanner: Sustainability Scanner (SusScanner)','','2023',2,'An AWS Labs security linter (SusScanner) designed to parse CloudFormation templates, highlighting optimization and resource usage anomalies. The tool aids in reducing carbon footprints and waste overhead by aligning resource choices with the AWS Sustainability Pillar.','Python','Tool','Intermediate',0,'online','manual','71279f7c9292f087f392647331e6d2c66016616c552f4d963dd01cdeab02ecec',100.0,1779032108,1,'2024-08-29T08:48:01Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Sustainability"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT-0", "gh_pushed": "2024-08-29T08:48:01Z", "gh_stars": 124, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:26.344772+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/awslabs/terraform-iam-policy-validator','awslabs/terraform-iam-policy-validator','','2021',5,'A command-line tool designed to parse Terraform plans and validate IAM policies against AWS IAM Access Analyzer''s validation rules during CI/CD. 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This project remains a valuable reference for historical context and legacy cluster compatibility. 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Live Grounding: As of recent cycles, AzSK has transitioned to a legacy state with Microsoft recommending native Azure Policy and Microsoft Defender for Cloud. It remains a valuable historical reference for building automated security controls directly into enterprise deployment workflows.','PowerShell','Software Toolkit','Advanced',0,'online','manual','b9783691731becff9ab8cc1bcd7a74dc41860191a4800d478e3ab5b7f50a0d8d',100.0,1779033758,1,'2024-05-07T12:50:16Z',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Toolkit"]','["[LEGACY]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-07T12:50:16Z", "gh_stars": 222, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:29.316577+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/azsk/DevOpsKit-docs','DevOpsKit-docs','','2024',3,'The official documentation repository supporting the Secure DevOps Kit for Azure (AzSK). It outlines operational processes for deploying automated security checks in Azure DevOps pipelines and resource deployment validation. While native Azure tools have superseded AzSK, the structured policies and patterns detailed here still inform modern DevSecOps security baselines.','Markdown','Documentation','Intermediate',0,'online','manual','9ea109c8e22550cb328511be5017491ab4175b9d6e2fd928482c5860a720e853',100.0,1779031302,1,'2022-02-14T11:55:39Z',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Documentation"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-02-14T11:55:39Z", "gh_stars": 498, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:30.025824+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/azure-devops','github.com/azure-devops','','2026',0,'The main developer repository portal for Azure DevOps, cataloging extensions, migration tooling, and programmatic APIs required to integrate enterprise workflows with git-based operations.','None','Repository','Intermediate',0,'duplicate','manual','ae1c2217d251681e10403761be33aea790e916a8ffe27adf745ccde179788b28',100.0,1779029252,1,'2026-05-17T16:47:32.134793+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Platform Integration"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/Azure/apiops"}'); +INSERT INTO "resources" VALUES('https://github.com/azure-samples/avm-terraform-labs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0dacd7ef4066bcfad49dbad32e48db22e6c2e01d09f7a586d8d1178ee20b8de4',100.0,1779034560,0,'2026-05-17T18:16:00.662810+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/terraform.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:30.755161+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/azure/fleet','github.com/azure/fleet','','2024',3,'Explores Azure Kubernetes Service (AKS) Fleet Manager, designed for multi-cluster fleet-wide management. Coordinates application rollouts, implements global ingress configurations, and automates orchestrator upgrades across distributed topologies.','Go','Repository','Advanced',1,'online','manual','93f4b3c26fd86766496d535ea8f271bc0280836859aaaaa3d64c6f8ecea8285e',100.0,1779029802,1,'2026-06-10T09:34:42Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Container Orchestration", "AKS Fleet Manager"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T09:34:42Z", "gh_stars": 224, "gh_open_issues_30d": 50, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:31.479062+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/azure/mission-critical-online','github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical'' Online Reference Implementation','','2026',5,'An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.','Bicep','Repository','Advanced',1,'online','manual','abd53ddd93a178e6126ca682e7336d02bbc0908b6b83723503709b118ed243dc',100.0,1779033501,1,'2025-01-14T14:51:10Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "High Availability Architectures"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-14T14:51:10Z", "gh_stars": 401, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:32.216722+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/backstage/backstage','github.com/backstage/backstage','','2026',5,'Backstage is an open-source framework created by Spotify for building customizable internal developer portals. It consolidates service catalogs, software templates, technical documentation, and observability plug-ins into a unified microservices-based control plane, radically reducing cognitive load.','TypeScript','Open Source Project','Advanced',1,'online','manual','f71598769ac3edd3c1ebd7b5bc5df4b8408e4ead63cbecea736f1de1182272bf',100.0,1779031385,1,'2026-06-13T23:59:39Z',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Developer Portals"]','["[DE FACTO STANDARD]"]','["docs/devops.md"]','["devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T23:59:39Z", "gh_stars": 33600, "gh_open_issues_30d": 452, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:32.958270+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/backube/volsync','VolSync 🌟','','2026',5,'VolSync is an open-source Kubernetes operator developed by Backube to orchestrate cross-cluster persistent volume data replication. Supporting engines like rsync, rclone, and restic, it delivers a platform-agnostic framework for executing disaster recovery policies.','Go','Operator','High',0,'online','manual','cc0d5ecdcf1bc68fe0f6fec3fc1972146b345ee9360c77bc1c4f39a2137d2fef',100.0,1779029993,1,'2026-06-10T18:53:51Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Backup & Replication"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-storage.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-10T18:53:51Z", "gh_stars": 978, "gh_open_issues_30d": 115, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:33.672094+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/badarsebard/terraforge','badarsebard/terraforge','','2022',1,'Terraforge functions as an intuitive visual scaffolding platform engineered to streamline the baseline authoring of complex Terraform configurations. Developers can sketch resource boundaries visually and export clean HCL and variables. 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It utilizes an operator-driven approach to inject secrets dynamically into Pod filesystems, completely removing secrets from the cluster API storage. It is the de facto standard for enterprises seeking secure vault management and dynamic secrets injection.','Go','Security Suite','Advanced',1,'online','manual','82cc5a2a6f76cd56252c4ff64ac9970ca7e76551690aa752a0ff821067b4d0a8',100.0,1779030365,1,'2026-06-07T18:48:59Z',NULL,NULL,NULL,'["Security", "Secret Management", "Integrations"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-07T18:48:59Z", "gh_stars": 2254, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:35.105940+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/banzaicloud/dast-operator','DAST operator','','2021',5,'An operator designed to run automated Dynamic Application Security Testing (DAST) scans against active services directly in the cluster environment. Integrates security assertions early inside staging deployment cycles. 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Helpful for basic automation pipelines, although modern enterprise workflows typically favor external systems like Vault, External Secrets Operator, or sealed-secrets.','Go','Repository','Intermediate',0,'online','manual','aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e',100.0,1779030810,1,'2026-04-07T17:05:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-07T17:05:26Z", "gh_stars": 71, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:38.624270+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bcicen/ctop','ctop 🌟','','2026',5,'ctop provides a real-time, top-like container metrics display for command-line resource tracking. Built in Go, it supports both Docker and runC runtimes, delivering an instant overview of CPU, memory, network, and disk I/O metrics across active containers. It serves as an essential tool for local container debugging and quick bare-metal performance triage without the overhead of heavy APM agents.','Go','Tool','Medium',0,'online','manual','81e1a5f56cdb13c1a00083103c9715c784866560a1c72dd62b5e15ed4f3a7c63',100.0,1779030423,1,'2024-07-08T11:15:48Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Monitoring"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-08T11:15:48Z", "gh_stars": 17764, "gh_open_issues_30d": 120, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:39.334332+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bee-travels/openapi-comment-parser','openapi-comment-parser','','2021',3,'A Node.js CLI tool and library that extracts JSDoc-style comments from source code files to generate valid OpenAPI (Swagger) specifications automatically, streamlining API contract maintenance during local development.','JavaScript','Tool','Intermediate',0,'online','manual','8d1464d334295697793b039a4e2b455df6768ddbc8c960dfda7e341ff0912c54',100.0,1779031648,1,'2023-01-07T18:19:12Z',NULL,NULL,NULL,'["API Management", "API Documentation", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-07T18:19:12Z", "gh_stars": 256, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.060004+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/benc-uk/kubeview','KubeView 🌟','','2024',3,'A web-based, real-time visualization tool that renders Kubernetes API objects (Pods, Deployments, Services, Ingresses) and their relationships as a structured graphical map. It assists developers and administrators in diagnosing network routing and mapping configurations. In 2026, it is highly appreciated as a lightweight alternative to heavier cluster dashboards.','Go','Web Application','Medium',1,'online','manual','2611a5a8c8fd23c3f7733eb5190b56b0ae6a3e4d45fdcdf6762fefff4846d545',100.0,1779029613,1,'2026-04-02T12:56:10Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-02T12:56:10Z", "gh_stars": 1201, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:40.782303+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/binhnguyennus/awesome-scalability','Awesome Scalability','','2023',5,'A legendary repository outlining the structural design patterns for massive, highly available backend systems. Covering microservices coordination, message brokers, caching schemas, and consensus databases, this represents the gold standard for backend systems architects.','Markdown','Awesome List','Advanced',1,'online','manual','d30178979d8ff158c75f71a54cc4423ffc9d6a06ad35eae9fb6b5ca1813913d2',100.0,1779034116,1,'2026-01-04T03:51:47Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Scalability"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-04T03:51:47Z", "gh_stars": 71720, "is_special": true, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:41.481357+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/biosimulations/biosimulations',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d94d1b623ca4b6c1534f95fe0ace391867b6c7dd180d664292d381c91f91c3ac',100.0,1779034560,0,'2026-05-17T18:16:00.762640+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 133, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:42.199025+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/biosimulations/deployment','biosimulations/deployment','','2021',1,'A customized deployment framework tailored for specialized scientific computing operations and simulation workloads. It displays production architectures orchestrating complex computations, file systems, and databases on Kubernetes cluster topologies.','Helm','Deployment Configuration','Advanced',0,'online','manual','fa5a8e09045193aa8dcccdc5df9a0b16bb458338531eb5eaf3481c97d5190a86',100.0,1779031429,1,'2026-06-02T17:56:29Z',NULL,NULL,NULL,'["Specialized Workloads", "Scientific Computing", "Simulation Infrastructure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:56:29Z", "gh_stars": 3, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:42.920530+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1781735876,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:43.650488+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bit-cloner/kcg','kcg 🌟','','2021',1,'Kubernetes Context Generator (kcg) is a simple utility built to simplify generating custom kubeconfig profiles across multiple distinct environments. It remains a minor community project overshadowed by enterprise dynamic loaders.','Go','CLI Tool','Simple',0,'online','manual','5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6',100.0,1779032017,1,'2021-04-29T17:01:09Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Context Switching"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-29T17:01:09Z", "gh_stars": 19, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:44.360517+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bit-cloner/poke','POKE - Provision Opinionated Kubernetes on EKS','','2018',0,'Opinionated CLI provisioning script wrapper for configuring standardized Amazon EKS instances. This project has been classified as legacy due to extensive inactivity; modern teams should leverage Terraform or EKS Blueprints instead.','Go','Tool','Intermediate',0,'online','manual','N/A',100.0,1781736068,1,'2026-06-18T00:41:08.408561+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[LEGACY]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.090915+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bitnami-labs/kubewatch','==bitnami-labs/kubewatch==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8',100.0,1779032046,0,'2026-05-17T17:34:06.612078+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kubewatch", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:45.749520+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bitnami/kubecfg','kubecfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53',100.0,1779030874,0,'2026-05-17T17:14:34.465106+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:46.398051+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/blendle/kubecrt','Kubecrt','','2021',1,'An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like ''helm template'' and is preserved solely as a historical reference of early declarative rendering strategies.','Go','CLI Tool','Beginner',0,'online','manual','a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa',100.0,1779033072,1,'2023-03-07T02:59:09Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "ISC", "gh_pushed": "2023-03-07T02:59:09Z", "gh_stars": 113, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:47.112557+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bloomberg/goldpinger','bloomberg/goldpinger 🌟','','2017',4,'An advanced connectivity troubleshooting tool that deploys as a cluster-wide DaemonSet to ping target peers. It generates visual mesh graphics depicting latency patterns, transport failures, and network partition faults.','Go','Kubernetes DaemonSet','Intermediate',1,'online','manual','5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c',100.0,1779033479,1,'2026-04-23T15:38:04Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Mesh Connectivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T15:38:04Z", "gh_stars": 2707, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:47.851334+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com/bloomberg/memray 🌟🌟','','2025',5,'Curator Insight details Memray as Bloomberg''s advanced memory tracker for Python applications. Live Grounding confirms its preeminent role in tracking allocations inside complex microservice systems, excelling in profiling C/C++ extension boundaries where standard tools fall short.','Python / C++','Library / CLI','Advanced',1,'online','manual','9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663',100.0,1779033716,1,'2026-06-12T00:32:27Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Memory Profiling"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T00:32:27Z", "gh_stars": 15115, "gh_open_issues_30d": 43, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:48.567569+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1779031401,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:49.222068+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bluxmit/alnoda-workspaces','github.com/bluxmit: Kubespray Workspace','','2024',5,'A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.','Docker/Shell','Repository','Intermediate',0,'online','manual','5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a',100.0,1779030363,1,'2023-07-30T07:49:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Development Environments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-07-30T07:49:59Z", "gh_stars": 1361, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:49.929170+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bmaynard/kubevol','Kubevol 🌟','','2018',1,'A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.','Python','CLI Tool','Simple',0,'online','manual','6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2',100.0,1779033162,1,'2023-02-06T23:46:43Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Data Migration"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-06T23:46:43Z", "gh_stars": 18, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:50.687369+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1781736221,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:51.379501+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-prep','bmuschko/ckad-prep','','2021',5,'An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.','YAML','Reference','Intermediate',0,'online','manual','a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a',100.0,1781736221,1,'2026-06-18T00:43:41.669955+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:52.065538+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bodywork-ml/bodywork-core','bodywork-ml/bodywork-core: Bodywork','','2022',2,'Bodywork acts as a pipeline orchestrator and deployment tool focused on shipping machine learning systems directly into Kubernetes. While currently seeing low developer activity, it remains a valuable conceptual blueprint for running serverless, stateful, and batch-oriented ML pipelines.','Python','Repository','Intermediate',1,'online','manual','b5aea08cb00293bda96f65851a9a2191c197bdc9e4ef09bee42e3ce3d88ad27c',100.0,1779030862,1,'2023-08-18T06:42:48Z',NULL,NULL,NULL,'["MLOps", "Deployment", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-08-18T06:42:48Z", "gh_stars": 436, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:52.798136+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/boltops-tools/kubes','kubes 🌟','','2023',2,'Kubes is a deployment framework that enables developers to build, prune, and deploy Docker images and Kubernetes manifests using clean, programmable configurations. It combines compilation and deployment phases into a unified workflow.','Ruby','CLI Tool','Intermediate',0,'online','manual','52c8136ce905cca1e7d8ac95bd4c0bb87c81ae772e3ebb054d4af61ff4445a7b',100.0,1779032922,1,'2025-04-24T01:47:46Z',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Declarative Config"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-24T01:47:46Z", "gh_stars": 102, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:53.552072+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/borchero/meerkat','Meerkat','','2023',5,'A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.','Go','Operator','Medium',0,'online','manual','da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420',100.0,1779030559,1,'2020-12-31T13:19:58Z',NULL,NULL,NULL,'["Networking", "DNS", "Service Discovery", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-12-31T13:19:58Z", "gh_stars": 38, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.243601+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/borchero/switchboard','borchero/switchboard: Switchboard','','2024',5,'Switchboard functions as a Kubernetes-native dynamic router and DNS management hub. It coordinates with global DNS service APIs to orchestrate routing policies, mapping live cluster ingress nodes automatically to external domain registrations.','Go','Repository','Intermediate',0,'online','manual','39bbd3ced60c70fc8cf5abb1d81edbc2300273c700e94076b63b58310ab7b47f',100.0,1779029821,1,'2026-06-11T14:45:12Z',NULL,NULL,NULL,'["Networking", "DNS & Ingress", "Routing Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T14:45:12Z", "gh_stars": 163, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.974399+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bors-ng/bors-ng','Bors-ng: A merge bot for GitHub Pull Requests','','2026',4,'An Elixir-based implementation of the Bors merge coordinator. Uses a highly parallelized merge queue to batch, build, and test PR combinations, keeping the master branch strictly green. Live grounding notes that although currently archived, it remains a landmark model for merge queues.','Elixir','Tool','Advanced',1,'online','manual','48e086288c13aad192af64884162e420699e25d3b1cc8799cc1fd6a7b757a1f4',100.0,1779033339,1,'2024-04-04T12:24:44Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-04T12:24:44Z", "gh_stars": 1531, "gh_open_issues_30d": 181, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:55.669730+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/boto/boto','Boto','','2018',4,'Curator Insight introduces the early Boto library for AWS programmatic scripting. Live Grounding confirms the library is fully deprecated and obsolete, replaced completely by Boto3; developers must prioritize migration to eliminate compatibility issues with modern AWS endpoints.','Python','Library','Intermediate',0,'online','manual','cd49b06eb73f2532fc7eaa4832fa7c174c39ae36458bb191e5e06e18e6aa3f92',100.0,1779033828,1,'2024-01-12T23:46:55Z',NULL,NULL,NULL,'["Infrastructure", "AWS SDK", "Legacy Library"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-12T23:46:55Z", "gh_stars": 6431, "gh_open_issues_30d": 1118, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:56.431310+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','box/kube-exec-controller','','2018',5,'Curator Insight: Controller to restrict and audit shell execution inside Kubernetes pods. Live Grounding: Inactive for over five years. Superseded by newer ephemeral container mechanics, admission controllers (OPA/Kyverno), and modern service mesh execution boundaries.','Go','Code Repository','Advanced',0,'online','manual','ba337139c4a519fc7bbfdfbad8a550898ae48d5fe9f6d34e00f111de9566c220',100.0,1779031141,1,'2021-12-02T07:48:57Z',NULL,NULL,NULL,'["Security", "Policy & Admission Control", "Runtime Security", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-12-02T07:48:57Z", "gh_stars": 126, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.134325+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.889598+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1779130494,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160, "gh_open_issues_30d": 248, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:58.625742+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. 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It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.','Go','Operator','Medium',0,'online','manual','019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe',100.0,1779033051,1,'2023-11-14T16:27:12Z',NULL,NULL,NULL,'["Observability", "Monitoring", "External Integration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-14T16:27:12Z", "gh_stars": 60, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:00.736744+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/AirIAM','bridgecrewio/AirIAM','','2023',2,'AirIAM bridges the gap between manual runtime configuration and declarative postures by parsing active AWS IAM deployments and converting them to structured Terraform modules. It leverages analytics to isolate unused roles and design clean, least-privilege configurations. Platform engineers utilize it to refactor legacy brownfield permissions into audited GitOps structures.','Python','CLI Tool','Advanced',0,'online','manual','09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4',100.0,1779029341,1,'2025-03-18T19:37:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Security", "IAM Translation"]','["[LEGACY]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-18T19:37:06Z", "gh_stars": 824, "gh_open_issues_30d": 35, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:01.479405+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1779032177,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790, "gh_open_issues_30d": 138, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:02.196053+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1781735960,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:02.960092+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bryanl/sheaf','sheaf','','2021',5,'A packaging utility designed to compile Kubernetes application manifests and associated container image layers into standalone relocatable archives. Crucial for provisioning air-gapped systems or on-prem environments. The project is archived, with users directed to standard solutions like Carvel or Helm.','Go','Tool','Medium',0,'online','manual','f4297ddb49eb511e4a452c5b03a9cb0d21652bf0840a5e689d129dcd030cf413',100.0,1779030954,1,'2020-07-17T14:43:40Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Air-gapped Deployment"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-07-17T14:43:40Z", "gh_stars": 30, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:03.676992+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/buger/jsonparser','buger/jsonparser','','2025',5,'An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.','Go','Library','High',0,'online','manual','2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a',100.0,1779029243,1,'2026-05-03T11:10:14Z',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-03T11:10:14Z", "gh_stars": 5629, "is_special": true, "gh_open_issues_30d": 68, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:04.385290+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/burrsutter/9stepsawesome','github: burrsutter/9stepsawesome','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d',100.0,1779032793,1,'2026-05-17T17:46:33.514004+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:05.104562+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/bytebase/bytebase','bytebase/bytebase','','2021',5,'Open-source, web-based database schema change and collaboration tool engineered for DevOps teams and DBAs. Features GitOps-driven workflow mechanics, automated visual SQL review, and centralized security compliance policies to govern multi-engine environments.','Go','Software','Advanced',1,'online','manual','dac4c79ad7a36b978bd40c9488b8c26ac8289977234555e87c7d984d001cc0e1',100.0,1779031983,1,'2026-06-12T07:19:02Z',NULL,NULL,NULL,'["Database Architecture", "Database GitOps", "Schema Management"]','["[DE FACTO STANDARD]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T07:19:02Z", "gh_stars": 14143, "gh_open_issues_30d": 149, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:05.830236+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/c0dyhi11/k3s-linkerd','Global K3s Deployment on Packet Baremetal 🌟','','2020',0,'A global multi-region deployment playbook demonstrating K3s cluster instantiation across Packet Baremetal infrastructure, coupled with the Linkerd service mesh. Optimizes edge routing latency and inter-node networking security.','Shell','Repository','Advanced',0,'online','manual','01640813ce20a74bfa917c6f312443d87d58ecca493ab67478623e7f79309bbc',100.0,1779034560,1,'2020-04-12T04:12:17Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Bare Metal & Multi-Cloud", "Kubernetes Distributions"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-04-12T04:12:17Z", "gh_stars": 9, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:06.508543+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cakehappens/seaworthy','seaworthy: A CLI to verify #Kubernetes resource health !! 🌟','','2021',1,'A testing-focused CLI utility used to run health checks and smoke tests against newly deployed Kubernetes resources. It validates endpoints, ingress routing, and pod states match expected operating metrics before promoting releases.','Go','CLI Verification Tool','Simple',0,'online','manual','13613895efb1f252ebf742e03ce27c20811105d3ab39cd0b5f0332e030409444',100.0,1779031143,1,'2020-08-10T01:10:04Z',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Health Checks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-08-10T01:10:04Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.264635+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/caldito/soup','caldito/soup','','2021',1,'Soup is a small open-source CLI tool designed to extract, analyze, and report on the container image tags actively running across a Kubernetes cluster. It aids operations teams in identifying legacy or unpinned image tags, although modern comprehensive policy engines like Kyverno have largely subsumed its utility.','Go','CLI Tool','Medium',0,'online','manual','3ae1c1f73278dacc640a6963eaddb565d6ae116f3322ba070c03c08347d75fe1',100.0,1779030573,1,'2022-04-19T16:53:22Z',NULL,NULL,NULL,'["Operations", "Security", "Image Scanning"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-19T16:53:22Z", "gh_stars": 40, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:07.995361+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/calvin-puram/awesome-kubernetes-operator-resources','github.com/calvin-puram: Awesome Kubernetes Operator Resources','','2023',5,'A specialized guide indexing SDKs, patterns, and source repositories for writing Kubernetes Operators. It provides concrete references on the Operator SDK, Kubebuilder framework, and controller-runtime systems, allowing platform developers to build automated, stateful management controllers.','Markdown','Awesome List','Advanced',1,'online','manual','713b023d78076df0736c083ea7910ceaa405c6373f07b36e45f409fc7aae2b36',100.0,1779033314,1,'2026-04-25T08:57:34Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Operators"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-04-25T08:57:34Z", "gh_stars": 245, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:08.720062+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. 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While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1781736046,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:10.873571+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1781736026,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:11.592056+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. 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It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. 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Intercepts CertificateRequest resources before submission, evaluating requested commonNames, SANs, and key constraints against user-defined security guidelines.','Go','Code Repository','Advanced',0,'online','manual','331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3',100.0,1779130494,1,'2026-06-13T09:32:17Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Access Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T09:32:17Z", "gh_stars": 90, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:14.471701+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cert-manager/cert-manager','==cert-manager/cert-manager==','','2026',5,'Consolidated record of the cert-manager repository, automating certificate lifecycles to guarantee encrypted transport paths between internal microservice runtimes.','Go','Code Repository','Advanced',0,'online','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1779031538,1,'2026-06-14T01:07:13Z',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["registries.md", "kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:07:13Z", "gh_stars": 13859, "gh_open_issues_30d": 236, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:15.204416+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver','github.com/cert-manager: Policy Approver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77377c86ef3a506463e841cfd92ae4019df552e035539b54900d47def409cf60',100.0,1779033922,0,'2026-05-17T18:05:22.322064+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/approver-policy", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:15.841567+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injections—spanning network partitions, node failures, system call manipulations, and JVM faults—allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1779029884,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747, "gh_open_issues_30d": 552, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:16.545786+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chaosblade-io/chaosblade','chaosblade','','2025',5,'Alibaba''s multi-platform chaos engineering tool designed to inject faults across various levels of a system. Specifically targets OS resource exhaustion, network degradation, disk I/O bottlenecks, and deep application-layer faults for languages like Java, Go, and C++.','Go','Software Utility','Advanced',1,'online','manual','0b7a4de55c0e224e822bb577e5c593e6911d47a8862693ad954b36a431baf3a7',100.0,1779034531,1,'2026-06-09T16:23:13Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:23:13Z", "gh_stars": 6352, "gh_open_issues_30d": 347, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:17.277171+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1779032232,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:17.984307+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/che-samples','github.com/che-samples','','2024',0,'Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.','YAML','Repository','Intermediate',0,'online','manual','61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350',100.0,1779029487,1,'2026-05-17T16:51:27.394237+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Eclipse Che", "Cloud IDE Templates"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/chen-keinan/mesh-kridik','chen-keinan/mesh-kridik','','2021',1,'A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.','Go','Security Tool','High',1,'online','manual',NULL,NULL,1779388598,0,'2024-12-09T16:56:32Z',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Audit Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-09T16:56:32Z", "gh_stars": 27, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:18.679511+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1781735921,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:19.401314+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-count','github.com/chenjiandongx/kubectl-count','','2023',0,'A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.','Go','CLI Plugin','Beginner',0,'online','manual','01617c6a4198156e3ce2bb0ec9551eedf2c5993e7e7c2353355563c2340b99a8',100.0,1779029475,1,'2022-08-02T06:39:24Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-02T06:39:24Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.107136+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-images','kubectl-images','','2023',5,'A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.','Go','CLI Plugin','Beginner',0,'online','manual','13e98236ba3c418d71801ffe86340015965970737745a3ec9f6478e2aac5fd64',100.0,1779031844,1,'2026-03-19T03:56:28Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Image Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T03:56:28Z", "gh_stars": 277, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.816055+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chmouel/kss','KSS - Kubernetes pod status on steroid','','2023',5,'A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.','Rust','CLI Tool','Intermediate',0,'online','manual','c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac',100.0,1779030350,1,'2026-01-31T17:46:22Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Pod Status"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-31T17:46:22Z", "gh_stars": 43, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:21.506151+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chr-fritz/csi-sshfs','chr-fritz/csi-sshfs','','2019',1,'A Container Storage Interface (CSI) plugin designed to mount remote directories securely over SSHFS/SFTP. It enables microservice instances to read and write directly to legacy external filesystems without custom FTP setups.','Go','CSI Driver','Advanced',0,'online','manual','a158dd061ff0926b72df24dc12c73014a8233f0f9c7485cb7cfc93ed9b4959a6',100.0,1779030025,1,'2020-01-29T21:18:12Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Remote Mounting"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-01-29T21:18:12Z", "gh_stars": 30, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:22.254880+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chrislusf/seaweedfs','chrislusf/seaweedfs','','2020',1,'A fast, highly scalable distributed storage engine that provides file and object hosting. This repository features native integration paths, enabling microservice workloads to access high-throughput file structures with rapid lookup times.','Go','Storage Platform','Advanced',0,'online','manual','de61a9b3d109057426969c8a7d760944d3795ffa627822a5be380f0c61eb3e90',100.0,1779031465,1,'2026-06-08T06:18:52Z',NULL,NULL,NULL,'["Storage & Data", "Distributed File Systems", "Object Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T06:18:52Z", "gh_stars": 26, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:22.998105+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chrisns/cosign-keyless-demo','chrisns/cosign-keyless-demo: Cosign Keyless GitHub Action Demo','','2021',2,'A practical reference repository showcasing how to perform keyless container image signing inside GitHub Actions using Cosign. The blueprint demonstrates authenticating against Fulcio and Rekor using GitHub''s temporary identity tokens. Essential for platform engineers looking to implement secure-by-default CI/CD pipelines.','Go','Repository','Intermediate',1,'online','manual','d9b118c22b91aa81144ead0562da99a0ed5acfe3abf3c239535a8f8905b64325',100.0,1779033422,1,'2023-01-31T22:31:51Z',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Keyless Signing"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-31T22:31:51Z", "gh_stars": 14, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:23.720612+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/chrisns/k8s-opa-boilerplate','chrisns/k8s-opa-boilerplate','','2020',1,'A minimal, highly instructional boilerplate repository demonstrating Open Policy Agent (OPA) integration inside Kubernetes using Gatekeeper. Helps bootstrap policy-as-code paradigms to secure deployments and enforce structural admission controls.','Rego','Repository','Advanced',0,'online','manual','8a0b016f5f851d2b242d57ece34c8c4e59db74b3c5f76f5453c0f8fe58d69c84',100.0,1779033773,1,'2026-06-02T18:15:17Z',NULL,NULL,NULL,'["Cloud Native", "Security", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kustomize.md"]','["kustomize.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T18:15:17Z", "gh_stars": 18, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:24.458194+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/christopherhein/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df',100.0,1779031147,0,'2026-05-17T17:19:07.182302+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/jimmyraywv/awesome-eks", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:25.113846+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awesome CI/CD 🌟','','2025',3,'An extensive curated list capturing modern DevOps platforms, delivery engines, automated linting, security scanning, and container validation tools, acting as a foundational technical index for engineering teams.','Markdown','Repository','Intermediate',1,'online','manual','5a5b7c5fa80a5882bee04d962414e0db0c1332043f674bdac2b3db4bd7a9fbe5',100.0,1779031026,1,'2026-04-14T12:29:54Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Resource Portals"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/other-awesome-lists.md"]','["cicd.md", "other-awesome-lists.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-14T12:29:54Z", "gh_stars": 1999, "is_special": true, "gh_open_issues_30d": 30, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:25.857165+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749, "gh_open_issues_30d": 252, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:26.583956+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1779029613,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:27.342900+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1779032157,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:28.053305+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1781735930,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:28.754797+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr','chekr','','2022',1,'A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.','Go','CLI Tool','Medium',0,'online','manual','7051b38f708de41e58bdb9317a2523365211292d7599f817c8c551fca5b23cc2',100.0,1779031126,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Deprecation Check"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:29.446848+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1779034500,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.138805+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.868902+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/clanktron/k3s-ansible','clanktron/k3s-ansible','','2022',2,'A robust, multi-node Ansible playbook developed to cleanly orchestrate K3s setups, handle system dependencies, bind node components, and extract active kubeconfigs automatically.','YML','IaC','Intermediate',0,'online','manual','34d9e871c6f5b42ebfb9cdf1bf0744ffc0710c729a4535ea63be7ddf4f792add',100.0,1779032017,1,'2022-09-15T05:51:01Z',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-15T05:51:01Z", "gh_stars": 36, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:31.614963+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/clastix/capsule','==Capsule Operator==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82756c4742f62a3e237316762b895ce70a87796f7ece4032aa7093de049c5e65',100.0,1779029310,0,'2026-05-17T16:48:30.269362+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/projectcapsule/capsule", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:32.254111+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cli/cli','github.com/cli/cli','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a52e2e804b83b6dcd5c62fb973c6a49c969cf2ab698cf1ceb6de5e8c6cc46782',100.0,1779032920,1,'2026-05-17T17:48:40.669238+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 1011, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:32.988555+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-ark/caastle','cloud-ark/caastle','','2021',1,'An application-focused operator designed to manage multi-tiered applications in Kubernetes using structured Custom Resources. By coordinating complex dependency lifecycles across different services, it attempts to simplify custom operator architecture. In 2026, it is primarily viewed as a research-level project.','Python','Kubernetes Operator','High',0,'online','manual','463ff6042883048fb4ccbba61b567694071bc7725dc37e8ba0a63107f2d49222',100.0,1779031356,1,'2018-10-29T16:57:29Z',NULL,NULL,NULL,'["Platform", "Application Platform", "Custom Resources"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2018-10-29T16:57:29Z", "gh_stars": 26, "gh_open_issues_30d": 29, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:33.713260+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-ark/kubeplus','KubePlus - Kubernetes Operator to deliver Helm charts as-a-service 🌟','','2024',5,'Delivers Helm charts as managed services by generating dynamic APIs. It secures multi-tenant pipelines, enforces platform utilization policies, and integrates Helm deployments with custom billing engines.','Go','Operator','Advanced',0,'online','manual','e5a88a7c5feb987add38a79bfaec017b7fb35ebac325b9ec8f25e243ac32e335',100.0,1779030021,1,'2026-06-03T15:05:24Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "SaaS Provisioning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T15:05:24Z", "gh_stars": 735, "gh_open_issues_30d": 36, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:34.438902+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/benchmark-operator','cloud-bulldozer/benchmark-operator: The Chuck Norris of cloud benchmarks','','2024',5,'Automates heavy performance testing (e.g., FIO, uperf) within active clusters. It deploys targets, isolates benchmark metrics, and exports execution data to visualization layers.','Go','Operator','Advanced',0,'online','manual','edfe3b8caa1da00123cb823ef49ca923957b0463f59db375b03fcd8ed2cef680',100.0,1779034521,1,'2025-05-28T10:48:27Z',NULL,NULL,NULL,'["Reliability", "Testing", "Performance Benchmarking", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-28T10:48:27Z", "gh_stars": 305, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:35.162248+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-bulldozer/kube-burner','kube-burner 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','59ce31168e8f6a50d9531f032f45f6daff0742dc413c3ff7f8c1467a566de664',100.0,1779031026,0,'2026-05-17T17:17:06.996353+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-burner/kube-burner", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:35.810741+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-custodian/cloud-custodian','Cloud Custodian','','2026',5,'A robust, YAML-configured rules engine used by enterprise platform engineers to manage multi-cloud compliance, cost control, and security posture across AWS, Azure, and GCP. Automates cost-saving resource deletions, tag compliance, and real-time security remediation.','Python','Software','Advanced',0,'online','manual','4122fb4f0d8f8b9b1d5e3fd765197751c957199983189d480fa145cd59f6fc46',100.0,1779031540,1,'2026-06-10T18:53:37Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Multi-Cloud Governance", "Compliance Engine"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T18:53:37Z", "gh_stars": 6007, "gh_open_issues_30d": 1669, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:36.563031+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud-native-toolkit/multi-tenancy-gitops','==cloud-native-toolkit/multi-tenancy-gitops== 🌟','','2023',5,'A production-grade toolkit mapping GitOps and Argo CD architectures onto multi-tenant Kubernetes clusters. Outlines secure separation patterns, namespace isolations, and policy sync mechanisms for scaling environments.','Yaml / Shell','Repository','Advanced',0,'online','manual','9ee4507bfa3837182a87995eb7b7b398017cf6866580d56db23d50633424d1be',100.0,1779030680,1,'2025-05-09T18:47:42Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Tenancy"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-09T18:47:42Z", "gh_stars": 120, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:37.280054+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloud66-oss/copper','Copper','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','771e183c89c06d4a087f0f058f4b331548fb3e0102fc42394040c8ab2fdeec2e',100.0,1779029950,1,'2026-05-17T16:59:10.284083+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "Apache-2.0", "is_special": true, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:37.977563+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-grafana','Grafana provisioning Ansible Role','','2026',5,'An automated Ansible role engineered by Cloud Alchemy to deploy, configure, and maintain Grafana services. It translates Grafana''s file-based provisioning API parameters into clean Ansible playbooks, standardizing monitoring stack deployments across virtualized environments.','Ansible','Ansible Role','Medium',0,'online','manual','3a341740ea64c94a440597d1bcb210033a257776c21175198d1f3bdea0086d82',100.0,1779030423,1,'2023-05-31T04:20:45Z',NULL,NULL,NULL,'["Observability", "Visualization", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T04:20:45Z", "gh_stars": 503, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:38.684823+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudalchemy/ansible-prometheus','github.com/cloudalchemy/ansible-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','49fbffd8ca22637aabd9d0dfd6ed58b745d8ab892342cbf63b7aa50a1693f875',100.0,1779032589,1,'2026-05-17T17:43:09.291989+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:39.370077+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudbees/groovy-cps','Continuation Passing Style (CPS)','','2021',5,'Curator Insight introduces the underlying Continuation Passing Style (CPS) engine used for executing asynchronous Groovy scripts in Jenkins pipelines. Live Grounding reveals that understanding CPS is critical for debugging serialization errors during master restarts. This technical library ensures execution state can survive controller crashes and resume safely.','Java','Repository','Advanced',0,'online','manual','eef92e14e2cb59c30055868b0d43826b08d5c782554e0cdd1dd79d84b8a624d4',100.0,1779034292,1,'2022-11-04T20:42:58Z',NULL,NULL,NULL,'["DevOps", "Pipeline Execution Engine", "Groovy CPS", "Continuation Passing Style"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/jenkins.md"]','["demos.md", "jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-04T20:42:58Z", "gh_stars": 95, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:40.086599+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudflare/cf-terraforming',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','64fc22ae8c4fdef0283f5a3c2088ff9d4bea2f63b2941fc5838d496f091fba74',100.0,1779030500,0,'2026-05-17T17:08:20.116041+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:40.813987+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudflare/lockbox','github.com/cloudflare/lockbox','','2022',5,'Cloudflare''s implementation of public-key encryption workflows to store secrets safely in git repositories before deployment. This cryptographic utility integrates directly with CI/CD platforms to protect values in transit. Highly stable cryptography library still referenced in modern platforms.','Go','Library','Medium',0,'online','manual','dc51dc2ef9e0675da15a20513c781d396760eff71566a1ebdb1ec3fb38e0f38e',100.0,1779031017,1,'2026-04-23T22:37:37Z',NULL,NULL,NULL,'["Networking & Security", "Secret Management", "Encryption"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-04-23T22:37:37Z", "gh_stars": 183, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:41.539130+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudflare/sciuro','sciuro','','2021',2,'An experimental graphical interface developed by Cloudflare to visualize Kubernetes workloads, cluster nodes, and networking paths in real time. It was designed to highlight resource topology and mapping structures. In 2026, the repository is unmaintained but serves as an informative architectural archetype for web UI mapping.','TypeScript','Web Application','Medium',1,'online','manual','2fb02ebcd733d6320f3037287b7967cf6fde6b15a231274e7167e39d47f2ef97',100.0,1779031715,1,'2026-04-23T22:52:03Z',NULL,NULL,NULL,'["Operations", "Observability", "Visualizer"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-23T22:52:03Z", "gh_stars": 180, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:42.262627+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudfoundry/cf-for-k8s','cf-for-k8s','','2022',2,'An implementation of Cloud Foundry designed to run natively on Kubernetes, blending the Cloud Foundry developer experience (cf push) with Kubernetes infrastructure. By 2026, this repository is archived as Cloud Foundry has transitioned its Kubernetes strategy toward more modular tools (like Korifi), rendering this specific integrated project a legacy reference.','Go','Application Platform','High',1,'online','manual','5badd2857efd39600e8073bf023c6a93823e349066b6c8d844647f8228024456',100.0,1779032540,1,'2022-08-03T22:59:25Z',NULL,NULL,NULL,'["Platform", "PaaS", "Cloud Foundry"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-03T22:59:25Z", "gh_stars": 292, "gh_open_issues_30d": 76, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:42.979123+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudnativelabs/kube-shell','==github.com/cloudnativelabs/kube-shell== ⭐','','2023',3,'An interactive command shell wrapper for kubectl that features context indicators, command completion, and inline help. While visually compelling, native terminal enhancements (such as zsh completions combined with fzf) have largely rendered this dedicated wrapper legacy.','Python','Interactive Shell CLI','Intermediate',0,'online','manual','b1713285344920ab656e80de1eaf56475ef556603f8f2d9624e0578d32da3304',100.0,1779031497,1,'2022-11-02T12:34:48Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Interactive Shell"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-02T12:34:48Z", "gh_stars": 2393, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:43.688882+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-patterns','==github.com/cloudogu/gitops-patterns==','','2021',5,'An open directory detailing tested structural patterns for GitOps repo layouts. Helps architectural teams implement scalable environment propagation, secure branch systems, and robust template overlays cleanly.','Markdown','Repository','Intermediate',0,'online','manual','f19a9fe0d5737e1c19fb96869334f6eef6b21c3f6a15e8f27816f6cb3daa8c6c',100.0,1779031089,1,'2025-06-30T16:08:02Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Design Patterns"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-30T16:08:02Z", "gh_stars": 359, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:44.470790+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-playground','github.com/cloudogu/gitops-playground#example-applications','','2021',5,'A fully configured local testing playground that showcases multi-tool GitOps pipelines. Includes pre-wired sample apps to help developers analyze live sync processes, drift reconciliation, and integration dynamics using ArgoCD and Flux.','Shell','Repository','Intermediate',1,'online','manual','a0429396c0d451066023ec05f8e6ce054c85c4f2b2d91a548401b5766a65c032',100.0,1779031255,1,'2026-06-12T09:57:11Z',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Testing Environments"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T09:57:11Z", "gh_stars": 266, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:45.192576+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudogu/jenkinsfiles','cloudogu/jenkinsfiles 🌟🌟🌟','','2021',5,'A comprehensive repository of production-ready Jenkinsfiles designed for modern enterprise software lifecycles. Offers reusable build scripts, container integration routines, and test suite automation loops.','Groovy','Code Repository','Intermediate',0,'online','manual','359d3987e7e51eaa143d920b4185887131c580def58388d8f4da4a990a60b4f3',100.0,1779030730,1,'2023-10-31T08:24:10Z',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Architecture"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-31T08:24:10Z", "gh_stars": 299, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:45.937051+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudogu/k8s-diagrams','==cloudogu/k8s-diagrams==','','2021',3,'A specialized CLI utility built to parse Kubernetes live states and manifest specifications directly into clean, structured architectural diagrams. Resolves the operational pain point of manual cluster mapping, providing engineers with an accurate visual layout of active workloads, routes, and cluster components.','Go','CLI Tool','Intermediate',0,'online','manual','357885af0faa759dba9d088cac75fe5c6bb3e95ea6828537acfbec65fdf4723e',100.0,1779034134,1,'2025-01-09T10:26:06Z',NULL,NULL,NULL,'["Architecture & Visualization", "Kubernetes Visualizer", "Go"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md", "docs/kubernetes-tools.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "cloud-arch-diagrams.md", "kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-01-09T10:26:06Z", "gh_stars": 339, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:46.663065+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1781735876,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:47.448587+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudposse/atmos','github.com/cloudposse/atmos','','2024',3,'Atmos is a production-grade orchestration framework developed to coordinate large-scale multi-account, multi-region cloud configurations. By utilizing a clean hierarchical YAML stack structure, it integrates Terraform, OpenTofu, and Helmfile into consolidated environment manifests. It streamlines modular patterns and enforces strict security and tagging architectures.','Go','Framework','Advanced',0,'online','manual','20d5de9ef09c1eb07b18e0db2146be3215adea59d789d498bb2760d09dcb71e0',100.0,1779031097,1,'2026-06-14T06:09:40Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Enterprise Architectures"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:09:40Z", "gh_stars": 1310, "gh_open_issues_30d": 289, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:48.199777+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudposse?q=terraform-','github.com/cloudposse?q=terraform-','','2025',5,'The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.','HCL','Repository','Intermediate',1,'online','manual','222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6',100.0,1779033806,1,'2026-05-17T18:03:26.740930+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Cloud Posse Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/cloudtty/cloudtty','cloudtty/cloudtty: A Kubernetes Cloud Shell (Web Terminal) Operator','','2025',2,'CloudTTY is an operator-backed web terminal designed to securely run browser-based command shell windows inside Kubernetes. Leveraging native container APIs, it provides access to authorized shells without external SSH configurations, proving invaluable for multi-tenant developer portal integration.','Go','Operator / Web UI','Advanced',1,'online','manual','3028047efca167255852e833c529b4ebbc136ff241c39a55f7bfef920bff078c',100.0,1779029421,1,'2026-05-21T06:52:50Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Web Terminal"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-21T06:52:50Z", "gh_stars": 655, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:48.931653+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/clusternet/clusternet','==github.com/clusternet==','','2021',5,'Clusternet is an open-source, multi-cluster management framework designed to orchestrate application deployment across heterogeneous cloud-to-edge Kubernetes networks. It decouples control planes by introducing push and pull-based scheduling mechanisms, allowing seamless policy propagation.','Go','Multi-cluster Controller','Advanced',0,'online','manual','fc6d32ef3d10ebd1ade3e69b4b3e71cda12fe6bc09e44bcb5e38c24a8900c685',100.0,1779034211,1,'2026-06-08T04:23:14Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cluster Routing", "Fleet Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T04:23:14Z", "gh_stars": 1437, "gh_open_issues_30d": 69, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:49.660589+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/clusterpedia-io/clusterpedia','clusterpedia-io/clusterpedia 🌟','','2023',5,'Clusterpedia is a high-performance open-source search engine for multi-cluster Kubernetes resources. It periodically synchronizes objects from countless distinct environments into a centralized database, exposing a standard Kubernetes API endpoint to enable low-latency, cross-cluster resource discovery and management.','Go','Software','Advanced',0,'online','manual','3775a48570c85b1417c09243062e2d6cb3e17462b934251c9410f1215318fa6d',100.0,1779031468,1,'2026-05-30T00:47:17Z',NULL,NULL,NULL,'["Kubernetes Management", "Multi-Cluster", "Search Engine"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-30T00:47:17Z", "gh_stars": 873, "is_special": true, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:50.367284+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/clvx/k8s-rbac-model','github.com/clvx/k8s-rbac-model: Kubernetes RBAC Model','','2019',5,'Curator Insight: A conceptual visualization framework for modeling Kubernetes RBAC policies. Live Grounding: The project has seen zero updates in over 5 years. Deprioritized under MVQ rules due to structural obsolescence against modern apiGroups.','JavaScript','Code Repository','Intermediate',0,'online','manual','47af26afb1e6187c9e511f90ee627aaf989c3bb6d9012c8b95ff36a969aa242d',100.0,1779033925,1,'2020-09-01T20:19:40Z',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Legacy Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-09-01T20:19:40Z", "gh_stars": 26, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:51.077601+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cncf/tag-security','cncf/tag-security: CNCF Security Technical Advisory Group 🌟','','2026',3,'The premier open-source governance and advisory group defining cloud-native security, compliance, and secure software supply chains. Provides critical specifications including the CNCF Security Whitepaper and Cloud Native Threat Matrix, which serve as foundational guides for platform architects.','English','GitHub Repository','Advanced',0,'online','manual','fbaed98c63fc735d027aaa6ca925d7db7cc292526f16fb9a3c807331039634b5',100.0,1779034394,1,'2025-12-08T07:51:51Z',NULL,NULL,NULL,'["Security", "Cloud-Native", "Governance Standards"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-08T07:51:51Z", "gh_stars": 2264, "gh_open_issues_30d": 20, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:51.869207+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cni-genie/CNI-Genie','CNI-Genie','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','86431846eeb87d1bd76fb941fa4b2156d7b39cf1ceb2cf7e0be39dd82f532351',100.0,1779031349,1,'2026-05-17T17:22:29.891425+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 42, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:52.586676+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cnrancher/autok3s','cnrancher/autok3s','','2023',3,'Curator Insight defines autok3s as a lightweight tool to provision and manage K3s clusters across various cloud providers. Live engineering truth in 2026 notes that its development has stabilized, functioning well for localized multi-cloud rapid prototyping. It provides an API and a CLI wrapper to simplify provisioning on AWS, Alibaba, and Tencent Cloud.','Go','Code Repository','Medium',0,'online','manual','1c1ad8e505e61906ce2c7b545f0e5cd62a00cc56b4fbf1dda53728c345269f05',100.0,1779030022,1,'2025-11-25T08:19:31Z',NULL,NULL,NULL,'["Edge Computing", "Kubernetes Provisioning", "AutoK3s"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-25T08:19:31Z", "gh_stars": 938, "gh_open_issues_30d": 52, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:53.321235+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cockroachdb/copyist','copyist','','2020',4,'Details copyist, a Go library developed by CockroachDB to automate SQL mock generations. Records and plays back transactions to let developers perform database testing without spinning up full DBMS clusters.','English','GitHub Repository','Advanced',0,'online','manual','ba28e669744ae9985c71af064756c8bc779898666820d377644e609ec280f7bc',100.0,1779029573,1,'2026-06-04T18:30:28Z',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Database Mocking"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-04T18:30:28Z", "gh_stars": 853, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:54.085607+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/codecentric/helm-charts','Codecentric Jenkins 🌟','','2025',3,'An active, community-maintained collection of high-quality Helm charts, featuring a robust configuration path for DevOps tooling like Jenkins. It provides clean, production-ready, security-hardened manifests optimized for enterprise use.','YAML','Helm Chart','Intermediate',1,'online','manual','99e7b1b7ee743f0f3b3cea0e279681350b7fe180bdc3f25c723909fe85b0ae84',100.0,1779030952,1,'2026-06-08T12:05:48Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "DevOps Pipelines"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T12:05:48Z", "gh_stars": 733, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:54.794364+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/codecentric/spring-boot-admin','codecentric''s Spring Boot Admin UI 🌟','','2026',5,'A popular community dashboard engineered to coordinate, monitor, and manage Spring Boot applications. By parsing actuator telemetry data, it displays real-time statistics including thread states, JVM metrics, memory usage, dynamic logging levels, and distributed transaction status.','Java','Tool','Intermediate',1,'online','manual','68187b3accb6b796cf3f24c30de656df4f4bf632336a27078b4401d695c31da1',100.0,1779031012,1,'2026-06-13T18:44:23Z',NULL,NULL,NULL,'["Spring Ecosystem", "Observability", "Administration UI"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:44:23Z", "gh_stars": 12828, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:55.502699+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/codecrafters-io/build-your-own-x','Build Your Own X','','2024',5,'An immensely popular community-driven compilation of step-by-step guides for building complex software systems (compilers, databases, operating systems, Docker) from scratch. Perfect for deep pedagogical exploration of core engineering systems.','English','Repository','Advanced',0,'online','manual','b2853cf5c0430a748f639c71fd07733cc66e705c5ace8005cc37bdeca30e97e0',100.0,1781735921,1,'2026-06-18T00:38:41.134299+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Systems Programming"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/introduction.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "devel-sites.md", "introduction.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 506, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:56.263798+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/coderanger/migrations-operator','coderanger/migrations-operator: Migrations-Operator','','2024',5,'This controller coordinates database schema migration jobs relative to active deployment rollouts. By intercepting deployment events, it executes schema changes as blocking preparatory steps, ensuring application microservices only start up once target database structures align.','Go','Repository','Intermediate',1,'online','manual','621080d14963a805f53f5cb620b78e4b254f7aceb764eded9b214d0ace704973',100.0,1779031449,1,'2025-06-10T07:31:27Z',NULL,NULL,NULL,'["Data & Databases", "Lifecycle Management", "Schema Migrations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-10T07:31:27Z", "gh_stars": 136, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:56.969768+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/codesenberg/bombardier','codesenberg/bombardier 🌟','','2017',4,'A high-performance, concurrent HTTP benchmarking and load generation tool written in Go. Utilizing standard fasthttp routines, it generates substantial networking loads to test the horizontal scalability and limits of Kubernetes services.','Go','CLI Tool','Intermediate',0,'online','manual','4448392cd8e9b16e3e7d2107e19aa3d457adee5d229d47139ad4911f1cdf4019',100.0,1779033583,1,'2026-03-31T13:01:05Z',NULL,NULL,NULL,'["Observability & Performance", "Performance Testing", "Load Generation"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-31T13:01:05Z", "gh_stars": 6796, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:57.657643+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/colbymchenry/codegraph','CodeGraph','Pre-indexed local code knowledge graph designed to optimize context and tool usage for AI coding agents.','2026',4,'An advanced, local-first code intelligence tool that generates a semantic knowledge graph of repository structures, symbols, and dependencies using Tree-sitter parsing. Explicitly designed to support AI coding agents such as Claude Code, Cursor, and Codex over Model Context Protocol (MCP), it enables agents to resolve queries through lightweight graph traversals rather than expensive, repetitive file scans. By caching symbol relationships locally, it cuts agent exploration tool calls by up to 70% and drastically reduces LLM token consumption in active development workflows.','en','GitHub Repository','Advanced',0,'online','automatic','aa066a24524051cced36b29d95217065cf3460f6289ee45d67e2bd5314cc1c0d',NULL,1780352148,0,'2026-06-01T00:22:31Z',NULL,NULL,NULL,'["AI Agents", "Model Context Protocol", "Semantic Search", "Developer Tools"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T00:22:31Z", "gh_stars": 36643, "reputation_status": "Vetted", "reputation_summary": "Vetted and trending tool with viral adoption in the developer community, praised for cutting Claude Code token costs.", "social_preview_url": "https://opengraph.githubassets.com/1bc2c1f9b88a9c7fccf7a845c9f892fcf6f65efa74d296b40081a8452f0a6d80/colbymchenry/codegraph", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-development-tools", "gh_open_issues_30d": 273, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:58.328400+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/collabnix/kubetools',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','601a1e421a215648e6e2a4a0ff9b01304a57b267f5564df9808d9c14e39757f1',100.0,1779032978,0,'2026-05-17T17:49:38.088754+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"is_special": true, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:59.041407+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/collections/learn-to-code','github.com/collections/learn-to-code 🌟','','2026',0,'An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.','N/A','GitHub Collection','Beginner',0,'online','manual','88f419dec7275f96ab2855afcc2f49d1899b97dfae0ee30d0ce630bbff52ffe9',100.0,1781736122,1,'2026-06-18T00:42:02.876947+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Foundations"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:59.661397+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/commjoen/wrongsecrets','==commjoen/wrongsecrets: OWASP WrongSecrets==','','2026',4,'OWASP WrongSecrets is an interactive training app containing purposely exposed secrets across various cloud-native scenarios (e.g., inside Docker layers, K8s configs, cloud stores). Excellent for developer training, team labs, and security awareness auditing.','Java','Repository','Intermediate',1,'online','manual','39e152f28c760f881808bd94a569729ed8f9a09702af02f5671d792e3fcac423',100.0,1779029802,1,'2026-04-18T04:13:48Z',NULL,NULL,NULL,'["Security", "Education & Training", "Vulnerable Labs"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-04-18T04:13:48Z", "gh_stars": 0, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:28:00.431888+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/config-syncer/config-syncer','kubeops/config-syncer: Config Syncer (previously Kubed)','','2017',4,'Config Syncer (previously known as Kubed) is a Kubernetes operator designed to sync ConfigMaps and Secrets across multiple namespaces or cluster systems. It allows operations teams to configure central payloads with dynamic automated replication.','Go','Operator','Medium',1,'online','manual','754c57db37a7ea1db931009daa59653fbc5d9e9b1efe6165576e68eca559a84b',100.0,1779130494,1,'2026-05-16T02:04:01Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Secret Distribution"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:04:01Z", "gh_stars": 1017, "gh_open_issues_30d": 58, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:31.940777+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/configurator/kubefs','kubefs','','2021',5,'A virtual file system mount that represents active Kubernetes configuration namespaces and resources as standard local directory paths. Allows operators to inspect running container configs and logs using standard file explorers.','Go','CLI Tool','Advanced',0,'online','manual','8b986e8658e951ec1116fe47a0ca27d15fcc58a43f050b427af34dbf0caeb86c',100.0,1779030531,1,'2020-06-23T19:38:50Z',NULL,NULL,NULL,'["Developer Experience", "Filesystems", "Resource Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-06-23T19:38:50Z", "gh_stars": 93, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:32.696769+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containerd/containerd','containerd - An open and reliable container runtime','','2026',5,'containerd is an industry-standard container runtime designed to be embedded into larger systems like Kubernetes. Following the deprecation of Docker''s native runtime engine in Kubernetes, containerd has emerged as the de facto execution engine for production-grade orchestrators.','Go','Repository','Advanced',0,'online','manual','ce5d5ddc82dcb8a73ef4182dc00d67cdcbd4cd05311a18d932eb4ac6dd55b7f4',100.0,1779029121,1,'2026-06-13T19:17:34Z',NULL,NULL,NULL,'["Container Runtime", "Core Infrastructure", "Execution Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/docker.md", "docs/kubernetes.md"]','["container-managers.md", "docker.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:17:34Z", "gh_stars": 20835, "gh_open_issues_30d": 652, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:33.511632+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containerd/nerdctl','nerdctl 🌟','','2026',5,'Nerdctl is a Docker-compatible CLI designed specifically for containerd, offering matching CLI experiences (e.g., nerdctl run, nerdctl compose) for non-Docker environments. It supports advanced container features like lazy pulling (e.g., eStargz/soci), rootless execution, IPFS container sharing, and encryption. It acts as a bridge for developers migrating to pure containerd-based systems.','Go','Tool','High',0,'online','manual','11512a5fa7604793242e19295ecdde61795dfb13cb6c433e763ba9dee6873309',100.0,1779029174,1,'2026-06-12T22:33:04Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Runtimes"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:33:04Z", "gh_stars": 10146, "gh_open_issues_30d": 361, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:34.303723+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containernetworking','github.com/containernetworking 🌟','','2026',5,'The foundational GitHub organization hosting the official CNI specification, runtime engines, and core plugin binaries that drive the cloud-native ecosystem.','Go','Repository','Advanced',0,'online','manual','b6639ea6da38a6535eb742515c4f6106008226dc296ea9e14701a064d805692b',100.0,1779031216,1,'2026-05-17T17:20:16.017742+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Fundamentals"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/containernetworking/cni','CNI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6921ce1dc486dfdac9385cb1637113ab4bc10318da27a3702225d0fa2bbbf85c',100.0,1779033751,1,'2026-05-17T18:02:31.264231+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 155, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:35.132147+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containers/buildah','github.com/containers/buildah','','2026',5,'The official GitHub repository for Buildah, containing the core Go source code for building daemonless OCI container images. Live Grounding confirms its active role as a standard engine within Kubernetes environments, particularly Red Hat OpenShift, allowing secure rootless image construction. It is highly valued for its ability to create scratch images containing only runtime-essential binaries, dramatically reducing final image attack surfaces.','Go','Repository','Advanced',0,'online','manual','0a37e92cf398bc2346e88e1ffe1cfd914b7f52c8551790ae4941ad9118c4b74b',100.0,1779032802,1,'2026-05-22T01:25:14Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T01:25:14Z", "gh_stars": 8795, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:35.814886+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containers/conmon','Conmon','','2017',5,'An essential, daemonless container monitor written in C, used primarily by Podman and CRI-O. Conmon supervises container lifecycles, capturing standard output/error streams, tracking exit codes, and managing attachment sockets while maintaining a negligible host resource overhead.','C','Repository','Advanced',0,'online','manual','d75ef63f02648710f491201fa5ff9a4acb949c9e8a7ab0130026e2ad46d0395b',100.0,1779031988,1,'2026-06-13T18:15:32Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T18:15:32Z", "gh_stars": 481, "gh_open_issues_30d": 32, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:36.579224+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containers/crun','crun','','2019',5,'A high-performance, lightweight, and low-memory-footprint OCI runtime written completely in C. It serves as an ultra-fast alternative to Go-based runc, offering native support for advanced Linux features such as cgroups v2, user namespaces, and direct system call mapping.','C','Repository','Advanced',0,'online','manual','c221b057b7c47c7633e3af5254b068421f8b6ab8323d762748981de09fbdd83f',100.0,1779030407,1,'2026-05-30T10:56:09Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-05-30T10:56:09Z", "gh_stars": 3964, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:37.336934+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containers/libpod','Libpod: Library and tool for running OCI-based containers in Pods','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bf72fecd7240628916a05633a0724e634622839175bf8822d603a8a51cb7e363',100.0,1779030562,0,'2026-05-17T17:09:22.182992+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://github.com/containers/podman", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:38.017321+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/containers/podman','Libpod: Library and tool for running OCI-based containers in Pods','- Libpod is a library used to create container pods. 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Libpod brings native Kubernetes-style multi-container ''Pod'' groupings to local local environments without requiring a background orchestration API.','Go','Repository','Advanced',0,'online','manual','2eb130c7313acca5d372a6eb124f7b915e3addd277a85484fb8250cb46c555d4',100.0,1.77913049493524789e+09,1,'2026-05-22T09:18:45Z',NULL,NULL,NULL,'["Containerization", "Container Engines", "Daemonless Execution"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T09:18:45Z", "gh_stars": 31763}'); -INSERT INTO "resources" VALUES('https://github.com/containers/skopeo','Skopeo','','2026',5,'Skopeo is an industry-standard command-line tool designed to perform operations on container images and image registries without requiring local container storage or engines. Architects leverage Skopeo to inspect remote manifest details, sign images, and sync packages directly between registries (e.g., from Docker Hub to ECR). Live Grounding confirms it as a vital utility in production CI/CD security scanning and compliance loops.','Go','Repository','Intermediate',0,'online','manual','5876e9728abf32910bb2513d206f60a4cae6f3a945dcf5358fb283f78f8c8922',100.0,1.77903184482572889e+09,1,'2026-05-21T14:40:34Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Management"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T14:40:34Z", "gh_stars": 10891}'); -INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-auth','github.com/containerscrew/aws-sso-auth','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635',100.0,1.77903316701024508e+09,0,'2026-05-17T17:52:47.010245+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/containerscrew/aws-sso-rs"}'); -INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-rs','github.com/containerscrew/aws-sso-auth','','2026',4,'A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate AWS IAM Identity Center login workflows and manage local workstation credential lifecycles. It bypasses slow browser integration loops by managing token renewals and profile switching programmatically. Critical for terminal-first developers using security-hardened AWS structures.','Rust','Repository','Intermediate',0,'online','manual','0ed39e4ea9ad32e320356ac72700ed3e22db590735596f9cad48b94fb8b51101',100.0,1.7791304949654231e+09,1,'2025-12-19T12:52:05Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Identity Management"]','["[ENTERPRISE-STABLE]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-12-19T12:52:05Z", "gh_stars": 4}'); -INSERT INTO "resources" VALUES('https://github.com/containrrr/watchtower','github.com/containrrr/watchtower','','2026',5,'Watchtower is an automation utility that monitors running Docker containers and automatically updates them whenever a new version of their base image is pushed to a remote registry. It executes graceful shutdowns, restarts the container with its original configurations, and sends notifications via webhooks. This is an optimal solution for staging, homelab, and edge environments where manual container updates are highly inefficient.','Go','Tool','Medium',0,'online','manual','2c045d1d45b19cf7702d75cab8a4d8a5785eccbd4e05e8a4a029ecd99ce5b352',100.0,1779030248.96687,1,'2025-12-17T14:44:11Z',NULL,NULL,NULL,'["Infrastructure", "Continuous Deployment", "Automation"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-17T14:44:11Z", "gh_stars": 24678}'); -INSERT INTO "resources" VALUES('https://github.com/contentful-labs/kube-secret-syncer','contentful-labs/kube-secret-syncer 🌟','','2021',2,'A targeted operator designed to synchronize secrets securely from external services (specifically AWS Parameter Store) directly into native Kubernetes Secrets, ensuring cloud-hosted secrets stay continuously aligned with active workloads.','Go','Operator','Intermediate',1,'online','manual','31362501cbefbbf7cb62ba03875a9d0550a36ebb1cbe331896c282cfd6b1ea39',100.0,1779029939.38852,1,'2026-05-12T09:58:53Z',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "External Secrets Sync"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-12T09:58:53Z", "gh_stars": 194}'); -INSERT INTO "resources" VALUES('https://github.com/controlplaneio/badrobot','github.com/controlplaneio/badrobot','','2026',2,'Badrobot is a security audit tool focused on evaluating the security posture of third-party Kubernetes operators and their associated service accounts. It parses Helm charts and controller specifications to discover overly permissive RBAC bindings and risky system privileges. Security architects utilize it to harden cluster control planes against lateral privilege escalation via vulnerable operator patterns.','Go','Security Scanner','Advanced',0,'online','manual','17c07f3935c2b385962a04ed3530662efdcd94eeb5841a3bec716ffa63309da1',100.0,1.7790335673797841e+09,1,'2026-06-09T10:11:13Z',NULL,NULL,NULL,'["Security", "Operator Security", "Static Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T10:11:13Z", "gh_stars": 229}'); -INSERT INTO "resources" VALUES('https://github.com/coodict/python3-in-one-pic','github: Python3 in one pic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63',100.0,1.77902960994109892e+09,0,'2026-05-17T16:53:29.941099+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/rainyear/python3-in-one-pic"}'); -INSERT INTO "resources" VALUES('https://github.com/copilot','GitHub Copilot 🌟','','2023',5,'The main landing framework for GitHub Copilot''s developer organization. As an AI-assisted development standard, it houses the core SDK components, extension configurations, and telemetry hooks driving modern contextual code synthesis inside major integrated development environments (IDEs).','TypeScript','Library','Advanced',0,'online','manual','ea5a4cec3a13ca0942f6e14db3396bf030155df379dd7578c2b5ada8763d5f15',100.0,1.77913049502647709e+09,1,'2026-05-18T20:54:55.026477+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Copilot Ecosystem"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/git.md"]','["git.md", "devel-sites.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/coreos/flannel','Flannel','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6ed5e8e6740bad4bb638d3df66476db19617af6103f823cfa9c31e6a87732e36',100.0,1.77903001528649592e+09,0,'2026-05-17T17:00:15.286496+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/coreos/kube-prometheus','kube-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605',100.0,1.77903081013022589e+09,0,'2026-05-17T17:13:30.130226+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/prometheus-operator/kube-prometheus"}'); -INSERT INTO "resources" VALUES('https://github.com/coreos/rpm-ostree',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dd54e487375c77e1878f0ba56fe35163eef7083a3ab8e6292c83cd9c98711708',100.0,1.77903288955399298e+09,1,'2026-05-17T17:48:09.553993+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/corneliusweig/ketall','ketall','','2023',3,'A kubectl plugin that executes an authentic ''get all'' command, querying every single resource type (including CRDs, cluster-scoped resources, and configs) instead of the limited subset retrieved by default. In 2026, it continues to be one of the most widely recommended diagnostic plugins for capturing complete system topology snapshot outputs.','Go','Kubectl Plugin','Low',0,'online','manual','6ac47342e9617f3d1786ba958830ff02c3de0cad4e7d8e51959b0f478e537cdd',100.0,1.7790344547993009e+09,1,'2023-12-06T15:08:38Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Query"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-06T15:08:38Z", "gh_stars": 751}'); -INSERT INTO "resources" VALUES('https://github.com/corneliusweig/konfig','corneliusweig/konfig','','2019',2,'A practical kubectl extension designed to safely split, filter, and combine credentials inside complex kubeconfig contexts. It isolates specific configuration sets to reduce administrative risk across disparate target hosts.','Go','Kubectl Plugin','Intermediate',0,'online','manual','8cc0bd25f80cd0378e4ec4b2d53ed32fa32df5371b277a2da32d2854ac13e689',100.0,1779032579.34016,1,'2022-06-30T06:25:55Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Kubeconfig Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T06:25:55Z", "gh_stars": 388}'); -INSERT INTO "resources" VALUES('https://github.com/cortexproject/cortex','github.com/cortexproject/cortex','','2024',5,'Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying.','Go','Open Source Tool','Advanced',1,'online','manual','937315c597d3938532554ce2b2beedc8042ebd4857623c8ef4c26091df742784',100.0,1.7790314318797779e+09,1,'2026-06-12T13:32:09Z',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Cortex Engine"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:32:09Z", "gh_stars": 5811}'); -INSERT INTO "resources" VALUES('https://github.com/corunet/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ecb578dd5db52b61f29132a67a43f79ed181097580a628edd2e2c66b44aee43e',100.0,1.77903404198796391e+09,0,'2026-05-17T18:07:21.987964+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://github.com/sngular/kloadgen"}'); -INSERT INTO "resources" VALUES('https://github.com/couler-proj/couler','Couler','','2023',4,'Couler is an open-source Python SDK built to simplify programming native Kubernetes workflow engines like Argo or Tekton. It allows machine learning and data engineering teams to construct complex workflows via intuitive Python code instead of hand-writing endless YAML sheets.','Python','SDK','Advanced',0,'online','manual','7b9d2c324707d3c2e2c421e9c4028e7b996a5b537d35ecb9e1ad7d367fbb80e5',100.0,1.77903330978994393e+09,1,'2024-10-08T03:31:54Z',NULL,NULL,NULL,'["Orchestration", "Workflows", "Kubernetes SDKs", "Couler"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-08T03:31:54Z", "gh_stars": 944}'); -INSERT INTO "resources" VALUES('https://github.com/crazy-max/diun','crazy-max/diun','','2025',4,'Diun (Docker Image Update Notifier) is a lightweight CLI application designed to monitor Docker registries and notify team members of active image updates. With support for multiple notification backends (Slack, Telegram, Webhooks), it bridges the gap between static registry management and automated GitOps continuous integration pipelines.','Go','Daemon','Intermediate',0,'online','manual','cf526369dcf84fa8977dc3de55ef0f8c8215d17fb64bb250d7911200c304012b',100.0,1.77903139726962089e+09,1,'2026-06-11T13:02:54Z',NULL,NULL,NULL,'["Operations", "GitOps & Delivery", "Image Registry"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T13:02:54Z", "gh_stars": 4721}'); -INSERT INTO "resources" VALUES('https://github.com/crc-org/crc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','99289348516ecb0627204191bc5fde9d781b0dadf9101f92432c9c11dcfae1fb',100.0,1.77903411655826807e+09,1,'2026-05-17T18:08:36.558268+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/create-go-app/cli','create-go-app/cli','','N/A',0,'Curator Insight introduces this CLI to construct boilerplate-free backend, frontend, and web applications in Go. Live Grounding shows its capability to pre-configure deployment assets like Dockerfiles and Kubernetes manifests to quicken development cycles.','English','Repository','Beginner',1,'online','manual','bb339e0f1cfa2b64c71a8a9bfefe1a0705a2b20dbbd74b2a4ca4eb9cc8ee58e0',100.0,1.77903333637112808e+09,1,'2026-02-10T00:34:13Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Project Scaffolding"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-10T00:34:13Z", "gh_stars": 2758}'); -INSERT INTO "resources" VALUES('https://github.com/cremich/cdk-bill-bot','cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot','','2023',4,'An open-source AWS CDK cost optimization bot named Bill. Scans cloud deployment metadata, analyzes actual usage patterns, and suggests infrastructure optimization options via Slack or Microsoft Teams channels.','TypeScript','GitHub Repository','Intermediate',0,'online','manual','ec37d578479c534a1acdcd5414c343df0e1c0298f407bde3726b2adfe27eb28e',100.0,1779031553.25741,1,'2022-09-25T20:04:46Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "IaC FinOps", "AWS CDK Bots"]','["[ENTERPRISE-STABLE]"]','["docs/finops.md"]','["finops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-25T20:04:46Z", "gh_stars": 486}'); -INSERT INTO "resources" VALUES('https://github.com/cruise-automation/rbacsync','RBACSync 🌟','','2024',5,'A synchronization tool that translates active identity directory groups (e.g., Okta, Azure AD) directly into local Kubernetes RBAC configurations. Eliminates configuration drifts and automates security lifecycles when onboarding engineers. High reliability for multi-tenant enterprise platforms.','Go','Operator','Medium',0,'online','manual','00b8bb978ac9a05158363288eab967349684d997d1b9926475a77d16cf935ff7',100.0,1779030742.55662,1,'2023-12-18T23:03:38Z',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "RBAC Synchronization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-18T23:03:38Z", "gh_stars": 243}'); -INSERT INTO "resources" VALUES('https://github.com/crumbhole/argocd-lovely-plugin','github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin','','2023',4,'A flexible Custom Config Management Plugin (CMP) for Argo CD designed to combine Helm, Kustomize, and raw YAML. It solves the nested tooling dilemma by processing multiple template layers without requiring complex shell scripts, simplifying enterprise GitOps chains.','Go','Repository','Advanced',0,'online','manual','caf8e7e60e9c1a41351b00678f3b08f14d1c5ec64b8ca1830ace8c1376656c86',100.0,1.77903258731613707e+09,1,'2026-06-12T22:40:49Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Plugins & Extensions"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-12T22:40:49Z", "gh_stars": 486}'); -INSERT INTO "resources" VALUES('https://github.com/crumbhole/argocd-vault-replacer','github.com/crumbhole/argocd-vault-replacer','','2022',3,'A specialized replacement utility designed to pull secrets from HashiCorp Vault during the Argo CD rendering phase. Acts as a lightweight precursor/alternative to full plugin integrations, enabling targeted placeholder substitutions within native Kubernetes manifest streams.','Go','Repository','Advanced',0,'online','manual','724849f3109ed9ba95308c305e2488b5c9c80749dedd860e191c920b4062a7a5',100.0,1.77903057295011401e+09,1,'2026-06-10T00:31:45Z',NULL,NULL,NULL,'["Platform Engineering", "Secret Management", "HashiCorp Vault", "ArgoCD Plugins"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-10T00:31:45Z", "gh_stars": 109}'); + - Libpod provides a library for applications looking to use the Container Pod concept, popularized by Kubernetes. Libpod also contains the Pod Manager tool (Podman). Podman manages pods, containers, container images, and container volumes.','2018',5,'The core engine library underlying Podman, enabling programmatic creation and lifecycle management of OCI-compliant containers and Pods. Libpod brings native Kubernetes-style multi-container ''Pod'' groupings to local local environments without requiring a background orchestration API.','Go','Repository','Advanced',0,'online','manual','2eb130c7313acca5d372a6eb124f7b915e3addd277a85484fb8250cb46c555d4',100.0,1779130494,1,'2026-05-22T09:18:45Z',NULL,NULL,NULL,'["Containerization", "Container Engines", "Daemonless Execution"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T09:18:45Z", "gh_stars": 31763, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:38.715266+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containers/skopeo','Skopeo','','2026',5,'Skopeo is an industry-standard command-line tool designed to perform operations on container images and image registries without requiring local container storage or engines. Architects leverage Skopeo to inspect remote manifest details, sign images, and sync packages directly between registries (e.g., from Docker Hub to ECR). Live Grounding confirms it as a vital utility in production CI/CD security scanning and compliance loops.','Go','Repository','Intermediate',0,'online','manual','5876e9728abf32910bb2513d206f60a4cae6f3a945dcf5358fb283f78f8c8922',100.0,1779031844,1,'2026-05-21T14:40:34Z',NULL,NULL,NULL,'["Infrastructure", "Containers", "Image Management"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T14:40:34Z", "gh_stars": 10891, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:39.396327+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-auth','github.com/containerscrew/aws-sso-auth','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635',100.0,1779033167,0,'2026-05-17T17:52:47.010245+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/containerscrew/aws-sso-rs", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:40.067977+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containerscrew/aws-sso-rs','github.com/containerscrew/aws-sso-auth','','2026',4,'A lightweight Rust-based terminal utility (aws-sso-rs) designed to automate AWS IAM Identity Center login workflows and manage local workstation credential lifecycles. It bypasses slow browser integration loops by managing token renewals and profile switching programmatically. Critical for terminal-first developers using security-hardened AWS structures.','Rust','Repository','Intermediate',0,'online','manual','0ed39e4ea9ad32e320356ac72700ed3e22db590735596f9cad48b94fb8b51101',100.0,1779130494,1,'2025-12-19T12:52:05Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Identity Management"]','["[ENTERPRISE-STABLE]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-12-19T12:52:05Z", "gh_stars": 4, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:40.855725+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/containrrr/watchtower','github.com/containrrr/watchtower','','2026',5,'Watchtower is an automation utility that monitors running Docker containers and automatically updates them whenever a new version of their base image is pushed to a remote registry. It executes graceful shutdowns, restarts the container with its original configurations, and sends notifications via webhooks. This is an optimal solution for staging, homelab, and edge environments where manual container updates are highly inefficient.','Go','Tool','Medium',0,'online','manual','2c045d1d45b19cf7702d75cab8a4d8a5785eccbd4e05e8a4a029ecd99ce5b352',100.0,1779030248,1,'2025-12-17T14:44:11Z',NULL,NULL,NULL,'["Infrastructure", "Continuous Deployment", "Automation"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-17T14:44:11Z", "gh_stars": 24678, "gh_open_issues_30d": 219, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:41.598907+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/contentful-labs/kube-secret-syncer','contentful-labs/kube-secret-syncer 🌟','','2021',2,'A targeted operator designed to synchronize secrets securely from external services (specifically AWS Parameter Store) directly into native Kubernetes Secrets, ensuring cloud-hosted secrets stay continuously aligned with active workloads.','Go','Operator','Intermediate',1,'online','manual','31362501cbefbbf7cb62ba03875a9d0550a36ebb1cbe331896c282cfd6b1ea39',100.0,1779029939,1,'2026-05-12T09:58:53Z',NULL,NULL,NULL,'["Security & Identity", "Secrets Management", "External Secrets Sync"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-12T09:58:53Z", "gh_stars": 194, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:42.379174+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/controlplaneio/badrobot','github.com/controlplaneio/badrobot','','2026',2,'Badrobot is a security audit tool focused on evaluating the security posture of third-party Kubernetes operators and their associated service accounts. It parses Helm charts and controller specifications to discover overly permissive RBAC bindings and risky system privileges. Security architects utilize it to harden cluster control planes against lateral privilege escalation via vulnerable operator patterns.','Go','Security Scanner','Advanced',0,'online','manual','17c07f3935c2b385962a04ed3530662efdcd94eeb5841a3bec716ffa63309da1',100.0,1779033567,1,'2026-06-09T10:11:13Z',NULL,NULL,NULL,'["Security", "Operator Security", "Static Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T10:11:13Z", "gh_stars": 229, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:43.172229+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/coodict/python3-in-one-pic','github: Python3 in one pic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63',100.0,1779029609,0,'2026-05-17T16:53:29.941099+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/rainyear/python3-in-one-pic", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:43.851663+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/copilot','GitHub Copilot 🌟','','2023',5,'The main landing framework for GitHub Copilot''s developer organization. As an AI-assisted development standard, it houses the core SDK components, extension configurations, and telemetry hooks driving modern contextual code synthesis inside major integrated development environments (IDEs).','TypeScript','Library','Advanced',0,'online','manual','ea5a4cec3a13ca0942f6e14db3396bf030155df379dd7578c2b5ada8763d5f15',100.0,1779130495,1,'2026-05-18T20:54:55.026477+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Copilot Ecosystem"]','["[DE FACTO STANDARD]"]','["docs/devel-sites.md", "docs/git.md"]','["git.md", "devel-sites.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/coreos/flannel','Flannel','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6ed5e8e6740bad4bb638d3df66476db19617af6103f823cfa9c31e6a87732e36',100.0,1779030015,0,'2026-05-17T17:00:15.286496+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:44.533411+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/coreos/kube-prometheus','kube-prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605',100.0,1779030810,0,'2026-05-17T17:13:30.130226+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/prometheus-operator/kube-prometheus", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:45.213856+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/coreos/rpm-ostree',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dd54e487375c77e1878f0ba56fe35163eef7083a3ab8e6292c83cd9c98711708',100.0,1779032889,1,'2026-05-17T17:48:09.553993+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION", "gh_open_issues_30d": 487, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:46.000437+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/corneliusweig/ketall','ketall','','2023',3,'A kubectl plugin that executes an authentic ''get all'' command, querying every single resource type (including CRDs, cluster-scoped resources, and configs) instead of the limited subset retrieved by default. In 2026, it continues to be one of the most widely recommended diagnostic plugins for capturing complete system topology snapshot outputs.','Go','Kubectl Plugin','Low',0,'online','manual','6ac47342e9617f3d1786ba958830ff02c3de0cad4e7d8e51959b0f478e537cdd',100.0,1779034454,1,'2023-12-06T15:08:38Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Query"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-06T15:08:38Z", "gh_stars": 751, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:46.744523+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/corneliusweig/konfig','corneliusweig/konfig','','2019',2,'A practical kubectl extension designed to safely split, filter, and combine credentials inside complex kubeconfig contexts. It isolates specific configuration sets to reduce administrative risk across disparate target hosts.','Go','Kubectl Plugin','Intermediate',0,'online','manual','8cc0bd25f80cd0378e4ec4b2d53ed32fa32df5371b277a2da32d2854ac13e689',100.0,1779032579,1,'2022-06-30T06:25:55Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Kubeconfig Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T06:25:55Z", "gh_stars": 388, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:47.462629+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cortexproject/cortex','github.com/cortexproject/cortex','','2024',5,'Open-source repository for Cortex. Implements Prometheus as a service, allowing isolated multi-tenancy, long-term metric durability in object storage (S3/GCS), and horizontally scalable querying.','Go','Open Source Tool','Advanced',1,'online','manual','937315c597d3938532554ce2b2beedc8042ebd4857623c8ef4c26091df742784',100.0,1779031431,1,'2026-06-12T13:32:09Z',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Cortex Engine"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:32:09Z", "gh_stars": 5811, "gh_open_issues_30d": 312, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:48.238353+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/corunet/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ecb578dd5db52b61f29132a67a43f79ed181097580a628edd2e2c66b44aee43e',100.0,1779034041,0,'2026-05-17T18:07:21.987964+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://github.com/sngular/kloadgen", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:42:48.937614+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/couler-proj/couler','Couler','','2023',4,'Couler is an open-source Python SDK built to simplify programming native Kubernetes workflow engines like Argo or Tekton. It allows machine learning and data engineering teams to construct complex workflows via intuitive Python code instead of hand-writing endless YAML sheets.','Python','SDK','Advanced',0,'online','manual','7b9d2c324707d3c2e2c421e9c4028e7b996a5b537d35ecb9e1ad7d367fbb80e5',100.0,1779033309,1,'2024-10-08T03:31:54Z',NULL,NULL,NULL,'["Orchestration", "Workflows", "Kubernetes SDKs", "Couler"]','["[ENTERPRISE-STABLE]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-08T03:31:54Z", "gh_stars": 944, "gh_open_issues_30d": 21, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:49.737482+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/crazy-max/diun','crazy-max/diun','','2025',4,'Diun (Docker Image Update Notifier) is a lightweight CLI application designed to monitor Docker registries and notify team members of active image updates. With support for multiple notification backends (Slack, Telegram, Webhooks), it bridges the gap between static registry management and automated GitOps continuous integration pipelines.','Go','Daemon','Intermediate',0,'online','manual','cf526369dcf84fa8977dc3de55ef0f8c8215d17fb64bb250d7911200c304012b',100.0,1779031397,1,'2026-06-11T13:02:54Z',NULL,NULL,NULL,'["Operations", "GitOps & Delivery", "Image Registry"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T13:02:54Z", "gh_stars": 4721, "gh_open_issues_30d": 78, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:50.512041+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/crc-org/crc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','99289348516ecb0627204191bc5fde9d781b0dadf9101f92432c9c11dcfae1fb',100.0,1779034116,1,'2026-05-17T18:08:36.558268+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0", "gh_open_issues_30d": 340, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:51.291460+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/create-go-app/cli','create-go-app/cli','','N/A',0,'Curator Insight introduces this CLI to construct boilerplate-free backend, frontend, and web applications in Go. Live Grounding shows its capability to pre-configure deployment assets like Dockerfiles and Kubernetes manifests to quicken development cycles.','English','Repository','Beginner',1,'online','manual','bb339e0f1cfa2b64c71a8a9bfefe1a0705a2b20dbbd74b2a4ca4eb9cc8ee58e0',100.0,1779033336,1,'2026-02-10T00:34:13Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Project Scaffolding"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-10T00:34:13Z", "gh_stars": 2758, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:52.060577+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cremich/cdk-bill-bot','cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot','','2023',4,'An open-source AWS CDK cost optimization bot named Bill. Scans cloud deployment metadata, analyzes actual usage patterns, and suggests infrastructure optimization options via Slack or Microsoft Teams channels.','TypeScript','GitHub Repository','Intermediate',0,'online','manual','ec37d578479c534a1acdcd5414c343df0e1c0298f407bde3726b2adfe27eb28e',100.0,1779031553,1,'2022-09-25T20:04:46Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "IaC FinOps", "AWS CDK Bots"]','["[ENTERPRISE-STABLE]"]','["docs/finops.md"]','["finops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-25T20:04:46Z", "gh_stars": 486, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:52.799238+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cruise-automation/rbacsync','RBACSync 🌟','','2024',5,'A synchronization tool that translates active identity directory groups (e.g., Okta, Azure AD) directly into local Kubernetes RBAC configurations. Eliminates configuration drifts and automates security lifecycles when onboarding engineers. High reliability for multi-tenant enterprise platforms.','Go','Operator','Medium',0,'online','manual','00b8bb978ac9a05158363288eab967349684d997d1b9926475a77d16cf935ff7',100.0,1779030742,1,'2023-12-18T23:03:38Z',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "RBAC Synchronization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-18T23:03:38Z", "gh_stars": 243, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:53.628629+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/crumbhole/argocd-lovely-plugin','github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin','','2023',4,'A flexible Custom Config Management Plugin (CMP) for Argo CD designed to combine Helm, Kustomize, and raw YAML. It solves the nested tooling dilemma by processing multiple template layers without requiring complex shell scripts, simplifying enterprise GitOps chains.','Go','Repository','Advanced',0,'online','manual','caf8e7e60e9c1a41351b00678f3b08f14d1c5ec64b8ca1830ace8c1376656c86',100.0,1779032587,1,'2026-06-12T22:40:49Z',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Plugins & Extensions"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-12T22:40:49Z", "gh_stars": 486, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:54.435383+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/crumbhole/argocd-vault-replacer','github.com/crumbhole/argocd-vault-replacer','','2022',3,'A specialized replacement utility designed to pull secrets from HashiCorp Vault during the Argo CD rendering phase. Acts as a lightweight precursor/alternative to full plugin integrations, enabling targeted placeholder substitutions within native Kubernetes manifest streams.','Go','Repository','Advanced',0,'online','manual','724849f3109ed9ba95308c305e2488b5c9c80749dedd860e191c920b4062a7a5',100.0,1779030572,1,'2026-06-10T00:31:45Z',NULL,NULL,NULL,'["Platform Engineering", "Secret Management", "HashiCorp Vault", "ArgoCD Plugins"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-10T00:31:45Z", "gh_stars": 109, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:42:55.226599+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/crynta/terax-ai','Terax AI — Lightweight Terminal-First AI Dev Workspace','An open-source, ultra-lightweight (7MB) terminal emulator and developer workspace built in Rust and Tauri, featuring a local-first AI agent loop.','2026',4,'A highly performant, open-source AI-native terminal emulator and code editor designed to bypass resource-heavy electron-based alternatives. - Built with Rust, Tauri, React, and xterm.js (WebGL rendering), it manages shell instances via portable-pty while storing all API keys locally. -- Features a built-in CodeMirror code editor with Vim mappings, dual-view web previews, and a core agentic framework connecting seamlessly to OpenAI, Anthropic, Gemini, or local models running on Ollama.','en','project','Intermediate',0,'online','automatic','766f83b521c18601f8f9e2138ffe51595f73533b7ab633deb69b186346719f2c',NULL,1.78035283880109691e+09,0,'2026-06-01T18:33:47Z',NULL,NULL,NULL,'["Systems Engineering", "Terminal Emulators", "Desktop AI Agents", "Rust Tools"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T18:33:47Z", "gh_stars": 6370, "reputation_status": "Vetted", "reputation_summary": "No reputation penalty. Heavily praised on Hacker News, Reddit, and Arch Linux AUR groups for its extremely rapid development cycle, lightweight 7MB Rust profile, and absence of telemetry.", "social_preview_url": "https://opengraph.githubassets.com/55473e5816c702ebcea62422cb849abb2c9f0eca41acebc9b457af5f973b3e4f/crynta/terax-ai", "source_provenance": "X.com (midudev)", "suggested_new_category": "developer-tooling"}'); -INSERT INTO "resources" VALUES('https://github.com/csantanapr/faststart2020-pipelines-lab','github: OpenShift Pipelines Node.js Tutorial','','2020',1,'Specialized quick-start laboratory focusing on Node.js application continuous delivery with OpenShift Pipelines. Guides developers through configuring trigger conditions and executing basic Source-to-Image (S2I) build pipelines.','JavaScript','Code Repository','Intermediate',1,'online','manual','e219f3a725d9391525ef3979f915bdf00877426e0bf1b828d188c4c254345611',100.0,1.77903137828786206e+09,1,'2022-12-10T18:52:03Z',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-10T18:52:03Z", "gh_stars": 5}'); -INSERT INTO "resources" VALUES('https://github.com/cschotte/Azure-DevOps-Dashboard','Azure DevOps Dashboard','','2024',5,'Community-driven dashboard tool for monitoring multi-project pipelines and deployment progress inside a single, unified view. Helps development leads observe pipeline backlogs and release tempos.','JavaScript','Repository','Intermediate',0,'online','manual','34887036e0bd67de4eee0bc528e7a290dc735dfde166fcd70262bcf68346e1b1',100.0,1.77903348935470891e+09,1,'2024-04-22T13:54:37Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Observability", "DevOps Dashboard"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-04-22T13:54:37Z", "gh_stars": 16}'); -INSERT INTO "resources" VALUES('https://github.com/csweichel/werft','csweichel/werft','','2022',5,'Werft is a lightweight, Kubernetes-native CI system designed to launch build tasks as custom pods directly from Git actions. Bypassing bulky traditional build systems, it leverages native Kubernetes scheduling to guarantee isolated, deterministic execution environments.','Go','Open-Source Software','Advanced',1,'online','manual','08e2446133993930300cf762943588bbeae2933793cd3588a2b83b4e2f6ebc61',100.0,1.77903370688917803e+09,1,'2023-03-06T22:39:40Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-06T22:39:40Z", "gh_stars": 194}'); -INSERT INTO "resources" VALUES('https://github.com/ctrox/csi-s3','ctrox/csi-s3','','2018',3,'A CSI driver that mounts S3-compatible buckets directly into container filesystems. It uses FUSE systems to read/write files in storage backends, bringing standard POSIX behaviors to raw cloud object storage paradigms.','Go','CSI Driver','Advanced',0,'online','manual','74f1b41eb029d06d3eb3c314503b1293346919ca46b6ab2ad933581a54a02190',100.0,1.77903002122790694e+09,1,'2025-04-17T05:34:29Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Object Storage Mounts"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-17T05:34:29Z", "gh_stars": 831}'); -INSERT INTO "resources" VALUES('https://github.com/cuber-cloud/cuber-gem','cuber-cloud/cuber-gem: CUBER','','2021',3,'Cuber is a deployment tool tailored specifically for Ruby environments. It packages Rails and Rack codebases and automates deployment execution onto Kubernetes backends with zero complex YAML writing.','Ruby','Deployment CLI','Intermediate',0,'online','manual','7946698f1f94b9c8875d76e1fc77332fb5d8d3b99404e311ea0d89d7f8ab553b',100.0,1.7790331628611741e+09,1,'2026-04-12T17:58:14Z',NULL,NULL,NULL,'["Application Platforms", "Deployment Frameworks", "Ruby Deployment"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-12T17:58:14Z", "gh_stars": 714}'); -INSERT INTO "resources" VALUES('https://github.com/curl/wcurl','wcurl','','2024',5,'A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script friction when packaging container layers.','Shell','Utility Tool','Intermediate',0,'online','manual','b2b563bec5bc35153b1f5559f0f6b183ac50cc02438ea7d8f189f518a91b3b06',100.0,1.77903422658595395e+09,1,'2026-06-01T22:01:09Z',NULL,NULL,NULL,'["Linux", "Networking", "Data Transfer"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md", "index.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-01T22:01:09Z", "gh_stars": 512}'); -INSERT INTO "resources" VALUES('https://github.com/cyberark/kubeletctl','Kubeletctl is a command line tool that implement kubelet''s API 🌟','','2025',5,'A command line tool targeting the local Kubelet API directly to execute commands, retrieve logs, and assess endpoint vulnerabilities. Used heavily by cloud security auditors and penetration testers to map security postures.','Go','CLI Tool','Advanced',0,'online','manual','4b42033ef8fca163aac41b901eebc3d12be3cb7bef958b4a9879e17eab25ffd5',100.0,1779031805.64654,1,'2025-08-06T07:17:00Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "API Verification"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-08-06T07:17:00Z", "gh_stars": 894}'); -INSERT INTO "resources" VALUES('https://github.com/cyberark/kubesploit','github.com/cyberark/kubesploit 🌟','','2020',5,'Kubesploit is a dedicated container penetration testing framework engineered for red-teaming containerized environments. Using an agent-based model, it simulates realistic attacks inside Kubernetes clusters, evaluating vulnerabilities such as pod escapes.','Go','Exploitation Framework','Advanced',1,'online','manual','5a38b7c49a9723a4a2796ed6eb3a64c1bf9d85fd6e382551eb29fb07fbc341e5',100.0,1.77903330987529611e+09,1,'2025-02-03T12:03:19Z',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Offensive Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-02-03T12:03:19Z", "gh_stars": 1226}'); -INSERT INTO "resources" VALUES('https://github.com/cybersecsi/HOUDINI','==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for'' Network Intrusion==','','2023',5,'HOUDINI gathers hundreds of preconfigured container images loaded with security tools, intrusion modules, and network diagnostic utilities. While its maintenance frequency has decreased, the structure provides a historical repository for testing setups. It is used primarily by forensic professionals looking for standardized local testing setups.','Shell','Tool','Intermediate',0,'online','manual','e98ccff77acd39501658498dec2fd66b87df2173aa27852a14f36257bd888d25',100.0,1779034015.94381,1,'2025-11-21T17:18:57Z',NULL,NULL,NULL,'["Security", "Penetration Testing", "Security Containers"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-11-21T17:18:57Z", "gh_stars": 1253}'); -INSERT INTO "resources" VALUES('https://github.com/cybersecsi/RAUDI','==cybersecsi/RAUDI==','','2026',5,'RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. By automating the build pipelines of individual vulnerability scanners and custom scripts, it ensures security teams always work with up-to-date and compliant container environments. Its architectural value lies in bridging automated vulnerability definitions directly with container supply chain security.','Python','Tool','Medium',0,'online','manual','16da4f24401bc72177ce6170eff8c24072339b105e282098db3a05b637058602',100.0,1.77903275435164189e+09,1,'2026-06-03T04:04:22Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Automation"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-03T04:04:22Z", "gh_stars": 559}'); -INSERT INTO "resources" VALUES('https://github.com/cyberus-technology/virtualbox-kvm','github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox'' 🌟','','2023',4,'A performance-focused extension enabling Oracle VirtualBox to delegate execution directly to the native Linux Kernel-based Virtual Machine (KVM) backend. It removes proprietary kernel module requirements. Live Grounding highlights its architectural value for running clean virtualization loops inside Linux workstations.','C','Tool','Advanced',0,'online','manual','63def87ea138c80de7c51c3a9d87dd17d430e298d3a3b52c955b7191a98a0b94',100.0,1.77903390685769701e+09,1,'2026-02-01T11:24:21Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Virtualization", "Hypervisors"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-02-01T11:24:21Z", "gh_stars": 1113}'); -INSERT INTO "resources" VALUES('https://github.com/cycloidio/inframap','==cycloidio/inframap: Inframap== 🌟','','2024',3,'Inframap compiles native HCL files or existing Terraform state inputs directly into comprehensive node-link visualization graphs. By executing clean AST parsing, the tool extracts backend dependencies, service connections, and active endpoints. It outputs directly to DOT format to enable programmatic generation of up-to-date cloud deployment maps.','Go','Visual Tool','Intermediate',0,'online','manual','147c1268185b5ee55d4952cf69675987837441203bc5c3a0e6847acf55c63fc9',100.0,1.77903397438808894e+09,1,'2026-04-23T14:00:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Topology Mapping"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-23T14:00:06Z", "gh_stars": 2035}'); -INSERT INTO "resources" VALUES('https://github.com/cyclops-ui/cyclops','github.com/cyclops-ui/cyclops','','2025',4,'An open-source developer-focused UI that dynamically generates highly intuitive forms from Kubernetes configurations and Helm schemas. Reduces cognitive overhead for non-operations teams, allowing secure and error-free deployments.','Go','Repository','Intermediate',0,'online','manual','e0148782f23c90618ec63dea113db8e97e5009edeb2b21bfbab3384c419e5cf1',100.0,1.77903145144622492e+09,1,'2026-01-22T09:59:04Z',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "Dynamic Forms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-22T09:59:04Z", "gh_stars": 3323}'); -INSERT INTO "resources" VALUES('https://github.com/cykerway/complete-alias','complete-alias','','2026',5,'A shell integration tool designed to resolve completion mechanisms for aliased commands. For platform engineers running complex aliased ''kubectl'' pipelines, this tool bridges the gap by enabling native parameter autocomplete for custom aliases, preserving system-level speed.','Shell','Repository','Intermediate',0,'online','manual','692df128e74e494017d0f85c4cea65f1b57ca82a943fb570c7c0b21761fb99e9',100.0,1.77903189839080905e+09,1,'2022-06-29T15:40:34Z',NULL,NULL,NULL,'["Developer Experience", "Shell", "Productivity"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2022-06-29T15:40:34Z", "gh_stars": 814}'); -INSERT INTO "resources" VALUES('https://github.com/d-kuro/kubectl-fuzzy','kubectl-fuzzy 🌟','','2021',2,'A CLI plugin for kubectl that integrates fuzzy filtering capabilities via fzf. It streamlines cluster operations by enabling interactive search and selection of pods, namespaces, deployments, and logs directly from the terminal.','Go','CLI Plugin','Simple',0,'online','manual','ecd26b1eae3a819cce93cdade695a443dc5139bc2b73abc3edb978b62db91f37',100.0,1.77903218027978396e+09,1,'2026-01-23T15:22:17Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Resource Navigation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-23T15:22:17Z", "gh_stars": 167}'); -INSERT INTO "resources" VALUES('https://github.com/dagger/dagger','==dagger/dagger: Dagger is a portable devkit for CICD==','','2024',5,'The main Git repository for Dagger, the revolutionary CI/CD engine built on BuildKit. Enables writing robust pipelines in general-purpose languages like Go, Python, or TypeScript, completely replacing verbose, fragile YAML pipeline orchestrations.','Go','Open-Source Software','Advanced',1,'online','manual','a2dfa6da3d2e3fde94c3bee28c8b67958a13cc7e922e406c3bef860f468260a9',100.0,1.77903278601322793e+09,1,'2026-06-14T06:40:47Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Engines", "Local Execution"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:40:47Z", "gh_stars": 15954}'); -INSERT INTO "resources" VALUES('https://github.com/dahlbyk/posh-git','dahlbyk/posh-git','','2026',5,'A highly popular PowerShell module integrating comprehensive Git status details and robust tab-completion directly inside the shell prompt. It offers visual indicators for uncommitted changes, branch states, and merge status, significantly increasing CLI productivity. It is a fundamental environment enhancement for any command-line developer working extensively with Git repositories.','PowerShell','Software Toolkit','Beginner',0,'online','manual','0c674dbbc1c0f7a31f8946bb309838d931797d54f83f5720ff928b26e100956b',100.0,1.77903258930197811e+09,1,'2024-09-02T15:03:06Z',NULL,NULL,NULL,'["Platform Automation & Tooling", "Command Line Interface", "posh-git Module"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-09-02T15:03:06Z", "gh_stars": 8216}'); -INSERT INTO "resources" VALUES('https://github.com/dair-ai/ML-Course-Notes','==dair-ai/ML-Course-Notes: ML Course Notes== 🌟','','2023',4,'A comprehensive collection of study notes, mathematical backgrounds, and algorithmic outlines covering modern machine learning. It is an exceptional resource for developers transitioning to production AI, offering clear reviews of model structures and deep learning theory.','Markdown','Repository','Beginner',0,'online','manual','20d4482bc0785fcdc6cd04afd0a77194787ed8e8a881e3f5ac40f8963708166e',100.0,1.77903160959008502e+09,1,'2024-05-16T18:51:33Z',NULL,NULL,NULL,'["Machine Learning", "Education", "Study Materials"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-05-16T18:51:33Z", "gh_stars": 6568}'); -INSERT INTO "resources" VALUES('https://github.com/danielfoehrKn/kubeswitch','Kubeswitch (for operators) 🌟','','2026',3,'An advanced, highly scalable context and kubeconfig switcher designed for operators managing thousands of Kubernetes clusters. Offering sub-second response times and secure dynamic discovery of kubeconfigs, it replaces traditional static setups.','Go','CLI Tool','Advanced',0,'online','manual','9099bfad7cc80bae845f969b75afd459cfe7cf7a81a875815890d54bb9442adf',100.0,1.77903110747360897e+09,1,'2025-05-18T00:44:44Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Cluster Context"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-18T00:44:44Z", "gh_stars": 1170}'); -INSERT INTO "resources" VALUES('https://github.com/danielqsj/kafka_exporter',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e00747996189c7bf3c259c110b9d4755e1eac5de9d5c2a21984c33a84ea16696',100.0,1.77902924347321605e+09,0,'2026-05-17T16:47:23.473216+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/darkbitio/gcp-iam-role-permissions','Fetches all Primitive and Predefined GCP IAM Roles','','2024',0,'An open-source security tool that parses and exports GCE IAM pre-defined and primitive role definitions. Helps platform security architects map precise least-privilege configurations when implementing Workload Identity bounds inside production GKE clusters.','Python','Repository','Advanced',1,'online','manual','18f03b0eea1a415f2bdd5e91adfe79de85d61539f5b90de745e40edc37c687dd',100.0,1.78173607837529611e+09,1,'2026-06-18T00:41:18.375296+02:00',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Security & IAM"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/darkbitio/k8s-mirror','k8s-mirror: Creates a local mirror of a kubernetes cluster in a docker container'' to support offline reviewing 🌟','','2021',2,'This utility clones dynamic Kubernetes cluster state representations directly into a local Docker container for offline querying. By replicating live configurations into a sandboxed environment, it enables safe security audits.','Go','Development Utility','Advanced',0,'online','manual','7c3f5ca352505582e0a789e552aae16c23e7f925b5c42a9e58c5907a794de730',100.0,1.77903336035820889e+09,1,'2021-01-30T21:57:20Z',NULL,NULL,NULL,'["Cluster Management", "Backup & Recovery", "Cluster Replication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-01-30T21:57:20Z", "gh_stars": 339}'); -INSERT INTO "resources" VALUES('https://github.com/darxkies/k8s-tew','**k8s-tew**','','2021',5,'"Kubernetes The Easy Way" (k8s-tew) was a shell wrapper and declarative configuration tool designed to bypass the complex manual configuration steps associated with bootstrapping clusters via kubeadm. With the mature advancement of declarative Cluster API patterns and standard distribution installers, this repository is now obsolete and serves only historical reference value.','Shell','Tool','Intermediate',0,'online','manual','cc87d83b14a0b3f9e056d905011dcb21cfb2d27d36354e40c0edcd8b9816e117',100.0,1.77903143187162399e+09,1,'2026-05-08T20:52:19Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Legacy Tooling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-05-08T20:52:19Z", "gh_stars": 311}'); -INSERT INTO "resources" VALUES('https://github.com/dastergon/awesome-chaos-engineering','Awesome Chaos Engineering','','2023',5,'The premier curated directory of resources, tools, and papers dedicated to the practice of Chaos Engineering. It indexes tools for simulating network latency, injecting resource stress, and terminating instances across various platforms, with a strong focus on cloud-native environments. 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Live Grounding confirms it provides hands-on instructions for configuring webhooks and build triggers. 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Dynamically intercepts and replaces secret references, enhancing runtime secret hygiene.','Go','Webhook','Medium',0,'online','manual','aa0b369989c48490b683a479c00601b6ffa44765b2ae3c165d2223cea63df915',100.0,1.77903415596294689e+09,1,'2024-07-30T10:27:24Z',NULL,NULL,NULL,'["Networking & Security", "Secret Management", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-30T10:27:24Z", "gh_stars": 158}'); -INSERT INTO "resources" VALUES('https://github.com/doitintl/kubeIP','doitintl/kubeIP','','2018',5,'KubeIP is an automation daemon engineered specifically for Google Kubernetes Engine (GKE) clusters. By dynamically assigning reserved static external IPs to newly provisioned GKE cluster nodes, it simplifies firewall configurations for external enterprise integrations.','Go','Operator / Daemon','Intermediate',0,'online','manual','2e49b2d3c8ed3103b70558220d7fc16fa08b561a240dca7a7ebe24655ed504bc',100.0,1.77903276274111509e+09,1,'2026-03-19T00:19:01Z',NULL,NULL,NULL,'["Network & Connectivity", "IP Address Management", "Cloud Integrations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T00:19:01Z", "gh_stars": 447}'); -INSERT INTO "resources" VALUES('https://github.com/dolevshor/azure-finops-guide','==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== 🌟','','2024',5,'A highly comprehensive community repository focused on Azure FinOps best practices. Delivers script templates, tag compliance policies, and architectural checklists to help teams set up continuous cloud financial operations.','English','GitHub Repository','Intermediate',0,'online','manual','dcfb51d5ee0044f01c3c4fc7672d09c384d8b77de5085f6d186d54bfec0c1fbd',100.0,1.77903364057432293e+09,1,'2025-11-02T09:07:14Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Reference Guides"]','["[DE FACTO STANDARD]"]','["docs/finops.md"]','["finops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-02T09:07:14Z", "gh_stars": 215}'); -INSERT INTO "resources" VALUES('https://github.com/dolevshor/azure-orphan-resources','github.com/dolevshor/azure-orphan-resources','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','601d689f524a15cf633c0fe271988d226e4f725458a816cf86eb69aa43645538',100.0,1.77903301982866501e+09,1,'2026-05-17T17:50:19.828665+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/dolthub/dolt','==github.com/dolthub/dolt==','','2026',5,'An innovative SQL database implementing Git-style version control concepts (clone, push, pull, branch, merge) over table structures and data cells. Perfect for decentralized collaborative data management pipelines.','Go','Repository','Intermediate',0,'online','manual','9b90f10436b524e751c736824490fc9dbbf9220f131c5a86f7fb678c61c2cb7c',100.0,1.77903097123752188e+09,1,'2026-06-14T01:37:32Z',NULL,NULL,NULL,'["Databases", "Relational Databases", "Git-for-Data"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T01:37:32Z", "gh_stars": 23422}'); -INSERT INTO "resources" VALUES('https://github.com/donnemartin/awesome-aws','Awesome AWS 🌟','','2026',5,'The premier reference catalog for Amazon Web Services (AWS), containing curated libraries, open-source utilities, and official whitepapers. It covers key compute, storage, networking, and serverless components. It is universally recognized as the gold standard resource for AWS-centric platform engineering teams seeking validated architectural patterns.','N/A','Repository','Intermediate',0,'online','manual','d0e42099a4f4a137201b5ffeae87a6189e78ac0ca89aec26e00e637c4b4bd8f4',100.0,1.77903306891788697e+09,1,'2024-03-12T09:29:54Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Resources"]','["[DE FACTO STANDARD]"]','["docs/aws.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "aws.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-03-12T09:29:54Z", "gh_stars": 14064, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/dora-metrics/pelorus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','128025d17589da5395a4c446a75dc14f2b5d725dbf90c340c3895a4d10255f9d',100.0,1.77913049494807505e+09,1,'2026-05-18T20:54:54.948075+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/dotdc/grafana-dashboards-kubernetes','==github.com/dotdc/grafana-dashboards-kubernetes== 🌟','','2024',5,'Production-grade, community-approved Kubernetes dashboards. Delivers deep, clean observability of APIServer, node memory, CPU scheduling, storage, and pod ingress configurations.','JSON','Repository','Advanced',1,'online','manual','ccdc4d34df5da8ab7fc0518bb7cdf5f03900f23bf612ae57f357bab7f33d4b2f',100.0,1.77903451043658804e+09,1,'2026-04-02T20:48:41Z',NULL,NULL,NULL,'["Observability & Monitoring", "Kubernetes Deployment", "Core Infrastructure Dashboards"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-02T20:48:41Z", "gh_stars": 3599}'); -INSERT INTO "resources" VALUES('https://github.com/dpeckett/pangolin','pangolin 🌟','','2022',5,'A dedicated routing utility designed to help configure dynamic upstream setups. Provides simple API configurations to coordinate external traffic profiles securely when mapping paths to backing container platforms.','Go','Application','Intermediate',1,'online','manual','fdc1061865be4ed3ebe6f9f07ef58754f59e355d413e2872175d870f918ea11c',100.0,1.77903134027978301e+09,1,'2020-02-18T14:01:38Z',NULL,NULL,NULL,'["Networking", "Ingress & Edge", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-02-18T14:01:38Z", "gh_stars": 231}'); -INSERT INTO "resources" VALUES('https://github.com/dsa0x/sicher','dsa0x/sicher','','N/A',0,'Curator Insight showcases Sicher as a lightweight tool for managing environment variables and secrets securely within Go applications. Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.','English','Repository','Intermediate',0,'online','manual','d5b8ffdb309f87ab166dbe00581f6e0b69b6804a47210bb6e10f545f0e86ae3d',100.0,1.77902960981861209e+09,1,'2023-08-03T20:11:09Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-08-03T20:11:09Z", "gh_stars": 31}'); -INSERT INTO "resources" VALUES('https://github.com/dsyer/kubernetes-intro','dyser/kubernetes-intro','','2021',3,'An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.','Java','Repository','Beginner',0,'online','manual','c375f22452b7e4338c6c95e1ab9b5da7fdbc5452d3716457e923333c578f8be7',100.0,1.78173592121724295e+09,1,'2026-06-18T00:38:41.217243+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes", "Fundamentals"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/dty1er/kubecolor','kubecolor 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1.77903364066047501e+09,0,'2026-05-17T18:00:40.660475+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/hidetatz/kubecolor"}'); -INSERT INTO "resources" VALUES('https://github.com/dvob/k8s-s2s-auth','github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟','','2020',0,'Curator Insight: Demonstrates internal service-to-service auth patterns utilizing raw Service Account tokens. Live Grounding: The repository has seen no recent development and is considered legacy. It is superseded by modern ephemeral TokenRequest APIs and service mesh mTLS integrations.','Go','Code Repository','Intermediate',1,'online','manual','99a85e4eb79060a6987819f832258dcb876b8f77627ffe709e45884301b2b609',100.0,1.78173603677049493e+09,1,'2026-06-18T00:40:36.770495+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication", "Legacy Tools"]','["[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/e-minguez/openshift-yolo','openshift-yolo','','2020',2,'A lightweight community playbook designed to spin up fast, non-production OpenShift 4 clusters on local machines. Streamlines initialization steps by bypassing heavy production components.','Shell','Repository','Intermediate',0,'online','manual','da86de9f4a101a9421c34e6de59d23161540686c16bcf886476471aa0068506a',100.0,1.77903175939359307e+09,1,'2021-07-16T12:38:45Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-07-16T12:38:45Z", "gh_stars": 8}'); -INSERT INTO "resources" VALUES('https://github.com/eXascaleInfolab/PyExPool','Python Multi-Process Execution Pool','','2019',2,'Curator Insight presents PyExPool as an execution tool addressing the high memory overheads associated with Python''s multiprocessing pools. Live Grounding demonstrates its efficiency in long-running pipelines where task queue persistence and custom process pooling prevent the continuous cost of worker spawns.','Python','Library','Advanced',0,'online','manual','5220be9e91b6d5c9a8e290926763d06a655b10a9ddb640b15411fa98c6ca4a35',100.0,1779130494.97924,1,'2019-08-28T03:08:40Z',NULL,NULL,NULL,'["Software Engineering", "Concurrency", "Process Pools"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-08-28T03:08:40Z", "gh_stars": 168}'); -INSERT INTO "resources" VALUES('https://github.com/eamodio/vscode-gitlens','GitLens interactive rebase','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8dc5077110b3c8be11f0ec7e001654ba5df664f829a3b7e6ec15c7eb9ae33f68',100.0,1.77903162533836197e+09,0,'2026-05-17T17:27:05.338362+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://github.com/gitkraken/vscode-gitlens"}'); -INSERT INTO "resources" VALUES('https://github.com/ebosas/microservices','ebosas/microservices','','N/A',0,'Curator Insight showcases a reference architecture modeling an end-to-end microservices pattern in Go. 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The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.','Java','Repository','Intermediate',1,'online','manual','e2e6c329a9c9631ce5dcf6b048ce085e9bf81aaa9ea055d92a3924a28b88036e',100.0,1779130494.95307,1,'2026-06-12T04:55:21Z',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','["maven-gradle.md", "kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2026-06-12T04:55:21Z", "gh_stars": 849}'); -INSERT INTO "resources" VALUES('https://github.com/eclipse/jkube','Github: Eclipse Jkube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3609c41b04f12ea952d77722a788e33ce1d3058a5369a3b5cf2b854e01a45c56',100.0,1.779031850736063e+09,0,'2026-05-17T17:30:50.736063+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://github.com/eclipse-jkube/jkube"}'); -INSERT INTO "resources" VALUES('https://github.com/edrevo/suspicious-pods','Suspicious pods 🌟','','2023',5,'A simple CLI troubleshooting tool that scans a cluster for pods displaying unusual behaviors, such as continuous container restarts, pending statuses, or missing configurations. Provides immediate developer feedback with descriptive error logs, speeding up triage.','Go','CLI Tool','Low',0,'online','manual','254ef920b7fa02954b59f7a329124ca0de1d29fdecbf9e3ed34eb93596e0e0fe',100.0,1.77903325930359506e+09,1,'2023-02-04T02:15:02Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-04T02:15:02Z", "gh_stars": 96}'); -INSERT INTO "resources" VALUES('https://github.com/education','education.github.com','','2026',4,'Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks.','None','Platform','Beginner',0,'online','manual','b8c3ebb0692d2c794302de646f83932d3d420186814990d6d79c8b788778479a',100.0,1.77913049497441506e+09,1,'2026-05-18T20:54:54.974415+02:00',NULL,NULL,NULL,'["Developer Platforms", "Education", "GitHub Education"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/eezhee/eezhee','eezhee/eezhee','','2021',1,'An experimental CLI utility designed to simplify the provisioning of development Kubernetes clusters on various cloud providers like DigitalOcean and Linode. It aims to reduce cluster setup overhead to a single command. The repository has been quiet since 2022, serving as a historical artifact for lightweight provisioning scripts.','Go','CLI Tool','Medium',0,'online','manual','81726467819fb0cf5974eee828b7a0de5c6d73085266f296f13a547b2cf93a0e',100.0,1.77903002292254495e+09,1,'2024-10-17T00:52:00Z',NULL,NULL,NULL,'["Development", "Local Cluster", "CLI Tool"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-17T00:52:00Z", "gh_stars": 10}'); -INSERT INTO "resources" VALUES('https://github.com/ekramasif/Basic-Machine-Learning','ekramasif/Basic-Machine-Learning','','2026',5,'A fundamental training repository compiling essential algorithms, scientific computing models, and conceptual guides for starting in Machine Learning. Focuses on classical statistical methods, regression math, and basic Python integrations. 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Mostly legacy as virtual-node strategies have matured around Karpenter or managed serverless nodes.','Go','Controller','Advanced',1,'online','manual','1de2856a82ced8543ec8352be59502b2a82e01273dbb4352a6aea9ee628994dd',100.0,1.77903205502948689e+09,1,'2023-02-25T07:01:39Z',NULL,NULL,NULL,'["Infrastructure", "Serverless Containers", "Virtual Nodes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-25T07:01:39Z", "gh_stars": 232}'); -INSERT INTO "resources" VALUES('https://github.com/emberstack/kubernetes-reflector','kubernetes-reflector','','2024',3,'A specialized Kubernetes controller designed to mirror Secrets and ConfigMaps across namespaces automatically. It allows platform engineers to distribute global configurations, like TLS certificates or pull secrets, to all namespaces securely. 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Simplifies managing edge proxy deployments, routing rules, TLS terminations, and access logging under a standard, community-supported model.','Go','Repository','High',1,'online','manual','8361ecf2eb3d6f23baa420cc77dbc82fa52cdbfb2a354b9e0b36fdc9ea9df2f6',100.0,1.77903429585777306e+09,1,'2026-06-14T06:42:03Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Data Plane", "API Gateway"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:42:03Z", "gh_stars": 2800}'); -INSERT INTO "resources" VALUES('https://github.com/eon01/kubernetes-workshop','github.com/eon01/kubernetes-workshop','','2021',0,'Hands-on introductory workshop materials covering fundamental Kubernetes concepts, including Pods, Services, Deployments, and ingress controller definitions. (Live Grounding: Solid reference for classroom-based learning or self-paced platform orchestration upskilling).','YAML','Code Repository','Beginner',0,'online','manual','3a7e8c2e36e86e957826ae6229aac87a568f7d269d6c1e60ed083da38fef35cf',100.0,1.78173591080993294e+09,1,'2026-06-18T00:38:30.809933+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/epinio/epinio','epinio/epinio','','2025',4,'Epinio is an open-source, lightweight PaaS built on top of Kubernetes, designed to offer an app-push developer experience similar to Heroku or Cloud Foundry. Created by SUSE, it handles code compilation, ingress configuration, and TLS provisioning out-of-the-box, allowing developers to deploy applications with a single CLI command without managing raw YAML.','Go','Platform','High',1,'online','manual','0e00eb534f1949213f7df9b101c94bdf6364ca5da8aebce1c0e413dcb236c8b7',100.0,1.77902929225525403e+09,1,'2026-06-12T21:36:00Z',NULL,NULL,NULL,'["Application Delivery", "Platform-as-a-Service", "Developer Experience"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:36:00Z", "gh_stars": 590}'); -INSERT INTO "resources" VALUES('https://github.com/eraser-dev/eraser','github.com/Azure/eraser 🌟','','2022',5,'Eraser is a Kubernetes native tool designed to clean up unused, dangling, and vulnerable images from cluster nodes. 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The guidelines cover structuring directory layouts for Bicep or Terraform, establishing strict CI/CD validation checks via GitHub Actions, protecting critical deployment paths, and handling Azure resource concurrency limitations (particularly Azure Firewall operations). It provides cloud platform engineers with actionable, production-ready blueprints to enforce governance, minimize merge collisions, and streamline multi-tenant infrastructure delivery.','en','repository','Advanced',0,'online','automatic','6c8ece6e26cf9b16e452221b65b791b7425c589e5951fe21e04c355c4f3b0b76',NULL,1.78040058597188901e+09,0,'2026-05-26T17:26:51Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Landing Zones (ALZ)", "Infrastructure as Code", "CI/CD and GitOps"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "azure", "gh_license": "MIT", "gh_pushed": "2026-05-26T17:26:51Z", "gh_stars": 15, "impact_score": 89, "reputation_status": "Vetted", "reputation_summary": "Created by Jose Moreno (erjosito), Principal Azure Solutions Architect at Microsoft, this repository serves as a highly vetted public guide for enterprise-scale Azure Landing Zones.", "social_preview_url": "https://opengraph.githubassets.com/49132b96706f04c324ef39b5c5fce019be7272fb741f8d0a992ecf4c0a156ec9/erjosito/alz-repo-best-practices", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/ermetic/access-undenied-aws','ermetic/access-undenied-aws 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4',100.0,1.77902950313620495e+09,0,'2026-05-17T16:51:43.136205+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/tenable/access-undenied-aws"}'); -INSERT INTO "resources" VALUES('https://github.com/errordeveloper/kubegen','kubegen','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b1b05cef9af77753118352ec057af622eabb71d47b232ddcbddb4e0300232ea4',100.0,1.77903020262893795e+09,1,'2026-05-17T17:03:22.628938+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/estahn/k8s-image-swapper','k8s-image-swapper 🌟','','2025',5,'A high-performance mutating webhook that intercepts pod creation requests, caches targeted registry images, and rewrites the image path to point to private storage endpoints. By doing so, it shields internal environments from external rate limits and guarantees low-latency image pulls.','Go','Webhook','Medium',0,'online','manual','cbc6ece15805e832bb9d6b587306b1266ee274a1c7863a6062951886312c7988',100.0,1.77903218022476911e+09,1,'2026-06-10T12:25:38Z',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-10T12:25:38Z", "gh_stars": 629}'); -INSERT INTO "resources" VALUES('https://github.com/etcd-io/etcd',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b826fcf01b097f173d793a7fbca1e2e3796669dfd73ee9e5bb722912552fa318',100.0,1.77902967910248088e+09,0,'2026-05-17T16:54:39.102481+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/external-secrets/kubernetes-external-secrets','Kubernetes External Secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','466852f6c235fc53bcbcc19823d64c3173e686ea9afb254112b44500808cb0f1',100.0,1.77902942183569288e+09,1,'2026-05-17T16:50:21.835693+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/fabric8io/docker-maven-plugin','docker-maven-plugin','','2020',4,'Fabric8''s highly reliable Maven integration for containerization management. Lets developers orchestrate builds and container tests within pom.xml execution blocks; however, users are increasingly transitioning to Eclipse JKube for modern Cloud-Native orchestration patterns.','Java','Maven Plugin','Advanced',1,'online','manual','612809807c1163bd3c42823c4b03e4db8c6f336f62d8dd461ba259177d9aeb24',100.0,1.77903095819728398e+09,1,'2026-05-25T09:16:05Z',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Container Packaging"]','["[ENTERPRISE-STABLE]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-25T09:16:05Z", "gh_stars": 1929}'); -INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-maven-plugin ','github - fabric8, maven plugin','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual',NULL,80.0,1.77903392342853808e+09,0,'2026-05-17T18:05:23.428538+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://github.com/fabric8io/fabric8-maven-plugin"}'); -INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-pipeline-library','Fabric8 Pipeline Library','','2018',3,'A reusable Jenkins Pipeline helper library that supports automated environments, build phases, and release setups within OpenShift frameworks. 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Guides developers through configuring trigger conditions and executing basic Source-to-Image (S2I) build pipelines.','JavaScript','Code Repository','Intermediate',1,'online','manual','e219f3a725d9391525ef3979f915bdf00877426e0bf1b828d188c4c254345611',100.0,1779031378,1,'2022-12-10T18:52:03Z',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-10T18:52:03Z", "gh_stars": 5, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:42:56.897630+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cschotte/Azure-DevOps-Dashboard','Azure DevOps Dashboard','','2024',5,'Community-driven dashboard tool for monitoring multi-project pipelines and deployment progress inside a single, unified view. 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Bypassing bulky traditional build systems, it leverages native Kubernetes scheduling to guarantee isolated, deterministic execution environments.','Go','Open-Source Software','Advanced',1,'online','manual','08e2446133993930300cf762943588bbeae2933793cd3588a2b83b4e2f6ebc61',100.0,1779033706,1,'2023-03-06T22:39:40Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-06T22:39:40Z", "gh_stars": 194, "gh_open_issues_30d": 52, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:58.581478+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/ctrox/csi-s3','ctrox/csi-s3','','2018',3,'A CSI driver that mounts S3-compatible buckets directly into container filesystems. It uses FUSE systems to read/write files in storage backends, bringing standard POSIX behaviors to raw cloud object storage paradigms.','Go','CSI Driver','Advanced',0,'online','manual','74f1b41eb029d06d3eb3c314503b1293346919ca46b6ab2ad933581a54a02190',100.0,1779030021,1,'2025-04-17T05:34:29Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Object Storage Mounts"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-17T05:34:29Z", "gh_stars": 831, "gh_open_issues_30d": 60, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:42:59.333304+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cuber-cloud/cuber-gem','cuber-cloud/cuber-gem: CUBER','','2021',3,'Cuber is a deployment tool tailored specifically for Ruby environments. It packages Rails and Rack codebases and automates deployment execution onto Kubernetes backends with zero complex YAML writing.','Ruby','Deployment CLI','Intermediate',0,'online','manual','7946698f1f94b9c8875d76e1fc77332fb5d8d3b99404e311ea0d89d7f8ab553b',100.0,1779033162,1,'2026-04-12T17:58:14Z',NULL,NULL,NULL,'["Application Platforms", "Deployment Frameworks", "Ruby Deployment"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-12T17:58:14Z", "gh_stars": 714, "gh_open_issues_30d": 7, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:00.088310+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/curl/wcurl','wcurl','','2024',5,'A lightweight command wrapper designed by the curl maintainers to simplify raw file downloads. Removes the need to manually define standard flags like `-O` and `--create-dirs`, reducing script friction when packaging container layers.','Shell','Utility Tool','Intermediate',0,'online','manual','b2b563bec5bc35153b1f5559f0f6b183ac50cc02438ea7d8f189f518a91b3b06',100.0,1779034226,1,'2026-06-01T22:01:09Z',NULL,NULL,NULL,'["Linux", "Networking", "Data Transfer"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md", "index.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-01T22:01:09Z", "gh_stars": 512, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:43:00.924618+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cyberark/kubeletctl','Kubeletctl is a command line tool that implement kubelet''s API 🌟','','2025',5,'A command line tool targeting the local Kubelet API directly to execute commands, retrieve logs, and assess endpoint vulnerabilities. Used heavily by cloud security auditors and penetration testers to map security postures.','Go','CLI Tool','Advanced',0,'online','manual','4b42033ef8fca163aac41b901eebc3d12be3cb7bef958b4a9879e17eab25ffd5',100.0,1779031805,1,'2025-08-06T07:17:00Z',NULL,NULL,NULL,'["Security", "Vulnerability Scanning", "API Verification"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-08-06T07:17:00Z", "gh_stars": 894, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:01.777184+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cyberark/kubesploit','github.com/cyberark/kubesploit 🌟','','2020',5,'Kubesploit is a dedicated container penetration testing framework engineered for red-teaming containerized environments. Using an agent-based model, it simulates realistic attacks inside Kubernetes clusters, evaluating vulnerabilities such as pod escapes.','Go','Exploitation Framework','Advanced',1,'online','manual','5a38b7c49a9723a4a2796ed6eb3a64c1bf9d85fd6e382551eb29fb07fbc341e5',100.0,1779033309,1,'2025-02-03T12:03:19Z',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Offensive Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-02-03T12:03:19Z", "gh_stars": 1226, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:02.593988+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cybersecsi/HOUDINI','==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for'' Network Intrusion==','','2023',5,'HOUDINI gathers hundreds of preconfigured container images loaded with security tools, intrusion modules, and network diagnostic utilities. While its maintenance frequency has decreased, the structure provides a historical repository for testing setups. It is used primarily by forensic professionals looking for standardized local testing setups.','Shell','Tool','Intermediate',0,'online','manual','e98ccff77acd39501658498dec2fd66b87df2173aa27852a14f36257bd888d25',100.0,1779034015,1,'2025-11-21T17:18:57Z',NULL,NULL,NULL,'["Security", "Penetration Testing", "Security Containers"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-11-21T17:18:57Z", "gh_stars": 1253, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:03.385716+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cybersecsi/RAUDI','==cybersecsi/RAUDI==','','2026',5,'RAUDI is an automated system designed for continuous integration that regularly checks, updates, and rebuilds Docker images containing custom security tools. 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Its architectural value lies in bridging automated vulnerability definitions directly with container supply chain security.','Python','Tool','Medium',0,'online','manual','16da4f24401bc72177ce6170eff8c24072339b105e282098db3a05b637058602',100.0,1779032754,1,'2026-06-03T04:04:22Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Automation"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-03T04:04:22Z", "gh_stars": 559, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:04.161542+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/cyberus-technology/virtualbox-kvm','github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox'' 🌟','','2023',4,'A performance-focused extension enabling Oracle VirtualBox to delegate execution directly to the native Linux Kernel-based Virtual Machine (KVM) backend. 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By executing clean AST parsing, the tool extracts backend dependencies, service connections, and active endpoints. 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It aids infrastructure engineers in compiling secure, automated gold images used across hybrid environments and Kubernetes worker pool nodes. 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Note: While historically significant, modern live grounding indicates this pattern has been succeeded by Microsoft Entra Workload Identity.','Markdown','Repository Journal','Intermediate',0,'online','manual','806e6d20d800a2caa8168d5e145bf20d9a83ac4db8cfe57f5471d780373d0c80',100.0,1779031827,1,'2021-10-28T08:37:04Z',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Security & Identity", "Pod Identity Evolution"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-10-28T08:37:04Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:48.334720+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/diagrid-labs/dapr-workflow-demos','github.com/diagrid-labs/dapr-workflow-demos','','2023',4,'Repository showcasing the capabilities of the Dapr Workflow engine, enabling developers to build stateful orchestrations directly in application code. 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This architecture allows security teams to deploy hardware-isolated, hypervisor-sandboxed container runtimes (using QEMU or Cloud Hypervisor) inside lightweight local clusters, resolving tenant isolation concerns in multi-tenant environments.','Shell','Tool','Advanced',1,'online','manual','474a0b39b789d6c1b33275984e47a36328413ef25739e909d3c7852b7ce89909',100.0,1779030087,1,'2024-07-25T09:51:31Z',NULL,NULL,NULL,'["Infrastructure", "Container Runtimes", "Sandboxing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-25T09:51:31Z", "gh_stars": 34, "gh_open_issues_30d": 16, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:43:50.754805+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/didier-durand/microk8s-kube-bench','MicroK8s & Kubernetes security benchmark from CIS','','2022',5,'An open-source tool adapted from Aqua Security''s kube-bench designed to validate Canonical MicroK8s clusters against the Center for Internet Security (CIS) Kubernetes Benchmark. 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In 2026, while development is minimal, it serves as an excellent reference for engineers building decoupled custom autoscaling loops using Go APIs.','Go','Autoscaler','High',1,'online','manual','c03fa22e60c795010ce76b53a390c56e3887b7de4df00fc84d12a7b67cfda610',100.0,1779031516,1,'2024-03-29T09:13:28Z',NULL,NULL,NULL,'["Infrastructure", "Scaling", "Autoscaling"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-03-29T09:13:28Z", "gh_stars": 80, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:54.573091+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/dignajar/another-ldap','dignajar/another-ldap','','2019',1,'A lightweight, simplified LDAP service designed specifically for cluster validation and containerized testbeds. 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It utilizes gRPC, Knative, and serverless containers to coordinate complex operational workflows, orchestrating microservices through a JSON/YAML-defined state machine. 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Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.','English','Repository','Intermediate',0,'online','manual','d5b8ffdb309f87ab166dbe00581f6e0b69b6804a47210bb6e10f545f0e86ae3d',100.0,1779029609,1,'2023-08-03T20:11:09Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-08-03T20:11:09Z", "gh_stars": 31, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:09.290950+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/dsyer/kubernetes-intro','dyser/kubernetes-intro','','2021',3,'An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. 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It is largely deprecated, superseded by modern Jenkins plugins or native Tekton pipelines.','Groovy','Code Repository','Intermediate',1,'online','manual','cd488fc555f409014bfa4e044fcdd2e44ec4d1e60d1c2d4fb065e041dcdc7359',100.0,1779031896,1,'2024-04-09T23:45:53Z',NULL,NULL,NULL,'["App Development", "CI/CD", "Jenkins Pipelines"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','["docs/openshift-pipelines.md"]','["openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-09T23:45:53Z", "gh_stars": 436, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:36.611835+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md','fabric8 - kubectl','','2018',3,'A historic, vendor-sourced reference of early kubectl command structures hosted in the fabric8 ecosystem. While some elements lean legacy, it documents fundamental container routing patterns and administrative tasks foundational to older clusters.','Markdown','Cheat Sheet','Intermediate',0,'online','manual','602cf3562472bdaddd7ca9be039e0ecf852bb096248a743b0165fb5dd2a52568',100.0,1779033051,1,'2016-04-27T06:58:25Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[LEGACY]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2016-04-27T06:58:25Z", "gh_stars": 266, "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:37.372560+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/facebook/jest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','342d641d0b021617557451eadd29d10813279121b03a68973027abab836b9bca',100.0,1779032091,0,'2026-05-17T17:34:51.478899+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:38.043366+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fairwindsops/nova','github: Nova 🌟','','2025',3,'A critical cluster auditing utility that proactively scans running environments for outdated, insecure, or orphaned Helm releases. It cross-references current cluster deployments against upstream registries to alert operators of crucial patch requirements.','Go','CLI Tool','Intermediate',0,'online','manual','12b7188b2bc5c2cbae0fbde0592ada6b5ae1fd89d927887f3354af0b4e8975bd',100.0,1779029821,1,'2026-05-04T14:29:29Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Auditing & Maintenance"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-04T14:29:29Z", "gh_stars": 864, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:38.795919+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fatherlinux/ubi-micro','ubi-micro: RHEL tiny images to build containers 🌟','','2021',1,'An open-source repository dedicated to UBI-Micro, Red Hat''s smallest, zero-dependency base image layer designed for extreme attack surface minimization. It contains only essential package databases and relies on host-side tools like Buildah to inject necessary microservice binaries.','Shell','Software','Advanced',1,'online','manual','cde1a14802c89c245ee5d0ad664ab8701762b86792c9ecb3e847c64725c11d24',100.0,1781735900,1,'2026-06-18T00:38:20.703310+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Optimization", "Red Hat UBI"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:39.585609+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/features/codespaces','GitHub Codespaces','','2023',0,'GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard ''works on my machine'' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations.','English','Product','Intermediate',0,'online','manual','39c631146eca956cb401b444761a38ab79b78e66208100900e629ec6c5f9d521',100.0,1781735950,1,'2026-06-18T00:39:10.212705+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Cloud-Native IDEs", "Developer Environments"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md", "visual-studio.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:40.236484+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/features/preview/github-app','GitHub Copilot Agent-Driven Desktop Client Technical Preview','Join the waitlist for the GitHub Copilot desktop app, a native experience built for issue pickup, parallel agent orchestration, and automated code review.','2026',4,'Curator Insight: Elevating the AI assistant from an editor extension to a native desktop client shifts the paradigm towards fully agentic workflow orchestration. -Live Grounding: GitHub''s technical preview showcases native desktop clients (macOS, Windows, Linux) that automate issue-to-merge flows, support parallel agent sessions in isolated Git worktrees, and integrate with the Model Context Protocol (MCP).','en','documentation','Intermediate',0,'online','automatic','29ae2b991bb8d43fb2d9d00a276f017dd777f2ea98ddd530a68a102e39d23b36',NULL,1.78035215826342201e+09,0,'2026-06-02T00:15:58.263422+02:00',NULL,NULL,NULL,'["AI", "Developer Tools", "Coding Agents", "GitHub Copilot App"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely popular developer tool currently in high-demand technical preview.", "social_preview_url": "https://github.githubassets.com/assets/github-app-waitlist-cee758d24d8d.jpg", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/felipecruz91/debug-ctr','==felipecruz91/debug-ctr==','','2022',1,'Lightweight helper utility targeting runtimes at the node level. Allows developers to run custom debug tools directly inside active containerd namespaces without impacting root node security models.','Go','Tool','Intermediate',0,'online','manual','7175b73d3f1f7b6eee8bc53937c4adebb86fe8e5f74f6bf5881e88b0d8826ef8',100.0,1.779032966812819e+09,1,'2023-01-27T10:01:13Z',NULL,NULL,NULL,'["Observability", "Debugging", "Container Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-01-27T10:01:13Z", "gh_stars": 52}'); -INSERT INTO "resources" VALUES('https://github.com/feluelle/airflow-diagrams','feluelle/airflow-diagrams','','2023',3,'An open-source CLI utility designed to automatically generate high-quality diagrams representing Apache Airflow workflow dependencies. Accelerates data lineage documentation across pipeline iterations.','Python','CLI Tool','Intermediate',0,'online','manual','325518f84dba9815c0d6e616beb81bff4406184e25731ad045a49aa14e651e85',100.0,1.77903296950873708e+09,1,'2026-06-08T17:59:10Z',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "Airflow"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:59:10Z", "gh_stars": 358}'); -INSERT INTO "resources" VALUES('https://github.com/fepegar/vesseg','fepegar/vesseg','','2022',1,'A specialized neural segmentation repository targeting retinal vessel identification on ocular datasets. Built with PyTorch, it provides ready-to-run inference architectures, custom dataset preprocessors, and benchmarking tests tailored for ocular imaging.','Python','Repository','Intermediate',0,'online','manual','c9181c2b97aadfc544cd8e1cb22be2e64e84f975b31fbb6dba127778811d2fd0',100.0,1.77903297526226902e+09,1,'2022-06-23T17:55:20Z',NULL,NULL,NULL,'["Machine Learning", "Medical Imaging", "Computer Vision"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-23T17:55:20Z", "gh_stars": 44}'); -INSERT INTO "resources" VALUES('https://github.com/fidelity/kconnect','kconnect - The Kubernetes Connection Manager CLI','','2026',5,'An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.','Go','Tool','Intermediate',0,'online','manual','32bcda8d7853e3f5334a94052cc88b9038c233c2a4aa92d3a911d41101a0b71d',100.0,1.77903458037919592e+09,1,'2026-06-09T13:40:46Z',NULL,NULL,NULL,'["Security", "Access Management", "Identity Providers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T13:40:46Z", "gh_stars": 243}'); -INSERT INTO "resources" VALUES('https://github.com/figaw/configuration-as-code-jenkins-k8s','Configuration as Code of Jenkins (for Kubernetes) 🌟🌟','','2020',0,'Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.','YAML','Repository','Advanced',0,'online','manual','e8e13b05d8a6391fb77b8d799c2fbfec62e0def84018cea6521398fafdb5d70b',100.0,1.78173591100518393e+09,1,'2026-06-18T00:38:31.005184+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins','Demo repository 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','680062af5400a0fa4dfba0102236c56394fcd7947a2242109c9fb4340e3c7fb6',100.0,1779032236.61148,1,'2026-05-17T17:37:16.611480+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf','Slides 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fc9fb41fc0b772b8a79ffb6996b8e4f548dc0c171f9dbdfc1981466e25b0e60d',100.0,1.77903159196030211e+09,1,'2026-05-17T17:26:31.960302+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/flannel-io/flannel','Flannel','- [Weave-net](https://www.weave.works/)','2026',5,'A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocations via etcd, supporting VXLAN and host-gw backends. While it lacks L7 traffic steering and NetworkPolicy parsing, its operational simplicity remains highly valuable for lightweight resource-constrained environments.','Go','Repository','Intermediate',0,'online','manual','eba99ae86b5bae9e55d3c3591114094a4e78609bbc34e79b4a9bb1aad50ef4ea',100.0,1.77913049501194906e+09,1,'2026-06-08T08:34:34Z',NULL,NULL,NULL,'["Networking", "CNI", "Overlay Networks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T08:34:34Z", "gh_stars": 9475}'); -INSERT INTO "resources" VALUES('https://github.com/flant/k8s-image-availability-exporter','k8s-image-availability-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f',100.0,1.77903196276280307e+09,0,'2026-05-17T17:32:42.762803+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/deckhouse/k8s-image-availability-exporter"}'); -INSERT INTO "resources" VALUES('https://github.com/flant/shell-operator','Shell-operator','','2026',4,'Shell-operator allows system administrators and developers to build fully-featured Kubernetes operators using standard bash, python, or other scripting languages. By watching cluster events and executing scripts, it simplifies dynamic automation.','Go','Controller Platform','Intermediate',1,'online','manual','cecdf4357eb70fe20eedaac28eedd2c9617681d9a6d760dbaa7601876cba1dd3',100.0,1.77902982105381798e+09,1,'2026-06-11T10:56:40Z',NULL,NULL,NULL,'["Cluster Management", "Operator Frameworks", "Automation Scripts"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:56:40Z", "gh_stars": 2603}'); -INSERT INTO "resources" VALUES('https://github.com/flared/teleproxy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2076a6de779d1921805bcc2e78a2b7316ceb2be2bbee06a1a2cd89e790c51448',100.0,1.77903006974616599e+09,0,'2026-05-17T17:01:09.746166+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/flaviostutz/promster','Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration','','2020',1,'Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.','Go','Tool','Advanced',1,'online','manual','603bb9f1d9ac7d20e9f70d01f0bf9bfe04d0db3afe7f1c31ca7bd38f6afa7346',100.0,1779033360.40729,1,'2023-02-15T01:43:04Z',NULL,NULL,NULL,'["Observability", "Metrics", "Prometheus Scale"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-15T01:43:04Z", "gh_stars": 31}'); -INSERT INTO "resources" VALUES('https://github.com/floci-io/floci','Floci - An AWS Local Emulator Alternative','','2024',5,'An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.','Go','repository','Intermediate',1,'online','manual','9b45b4c82d8b4b74c725de183df8fcc3765045aaf71bc61faeba7aaa517aaea1',100.0,1.77902951411626911e+09,1,'2026-06-14T05:55:57Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Cloud Emulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md", "docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-tools-scripts.md", "docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T05:55:57Z", "gh_stars": 14064}'); -INSERT INTO "resources" VALUES('https://github.com/floci-io/floci-az','floci-az','Lightweight and free open-source local Azure Emulator built using Quarkus Native.','2026',4,'Floci-AZ is an open-source local Azure service emulator that integrates Blob, Queue, and Table storage, Cosmos DB, Azure Functions, App Configuration, Key Vault, Event Hubs, and AKS on a single port. Built on Quarkus and GraalVM native binary compiling, it delivers sub-100ms startup times and a low memory footprint without requiring cloud subscriptions or auth tokens. It provides a real embedded k3s container or mocked execution mode for fast CI environments, serving as a powerful alternative to Azurite and Microsoft''s native Cosmos DB emulator.','en','repository','Advanced',0,'online','automatic','643654dd8ea28a921fff18746692a66805eb12335d4bbf559cb8e3479a3a6ba5',NULL,1.78035272035174107e+09,0,'2026-06-01T04:16:51Z',NULL,NULL,NULL,'["Local Development", "Cloud Emulators", "Azure"]','["COMMUNITY-TOOL", "EMERGING"]','[]','[]','{}','{"category": "azure", "gh_license": "MIT", "gh_pushed": "2026-06-01T04:16:51Z", "gh_stars": 197, "reputation_status": "Vetted", "reputation_summary": "Vetted by the Azure community as a lightweight, fast, and unified local alternative to fragmented official emulators.", "social_preview_url": "https://repository-images.githubusercontent.com/1212601019/0a6d3334-eead-42f6-a61b-6b095be5fc4d", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/flomesh-io/pipy','github.com/flomesh-io/pipy','','2025',2,'Pipy is an ultra-lightweight, programmable network data plane engine designed for edge gateways, service meshes, and cloud-native proxies. Operating on a highly performant C++ core run by a JS scripting layer, it provides outstanding request throughput with minimal memory footprint.','C++','Proxy / Service Mesh Data Plane','Advanced',1,'online','manual','35120d06527a9941f5bd2b545009d1d32c95e7465f9df3a2dec7fe2dd81ad5b3',100.0,1.77903331401566791e+09,1,'2026-06-12T15:50:14Z',NULL,NULL,NULL,'["Network", "Proxy & Service Mesh", "Data Plane"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T15:50:14Z", "gh_stars": 827}'); -INSERT INTO "resources" VALUES('https://github.com/flux-iac/tofu-controller','github.com/flux-iac/tofu-controller','','2024',5,'The successor to the TF-controller, this project provides a Kubernetes custom controller designed to reconcile OpenTofu and Terraform resources natively using GitOps principles. Live Grounding indicates that in 2026, the Tofu-Controller is highly valued across enterprise systems, allowing teams to seamlessly declare infrastructure dependencies directly in Git alongside their Kubernetes applications.','Go','Tool','Advanced',0,'online','manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1.7790334796418271e+09,1,'2026-06-08T11:55:28Z',NULL,NULL,NULL,'["Infrastructure as Code", "OpenTofu", "GitOps"]','["[DE FACTO STANDARD]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T11:55:28Z", "gh_stars": 1653}'); -INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux','github: Flux','','2021',5,'The deprecated and archived GitHub repository for the original Flux v1 GitOps engine. Completely succeeded by the microservice-driven, decoupled Flux v2 architecture.','Go','GitOps Engine','High',1,'online','manual','7e2ffd1e5023c5643e99456a62d3d5aa9fa763d5dc2eb1afe3c8073e4ade76ce',100.0,1.77903426599831199e+09,1,'2022-11-01T15:16:50Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/flux.md", "docs/gitops.md"]','["flux.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-01T15:16:50Z", "gh_stars": 6861}'); -INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2','github: Flux Version 2','','2026',5,'The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations.','Go','GitOps Engine','High',1,'online','manual','2695af292c7e3281d5bacc5a595fdc2b407e385b29008fbed273810d4ef94e02',100.0,1.77903458229377794e+09,1,'2026-06-13T12:02:15Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[DE FACTO STANDARD]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:02:15Z", "gh_stars": 8186}'); -INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2-kustomize-helm-example','flux2-kustomize-helm-example 🌟','','2023',3,'The canonical Flux v2 reference architecture. Provides production-tested blueprints for structuring multi-environment repositories, configuring Kustomize hierarchies, packaging Helm releases, and enforcing namespace isolation patterns.','YAML','Repository','Intermediate',1,'online','manual','da2a7b0c6b9b65cb22c9de865927dcc956b79aa3ee90935e7fae780cad5adc09',100.0,1.77903295041651892e+09,1,'2026-06-12T07:25:39Z',NULL,NULL,NULL,'["GitOps", "Continuous Deployment", "Flux v2"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T07:25:39Z", "gh_stars": 1268}'); -INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2-multi-tenancy','fluxcd/flux2-multi-tenancy','','2023',4,'Demonstrates production-hardened multi-tenant configuration templates using Flux v2, establishing cryptographic and administrative boundaries via Kubernetes RBAC and ServiceAccounts. Curator Insight emphasizes its value as a secure multi-tenant bootstrap model. Live Grounding confirms that decoupling tenant namespaces while restricting cross-namespace source references is the standard for enterprise-grade shared cluster GitOps.','YAML','Tool','Advanced',0,'online','manual','3e3b71e24d835d0a367062be178f46c96d8ba0cbb9db53159fd1b5913284ec2e',100.0,1.77903056416276788e+09,1,'2026-05-08T14:40:30Z',NULL,NULL,NULL,'["Deployment & Orchestration", "GitOps", "Flux"]','["[ENTERPRISE-STABLE]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-08T14:40:30Z", "gh_stars": 600}'); +Live Grounding: GitHub''s technical preview showcases native desktop clients (macOS, Windows, Linux) that automate issue-to-merge flows, support parallel agent sessions in isolated Git worktrees, and integrate with the Model Context Protocol (MCP).','en','documentation','Intermediate',0,'online','automatic','29ae2b991bb8d43fb2d9d00a276f017dd777f2ea98ddd530a68a102e39d23b36',NULL,1780352158,0,'2026-06-02T00:15:58.263422+02:00',NULL,NULL,NULL,'["AI", "Developer Tools", "Coding Agents", "GitHub Copilot App"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely popular developer tool currently in high-demand technical preview.", "social_preview_url": "https://github.githubassets.com/assets/github-app-waitlist-cee758d24d8d.jpg", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:40.883564+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/felipecruz91/debug-ctr','==felipecruz91/debug-ctr==','','2022',1,'Lightweight helper utility targeting runtimes at the node level. Allows developers to run custom debug tools directly inside active containerd namespaces without impacting root node security models.','Go','Tool','Intermediate',0,'online','manual','7175b73d3f1f7b6eee8bc53937c4adebb86fe8e5f74f6bf5881e88b0d8826ef8',100.0,1779032966,1,'2023-01-27T10:01:13Z',NULL,NULL,NULL,'["Observability", "Debugging", "Container Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-01-27T10:01:13Z", "gh_stars": 52, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:41.748733+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/feluelle/airflow-diagrams','feluelle/airflow-diagrams','','2023',3,'An open-source CLI utility designed to automatically generate high-quality diagrams representing Apache Airflow workflow dependencies. Accelerates data lineage documentation across pipeline iterations.','Python','CLI Tool','Intermediate',0,'online','manual','325518f84dba9815c0d6e616beb81bff4406184e25731ad045a49aa14e651e85',100.0,1779032969,1,'2026-06-08T17:59:10Z',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "Airflow"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:59:10Z", "gh_stars": 358, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:42.512999+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fepegar/vesseg','fepegar/vesseg','','2022',1,'A specialized neural segmentation repository targeting retinal vessel identification on ocular datasets. Built with PyTorch, it provides ready-to-run inference architectures, custom dataset preprocessors, and benchmarking tests tailored for ocular imaging.','Python','Repository','Intermediate',0,'online','manual','c9181c2b97aadfc544cd8e1cb22be2e64e84f975b31fbb6dba127778811d2fd0',100.0,1779032975,1,'2022-06-23T17:55:20Z',NULL,NULL,NULL,'["Machine Learning", "Medical Imaging", "Computer Vision"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-23T17:55:20Z", "gh_stars": 44, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:43.271387+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fidelity/kconnect','kconnect - The Kubernetes Connection Manager CLI','','2026',5,'An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.','Go','Tool','Intermediate',0,'online','manual','32bcda8d7853e3f5334a94052cc88b9038c233c2a4aa92d3a911d41101a0b71d',100.0,1779034580,1,'2026-06-09T13:40:46Z',NULL,NULL,NULL,'["Security", "Access Management", "Identity Providers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T13:40:46Z", "gh_stars": 243, "gh_open_issues_30d": 39, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:44.056332+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/figaw/configuration-as-code-jenkins-k8s','Configuration as Code of Jenkins (for Kubernetes) 🌟🌟','','2020',0,'Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.','YAML','Repository','Advanced',0,'online','manual','e8e13b05d8a6391fb77b8d799c2fbfec62e0def84018cea6521398fafdb5d70b',100.0,1781735911,1,'2026-06-18T00:38:31.005184+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:44.812704+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins','Demo repository 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','680062af5400a0fa4dfba0102236c56394fcd7947a2242109c9fb4340e3c7fb6',100.0,1779032236,1,'2026-05-17T17:37:16.611480+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:45.577602+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf','Slides 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fc9fb41fc0b772b8a79ffb6996b8e4f548dc0c171f9dbdfc1981466e25b0e60d',100.0,1779031591,1,'2026-05-17T17:26:31.960302+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:46.337609+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flannel-io/flannel','Flannel','- [Weave-net](https://www.weave.works/)','2026',5,'A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocations via etcd, supporting VXLAN and host-gw backends. While it lacks L7 traffic steering and NetworkPolicy parsing, its operational simplicity remains highly valuable for lightweight resource-constrained environments.','Go','Repository','Intermediate',0,'online','manual','eba99ae86b5bae9e55d3c3591114094a4e78609bbc34e79b4a9bb1aad50ef4ea',100.0,1779130495,1,'2026-06-08T08:34:34Z',NULL,NULL,NULL,'["Networking", "CNI", "Overlay Networks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T08:34:34Z", "gh_stars": 9475, "gh_open_issues_30d": 24, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:47.117513+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flant/k8s-image-availability-exporter','k8s-image-availability-exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f',100.0,1779031962,0,'2026-05-17T17:32:42.762803+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/deckhouse/k8s-image-availability-exporter", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:47.833680+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flant/shell-operator','Shell-operator','','2026',4,'Shell-operator allows system administrators and developers to build fully-featured Kubernetes operators using standard bash, python, or other scripting languages. By watching cluster events and executing scripts, it simplifies dynamic automation.','Go','Controller Platform','Intermediate',1,'online','manual','cecdf4357eb70fe20eedaac28eedd2c9617681d9a6d760dbaa7601876cba1dd3',100.0,1779029821,1,'2026-06-11T10:56:40Z',NULL,NULL,NULL,'["Cluster Management", "Operator Frameworks", "Automation Scripts"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:56:40Z", "gh_stars": 2603, "gh_open_issues_30d": 64, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:48.605842+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flared/teleproxy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2076a6de779d1921805bcc2e78a2b7316ceb2be2bbee06a1a2cd89e790c51448',100.0,1779030069,0,'2026-05-17T17:01:09.746166+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:49.471526+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flaviostutz/promster','Promster: Use Prometheus in huge deployments with dynamic clustering and scrape sharding capabilities based on ETCD service registration','','2020',1,'Leverages ETCD service registration to provide dynamic clustering and automated scrape sharding for distributed Prometheus deployments. While offering a lightweight alternative for scale-out setups, modern production environments in 2026 predominantly utilize Thanos, Cortex, or VictoriaMetrics for highly available global metrics engines.','Go','Tool','Advanced',1,'online','manual','603bb9f1d9ac7d20e9f70d01f0bf9bfe04d0db3afe7f1c31ca7bd38f6afa7346',100.0,1779033360,1,'2023-02-15T01:43:04Z',NULL,NULL,NULL,'["Observability", "Metrics", "Prometheus Scale"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-15T01:43:04Z", "gh_stars": 31, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:50.232112+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/floci-io/floci','Floci - An AWS Local Emulator Alternative','','2024',5,'An active and highly performant local alternative to localstack. Emulates AWS cloud service behavior locally using specialized lightweight container footprints.','Go','repository','Intermediate',1,'online','manual','9b45b4c82d8b4b74c725de183df8fcc3765045aaf71bc61faeba7aaa517aaea1',100.0,1779029514,1,'2026-06-14T05:55:57Z',NULL,NULL,NULL,'["Containers", "Developer Tooling", "Cloud Emulation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md", "docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-tools-scripts.md", "docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T05:55:57Z", "gh_stars": 14064, "gh_open_issues_30d": 75, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:50.981684+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/floci-io/floci-az','floci-az','Lightweight and free open-source local Azure Emulator built using Quarkus Native.','2026',4,'Floci-AZ is an open-source local Azure service emulator that integrates Blob, Queue, and Table storage, Cosmos DB, Azure Functions, App Configuration, Key Vault, Event Hubs, and AKS on a single port. Built on Quarkus and GraalVM native binary compiling, it delivers sub-100ms startup times and a low memory footprint without requiring cloud subscriptions or auth tokens. It provides a real embedded k3s container or mocked execution mode for fast CI environments, serving as a powerful alternative to Azurite and Microsoft''s native Cosmos DB emulator.','en','repository','Advanced',0,'online','automatic','643654dd8ea28a921fff18746692a66805eb12335d4bbf559cb8e3479a3a6ba5',NULL,1780352720,0,'2026-06-01T04:16:51Z',NULL,NULL,NULL,'["Local Development", "Cloud Emulators", "Azure"]','["COMMUNITY-TOOL", "EMERGING"]','[]','[]','{}','{"category": "azure", "gh_license": "MIT", "gh_pushed": "2026-06-01T04:16:51Z", "gh_stars": 197, "reputation_status": "Vetted", "reputation_summary": "Vetted by the Azure community as a lightweight, fast, and unified local alternative to fragmented official emulators.", "social_preview_url": "https://repository-images.githubusercontent.com/1212601019/0a6d3334-eead-42f6-a61b-6b095be5fc4d", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "", "gh_open_issues_30d": 10, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:51.771401+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flomesh-io/pipy','github.com/flomesh-io/pipy','','2025',2,'Pipy is an ultra-lightweight, programmable network data plane engine designed for edge gateways, service meshes, and cloud-native proxies. Operating on a highly performant C++ core run by a JS scripting layer, it provides outstanding request throughput with minimal memory footprint.','C++','Proxy / Service Mesh Data Plane','Advanced',1,'online','manual','35120d06527a9941f5bd2b545009d1d32c95e7465f9df3a2dec7fe2dd81ad5b3',100.0,1779033314,1,'2026-06-12T15:50:14Z',NULL,NULL,NULL,'["Network", "Proxy & Service Mesh", "Data Plane"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T15:50:14Z", "gh_stars": 827, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:52.641167+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/flux-iac/tofu-controller','github.com/flux-iac/tofu-controller','','2024',5,'The successor to the TF-controller, this project provides a Kubernetes custom controller designed to reconcile OpenTofu and Terraform resources natively using GitOps principles. Live Grounding indicates that in 2026, the Tofu-Controller is highly valued across enterprise systems, allowing teams to seamlessly declare infrastructure dependencies directly in Git alongside their Kubernetes applications.','Go','Tool','Advanced',0,'online','manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1779033479,1,'2026-06-08T11:55:28Z',NULL,NULL,NULL,'["Infrastructure as Code", "OpenTofu", "GitOps"]','["[DE FACTO STANDARD]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T11:55:28Z", "gh_stars": 1653, "gh_open_issues_30d": 157, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:53.410621+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux','github: Flux','','2021',5,'The deprecated and archived GitHub repository for the original Flux v1 GitOps engine. Completely succeeded by the microservice-driven, decoupled Flux v2 architecture.','Go','GitOps Engine','High',1,'online','manual','7e2ffd1e5023c5643e99456a62d3d5aa9fa763d5dc2eb1afe3c8073e4ade76ce',100.0,1779034265,1,'2022-11-01T15:16:50Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/flux.md", "docs/gitops.md"]','["flux.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-01T15:16:50Z", "gh_stars": 6861, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:54.167808+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2','github: Flux Version 2','','2026',5,'The official active repository for Flux v2. Rebuilt from the ground up as a set of Kubernetes controllers (GitOps Toolkit) to allow decoupled, highly parallel reconciliation of Git configurations.','Go','GitOps Engine','High',1,'online','manual','2695af292c7e3281d5bacc5a595fdc2b407e385b29008fbed273810d4ef94e02',100.0,1779034582,1,'2026-06-13T12:02:15Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[DE FACTO STANDARD]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:02:15Z", "gh_stars": 8186, "gh_open_issues_30d": 252, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:54.944906+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2-kustomize-helm-example','flux2-kustomize-helm-example 🌟','','2023',3,'The canonical Flux v2 reference architecture. Provides production-tested blueprints for structuring multi-environment repositories, configuring Kustomize hierarchies, packaging Helm releases, and enforcing namespace isolation patterns.','YAML','Repository','Intermediate',1,'online','manual','da2a7b0c6b9b65cb22c9de865927dcc956b79aa3ee90935e7fae780cad5adc09',100.0,1779032950,1,'2026-06-12T07:25:39Z',NULL,NULL,NULL,'["GitOps", "Continuous Deployment", "Flux v2"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T07:25:39Z", "gh_stars": 1268, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:55.758474+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fluxcd/flux2-multi-tenancy','fluxcd/flux2-multi-tenancy','','2023',4,'Demonstrates production-hardened multi-tenant configuration templates using Flux v2, establishing cryptographic and administrative boundaries via Kubernetes RBAC and ServiceAccounts. Curator Insight emphasizes its value as a secure multi-tenant bootstrap model. Live Grounding confirms that decoupling tenant namespaces while restricting cross-namespace source references is the standard for enterprise-grade shared cluster GitOps.','YAML','Tool','Advanced',0,'online','manual','3e3b71e24d835d0a367062be178f46c96d8ba0cbb9db53159fd1b5913284ec2e',100.0,1779030564,1,'2026-05-08T14:40:30Z',NULL,NULL,NULL,'["Deployment & Orchestration", "GitOps", "Flux"]','["[ENTERPRISE-STABLE]"]','["docs/flux.md"]','["flux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-08T14:40:30Z", "gh_stars": 600, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:56.500578+02:00"}'); INSERT INTO "resources" VALUES('https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator','FoggyKitchen Landing Zone Orchestrator','An architecture-first multicloud landing zone framework using structured Terraform and OpenTofu modules for Azure and OCI.','2026',4,'A production-grade cloud infrastructure layout designed to orchestrate Azure, Oracle Cloud Infrastructure (OCI), and hybrid interconnect topologies. - Utilizing structured OpenTofu and Terraform architectures, the project abstracts cloud networking, identity, and firewall rules into cohesive state configurations. -- Employs a YAML-based payload contract that allows system architects to declaratively compose landing zones without maintaining disconnected state files.','en','project','Advanced',0,'online','automatic','e4d36800a2f1d4424273e911d84854460b985e651e7412ea47034f9cd8020b5b',NULL,1.7803528388010571e+09,0,'2026-06-01T14:32:25Z',NULL,NULL,NULL,'["Cloud Architecture", "Infrastructure as Code", "Multi-Cloud Infrastructure", "Landing Zones", "Terraform"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "aws-iac", "gh_license": "UPL-1.0", "gh_pushed": "2026-06-01T14:32:25Z", "gh_stars": 1, "reputation_status": "Vetted", "reputation_summary": "Active, well-structured Open Source IaC repository maintained by FoggyKitchen (Martin Linxfeld). Community vetted and actively used for multi-cloud landing zone automation.", "social_preview_url": "https://opengraph.githubassets.com/bfe8baf6e63ceb285737c904463890959aea7effd67a296e77ac789846b19687/foggykitchen/foggykitchen-landing-zone-orchestrator", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "multi-cloud-landing-zones"}'); -INSERT INTO "resources" VALUES('https://github.com/forbearing/k8s','forbearing/k8s','','N/A',0,'Curator Insight describes forbearing/k8s as an abstraction wrapper over client-go to offer a simpler API for standard Kubernetes resource orchestration. Live Grounding indicates it reduces boilerplate for minor tooling but lacks the ecosystem stability of standard controllers.','English','Repository','Intermediate',0,'online','manual','3aa7469faad948e6ba9ce9a6d050028a335b91d34beb9adabf533b12a090808f',100.0,1.779029948692914e+09,1,'2022-11-15T23:57:18Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Client Wrappers"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-15T23:57:18Z", "gh_stars": 73}'); -INSERT INTO "resources" VALUES('https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md','Kubernetes Security Best Practices 🌟','','2019',5,'A curated GitHub repository delineating hardened configurations for Kubernetes API servers, Kubelets, and network boundaries. It details port-level access rules, ingress/egress filtering, and cluster isolation tactics to defend against pivot attacks.','Markdown','curation','Advanced',1,'online','manual','37aafd945ea8a42e8fee8a2e74ce338bb96341803e8e7272316cbd7e40c1b6d9',100.0,1.77903378236346197e+09,1,'2019-09-11T23:13:51Z',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Network Policies"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-09-11T23:13:51Z", "gh_stars": 2712}'); -INSERT INTO "resources" VALUES('https://github.com/frectonz/sql-studio','SQL Studio: A Unified SQL Database Explorer','','2025',5,'A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.','Rust','Web Tool','Intermediate',0,'online','manual','c99e0d82a1df7ea3315a001508cbed916e879f1264a16b624637a063f1efd8ee',100.0,1.77903110740302801e+09,1,'2026-03-15T20:25:56Z',NULL,NULL,NULL,'["Database & Storage Management", "Data Administration", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/databases.md", "docs/devops-tools.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "databases.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-15T20:25:56Z", "gh_stars": 3546}'); -INSERT INTO "resources" VALUES('https://github.com/freelensapp/freelens','FreeLens','','2024',4,'FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.','JavaScript','Desktop Application','Intermediate',0,'online','manual','d276cefc7d35cc51940e7419b703a9a7fce83deb3427ec1a89486e6da03ceb21',100.0,1.77903307224030303e+09,1,'2026-06-13T21:55:17Z',NULL,NULL,NULL,'["Cluster Management", "GUI Tools", "Desktop Clients"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md", "docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "devel-sites.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T21:55:17Z", "gh_stars": 5146}'); -INSERT INTO "resources" VALUES('https://github.com/fstab/cifs','fstab/cifs','','2016',2,'A legacy FlexVolume plugin built to mount remote CIFS/SMB storage shares directly into pods. Although superseded by modern CSI standards, it serves as a valuable historical reference for older storage configuration engines.','Go','FlexVolume Plugin','Intermediate',0,'online','manual','dd7bd3ed45ca585e641d6c0013accb851509d60bbd58229ab13cb656f1fe41a9',100.0,1.77903061530716204e+09,1,'2022-08-04T10:15:05Z',NULL,NULL,NULL,'["Storage & Data", "Legacy Storage", "CIFS/SMB Mounts"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-04T10:15:05Z", "gh_stars": 218}'); -INSERT INTO "resources" VALUES('https://github.com/furiko-io/furiko','github.com/furiko-io/furiko','','2025',5,'Furiko is an advanced execution platform designed to host ad-hoc and cron jobs in complex production clusters. It expands upon native CronJob limitations by offering comprehensive concurrency controls, deep execution history archives, and parameterized triggers suited for high-throughput batch environments.','Go','Repository','Advanced',0,'online','manual','f67e9269f51d43150e6bdaaee14b29396f934bb39d7b6f75dcc26040a58aafc1',100.0,1.77902987856820702e+09,1,'2025-02-13T13:57:36Z',NULL,NULL,NULL,'["Workload Management", "Job Scheduling", "Cron Engines"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-13T13:57:36Z", "gh_stars": 502}'); -INSERT INTO "resources" VALUES('https://github.com/futurewei-cloud/arktos','Arktos','','2024',0,'An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.','Go','Control Plane','Advanced',0,'online','manual','0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade',100.0,1781736046.80252,1,'2026-06-18T00:40:46.802520+02:00',NULL,NULL,NULL,'["Platform Engineering", "Custom Control Planes", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/gardener/etcd-backup-restore','github.com/gardener/etcd-backup-restore','','2025',4,'Developed under the Gardener project, this agent automates snapshot generation, compression, and synchronization of multi-node ETCD clusters. Continuously writes transactional delta logs to private S3 endpoints.','Go','Tool','Advanced',1,'online','manual','d7e53637459bbdca137936836576f26a3d8ff7ad9fa1d18b9739560ce5af879e',100.0,1.77903059801469492e+09,1,'2026-06-14T07:36:01Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "ETCD Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:36:01Z", "gh_stars": 329}'); -INSERT INTO "resources" VALUES('https://github.com/gardener/gardener','Gardener','','2026',4,'Gardener is an advanced open-source CNCF incubating platform designed to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters) across diverse cloud environments using the ''Kubernetes-on-Kubernetes'' pattern. It implements control planes as pods inside admin seeds, ensuring unified, scalable, and highly automated cloud-agnostic day-2 operations.','Go','Platform','High',0,'online','manual','b7f0a60e9aed7ab6d0afdc9c5e7e5e44d33801f213b81cda3df302e599ecf70b',100.0,1.77902915526685094e+09,1,'2026-06-12T20:51:13Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Hyperscale Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:51:13Z", "gh_stars": 3394}'); -INSERT INTO "resources" VALUES('https://github.com/gardener/terraformer','gardener/terraformer: Terraformer','','2026',2,'Terraformer acts as a Kubernetes-native orchestration engine that executes Terraform plans inside isolated Pods. It mitigates the need for external runner machines by converting infrastructure provisioning steps into native custom resource actions. Curator insights show its success inside the Gardener ecosystem, while live engineering validation confirms its critical role in multi-cloud infrastructure bootstrap operations.','Go','Operator','Advanced',0,'online','manual','4feb7d4dff0d978e9a48fe63e63b6f231ef56043a67d713b653d1073ba13c106',100.0,1.77903023099125599e+09,1,'2026-06-09T14:30:05Z',NULL,NULL,NULL,'["Infrastructure", "Provisioning", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T14:30:05Z", "gh_stars": 145}'); -INSERT INTO "resources" VALUES('https://github.com/garutilorenzo/k3s-aws-terraform-cluster','garutilorenzo/k3s-aws-terraform-cluster','','2021',2,'An open-source repository containing Terraform configurations to bootstrap a lightweight K3s cluster on AWS EC2. Integrates essential security groups, network route assignments, and automatic node clustering through userdata initialization.','HCL','Repository','Intermediate',0,'online','manual','f7dcc6728d69946078ab4a9d007dcb40d6bb05c548b969b19c56e124510a8e78',100.0,1.77903102132357907e+09,1,'2023-02-04T16:07:20Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-04T16:07:20Z", "gh_stars": 166}'); -INSERT INTO "resources" VALUES('https://github.com/garutilorenzo/k8s-aws-terraform-cluster','garutilorenzo/k8s-aws-terraform-cluster','','2022',1,'An open-source custom framework designed to boot self-managed Kubernetes nodes on EC2 bare instances using custom Terraform manifests. Focuses on full certificate management and network interface manual setup.','HCL','Repository','Advanced',0,'online','manual','9c21b39bd0ec8e64dd91681f4b29a8592fef820e62a4a43a9d2a6a6d833ae52b',100.0,1.77903275716144895e+09,1,'2024-03-15T11:19:55Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2024-03-15T11:19:55Z", "gh_stars": 79}'); -INSERT INTO "resources" VALUES('https://github.com/gayanvoice/top-github-users','Top GitHub Users By Country','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','377a211e15cafdbab77a3a930fbc24784e898d07501f2e59a55e6ad56fb22002',100.0,1.77903362331779098e+09,1,'2026-05-17T18:00:23.317791+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/gcla/termshark','termshark','','2026',5,'A Go-based terminal user interface (TUI) for `tshark` (Wireshark command-line engine). Enables native, interactive network packet analysis over headless SSH connections on remote servers or Kubernetes nodes without X11 overhead.','Go','Utility Tool','Advanced',0,'online','manual','a19fcdc6f6de9dcb1c1d6f4e3372ce3932bd4e3170ded85ec3a190e95467b91d',100.0,1.77903303086036705e+09,1,'2024-04-30T06:15:11Z',NULL,NULL,NULL,'["Linux", "Networking", "Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-04-30T06:15:11Z", "gh_stars": 9909}'); -INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-for-devops','Ansible for DevOps Examples','','2024',5,'The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling''s ''Ansible for DevOps''. Serves as a primary reference for deploying Kubernetes clusters and microservices.','YAML','github_repo','Advanced',0,'online','manual','92f4a9fc4627622a11cf72b99e447bec9cb36a3dc0d4afd6645bf75f5e48e49d',100.0,1.77903433282866811e+09,1,'2025-05-25T06:03:59Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Architectures"]','["[DE FACTO STANDARD]"]','["docs/ansible.md", "docs/devops.md"]','["devops.md", "ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-25T06:03:59Z", "gh_stars": 9787}'); -INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes','Ansible for devops: Kubernetes','','2023',5,'This repository contains the official, battle-tested Kubernetes configuration and deployment playbooks accompanying the well-regarded ''Ansible for DevOps'' series. It demonstrates structured automation patterns to install, maintain, and bootstrap Kubernetes clusters from bare-metal up to public cloud infrastructure. It serves as a gold-standard reference for blending Ansible''s procedural execution model with Kubernetes'' declarative state.','YAML','Software','Advanced',0,'online','manual','42b15252dd72404b85198e54e9f03237bb980d450270ea2d5b67beb6685e0144',100.0,1.77903359202054405e+09,1,'2025-05-25T06:03:59Z',NULL,NULL,NULL,'["Automation", "Configuration Management", "Infrastructure as Code"]','["ENTERPRISE-STABLE"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-25T06:03:59Z", "gh_stars": 9787}'); -INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-docker','Ansible Role: Docker 🌟','','2026',4,'An exceptionally popular and robust Ansible role designed by Jeff Geerling to handle complete installation and configuration of Docker on diverse Linux distros. It sets up the Docker daemon, manages system services, and handles dependencies.','YAML','Role','Beginner',0,'online','manual','0415ef3aef3db9596af58284d93bb08742cbf9389d32ca8133ceb9e60988e3fb',100.0,1.77903217342752289e+09,1,'2026-04-22T02:35:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Docker Deployment"]','["[ENTERPRISE-STABLE]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T02:35:44Z", "gh_stars": 2270}'); -INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-jenkins','ansible-role-jenkins','','2025',3,'A widely adopted Ansible playbook automation framework for preparing enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations for repository keys, dependencies, and default configurations.','YAML','Repository','Intermediate',0,'online','manual','1f381e6c741c1768e123bf4991e9b5721919361566a2823f36adf1d84ac5eebc',100.0,1.77903102125476288e+09,1,'2026-03-04T20:09:59Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration Management", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-04T20:09:59Z", "gh_stars": 852}'); -INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-kubernetes','Ansible Role - Kubernetes (Jeff Geerling)','','2026',5,'Jeff Geerling''s highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat distributions, simplifying playbooks deployment.','YAML','Repository','Intermediate',0,'online','manual','ec20419456edd443a34a1cf535161ce7cd267c0bc4f2c98fe0a6bcda0340f4b7',100.0,1.779033655948076e+09,1,'2025-11-28T04:12:15Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Roles"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-28T04:12:15Z", "gh_stars": 626}'); -INSERT INTO "resources" VALUES('https://github.com/genuinetools/contained.af','github.com/genuinetools: contained.af','','2017',4,'An interactive playground/educational sandbox platform engineered to test and explore container breakout vectors, Linux namespaces, and capabilities. Created by Jessie Frazelle, it provides runtime validation for assessing container syscall restrictions.','Go','Open Source Tool','Advanced',0,'online','manual','4fab4e4846007403029a55064c80876c43c64e8dec263fb7a66b06e8cdf4db68',100.0,1.779033068534307e+09,1,'2023-05-11T20:38:28Z',NULL,NULL,NULL,'["Security", "Container Sandboxing", "Educational Tools"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-11T20:38:28Z", "gh_stars": 906}'); -INSERT INTO "resources" VALUES('https://github.com/genuinetools/img','img','','2026',5,'Img is a standalone, daemonless, and unprivileged container image builder designed on top of BuildKit. It allows users to build OCI images in secure, rootless environments without mounting privileged Docker sockets, which is highly beneficial for isolated CI/CD pipelines. While development has cooled down in favor of upstream BuildKit or Kaniko, it remains a pioneering reference tool for secure image building.','Go','Tool','High',0,'online','manual','0b7ad58af06e4f93f6af11e2d6547d478fe08c09914acc88f1dac481bcf9723b',100.0,1.77902988408740401e+09,1,'2024-05-19T22:07:07Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-19T22:07:07Z", "gh_stars": 3986}'); -INSERT INTO "resources" VALUES('https://github.com/geritol/secret-backup-operator','Secret backup operator','','2020',1,'A specialized operator built to detect secrets across namespaces and back them up securely into encrypted target destinations. Serves as a useful narrow-scope disaster recovery mechanism, but has been replaced by global suites.','Go','Operator','Intermediate',1,'online','manual','42b31d1715d385ad4a02d32aefbf817e31b912c7ac130e3cd62f7e54379ab832',100.0,1.77903164577368807e+09,1,'2024-05-31T12:48:52Z',NULL,NULL,NULL,'["Security & Identity", "Configuration Management", "Backup Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-31T12:48:52Z", "gh_stars": 13}'); -INSERT INTO "resources" VALUES('https://github.com/germainlefebvre4/ns-killer','NS Killer','','2022',1,'A utility created to clean up persistent namespaces stuck in the Terminating state, often caused by lingering finalizers on external resources. It safely identifies blockages, clears remaining finalizers, and forces deletion without compromising API health.','Go','CLI / Operator','Intermediate',0,'online','manual','7595722e195c0c1cb8347dc9e1138f2bd73a45b915a67684c7a47187f6c7f2af',100.0,1.77902929226231288e+09,1,'2022-12-08T11:41:58Z',NULL,NULL,NULL,'["Cluster Management", "Resource Cleanup", "Namespace Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-08T11:41:58Z", "gh_stars": 18}'); -INSERT INTO "resources" VALUES('https://github.com/getanteon/anteon','ddosify/ddosify','','2021',5,'Rebranded from Ddosify to Anteon, this is a high-performance, developer-centric network load-testing and observability platform. 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SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp Vault, age, and PGP. It is highly valued in GitOps workflows for its ability to securely commit encrypted configurations.','Go','Tool','Intermediate',1,'online','manual','ed65338f4cf9d0235bd8e6c3136131b05984892aa6f0cdaabfd1d56bc233683d',100.0,1779130495.00683,1,'2026-06-13T13:42:34Z',NULL,NULL,NULL,'["Security", "Secrets Management", "GitOps Encrypted Secrets"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/terraform.md"]','["devsecops.md", "terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-06-13T13:42:34Z", "gh_stars": 22092}'); -INSERT INTO "resources" VALUES('https://github.com/gfkse/jenkins-shared-library','Declarative Pipeline - Jenkins shared library 🌟','','2021',1,'An open-source reference implementation of a Jenkins Declarative Shared Library. 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It shifts the traditional software lifecycle by making technical specifications executable, directly generating working implementations via AI agents like GitHub Copilot, Claude Code, or Gemini. The toolkit organizes development into discrete phases, transforming high-level requirements into structured blueprints, technical plans, and manageable task definitions to reduce prompt iteration overhead.','English','Repository','Intermediate',0,'online','automatic','4de024c361339bcc8fb99b926d6f1beb76c2fa87eb92ee34f402417484763e09',NULL,1.78035200368978691e+09,0,'2026-06-01T20:04:05Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Agents", "Spec-Driven Development"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T20:04:05Z", "gh_stars": 107576, "reputation_status": "Vetted", "reputation_summary": "Widely praised by AI engineers as a structured and disciplined methodology for escaping the limits of raw prompt engineering, providing templates and CLI scripts to guide AI agents systematically.", "social_preview_url": "https://opengraph.githubassets.com/807cdd7d241e22dff14f616d078c92a80e56d2468c298fdde183319861aecdc2/github/spec-kit", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "spec-driven-development"}'); -INSERT INTO "resources" VALUES('https://github.com/gitkraken/vscode-gitlens','GitLens interactive rebase','','2016',5,'Detailed documentation on GitLens'' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewriting commit histories.','TypeScript','Extension','Intermediate',0,'online','manual','e89e808f4e2a1a244907443e3d923b40bba53c989aadd137e8c9d01c1f32047b',100.0,1.77913049499029803e+09,1,'2026-06-13T10:03:33Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Git Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:03:33Z", "gh_stars": 9841}'); -INSERT INTO "resources" VALUES('https://github.com/gitops-working-group/gitops-working-group','GitOps Working Group 🌟','','2021',0,'CNCF-sponsored GitOps Working Group focusing on developing unified industry specifications. 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This project enables cloud architects to enforce automated governance, compliance frameworks, and infrastructure standards across complex tenant hierarchies. Highly valuable for heavily regulated financial and healthcare cloud environments.','N/A','Repository','Advanced',0,'online','manual','4bcbfb219e6301b4449591249dd3eacaa370c52beff27636ea05d853936c98b9',100.0,1.77903125861047697e+09,1,'2026-05-30T07:05:04Z',NULL,NULL,NULL,'["Cloud Security", "Azure", "Governance"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-30T07:05:04Z", "gh_stars": 539, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/gnunn1/openshift-basic-pipeline','github.com/gnunn1/openshift-basic-pipeline','','2019',0,'Curator Insight highlights this duplicate resource as a persistent reference point for the basic OpenShift pipeline. 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Offers seamless serialization and deserialization, essential for managing localized configuration states in production environments.','en','Repository','Intermediate',0,'online','manual','eec84d4d40fc09b044a8f6c1758e6e5a22920b45839ee1378963ed77a39d9327',100.0,1.77903048290057611e+09,1,'2026-06-10T02:52:00Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Configuration Management"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T02:52:00Z", "gh_stars": 3542}'); -INSERT INTO "resources" VALUES('https://github.com/go-kratos/kratos','go-kratos/kratos','','N/A',0,'Curator Insight defines Kratos as a heavy-duty microservice framework for Go, designed for highly scalable web-scale systems. 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Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).','en','Repository','Expert',0,'duplicate','manual','79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d',100.0,1.77903307483168697e+09,1,'2026-06-13T23:52:29Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T23:52:29Z", "gh_stars": 134684, "duplicate_of": "https://github.com/golang/vscode-go/blob/master/README.md"}'); -INSERT INTO "resources" VALUES('https://github.com/golang/vscode-go/blob/master/README.md','github.com/golang/vscode-go 🌟','','2026',5,'The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). Integrates Delve for robust debugging, automated importing, structural profiling, and diagnostic testing.','Go','GitHub Repository','Intermediate',0,'online','manual','cc3240753fe6261e8fa0d776a10f0b1677bd4802ba2b0ef21e509d554f581fe0',100.0,1.779031808319067e+09,1,'2026-06-13T12:13:43Z',NULL,NULL,NULL,'["Development Environment", "Language Tooling", "Go"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T12:13:43Z", "gh_stars": 4252}'); -INSERT INTO "resources" VALUES('https://github.com/goldbergyoni/nodebestpractices/blob/spanish-translation/README.spanish.md','NodeJS Best Practices (Spanish Translation)','','2024',5,'Spanish localization of the leading Node.js architecture and security handbook. It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.','Spanish','Repository','Advanced',1,'online','manual','df5a4da988f2552a67dd3a172925d42383d550e36d6f8e1b81064fb26bab1585',100.0,1.7790312589687941e+09,1,'2025-04-15T21:52:42Z',NULL,NULL,NULL,'["Software Engineering", "Web Development", "NodeJS"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md", "docs/golang.md", "docs/introduction.md"]','["golang.md", "cheatsheets.md", "introduction.md"]','{}','{"gh_license": "CC-BY-SA-4.0", "gh_pushed": "2025-04-15T21:52:42Z", "gh_stars": 105318}'); -INSERT INTO "resources" VALUES('https://github.com/google/agents-cli','Google Agents CLI','','2025',4,'An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.','TypeScript','CLI Tool','Advanced',1,'online','manual','4fec61eed9d0bc778980dba4be9db4bfa0284b1b76b7d78504560aea1f89e11b',100.0,1.77903095227693891e+09,1,'2026-06-10T17:15:35Z',NULL,NULL,NULL,'["AI & Orchestration", "Agentic Workflows", "Command-Line Tools"]','["[ENTERPRISE-STABLE]"]','["docs/GoogleCloudPlatform.md", "docs/ai.md", "docs/kubernetes.md"]','["ai.md", "GoogleCloudPlatform.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T17:15:35Z", "gh_stars": 2853}'); -INSERT INTO "resources" VALUES('https://github.com/google/clusterfuzzlite','==google/clusterfuzzlite== 🌟','','2021',2,'Lightweight alternative to ClusterFuzz designed specifically for CI/CD environments. Easily executes security fuzz testing on target APIs to find memory leaks, crashes, and buffer overflows.','C++','Tool','Advanced',0,'online','manual','f70c6ca268f229a4fc89430b03ab374f2bdd032445512d6588590b935b704860',100.0,1.77903217353857207e+09,1,'2026-02-12T15:25:29Z',NULL,NULL,NULL,'["Security", "Static Analysis", "Fuzzing"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-12T15:25:29Z", "gh_stars": 528}'); -INSERT INTO "resources" VALUES('https://github.com/google/gke-policy-automation','google/gke-policy-automation','','2024',5,'A Google-maintained open-source tool designed to automate policy audits on GKE cluster setups using Open Policy Agent (OPA) Gatekeeper. This utility inspects cluster configuration dumps against best practices, helping security engineers secure their container footprints.','Go','Repository','Advanced',0,'online','manual','8c4bd76ded37e113156180ddd6a73bfde883f62e27d71f70c15751586c8b378b',100.0,1.77902982108650493e+09,1,'2025-11-20T02:49:20Z',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Security & Compliance"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-20T02:49:20Z", "gh_stars": 524}'); -INSERT INTO "resources" VALUES('https://github.com/google/go-containerregistry','==github.com/google/go-containerregistry== 🌟','','2026',5,'go-containerregistry is a powerful library and CLI suite developed by Google for interacting with OCI (Open Container Initiative) registries. It allows Go applications to pull, push, analyze, and manipulate images and manifests directly over the network without needing a running Docker daemon. It serves as the programmatic foundational backbone for many modern cloud-native deployment tools, container security scanners, and custom platform architectures.','Go','Library','High',0,'online','manual','824bcad8179ee7eaed9201881d94b083b2c5691fa73025ef25044107e77de14d',100.0,1.77903008717014408e+09,1,'2026-06-12T17:46:16Z',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Go Library"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:46:16Z", "gh_stars": 3918}'); -INSERT INTO "resources" VALUES('https://github.com/google/jsonnet/tree/master/case_studies/kubernetes','jsonnet data templating language','','2026',5,'A data templating language designed for application configurations. This case study demonstrates how Jsonnet models complex Kubernetes resources through variables, imports, conditionals, and functions, generating valid JSON configurations that compile directly into clean Kubernetes YAML.','Jsonnet','Tool','Advanced',0,'online','manual','12857cf535306b3dff99a713012717134fb582719ffdc0e27fb1d47c0b1aa38a',100.0,1.77902932574823188e+09,1,'2026-03-30T14:23:57Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "Jsonnet"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-30T14:23:57Z", "gh_stars": 7517}'); -INSERT INTO "resources" VALUES('https://github.com/google/ko','Ko: Easy Go Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e4aa65a2a01aa4d4deeccc0b4ae26eb2ced7e4e50f7646be6e4769db788190a',100.0,1.77903238380997705e+09,0,'2026-05-17T17:39:43.809977+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ko-build/ko"}'); -INSERT INTO "resources" VALUES('https://github.com/google/log4jscanner','==google/log4jscanner==','','2021',5,'Google''s high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts.','Go','Tool','Intermediate',0,'online','manual','fc5d86790279e6ff9b96ad807c47be809311d97fb5c9c964ef1b3f7745a767ee',100.0,1.77903305154724788e+09,1,'2022-06-30T03:03:00Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T03:03:00Z", "gh_stars": 1563}'); -INSERT INTO "resources" VALUES('https://github.com/google/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','2021',5,'Google''s open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.','YAML','Open Source Tool','Advanced',0,'online','manual','b7c0dc57df89b3d6482acc1bd04f343b8036d2a66d653d9f4e9a6c728a3d7b14',100.0,1.77913049501705288e+09,1,'2019-05-30T22:29:10Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Reference Implementation"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-05-30T22:29:10Z", "gh_stars": 142}'); -INSERT INTO "resources" VALUES('https://github.com/google/python-fire','==google/python-fire== 🌟','','2025',5,'Curator Insight presents Google Fire as a library that instantly derives fully operational CLI endpoints from any Python object. Live Grounding confirms its extensive use in data engineering pipelines to easily export complex programmatic code without setting up manual parsing boilerplate.','Python','Library','Intermediate',0,'online','manual','df1413081fc9aef12fa7c88d8bbc3cb120d92ededd11fb30233d7fb4aa04e4c8',100.0,1.77903134179152297e+09,1,'2026-04-01T09:05:35Z',NULL,NULL,NULL,'["Software Engineering", "Python", "CLI Generation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-01T09:05:35Z", "gh_stars": 28203}'); -INSERT INTO "resources" VALUES('https://github.com/google/slo-generator','SLO Generator','','2023',5,'A comprehensive open-source tool built to parse SLO specifications and compute service level indicators, supporting data extraction from both Prometheus and diverse multi-cloud storage backends.','Python','Open Source Tool','Intermediate',0,'online','manual','6804779cb9fa416c8845d60e0658b4fdfd304dd8fbbb3dd05572636f646aa30a',100.0,1.77903408493577909e+09,1,'2026-06-03T22:39:22Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Generators"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T22:39:22Z", "gh_stars": 562}'); -INSERT INTO "resources" VALUES('https://github.com/google/zx','zx','','2021',5,'A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. Live Grounding validates it as a major evolutionary replacement for unwieldy Bash scripts in contemporary pipelines.','JavaScript','Library','Intermediate',0,'online','manual','ff190bac51cf391fef3a8488556200dd011adf69335c4f95bc65c1c6b4e572c6',100.0,1.77903448480296897e+09,1,'2026-06-13T01:03:50Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Modern Shell Alternatives"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:03:50Z", "gh_stars": 45534}'); -INSERT INTO "resources" VALUES('https://github.com/gopaddle-io/configurator','gopaddle-io/configurator','','2020',2,'An automation controller watching ConfigMap and Secret events to automatically trigger rolling updates on corresponding workloads. It bridges configuration state changes with zero-downtime deployment workflows without manual redeploys.','Go','Kubernetes Controller','Intermediate',0,'online','manual','ed41f1daa82d28b02c69ace91ecc18809c7f6a2b3317a36f8970cab7c991abf6',100.0,1.77902956584661889e+09,1,'2024-01-29T21:07:12Z',NULL,NULL,NULL,'["GitOps & Configuration", "Dynamic Configurations", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-29T21:07:12Z", "gh_stars": 115}'); -INSERT INTO "resources" VALUES('https://github.com/goss-org/goss','aelsabbahy/goss','','2016',4,'Goss is an ultra-fast, YAML-based infrastructure validation and health-checking tool. Commonly utilized in Kubernetes as a minimal, lightweight container liveness/readiness probe or system validation suite.','Go','Validation Tool','Low',0,'online','manual','599d7c114ad70f7c2533e2919513ae4ff015891c840061c6ab79b4a54b3d841f',100.0,1.77913049495784592e+09,1,'2026-06-08T18:19:17Z',NULL,NULL,NULL,'["Performance & Testing", "Cluster Validation", "Health Checking"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T18:19:17Z", "gh_stars": 5904}'); -INSERT INTO "resources" VALUES('https://github.com/govirtuo/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ccc734e40d5f5bd2b9af238148c21df9beb035f7096a975756f0a216da1799c',100.0,1.77903224546983289e+09,0,'2026-05-17T17:37:25.469833+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-ns-suspender/kube-ns-suspender"}'); -INSERT INTO "resources" VALUES('https://github.com/grafana/agent','grafana/agent: Grafana Agent','','2024',5,'An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor''s unified telemetry collector for OpenTelemetry and Prometheus.','Go','Repository','Advanced',1,'online','manual','42acde43745effb075e35bcdad1e042924521a26e511954e82c2f16f694308c4',100.0,1.77903238087307405e+09,1,'2026-06-13T21:15:40Z',NULL,NULL,NULL,'["Observability & Monitoring", "Data Collection", "Telemetry Agents"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:15:40Z", "gh_stars": 1709}'); -INSERT INTO "resources" VALUES('https://github.com/grafana/mimir','github.com/grafana/mimir','','2022',5,'Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational isolation.','Go','Repository','Advanced',1,'online','manual','35393723f9f6fa4ec27a899e1205b638a027699ee62dd5194b00e31a44903221',100.0,1779031615.76551,1,'2026-06-14T09:48:11Z',NULL,NULL,NULL,'["Observability & Monitoring", "Metrics Storage", "Scalable TSDB"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-14T09:48:11Z", "gh_stars": 5124}'); -INSERT INTO "resources" VALUES('https://github.com/grafana/tanka','tanka','','2026',4,'Grafana Tanka is an enterprise-grade configuration utility that uses the Jsonnet programming language to generate declarative Kubernetes manifests. By replacing raw YAML files with reusable functions and nested structures, Tanka ensures clean modularity across complex multi-cluster environments. It is highly valued for managing complex observability deployments like Prometheus and Grafana stacks.','Go','Configuration Tool','Advanced',0,'online','manual','f0f449caab037a1b55ce5c7b9466a4e5e7ec80d143f698945ad0c9736c23a67c',100.0,1.77903330978217792e+09,1,'2026-06-14T05:21:30Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Jsonnet"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:21:30Z", "gh_stars": 2670}'); -INSERT INTO "resources" VALUES('https://github.com/grafana/tempo','Grafana Tempo','','2026',5,'A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-scale enterprise tracing, deeply integrated with Grafana Loki and Mimir to correlate logs, metrics, and traces.','Go','Repository','Advanced',1,'online','manual','78d8cbe88fd38721caa5f8f4b399878c4a62eeee3cdee4ff12d1f5e5fa996c27',100.0,1.77903370488025188e+09,1,'2026-06-13T17:10:29Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T17:10:29Z", "gh_stars": 5305}'); -INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport','Teleport 🌟','','2026',5,'The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.','Go','Service','High',1,'online','manual','99ad550caec041b2881b70c1e9bc86ad0de2257122e7f4e21981d3f2bee4fde7',100.0,1.7790336100963931e+09,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["Networking & Security", "Access Control", "Identity Gateways"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); -INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport/discussions/8330','Connecting and authenticating to Jenkins with Teleport Application Access','','2021',5,'Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprint for modern security compliance, eliminating the vulnerability of exposing Jenkins directly to the internet.','English','Documentation','Advanced',0,'online','manual','3ae81f1e26f723553a9985d83a5ba83b608cb7da8491be7d57e345dbc9ef7347',100.0,1.77902947299473905e+09,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Security", "Access Management"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); -INSERT INTO "resources" VALUES('https://github.com/gravitl/netmaker','NetMaker','','2025',4,'Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.','Go','Platform','High',0,'online','manual','461d6feb067687a3eee4be5d99ca748eab30f86a8f003957b60479535cb6af74',100.0,1.77903058366476106e+09,1,'2026-06-13T03:24:38Z',NULL,NULL,NULL,'["Networking", "Overlay Networks", "WireGuard VPN"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T03:24:38Z", "gh_stars": 11628}'); -INSERT INTO "resources" VALUES('https://github.com/griddynamics/mpl','griddynamics/mpl','','2021',5,'Curator Insight presents the Modular Pipeline Library (MPL) from Grid Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding confirms that MPL significantly reduces Groovy boilerplate by introducing modular execution configurations and reusable testing frameworks. This represents an exceptionally scalable design pattern for large-scale enterprise environments.','Groovy','Repository','Advanced',0,'online','manual','7f6be9f587b82afed39000db10a522cc2efef44151914c5f3d2faa2d4541b92d',100.0,1779029509.85872,1,'2024-11-07T04:50:55Z',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-11-07T04:50:55Z", "gh_stars": 165}'); -INSERT INTO "resources" VALUES('https://github.com/grosser/preoomkiller','grosser/preoomkiller','','2026',5,'preoomkiller is a lightweight tool designed to monitor process memory consumption in Linux containers and trigger graceful restarts or shutdowns before the kernel''s Out-Of-Memory (OOM) killer forcibly terminates the application. This prevents data corruption and allows application runtimes (such as Ruby or Node.js) to drain active connections and write diagnostics logs. It adds an essential layer of reliability to production container runtimes prone to memory leaks.','Go','Library','Medium',0,'online','manual','73aca8546922c96fb6d8726a521bac8387d99f6a103c9846e160b8993a83ae2c',100.0,1.7790313821455841e+09,1,'2023-10-18T16:32:05Z',NULL,NULL,NULL,'["Infrastructure", "Reliability Engineering", "Resource Management"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-18T16:32:05Z", "gh_stars": 78}'); -INSERT INTO "resources" VALUES('https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts','github.com/groundcover-com: Container Restarts Watcher','','N/A',0,'Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time.','English','Repository','Intermediate',0,'online','manual','ac85f08e69b018534e5a435bc0ea2caa8d0ffa0c1ead384b8521a3d6f7468686',100.0,1.78173595046125698e+09,1,'2026-06-18T00:39:10.461257+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Observability", "Debugging Tools"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/groundcover-com/murre','groundcover-com/murre','','2026',2,'Murre is an elegant, lightweight command-line tool designed to query CPU and memory usage statistics from clusters without running Prometheus or Metric Server. By querying the internal Kubelet summary endpoints directly, it quickly provides resource overhead views on any environment. It is ideal for debugging workloads on edge systems where tracking resource consumption must be low-overhead.','Go','CLI Tool','Beginner',0,'online','manual','51452fcf5105ccb367707100fcdee160175b386b458daa5a2a5ca69dfe5b7238',100.0,1.77902946678486299e+09,1,'2025-01-15T05:57:46Z',NULL,NULL,NULL,'["Observability", "Metrics", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-01-15T05:57:46Z", "gh_stars": 319}'); -INSERT INTO "resources" VALUES('https://github.com/groundnuty/k8s-wait-for','groundnuty/k8s-wait-for 🌟','','2019',3,'A simple, highly popular script designed to block shell execution until a specific Kubernetes resource passes a readiness check. It integrates within initialization steps to manage deployment dependencies safely.','Shell','Utility Script','Beginner',0,'online','manual','d50e49679c8e88c0c7db5b559610ccbebe63417436af0d4de2e44d3bab733a6a',100.0,1.77903255674763798e+09,1,'2025-01-07T01:13:36Z',NULL,NULL,NULL,'["Development & Testing", "Pipeline Helpers", "Resource Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-07T01:13:36Z", "gh_stars": 635}'); -INSERT INTO "resources" VALUES('https://github.com/grpc-ecosystem/grpc-gateway','grpc-ecosystem/grpc-gateway: gRPC-Gateway','','2026',5,'gRPC-Gateway is an essential reverse-proxy tool that automatically translates incoming RESTful JSON requests into high-performance gRPC calls. By parsing protobuf service definitions, it maintains single-source API schemas while accommodating heterogeneous web clients. This tool is widely adopted across high-throughput microservice meshes that require seamless external-facing REST APIs.','Go','Library','Advanced',1,'online','manual','94f2f57b5cd69bc2a351745cda7c24eab95904d8512b67ee7c785b180333fe95',100.0,1.77902950295883798e+09,1,'2026-06-12T22:10:49Z',NULL,NULL,NULL,'["Application Architecture", "API Gateway", "gRPC & REST"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-12T22:10:49Z", "gh_stars": 19918}'); -INSERT INTO "resources" VALUES('https://github.com/gruberdev/local-gitops','github.com/gruberdev/local-gitops: Local Gitops 🌟','','2021',1,'A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.','Shell','Tool','Intermediate',0,'online','manual','d5f0e40f0ec9d9e935b48f9a5f21fe47bd0c47d2e16a66d1430f292cca2662b1',100.0,1.78173615427842497e+09,1,'2026-06-18T00:42:34.278425+02:00',NULL,NULL,NULL,'["Local Development", "GitOps", "Local Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/gruntwork-io/terragrunt-infrastructure-live-example','gruntwork-io/terragrunt-infrastructure-live-example','','2024',2,'This repository provides a concrete reference implementation for structuring enterprise-grade multi-environment architectures using Terragrunt. It demonstrates production patterns for isolated environments, centralized lock management, global provider blocks, and modular code encapsulation.','HCL','Reference Implementation','Intermediate',0,'online','manual','5c10fc8bdf35d2003e92cbc5c4921f29cfbf1afb440c53e301ddb3e448f43069',100.0,1.77902905691320896e+09,1,'2025-05-05T12:02:39Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Reference Implementations"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-05T12:02:39Z", "gh_stars": 865}'); -INSERT INTO "resources" VALUES('https://github.com/gshipley/installcentos','Install RedHat OKD 3.10 on your development box:','','2018',1,'Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.','Shell','Code Repository','Advanced',0,'online','manual','ff9d1221dd8a3bdf07bf5b97ed39a381f07cfd504e1fb20021a22abb0ac8bd67',100.0,1.78173612311011791e+09,1,'2026-06-18T00:42:03.110118+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/gudpick/pods','github ref1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','25bce8646ca01a675be677e4ffeadce8eb83da1f3d44769fca5fc7d8f4937d4d',100.0,1.77903338497379589e+09,1,'2026-05-17T17:56:24.973796+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/gudpick/pods/tree/master/sonar-latest','github ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a18ea4de1911e1e484dd824fc1f9ff5226c6c1c816b83905efacc83fa4b69aa',100.0,1.77903112278857207e+09,1,'2026-05-17T17:18:42.788572+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/gventuri/pandas-ai','==github.com/gventuri/pandas-ai==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7',100.0,1.77903133383323597e+09,0,'2026-05-17T17:22:13.833236+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/sinaptik-ai/pandas-ai"}'); -INSERT INTO "resources" VALUES('https://github.com/gyli/DictMySQL','DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary','','2016',2,'Curator Insight introduces DictMySQL as a dictionary-driven query execution abstraction. Live Grounding emphasizes that while useful for scripting, modern enterprise developments rely on full-fledged ORMs (like SQLAlchemy or Tortoise) to guarantee database injection protection and proper pool scaling.','Python','Library','Intermediate',0,'online','manual','151d6d5be3073376f7436d69ab5b6f4932f2c6a24bb83b7c93b819e986f8b9a6',100.0,1.77913049502229809e+09,1,'2018-12-04T06:42:34Z',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Database Adapters"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2018-12-04T06:42:34Z", "gh_stars": 56}'); -INSERT INTO "resources" VALUES('https://github.com/hadolint/hadolint','==hadolint/hadolint: Haskell Dockerfile Linter==','','2026',5,'Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root, using mutable base tags, or failing to clean package manager caches. Integrating Hadolint into CI/CD pipelines ensures secure, standardized, and highly optimized container builds across enterprise teams.','Haskell','Tool','Medium',0,'online','manual','168d25de939de633ad29bee4a05a5b3db3157a293578ca9b07bc97f87f5433c6',100.0,1.77903216340374398e+09,1,'2026-06-11T07:29:04Z',NULL,NULL,NULL,'["Security", "Static Analysis", "Linter"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-11T07:29:04Z", "gh_stars": 12216}'); -INSERT INTO "resources" VALUES('https://github.com/haflidif/terraform-azurerm-dns-private-resolver',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','034762c5cdcba4d162872350dbb4a0a01a9b2d959af44d59dda356880a6c5df7',100.0,1.77903058366952705e+09,0,'2026-05-17T17:09:43.669527+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/hahwul/DevSecOps','hahwul/DevSecOps','','2026',3,'A highly structured index cataloging security automation software, container scanning scripts, dependency checkers, and automated risk analysis systems. Essential for hardening software supply chains.','Markdown','Awesome List','Advanced',1,'online','manual','20a0ac59128bf7ae7c79b4a27f100202d6dcd770f50e1003b2a3b022f7d0903b',100.0,1.77902986315500807e+09,1,'2026-04-25T13:26:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "DevSecOps Tools"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-25T13:26:26Z", "gh_stars": 2127, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/halkeye-docker/docker-jenkins','Example of JCasC','','2025',1,'A practical reference architecture repository deploying containerized Jenkins masters using pre-mounted configurations and declarative configurations. 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Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.','Go','Code Repository','High',1,'online','manual','41b2b18b344881007667cc4b17730a84013b381030f73bc2c9d3711f22e47fc7',100.0,1.77913049500593805e+09,1,'2026-06-12T04:11:38Z',NULL,NULL,NULL,'["Platform Engineering", "Hyperconverged Infrastructure", "Harvester HCI"]','["[DE FACTO STANDARD]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T04:11:38Z", "gh_stars": 5054}'); -INSERT INTO "resources" VALUES('https://github.com/hasheddan/k8scr','k8scr 🌟','','2026',5,'A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.','Go','Tool','Intermediate',0,'online','manual','13cb1e387cd306f77b7e6d500743dccc267edad6ced0a7ab3610b467903cb24a',100.0,1.77902971067668795e+09,1,'2022-03-24T12:46:59Z',NULL,NULL,NULL,'["Security", "Registry Integration", "Container Runtimes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-24T12:46:59Z", "gh_stars": 119}'); -INSERT INTO "resources" VALUES('https://github.com/hashicorp/cap','cap','','N/A',0,'Curator Insight shows cap as HashiCorp''s library to ease Linux capability handling in Go programs. Live Grounding highlights its integration in secure container-adjacent projects to enforce the principle of least privilege at the system-call level.','English','Repository','Advanced',0,'online','manual','af05f41375b0aa2fad313510ca3f20a38e30f77a192ff3a8b98710beeae18c0c',100.0,1.77903159216617107e+09,1,'2026-05-11T03:46:31Z',NULL,NULL,NULL,'["Security", "Access Control", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-05-11T03:46:31Z", "gh_stars": 479}'); -INSERT INTO "resources" VALUES('https://github.com/hashicorp/hcl','github.com/hashicorp/hcl: HCL','','2026',5,'The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with high-level human-readable configuration attributes and logic.','Go','Repository','Advanced',0,'online','manual','a74147ff18d543e4f26a9d5f3593553f8fb108dcc25935c505c9805fbefe5fa3',100.0,1.77903287827279496e+09,1,'2026-06-11T12:05:22Z',NULL,NULL,NULL,'["Infrastructure as Code", "Languages", "Syntax Engines"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-06-11T12:05:22Z", "gh_stars": 5788}'); -INSERT INTO "resources" VALUES('https://github.com/hashicorp/terraform-cdk','terraform-cdk 🌟','','2025',5,'Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. 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Implements a controller pattern inside the cluster, allowing platform teams to manage external cloud resources via Custom Resource Definitions (CRDs) which coordinate plans and applies in Terraform Cloud.','Go','Repository','Advanced',1,'online','manual','ec20219598d769ac6d04b8cb760eb482a4304107c4ff0bcd07a51df2f4d033ea',100.0,1.77902934145666909e+09,1,'2024-11-18T17:51:48Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-11-18T17:51:48Z", "gh_stars": 449}'); -INSERT INTO "resources" VALUES('https://github.com/hashicorp/vault','hashicorp/vault','','2026',5,'The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp''s BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, enabling ephemeral database credentials and granular IAM management across thousands of microservices.','Go','Service','Advanced',1,'online','manual','e3d1a53ae91eb52490e28f1327fb302256125169ec0050a1ac93ebc1f02a075d',100.0,1.7790323889041481e+09,1,'2026-06-12T22:28:59Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Centralized Vaults"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T22:28:59Z", "gh_stars": 35780}'); -INSERT INTO "resources" VALUES('https://github.com/hashicorp/vault-csi-provider','hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store'' CSI Driver','','2026',4,'Integrates HashiCorp Vault directly with the Kubernetes Secret Store CSI Driver, rendering secrets from Vault''s key-value engine as memory-mapped files in pod volumes. 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It served as an entry point for lightweight CD before ArgoCD and Flux became mature corporate norms.','Go','Controller / Deployment Operator','Advanced',1,'online','manual','cc22c1e1d6ea90c3a3746e1c6c2d149728b4f20eea6dab230e420c1da9371a05',100.0,1.77903053188516688e+09,1,'2023-08-31T07:48:24Z',NULL,NULL,NULL,'["Application Lifecycle", "Continuous Deployment", "Git-based Builds"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-08-31T07:48:24Z", "gh_stars": 3849}'); -INSERT INTO "resources" VALUES('https://github.com/haxsaw/hikaru','haxsaw/hikaru 🌟','','2020',2,'A Python package enabling developers to generate, inspect, and manipulate Kubernetes resources as native Python dataclasses. Hikaru validates and processes complex schemas inside orchestration and automation runtimes.','Python','Python Library','Intermediate',0,'online','manual','176a942bb47ae71b8f1fc9778ef8a73b89c6c79ecfe899948a74b7c405c8dfb9',100.0,1.77903290061947202e+09,1,'2025-03-22T10:15:20Z',NULL,NULL,NULL,'["GitOps & Configuration", "Infrastructure as Code", "Python Representation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-22T10:15:20Z", "gh_stars": 210}'); -INSERT INTO "resources" VALUES('https://github.com/hayao-k/cdk-ecr-image-scan-notify','github.com/hayao-k/cdk-ecr-image-scan-notify','','2020',4,'Community CDK construct that maps AWS EventBridge patterns to detect ECR image vulnerability scans. 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Contains a polyglot microservice arrangement with Redis caches, PostgreSQL transactional engines, and reactive frontend layers structured for EKS deployments.','Go','Repository','Intermediate',1,'online','manual','49bc5bec07d23712f082c6dd4bb216c46b369ff82bbdf5b0a8a70d9fcd9a53dc',100.0,1.77903384539733195e+09,1,'2022-01-10T13:28:45Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Demo Systems"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-01-10T13:28:45Z", "gh_stars": 34}'); -INSERT INTO "resources" VALUES('https://github.com/hcavarsan/kftray','==github.com/hcavarsan/kftray== ⭐','','2023',5,'KFTray is a desktop-native menubar utility designed to manage multiple simultaneous kubectl port forwarding connections. It simplifies complex local development loops by allowing engineers to save, group, and dynamically trigger port-forward rules across distinct clusters and namespaces.','TypeScript / Rust','Desktop GUI App','Beginner',0,'online','manual','f1543d16c58b2fa35e6932543e9a3ff128c7022fafcb775225935e22df2c13fd',100.0,1.77903072762957096e+09,1,'2026-06-14T05:31:03Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Developer Productivity", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T05:31:03Z", "gh_stars": 1524}'); -INSERT INTO "resources" VALUES('https://github.com/heketi/heketi',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0d4f9d435e3073e1fcfebfaa3bda820b070e48785e446bc3ac51035757864c07',100.0,1779030394.73495,1,'2026-05-17T17:06:34.734950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/distributed-jmeter','Jmeter','','2020',5,'The legacy Helm implementation of distributed Apache JMeter performance testing. For dynamic cluster scaling, modern performance engineering teams should transition to k6 operators or active community performance test packaging.','YAML','Helm Chart','Intermediate',1,'online','manual','233f97993adc8caf534b62b7a9a64fa3978c357ff5321224a227c0eabd9584ed',100.0,1.77903019297411489e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/jenkins','Jenkins','','2020',5,'The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub.','YAML','Helm Chart','Intermediate',1,'online','manual','17ed5c363268ba61d2b5b5e52ced7246a17c734cda204aabe7cb872f3d8c6545',100.0,1.77903433296725296e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/selenium','Selenium','','2020',5,'The archived official Helm stable tree configuration for Selenium Grid. It remains useful solely as a historic reference for browser automation scaling, with active releases now managed directly by the SeleniumHQ community charts.','YAML','Helm Chart','Intermediate',1,'online','manual','5695e3b79ce4533e5ba5d4d3ff322ef71b15c22292a49036b3b719fd9265f148',100.0,1.77903338498201298e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/sonarqube','Sonar','','2020',5,'The deprecated stable Helm chart location for SonarQube. Modern deployments must migrate to official SonarSource charts on Artifact Hub to secure enterprise support, active patches, and up-to-date database schema integrations.','YAML','Helm Chart','Intermediate',1,'online','manual','59ee51399b9c9f819c38a8b700ea67a722661806f303a814eade3b65384cfb9e',100.0,1.77903204633382511e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); -INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/sonatype-nexus','Nexus3','','2020',5,'The obsolete, archived official Helm chart path for Sonatype Nexus3. Modern deployments must transition to newer, community-maintained charts listed on Artifact Hub to avoid critical security vulnerabilities and out-of-date container targets.','YAML','Helm Chart','Intermediate',1,'online','manual','a508bd186ac26cd708c9337ebeb717f6319418bbc49c99d788b02ae6e3ce152b',100.0,1.7790314739460361e+09,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); -INSERT INTO "resources" VALUES('https://github.com/helm/helm','Helm','','2026',5,'Official Go implementation of the Helm client, acting as the package manager for Kubernetes. Helm manages complex application definitions through charts, providing repeatable deployments, in-place upgrades, and robust rollback capabilities.','Go','Repository','Advanced',0,'online','manual','8b72e9555c19febb03964306972d50825387de39e901198b8d86b305f4ede7bf',100.0,1.77903359209750199e+09,1,'2026-06-13T02:03:14Z',NULL,NULL,NULL,'["Automation & Orchestration", "Package Management", "Helm"]','["[DE FACTO STANDARD]"]','["docs/helm.md", "docs/about.md"]','["helm.md", "about.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T02:03:14Z", "gh_stars": 29874}'); -INSERT INTO "resources" VALUES('https://github.com/helm/helm-mapkubeapis','Helm mapkubeapis Plugin','','2026',3,'Fundamental operator utility that edits release metadata in-place to update deprecated or removed Kubernetes APIs. Prevents release locks and upgrade failures when cluster components transition to newer API versions.','Go','Plugin','Advanced',0,'online','manual','3cd6306bc7b96c9167344df22330444c49cccef9a4a0aa1067e00cfa2a4f688d',100.0,1.77903293506720709e+09,1,'2026-06-03T23:21:33Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "API Migration"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T23:21:33Z", "gh_stars": 1035}'); -INSERT INTO "resources" VALUES('https://github.com/helmfile/helmfile','github.com/helmfile/helmfile','','2026',5,'The premier declarative orchestrator for multi-chart environments. Helmfile allows infrastructure-as-code developers to build multi-environment states, map release hierarchies, automate parameter layering, and enforce GitOps deployment sequences seamlessly.','Go','CLI Tool','Advanced',0,'online','manual','bb0b4eda7bed74c71f5f3e176f6699919f4666c0ff8b1e427d916869228e311e',100.0,1.77903138213410806e+09,1,'2026-06-14T01:27:25Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Multi-Chart Orchestration"]','["[DE FACTO STANDARD]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T01:27:25Z", "gh_stars": 5136}'); -INSERT INTO "resources" VALUES('https://github.com/helmwave/helmwave','helmwave/helmwave','','2026',3,'An emerging orchestrator implementing a ''Docker Compose'' deployment feel for Helm charts. Featuring parallel execution plans, strict dependency resolution, and declarative configs, it offers platform teams a robust multi-chart orchestration tool.','Go','CLI Tool','Advanced',0,'online','manual','e275a05dd84f47c66b5296aa4b4a59342d48c0cd3576846e75d7b2e6cb91146f',100.0,1.77903114315507197e+09,1,'2026-02-18T15:58:47Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Multi-Chart Orchestration"]','["[EMERGING]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-18T15:58:47Z", "gh_stars": 886}'); -INSERT INTO "resources" VALUES('https://github.com/heptiolabs/ktx','ktx 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','37651e8af15fd1eb2a265534fd1973c095520ffcf8675d75b134c1ea27398234',100.0,1.77903121634278893e+09,0,'2026-05-17T17:20:16.342789+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/hiddeco/cronjobber','hiddeco/Cronjobber','','2023',2,'A custom controller for Kubernetes that implements a CronJob-like resource with explicit native support for timezones. This solved a major limitation in older Kubernetes versions. While native Kubernetes CronJobs added timezone support in version 1.27, Cronjobber remains a highly useful reference for custom scheduling patterns in 2026.','Go','Kubernetes Controller','Medium',1,'online','manual','ad9ddb74fccc3bdeb3a14ecafd88b49948f2ba317bde900e87b713ebcb6f8ae7',100.0,1.77903254418270397e+09,1,'2024-08-21T23:39:11Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Timezones"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-21T23:39:11Z", "gh_stars": 238}'); -INSERT INTO "resources" VALUES('https://github.com/hidetatz/kubecolor','hidetatz/kubecolor 🌟','','2026',3,'Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.','Go','CLI Wrapper','Simple',0,'online','manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1.77903450736203908e+09,1,'2023-04-13T17:38:06Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Output Formatting"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubernetes-tools.md", "kubectl-commands.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-04-13T17:38:06Z", "gh_stars": 1446}'); -INSERT INTO "resources" VALUES('https://github.com/highmobility','github.com/highmobility','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','987f2e0af09507fb9d1fc6a3118c7721b822ce258b8eb0551627bdd1434f42f4',100.0,1.77903134026096892e+09,1,'2026-05-17T17:22:20.260969+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/hoanhan101/ultimate-go','The Ultimate Go Study Guide','','N/A',0,'Comprehensive handbook detailing memory layout, profiling, and concurrency semantics of Go. Features visual diagrams and deep-dives into mechanical sympathy concepts for high-performance engineering.','en','Repository','Advanced',0,'online','manual','b810903231bed8ba541bdaadd9df5145ff6f7b8fc770c019f3606cb7bfc377e7',100.0,1.77903380618400192e+09,1,'2025-06-15T21:47:39Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-15T21:47:39Z", "gh_stars": 14910}'); -INSERT INTO "resources" VALUES('https://github.com/hobby-kube/guide','hobby-kube/guide 🌟','','2021',5,'A comprehensive guide on bootstrapping an fully production-ready, highly available Kubernetes cluster on bare-metal or cheap cloud providers using CoreOS (Flatcar) and kubeadm. Outlines security hardening, manual network provisioning, and declarative automation.','Markdown','Tutorial','Advanced',0,'online','manual','c96f4a0e9eeac3dee50c99030ff4fed01d17dd466357e44a0e50319ad672d9e6',100.0,1.77903146877361488e+09,1,'2023-09-21T14:37:01Z',NULL,NULL,NULL,'["Infrastructure", "Bare-Metal Setup", "Self-Hosted Clusters"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-21T14:37:01Z", "gh_stars": 5658}'); -INSERT INTO "resources" VALUES('https://github.com/homeport/havener','Havener','','2023',2,'A convenient CLI tool that wraps kubectl and helm commands into high-level operations, simplifying tasks like sweeping namespaces, downloading files from pods, or executing parallel commands across nodes. In 2026, it remains a valuable utility for cluster administrators seeking faster alternative commands to long kubectl scripts.','Go','CLI Tool','Low',0,'online','manual','2916780f4c501cd0f6a2731819f51bab93db4e2e463dda2091a7a55580831638',100.0,1.7790340977278769e+09,1,'2026-06-11T20:15:22Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T20:15:22Z", "gh_stars": 334}'); -INSERT INTO "resources" VALUES('https://github.com/huazhihao/kubespy','kubespy','','2026',5,'An interactive real-time observability CLI tool designed to ''spy'' on active API resources. By monitoring resource lifecycles and publishing structural diffs directly to the terminal, it helps developers demystify custom resource definitions and native controller states during live deployment events.','Go','Tool','Intermediate',0,'online','manual','18df158e9f636cb8b4222761527aec06f5b82fcb8f021f43f0676a6b8124541c',100.0,1.77902950305255889e+09,1,'2021-08-22T16:25:53Z',NULL,NULL,NULL,'["Observability", "Debugging", "Resource Lifecycle"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-08-22T16:25:53Z", "gh_stars": 140}'); -INSERT INTO "resources" VALUES('https://github.com/huginn/huginn','Huginn','','2026',5,'A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-hosted, deterministic agent network to automate security and integration pipelines.','Ruby','Repository','Intermediate',0,'online','manual','b28d1fe503ecb57bac3513cc8164fd563f03272be53d743427d232366d1a9f5b',100.0,1.77903085473133897e+09,1,'2026-06-13T00:57:09Z',NULL,NULL,NULL,'["Automation", "Workflows", "Agent Frameworks"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:09Z", "gh_stars": 49468}'); -INSERT INTO "resources" VALUES('https://github.com/humanlayer/12-factor-agents','12-Factor Agents: Patterns of reliable LLM applications','A set of design principles and patterns for building reliable, production-ready, and scalable LLM applications modeled on Heroku''s 12-factor standards.','2025',4,'A highly curated architectural manifest detailing twelve software engineering principles for building deterministic, production-grade LLM applications. The guide emphasizes robust prompt and context ownership, unified execution state, and standardizing human-in-the-loop interventions through tool calls. By framing AI agents as stateless reducers in a state-machine topology, the principles ensure enterprise reliability, scaling, and reproducible debugging.','en','Repository','Advanced',0,'online','automatic','1e8b841bcae568d5459087f12f0e2ff29feb0e4a9a3ffe72fbeed654285b07b7',NULL,1.780352849031641e+09,0,'2025-09-21T14:37:40Z',NULL,NULL,NULL,'["AI", "AI Agents", "Architectural Patterns", "12-Factor Methodology"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "NOASSERTION", "gh_pushed": "2025-09-21T14:37:40Z", "gh_stars": 22915, "reputation_status": "Vetted", "reputation_summary": "Highly celebrated open-source project defining standard engineering practices to transition AI applications to production reliability.", "social_preview_url": "https://opengraph.githubassets.com/7b847656617b5f55932e9d0313f55df174264f9c562cd63c53454f3f44c8d4e4/humanlayer/12-factor-agents", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "agentic-architectures"}'); -INSERT INTO "resources" VALUES('https://github.com/hygieia/Hygieia','github.com/hygieia/Hygieia 🌟','','2024',2,'An enterprise DevOps dashboard originally developed by Capital One to track delivery pipelines, testing, and security traces. *Curator Insight vs. Live Grounding*: The project has transitioned into an unmaintained, archived repository. It remains highly informative structurally as a reference architecture for aggregating multi-source security and pipeline metrics.','Java','Tool','Advanced',1,'online','manual','0a761af3c4887418066a27d033bc9ace1d88cad4f2fdb7e82d5ccb2606be1e2a',100.0,1.77903099189018297e+09,1,'2023-09-29T20:43:13Z',NULL,NULL,NULL,'["DevOps", "Observability", "Dashboards"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-09-29T20:43:13Z", "gh_stars": 3819}'); -INSERT INTO "resources" VALUES('https://github.com/hyscale/hyscale','hyscale 🌟','','2022',2,'Hyscale provides an application-centric abstraction over raw Kubernetes YAML, allowing developers to define service requirements using a simplified, human-friendly syntax while compiling, containerizing, and deploying services under the hood.','Java','CLI / Compilation Framework','Intermediate',0,'online','manual','be2fdaa23dc7b3827aef6a779b87d16d40fece231f5ff3d1fea85ef47d79322c',100.0,1779030356.87199,1,'2023-03-30T20:18:13Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Abstraction Layers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-30T20:18:13Z", "gh_stars": 445}'); -INSERT INTO "resources" VALUES('https://github.com/iam-veeramalla/Azure-zero-to-hero','github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course','','2026',5,'A structured, hands-on learning roadmap tracking Azure Cloud Administration, DevOps architectures, and fundamental services. Focuses on practical engineering exercises, building CI/CD pipelines, and writing ARM/Bicep infrastructure templates. 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Live Grounding shows its vast popularity due to its high speed, multiple output formats, and clean concurrent implementation.','English','Repository','Intermediate',0,'online','manual','b77cc18088e39e9d88a93203bb6e2811997441e747cf5a07862b7680e2379d51',100.0,1779033040.98456,1,'2026-03-29T18:18:56Z',NULL,NULL,NULL,'["Media Utilities", "Go Applications", "CLI Downloaders"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-29T18:18:56Z", "gh_stars": 31408}'); -INSERT INTO "resources" VALUES('https://github.com/ibm-messaging',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5046e4520c2f93d14b15e1d6653db869fa84bfc7463b9a239b501a1fcf12d372',100.0,1.77903132936093807e+09,1,'2026-05-17T17:22:09.360938+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dff7a064be7e545dc495c3a3b7ce0fc6649c5f5e25429446b4d56369c045cc14',100.0,1.77903308178659105e+09,0,'2026-05-17T17:51:21.786591+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/ibuildthecloud/wtfk8s','github.com/ibuildthecloud/wtfk8s','','2019',0,'An archived educational helper utility engineered to inspect cluster logs and auto-decode runtime error states. 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Live Grounding indicates it reduces boilerplate for minor tooling but lacks the ecosystem stability of standard controllers.','English','Repository','Intermediate',0,'online','manual','3aa7469faad948e6ba9ce9a6d050028a335b91d34beb9adabf533b12a090808f',100.0,1779029948,1,'2022-11-15T23:57:18Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Client Wrappers"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-15T23:57:18Z", "gh_stars": 73, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:58.056614+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md','Kubernetes Security Best Practices 🌟','','2019',5,'A curated GitHub repository delineating hardened configurations for Kubernetes API servers, Kubelets, and network boundaries. It details port-level access rules, ingress/egress filtering, and cluster isolation tactics to defend against pivot attacks.','Markdown','curation','Advanced',1,'online','manual','37aafd945ea8a42e8fee8a2e74ce338bb96341803e8e7272316cbd7e40c1b6d9',100.0,1779033782,1,'2019-09-11T23:13:51Z',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Network Policies"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-09-11T23:13:51Z", "gh_stars": 2712, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:58.827996+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/frectonz/sql-studio','SQL Studio: A Unified SQL Database Explorer','','2025',5,'A single-binary SQL database administrator interface written in Rust. It streamlines querying, schema inspection, and data visualization across multiple RDBMS engines (including SQLite, PostgreSQL, and MySQL) in resource-constrained containerized runtimes.','Rust','Web Tool','Intermediate',0,'online','manual','c99e0d82a1df7ea3315a001508cbed916e879f1264a16b624637a063f1efd8ee',100.0,1779031107,1,'2026-03-15T20:25:56Z',NULL,NULL,NULL,'["Database & Storage Management", "Data Administration", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/databases.md", "docs/devops-tools.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "databases.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-15T20:25:56Z", "gh_stars": 3546, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:59.724612+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/freelensapp/freelens','FreeLens','','2024',4,'FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.','JavaScript','Desktop Application','Intermediate',0,'online','manual','d276cefc7d35cc51940e7419b703a9a7fce83deb3427ec1a89486e6da03ceb21',100.0,1779033072,1,'2026-06-13T21:55:17Z',NULL,NULL,NULL,'["Cluster Management", "GUI Tools", "Desktop Clients"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md", "docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "devel-sites.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T21:55:17Z", "gh_stars": 5146, "gh_open_issues_30d": 225, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:00.522065+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/fstab/cifs','fstab/cifs','','2016',2,'A legacy FlexVolume plugin built to mount remote CIFS/SMB storage shares directly into pods. Although superseded by modern CSI standards, it serves as a valuable historical reference for older storage configuration engines.','Go','FlexVolume Plugin','Intermediate',0,'online','manual','dd7bd3ed45ca585e641d6c0013accb851509d60bbd58229ab13cb656f1fe41a9',100.0,1779030615,1,'2022-08-04T10:15:05Z',NULL,NULL,NULL,'["Storage & Data", "Legacy Storage", "CIFS/SMB Mounts"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-04T10:15:05Z", "gh_stars": 218, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:45:01.263021+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/furiko-io/furiko','github.com/furiko-io/furiko','','2025',5,'Furiko is an advanced execution platform designed to host ad-hoc and cron jobs in complex production clusters. It expands upon native CronJob limitations by offering comprehensive concurrency controls, deep execution history archives, and parameterized triggers suited for high-throughput batch environments.','Go','Repository','Advanced',0,'online','manual','f67e9269f51d43150e6bdaaee14b29396f934bb39d7b6f75dcc26040a58aafc1',100.0,1779029878,1,'2025-02-13T13:57:36Z',NULL,NULL,NULL,'["Workload Management", "Job Scheduling", "Cron Engines"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-13T13:57:36Z", "gh_stars": 502, "gh_open_issues_30d": 19, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:45:02.015964+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/futurewei-cloud/arktos','Arktos','','2024',0,'An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.','Go','Control Plane','Advanced',0,'online','manual','0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade',100.0,1781736046,1,'2026-06-18T00:40:46.802520+02:00',NULL,NULL,NULL,'["Platform Engineering", "Custom Control Planes", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:45:02.863759+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/gardener/etcd-backup-restore','github.com/gardener/etcd-backup-restore','','2025',4,'Developed under the Gardener project, this agent automates snapshot generation, compression, and synchronization of multi-node ETCD clusters. Continuously writes transactional delta logs to private S3 endpoints.','Go','Tool','Advanced',1,'online','manual','d7e53637459bbdca137936836576f26a3d8ff7ad9fa1d18b9739560ce5af879e',100.0,1779030598,1,'2026-06-14T07:36:01Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "ETCD Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:36:01Z", "gh_stars": 329, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:03.614541+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/gardener/gardener','Gardener','','2026',4,'Gardener is an advanced open-source CNCF incubating platform designed to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters) across diverse cloud environments using the ''Kubernetes-on-Kubernetes'' pattern. It implements control planes as pods inside admin seeds, ensuring unified, scalable, and highly automated cloud-agnostic day-2 operations.','Go','Platform','High',0,'online','manual','b7f0a60e9aed7ab6d0afdc9c5e7e5e44d33801f213b81cda3df302e599ecf70b',100.0,1779029155,1,'2026-06-12T20:51:13Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Hyperscale Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:51:13Z", "gh_stars": 3394, "gh_open_issues_30d": 228, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:04.593516+02:00"}'); +INSERT INTO "resources" VALUES('https://github.com/gardener/terraformer','gardener/terraformer: Terraformer','','2026',2,'Terraformer acts as a Kubernetes-native orchestration engine that executes Terraform plans inside isolated Pods. It mitigates the need for external runner machines by converting infrastructure provisioning steps into native custom resource actions. Curator insights show its success inside the Gardener ecosystem, while live engineering validation confirms its critical role in multi-cloud infrastructure bootstrap operations.','Go','Operator','Advanced',0,'online','manual','4feb7d4dff0d978e9a48fe63e63b6f231ef56043a67d713b653d1073ba13c106',100.0,1779030230,1,'2026-06-09T14:30:05Z',NULL,NULL,NULL,'["Infrastructure", "Provisioning", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T14:30:05Z", "gh_stars": 145}'); +INSERT INTO "resources" VALUES('https://github.com/garutilorenzo/k3s-aws-terraform-cluster','garutilorenzo/k3s-aws-terraform-cluster','','2021',2,'An open-source repository containing Terraform configurations to bootstrap a lightweight K3s cluster on AWS EC2. 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Focuses on full certificate management and network interface manual setup.','HCL','Repository','Advanced',0,'online','manual','9c21b39bd0ec8e64dd91681f4b29a8592fef820e62a4a43a9d2a6a6d833ae52b',100.0,1779032757,1,'2024-03-15T11:19:55Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2024-03-15T11:19:55Z", "gh_stars": 79}'); +INSERT INTO "resources" VALUES('https://github.com/gayanvoice/top-github-users','Top GitHub Users By Country','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','377a211e15cafdbab77a3a930fbc24784e898d07501f2e59a55e6ad56fb22002',100.0,1779033623,1,'2026-05-17T18:00:23.317791+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/gcla/termshark','termshark','','2026',5,'A Go-based terminal user interface (TUI) for `tshark` (Wireshark command-line engine). Enables native, interactive network packet analysis over headless SSH connections on remote servers or Kubernetes nodes without X11 overhead.','Go','Utility Tool','Advanced',0,'online','manual','a19fcdc6f6de9dcb1c1d6f4e3372ce3932bd4e3170ded85ec3a190e95467b91d',100.0,1779033030,1,'2024-04-30T06:15:11Z',NULL,NULL,NULL,'["Linux", "Networking", "Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-04-30T06:15:11Z", "gh_stars": 9909}'); +INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-for-devops','Ansible for DevOps Examples','','2024',5,'The premier community-standard GitHub repository containing configuration blueprints for Jeff Geerling''s ''Ansible for DevOps''. Serves as a primary reference for deploying Kubernetes clusters and microservices.','YAML','github_repo','Advanced',0,'online','manual','92f4a9fc4627622a11cf72b99e447bec9cb36a3dc0d4afd6645bf75f5e48e49d',100.0,1779034332,1,'2025-05-25T06:03:59Z',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Architectures"]','["[DE FACTO STANDARD]"]','["docs/ansible.md", "docs/devops.md"]','["devops.md", "ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-25T06:03:59Z", "gh_stars": 9787}'); +INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes','Ansible for devops: Kubernetes','','2023',5,'This repository contains the official, battle-tested Kubernetes configuration and deployment playbooks accompanying the well-regarded ''Ansible for DevOps'' series. It demonstrates structured automation patterns to install, maintain, and bootstrap Kubernetes clusters from bare-metal up to public cloud infrastructure. It serves as a gold-standard reference for blending Ansible''s procedural execution model with Kubernetes'' declarative state.','YAML','Software','Advanced',0,'online','manual','42b15252dd72404b85198e54e9f03237bb980d450270ea2d5b67beb6685e0144',100.0,1779033592,1,'2025-05-25T06:03:59Z',NULL,NULL,NULL,'["Automation", "Configuration Management", "Infrastructure as Code"]','["ENTERPRISE-STABLE"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-25T06:03:59Z", "gh_stars": 9787}'); +INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-docker','Ansible Role: Docker 🌟','','2026',4,'An exceptionally popular and robust Ansible role designed by Jeff Geerling to handle complete installation and configuration of Docker on diverse Linux distros. It sets up the Docker daemon, manages system services, and handles dependencies.','YAML','Role','Beginner',0,'online','manual','0415ef3aef3db9596af58284d93bb08742cbf9389d32ca8133ceb9e60988e3fb',100.0,1779032173,1,'2026-04-22T02:35:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Docker Deployment"]','["[ENTERPRISE-STABLE]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-22T02:35:44Z", "gh_stars": 2270}'); +INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-jenkins','ansible-role-jenkins','','2025',3,'A widely adopted Ansible playbook automation framework for preparing enterprise Linux hosts to run Jenkins controllers. Includes baked-in configurations for repository keys, dependencies, and default configurations.','YAML','Repository','Intermediate',0,'online','manual','1f381e6c741c1768e123bf4991e9b5721919361566a2823f36adf1d84ac5eebc',100.0,1779031021,1,'2026-03-04T20:09:59Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration Management", "Ansible Roles"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-04T20:09:59Z", "gh_stars": 852}'); +INSERT INTO "resources" VALUES('https://github.com/geerlingguy/ansible-role-kubernetes','Ansible Role - Kubernetes (Jeff Geerling)','','2026',5,'Jeff Geerling''s highly popular, community-standard Ansible role designed to automate core system dependencies, swap disabling, package installations, and initial Kubeadm commands on Debian and RedHat distributions, simplifying playbooks deployment.','YAML','Repository','Intermediate',0,'online','manual','ec20419456edd443a34a1cf535161ce7cd267c0bc4f2c98fe0a6bcda0340f4b7',100.0,1779033655,1,'2025-11-28T04:12:15Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Roles"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-28T04:12:15Z", "gh_stars": 626}'); +INSERT INTO "resources" VALUES('https://github.com/genuinetools/contained.af','github.com/genuinetools: contained.af','','2017',4,'An interactive playground/educational sandbox platform engineered to test and explore container breakout vectors, Linux namespaces, and capabilities. Created by Jessie Frazelle, it provides runtime validation for assessing container syscall restrictions.','Go','Open Source Tool','Advanced',0,'online','manual','4fab4e4846007403029a55064c80876c43c64e8dec263fb7a66b06e8cdf4db68',100.0,1779033068,1,'2023-05-11T20:38:28Z',NULL,NULL,NULL,'["Security", "Container Sandboxing", "Educational Tools"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-11T20:38:28Z", "gh_stars": 906}'); +INSERT INTO "resources" VALUES('https://github.com/genuinetools/img','img','','2026',5,'Img is a standalone, daemonless, and unprivileged container image builder designed on top of BuildKit. It allows users to build OCI images in secure, rootless environments without mounting privileged Docker sockets, which is highly beneficial for isolated CI/CD pipelines. While development has cooled down in favor of upstream BuildKit or Kaniko, it remains a pioneering reference tool for secure image building.','Go','Tool','High',0,'online','manual','0b7ad58af06e4f93f6af11e2d6547d478fe08c09914acc88f1dac481bcf9723b',100.0,1779029884,1,'2024-05-19T22:07:07Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Building"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-19T22:07:07Z", "gh_stars": 3986}'); +INSERT INTO "resources" VALUES('https://github.com/geritol/secret-backup-operator','Secret backup operator','','2020',1,'A specialized operator built to detect secrets across namespaces and back them up securely into encrypted target destinations. Serves as a useful narrow-scope disaster recovery mechanism, but has been replaced by global suites.','Go','Operator','Intermediate',1,'online','manual','42b31d1715d385ad4a02d32aefbf817e31b912c7ac130e3cd62f7e54379ab832',100.0,1779031645,1,'2024-05-31T12:48:52Z',NULL,NULL,NULL,'["Security & Identity", "Configuration Management", "Backup Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-31T12:48:52Z", "gh_stars": 13}'); +INSERT INTO "resources" VALUES('https://github.com/germainlefebvre4/ns-killer','NS Killer','','2022',1,'A utility created to clean up persistent namespaces stuck in the Terminating state, often caused by lingering finalizers on external resources. It safely identifies blockages, clears remaining finalizers, and forces deletion without compromising API health.','Go','CLI / Operator','Intermediate',0,'online','manual','7595722e195c0c1cb8347dc9e1138f2bd73a45b915a67684c7a47187f6c7f2af',100.0,1779029292,1,'2022-12-08T11:41:58Z',NULL,NULL,NULL,'["Cluster Management", "Resource Cleanup", "Namespace Recovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-08T11:41:58Z", "gh_stars": 18}'); +INSERT INTO "resources" VALUES('https://github.com/getanteon/anteon','ddosify/ddosify','','2021',5,'Rebranded from Ddosify to Anteon, this is a high-performance, developer-centric network load-testing and observability platform. It allows simulating high concurrency to benchmark REST APIs, HTTP endpoints, and Kubernetes workloads.','Go','Testing Engine','Medium',1,'online','manual','8b7dda6a22f3f966051a09000c96f03bb5ccc95cf32998df7d8488951c2e0913',100.0,1779130495,1,'2026-03-04T10:47:26Z',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Observability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-03-04T10:47:26Z", "gh_stars": 8528}'); +INSERT INTO "resources" VALUES('https://github.com/getporter/porter',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d16c8c4fa6a257c0d88cb0d8f09ebc35e09a0aa1ea8ea0c64715ddba039a6723',100.0,1779032185,0,'2026-05-17T17:36:25.321365+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/getseabird/seabird',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','46c7815a6286cdad936489cbdfe7128e6d24e688204585a7debe0ccdba47e4d1',100.0,1779032521,0,'2026-05-17T17:42:01.784528+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/getsops/sops','sops: Simple and flexible tool for managing secrets 🌟','','2026',5,'An essential open-source tool for file-level encryption inside configuration management pipelines. SOPS supports partial file encryption for formats like YAML, JSON, and ENV, integrating natively with AWS KMS, GCP KMS, Azure Key Vault, HashiCorp Vault, age, and PGP. It is highly valued in GitOps workflows for its ability to securely commit encrypted configurations.','Go','Tool','Intermediate',1,'online','manual','ed65338f4cf9d0235bd8e6c3136131b05984892aa6f0cdaabfd1d56bc233683d',100.0,1779130495,1,'2026-06-13T13:42:34Z',NULL,NULL,NULL,'["Security", "Secrets Management", "GitOps Encrypted Secrets"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/terraform.md"]','["devsecops.md", "terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-06-13T13:42:34Z", "gh_stars": 22092}'); +INSERT INTO "resources" VALUES('https://github.com/gfkse/jenkins-shared-library','Declarative Pipeline - Jenkins shared library 🌟','','2021',1,'An open-source reference implementation of a Jenkins Declarative Shared Library. Contains practical, modular code examples for static security analysis, test result formatting, container compilation, and real-time Slack notification integrations.','Groovy','repository','Intermediate',0,'online','manual','336a3650b81c6d9917f3c2ce89a4209f890a331bc5894c1a852a86fc628b83ad',100.0,1779030401,1,'2019-05-03T11:38:19Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Production Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2019-05-03T11:38:19Z", "gh_stars": 22}'); +INSERT INTO "resources" VALUES('https://github.com/ggicci/httpin','ggicci/httpin: HTTP Input for Go','','N/A',0,'Curator Insight introduces httpin as a declarative way to decode HTTP request data (query, headers, body) directly into Go structs. Live Grounding confirms it''s a popular tool for clean controller interfaces, reducing imperative parsing code in Go web microservices.','English','Repository','Intermediate',1,'online','manual','659e16434a94cd541d92b16bcc6b1e2c9ae58c77edcd047933dfd5a9be53a904',100.0,1779031712,1,'2026-05-28T17:48:28Z',NULL,NULL,NULL,'["Cloud Native", "Web Frameworks", "Request Binding"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-28T17:48:28Z", "gh_stars": 385}'); +INSERT INTO "resources" VALUES('https://github.com/gianlucam76/k8s-cleaner','github.com/gianlucam76/k8s-cleaner 🌟','','2026',5,'A dynamic garbage-collection engine built to maintain clean, clutter-free cluster environments. By looking up orphaned, obsolete, or outdated configmaps, secrets, persistent volumes, and failed pods, it prunes cluster footprints against user-defined scheduling filters.','Go','Repository','Intermediate',0,'online','manual','26b97509c6b90de108c22f7d0fd95a2e8c0f4c50d694bf37a22d7221a315e6d2',100.0,1779033429,1,'2026-06-12T19:53:05Z',NULL,NULL,NULL,'["Operations & Reliability", "Cluster Cleanup", "Resource Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:53:05Z", "gh_stars": 791}'); +INSERT INTO "resources" VALUES('https://github.com/gimlet-io/gimletd','gimletd - the GitOps release manager','','2024',5,'A modern GitOps release management controller bridging developer workflows and active Git repositories. Gimletd acts as a release queue, facilitating pull request previews, rolling deployments, and instant rollbacks. Offers an intuitive UI alternative for deployment-heavy dev teams.','Go','Service','Medium',1,'online','manual','43b378c03c6da86876294318ac70f09361d86a2fb5da66149d0511b37c3a67d2',100.0,1779034046,1,'2022-02-15T10:57:47Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Release Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-15T10:57:47Z", "gh_stars": 24}'); +INSERT INTO "resources" VALUES('https://github.com/gini/dexter','gini/dexter','','2020',5,'Curator Insight: An OIDC-helper CLI tool for generating kubectl credential configurations. Live Grounding: Inactive for over 4 years; considered legacy under Nubenetes MVQ rules. It has been superseded by tools like kubelogin.','Go','Code Repository','Intermediate',0,'online','manual','b11c25939eda17cb4b637647b1e2e2811dcd834b4766f1939239a637bc2dc797',100.0,1779030529,1,'2025-05-15T09:16:14Z',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-15T09:16:14Z", "gh_stars": 168}'); +INSERT INTO "resources" VALUES('https://github.com/giscus/giscus','github.com/giscus/giscus','','2021',5,'A database-free comment widget powered natively by GitHub Discussions. Explores how mapping comments directly into static markdown contexts eliminates expensive self-hosted database servers and prevents tracking risks on modern JAMstack websites.','TypeScript','Repository','Intermediate',0,'online','manual','b22fa6822fa703d1b785a0d49ec3a04682c68d95560f2c34a0db20da4b105fa0',100.0,1779030346,1,'2026-05-26T22:20:10Z',NULL,NULL,NULL,'["Developer Platform", "Collaboration Tools", "Static Sites"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-26T22:20:10Z", "gh_stars": 11784}'); +INSERT INTO "resources" VALUES('https://github.com/git-bug/git-bug','github.com/MichaelMure/git-bug','','2024',5,'An open-source, fully distributed bug tracking mechanism built directly on Git metadata. It embeds ticket management histories directly into the source control system itself, permitting offline bug tracking, decentralized issue resolution, and programmatic API access.','Go','Library','Advanced',0,'online','manual','4c83960b8e5b1a513bec83e62833dc0dcf470ddaa0f59fdbf8412e05610aa34c',100.0,1779130494,1,'2026-06-10T16:43:20Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Distributed Issue Tracking"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-10T16:43:20Z", "gh_stars": 9899}'); +INSERT INTO "resources" VALUES('https://github.com/git-ecosystem/git-credential-manager','Git Credential Manager Core','','2024',5,'Git Credential Manager is a secure, cross-platform helper that simplifies multi-factor authentication for hosts like GitHub, GitLab, and Azure DevOps. It securely stores credentials in platform-native keychains, abstracting token lifecycle management away from developers.','C#','Library','Intermediate',0,'online','manual','2a25383d14eb101fbfb2319c46825dd6d3f682fd4ca51e44de459bd0354e2bf0',100.0,1779130494,1,'2026-06-04T16:55:49Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Identity & Access Management"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/git.md"]','["devsecops.md", "git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-04T16:55:49Z", "gh_stars": 8978}'); +INSERT INTO "resources" VALUES('https://github.com/git-lfs/git-lfs','git-lfs/git-lfs: Git Large File Storage','','2024',5,'An open-source Git extension that swaps massive media elements and build binaries for lightweight reference pointers. Reduces main repository bloat to improve checkout times in large-scale operations.','Go','Library','Intermediate',0,'online','manual','7ea220e77ce55e3306722f54f095daa96bef1d6cefda24f07b7a67d61bc52c92',100.0,1779030531,1,'2026-06-12T23:00:26Z',NULL,NULL,NULL,'["DevOps", "Version Control", "Large File Archival"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T23:00:26Z", "gh_stars": 14313}'); +INSERT INTO "resources" VALUES('https://github.com/github/hub','github/hub 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','19e5325c8cceef53dda6b4eea55c83bef59a3aa0e8ee368acf5fd214f49edef8',100.0,1779033084,0,'2026-05-17T17:51:24.921753+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mislav/hub"}'); +INSERT INTO "resources" VALUES('https://github.com/github/roadmap','GitHub public roadmap 🌟','','2026',5,'Open-source repository compiling features and timelines across the GitHub product spectrum. Enables platform architects to plan internal upgrades matching upcoming core features.','Markdown','Repository','Beginner',0,'online','manual','3df3a08ca659e1b2ddf4eb812dc358c39a576f565facbb5044553cf4d28125c6',100.0,1779034208,1,'2024-10-15T17:31:37Z',NULL,NULL,NULL,'["Developer Platforms", "Product Strategy", "GitHub Roadmap"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-10-15T17:31:37Z", "gh_stars": 8766}'); +INSERT INTO "resources" VALUES('https://github.com/github/spec-kit','GitHub Spec Kit','Toolkit to help you get started with Spec-Driven Development (SDD) using AI.','2025',4,'GitHub Spec Kit is an open-source toolkit designed to formalize AI-assisted software engineering through Spec-Driven Development (SDD) [1.1.4]. It shifts the traditional software lifecycle by making technical specifications executable, directly generating working implementations via AI agents like GitHub Copilot, Claude Code, or Gemini. The toolkit organizes development into discrete phases, transforming high-level requirements into structured blueprints, technical plans, and manageable task definitions to reduce prompt iteration overhead.','English','Repository','Intermediate',0,'online','automatic','4de024c361339bcc8fb99b926d6f1beb76c2fa87eb92ee34f402417484763e09',NULL,1780352003,0,'2026-06-01T20:04:05Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Agents", "Spec-Driven Development"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T20:04:05Z", "gh_stars": 107576, "reputation_status": "Vetted", "reputation_summary": "Widely praised by AI engineers as a structured and disciplined methodology for escaping the limits of raw prompt engineering, providing templates and CLI scripts to guide AI agents systematically.", "social_preview_url": "https://opengraph.githubassets.com/807cdd7d241e22dff14f616d078c92a80e56d2468c298fdde183319861aecdc2/github/spec-kit", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "spec-driven-development"}'); +INSERT INTO "resources" VALUES('https://github.com/gitkraken/vscode-gitlens','GitLens interactive rebase','','2016',5,'Detailed documentation on GitLens'' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewriting commit histories.','TypeScript','Extension','Intermediate',0,'online','manual','e89e808f4e2a1a244907443e3d923b40bba53c989aadd137e8c9d01c1f32047b',100.0,1779130494,1,'2026-06-13T10:03:33Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Git Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:03:33Z", "gh_stars": 9841}'); +INSERT INTO "resources" VALUES('https://github.com/gitops-working-group/gitops-working-group','GitOps Working Group 🌟','','2021',0,'CNCF-sponsored GitOps Working Group focusing on developing unified industry specifications. Establishes the core principles of GitOps (declarative state, version control, automated pull, active reconciliation) for tool development interoperability.','None','Repository','Advanced',0,'online','manual','9d9764e6cf92f70eccb5378965fcc8346d1d78f9debc8e4fda5788f611d575b3',100.0,1781736234,1,'2026-06-18T00:43:54.959606+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/gitpod-io/gitpod',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','eb24ad27f36de528892de45b55c410dbad56c44b555c6b0bd8bef22f602d478d',100.0,1779032575,0,'2026-05-17T17:42:55.059455+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/glasskube/glasskube','github.com/glasskube/glasskube','','2024',5,'The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency mapping through structured Custom Resource Definitions (CRDs) and robust validation.','Go','Repository','Advanced',0,'online','manual','51da47e4c55388dcbd40159d1da61eab11290ca9f40668d796fc7f68eada02b0',100.0,1779031440,1,'2026-06-14T05:40:36Z',NULL,NULL,NULL,'["Deployment & Delivery", "Package Management", "Glasskube"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:40:36Z", "gh_stars": 3494}'); +INSERT INTO "resources" VALUES('https://github.com/glebiller/dynamic-configuration-operator','glebiller/dynamic-configuration-operator: Dynamic Configuration Operator','','2024',5,'A custom controller facilitating zero-downtime, runtime application configurations. It tracks custom properties and systematically updates downstream ConfigMaps or dynamic configurations directly in pod filespaces without triggering heavy, traffic-disruptive pod recycling loops.','Go','Repository','Intermediate',0,'online','manual','ab73ad174bcf814e3f621425b5ac4802c3a7e8aa4e02c0efbe27e46fe06c4071',100.0,1779029270,1,'2022-06-03T06:48:17Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Configuration", "Dynamic Configurations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-03T06:48:17Z", "gh_stars": 34}'); +INSERT INTO "resources" VALUES('https://github.com/globalbao/awesome-azure-policy','globalbao/awesome-azure-policy: AWESOME-Azure-Policy','','2026',5,'A comprehensive collection of custom Azure Policy definitions, initiative templates, and execution scripts. This project enables cloud architects to enforce automated governance, compliance frameworks, and infrastructure standards across complex tenant hierarchies. Highly valuable for heavily regulated financial and healthcare cloud environments.','N/A','Repository','Advanced',0,'online','manual','4bcbfb219e6301b4449591249dd3eacaa370c52beff27636ea05d853936c98b9',100.0,1779031258,1,'2026-05-30T07:05:04Z',NULL,NULL,NULL,'["Cloud Security", "Azure", "Governance"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-30T07:05:04Z", "gh_stars": 539, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/gnunn1/openshift-basic-pipeline','github.com/gnunn1/openshift-basic-pipeline','','2019',0,'Curator Insight highlights this duplicate resource as a persistent reference point for the basic OpenShift pipeline. Live Grounding reinforces that its utility lies in simple demonstrations of source-to-image (S2I) pipelines. It highlights the simplicity of legacy OpenShift-Jenkins plugins before the emergence of cloud-native Tekton workflows.','Groovy','Repository','Intermediate',0,'online','manual','a647dcf14582f30395fec73319ca966d76c8fabb4554cc7c77eb763547055ccd',100.0,1781735911,1,'2026-06-18T00:38:31.005016+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Red Hat OpenShift", "Jenkins Pipelines", "Deployment Automation"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/go-ini/ini','go-ini/ini','','N/A',0,'A feature-rich, high-performance ini file parser for Go. Offers seamless serialization and deserialization, essential for managing localized configuration states in production environments.','en','Repository','Intermediate',0,'online','manual','eec84d4d40fc09b044a8f6c1758e6e5a22920b45839ee1378963ed77a39d9327',100.0,1779030482,1,'2026-06-10T02:52:00Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Configuration Management"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T02:52:00Z", "gh_stars": 3542}'); +INSERT INTO "resources" VALUES('https://github.com/go-kratos/kratos','go-kratos/kratos','','N/A',0,'Curator Insight defines Kratos as a heavy-duty microservice framework for Go, designed for highly scalable web-scale systems. Live Grounding highlights its extensive use of gRPC/Protobuf-first code generation, integrated observability, and pluggable service discovery protocols.','English','Repository','Advanced',1,'online','manual','d8b3a5966beaa392e91423c1174ec333d1ef65a03fcf0313da905127cdc1fc12',100.0,1779030721,1,'2026-06-11T17:48:15Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Go Frameworks"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T17:48:15Z", "gh_stars": 25727}'); +INSERT INTO "resources" VALUES('https://github.com/go-skynet/LocalAI','LocalAI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','22c3a959143855b286babc422ceccdbd022b124fd2220eec15235cad4803b2c0',100.0,1779034296,0,'2026-05-17T18:11:36.171325+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/go-zepto/zepto','Zepto is a lightweight framework for the development of microservices & web services in golang','','N/A',0,'A lightweight web framework designed to simplify microservices development in Go. Features automated dependency injection and routing, though development has cooled in favor of active community-driven alternatives.','en','Repository','Intermediate',1,'online','manual','cd34e31948109028cf2239a268e2d9f884dfa4ba6f15914135009845a011d473',100.0,1779031850,1,'2023-01-07T14:05:13Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Microservices Frameworks"]','["[COMMUNITY-TOOL]", "[EMERGING]", "[LEGACY]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-07T14:05:13Z", "gh_stars": 114}'); +INSERT INTO "resources" VALUES('https://github.com/goatlas-io/atlas','goatlas-io/atlas','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','afb0eb2f01f5db918bb1761d46da28dd13947142d475ec0e9c3f5ed19c258ec6',100.0,1779033573,1,'2026-05-17T17:59:33.268645+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}'); +INSERT INTO "resources" VALUES('https://github.com/goauthentik/authentik','github.com/goauthentik/authentik','','2026',5,'authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes deployments using a highly scalable microservice design. This platform allows teams to build complex access policies for internal services and external applications alike.','Go','Tool','Advanced',1,'online','manual','5667bad915e0520f49618d37b1daa9f940904e5060b23e00c447c611c1ba0cca',100.0,1779029226,1,'2026-06-14T00:41:18Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "SSO Solution"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T00:41:18Z", "gh_stars": 21988}'); +INSERT INTO "resources" VALUES('https://github.com/gobins/vault-controller','vault-controller','','2022',0,'A lightweight Kubernetes controller designed to inject HashiCorp Vault secrets natively into container execution environments. Simplifies authorization configurations and decouples microservices from vendor-specific secrets SDKs.','Go','Controller','Advanced',1,'online','manual','0f0b1d87c0f9618baece440b7ad2667cf8f9fc3ee00b642ca47fc1e5ce33eba4',100.0,1781736046,1,'2026-06-18T00:40:46.681833+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/gofireflyio/aiac','==gofireflyio/aiac== 🌟','','2026',3,'Duplicate entry of the AI-powered infrastructure command-line application (aiac). Generates clean IaC templates, Dockerfiles, and CI pipelines through natural language translation engines.','Go','CLI Tool','Intermediate',0,'online','manual','16958b5e621a23c03b7845ca069d5e42569f1849e4f47ab8dfe68ad37590061e',100.0,1779030531,1,'2026-03-24T10:56:24Z',NULL,NULL,NULL,'["DevOps & CI/CD", "Infrastructure as Code", "AI Code Generation"]','["[ENTERPRISE-STABLE]"]','["docs/iac.md"]','["iac.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-24T10:56:24Z", "gh_stars": 3792}'); +INSERT INTO "resources" VALUES('https://github.com/golang-design/history','golang-design/history','','N/A',0,'An extensive curated historical archive documenting the design decisions, proposals, and development milestones of the Go programming language.','en','Repository','Intermediate',0,'online','manual','7339e336df835b857a302fd667af564836465a85c72b527e858a778d4ed44923',100.0,1779033765,1,'2026-06-06T19:29:25Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-06T19:29:25Z", "gh_stars": 1075}'); +INSERT INTO "resources" VALUES('https://github.com/golang/go','github.com/golang/go','','N/A',0,'The open-source repository containing the implementation of the Go toolchain, compiler, and runtime. Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).','en','Repository','Expert',0,'duplicate','manual','79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d',100.0,1779033074,1,'2026-06-13T23:52:29Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T23:52:29Z", "gh_stars": 134684, "duplicate_of": "https://github.com/golang/vscode-go/blob/master/README.md"}'); +INSERT INTO "resources" VALUES('https://github.com/golang/vscode-go/blob/master/README.md','github.com/golang/vscode-go 🌟','','2026',5,'The official Visual Studio Code Go extension, providing rich language support via the Go Language Server (gopls). 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It offers comprehensive design blueprints covering error handling, clean architecture, security, production readiness, and testing guidelines for scalable enterprise systems.','Spanish','Repository','Advanced',1,'online','manual','df5a4da988f2552a67dd3a172925d42383d550e36d6f8e1b81064fb26bab1585',100.0,1779031258,1,'2025-04-15T21:52:42Z',NULL,NULL,NULL,'["Software Engineering", "Web Development", "NodeJS"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md", "docs/golang.md", "docs/introduction.md"]','["golang.md", "cheatsheets.md", "introduction.md"]','{}','{"gh_license": "CC-BY-SA-4.0", "gh_pushed": "2025-04-15T21:52:42Z", "gh_stars": 105318}'); +INSERT INTO "resources" VALUES('https://github.com/google/agents-cli','Google Agents CLI','','2025',4,'An official command-line tool from Google built to design, test, and deploy agentic AI workflows. Leveraging the Model Context Protocol (MCP) and Google LLM APIs, it facilitates automated task orchestration across local filesystems and remote cloud APIs.','TypeScript','CLI Tool','Advanced',1,'online','manual','4fec61eed9d0bc778980dba4be9db4bfa0284b1b76b7d78504560aea1f89e11b',100.0,1779030952,1,'2026-06-10T17:15:35Z',NULL,NULL,NULL,'["AI & Orchestration", "Agentic Workflows", "Command-Line Tools"]','["[ENTERPRISE-STABLE]"]','["docs/GoogleCloudPlatform.md", "docs/ai.md", "docs/kubernetes.md"]','["ai.md", "GoogleCloudPlatform.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T17:15:35Z", "gh_stars": 2853}'); +INSERT INTO "resources" VALUES('https://github.com/google/clusterfuzzlite','==google/clusterfuzzlite== 🌟','','2021',2,'Lightweight alternative to ClusterFuzz designed specifically for CI/CD environments. Easily executes security fuzz testing on target APIs to find memory leaks, crashes, and buffer overflows.','C++','Tool','Advanced',0,'online','manual','f70c6ca268f229a4fc89430b03ab374f2bdd032445512d6588590b935b704860',100.0,1779032173,1,'2026-02-12T15:25:29Z',NULL,NULL,NULL,'["Security", "Static Analysis", "Fuzzing"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-12T15:25:29Z", "gh_stars": 528}'); +INSERT INTO "resources" VALUES('https://github.com/google/gke-policy-automation','google/gke-policy-automation','','2024',5,'A Google-maintained open-source tool designed to automate policy audits on GKE cluster setups using Open Policy Agent (OPA) Gatekeeper. This utility inspects cluster configuration dumps against best practices, helping security engineers secure their container footprints.','Go','Repository','Advanced',0,'online','manual','8c4bd76ded37e113156180ddd6a73bfde883f62e27d71f70c15751586c8b378b',100.0,1779029821,1,'2025-11-20T02:49:20Z',NULL,NULL,NULL,'["Cloud Providers", "Google Kubernetes Engine (GKE)", "Security & Compliance"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-20T02:49:20Z", "gh_stars": 524}'); +INSERT INTO "resources" VALUES('https://github.com/google/go-containerregistry','==github.com/google/go-containerregistry== 🌟','','2026',5,'go-containerregistry is a powerful library and CLI suite developed by Google for interacting with OCI (Open Container Initiative) registries. It allows Go applications to pull, push, analyze, and manipulate images and manifests directly over the network without needing a running Docker daemon. It serves as the programmatic foundational backbone for many modern cloud-native deployment tools, container security scanners, and custom platform architectures.','Go','Library','High',0,'online','manual','824bcad8179ee7eaed9201881d94b083b2c5691fa73025ef25044107e77de14d',100.0,1779030087,1,'2026-06-12T17:46:16Z',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Go Library"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:46:16Z", "gh_stars": 3918}'); +INSERT INTO "resources" VALUES('https://github.com/google/jsonnet/tree/master/case_studies/kubernetes','jsonnet data templating language','','2026',5,'A data templating language designed for application configurations. This case study demonstrates how Jsonnet models complex Kubernetes resources through variables, imports, conditionals, and functions, generating valid JSON configurations that compile directly into clean Kubernetes YAML.','Jsonnet','Tool','Advanced',0,'online','manual','12857cf535306b3dff99a713012717134fb582719ffdc0e27fb1d47c0b1aa38a',100.0,1779029325,1,'2026-03-30T14:23:57Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "Jsonnet"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-30T14:23:57Z", "gh_stars": 7517}'); +INSERT INTO "resources" VALUES('https://github.com/google/ko','Ko: Easy Go Containers 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e4aa65a2a01aa4d4deeccc0b4ae26eb2ced7e4e50f7646be6e4769db788190a',100.0,1779032383,0,'2026-05-17T17:39:43.809977+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ko-build/ko"}'); +INSERT INTO "resources" VALUES('https://github.com/google/log4jscanner','==google/log4jscanner==','','2021',5,'Google''s high-speed scanning utility developed to locate vulnerable Log4j dependencies within local file structures and directory trees. Written in Go, it parses unpackaged Java archives to identify compromised signatures. It is an excellent tool for performing fast, offline validation on build artifacts.','Go','Tool','Intermediate',0,'online','manual','fc5d86790279e6ff9b96ad807c47be809311d97fb5c9c964ef1b3f7745a767ee',100.0,1779033051,1,'2022-06-30T03:03:00Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-30T03:03:00Z", "gh_stars": 1563}'); +INSERT INTO "resources" VALUES('https://github.com/google/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','2021',5,'Google''s open-source templates demonstrating complex multi-window, multi-burn-rate Alerting on Service Level Objectives (SLOs) within Prometheus. Establishes the standard implementation of modern SRE monitoring guidelines.','YAML','Open Source Tool','Advanced',0,'online','manual','b7c0dc57df89b3d6482acc1bd04f343b8036d2a66d653d9f4e9a6c728a3d7b14',100.0,1779130495,1,'2019-05-30T22:29:10Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Reference Implementation"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-05-30T22:29:10Z", "gh_stars": 142}'); +INSERT INTO "resources" VALUES('https://github.com/google/python-fire','==google/python-fire== 🌟','','2025',5,'Curator Insight presents Google Fire as a library that instantly derives fully operational CLI endpoints from any Python object. Live Grounding confirms its extensive use in data engineering pipelines to easily export complex programmatic code without setting up manual parsing boilerplate.','Python','Library','Intermediate',0,'online','manual','df1413081fc9aef12fa7c88d8bbc3cb120d92ededd11fb30233d7fb4aa04e4c8',100.0,1779031341,1,'2026-04-01T09:05:35Z',NULL,NULL,NULL,'["Software Engineering", "Python", "CLI Generation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-01T09:05:35Z", "gh_stars": 28203}'); +INSERT INTO "resources" VALUES('https://github.com/google/slo-generator','SLO Generator','','2023',5,'A comprehensive open-source tool built to parse SLO specifications and compute service level indicators, supporting data extraction from both Prometheus and diverse multi-cloud storage backends.','Python','Open Source Tool','Intermediate',0,'online','manual','6804779cb9fa416c8845d60e0658b4fdfd304dd8fbbb3dd05572636f646aa30a',100.0,1779034084,1,'2026-06-03T22:39:22Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Generators"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T22:39:22Z", "gh_stars": 562}'); +INSERT INTO "resources" VALUES('https://github.com/google/zx','zx','','2021',5,'A modern execution tool built by Google that lets developers write robust scripting pipelines using JavaScript or TypeScript. It automates child-process management, string escaping, and error checks. Live Grounding validates it as a major evolutionary replacement for unwieldy Bash scripts in contemporary pipelines.','JavaScript','Library','Intermediate',0,'online','manual','ff190bac51cf391fef3a8488556200dd011adf69335c4f95bc65c1c6b4e572c6',100.0,1779034484,1,'2026-06-13T01:03:50Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Modern Shell Alternatives"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:03:50Z", "gh_stars": 45534}'); +INSERT INTO "resources" VALUES('https://github.com/gopaddle-io/configurator','gopaddle-io/configurator','','2020',2,'An automation controller watching ConfigMap and Secret events to automatically trigger rolling updates on corresponding workloads. It bridges configuration state changes with zero-downtime deployment workflows without manual redeploys.','Go','Kubernetes Controller','Intermediate',0,'online','manual','ed41f1daa82d28b02c69ace91ecc18809c7f6a2b3317a36f8970cab7c991abf6',100.0,1779029565,1,'2024-01-29T21:07:12Z',NULL,NULL,NULL,'["GitOps & Configuration", "Dynamic Configurations", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-29T21:07:12Z", "gh_stars": 115}'); +INSERT INTO "resources" VALUES('https://github.com/goss-org/goss','aelsabbahy/goss','','2016',4,'Goss is an ultra-fast, YAML-based infrastructure validation and health-checking tool. Commonly utilized in Kubernetes as a minimal, lightweight container liveness/readiness probe or system validation suite.','Go','Validation Tool','Low',0,'online','manual','599d7c114ad70f7c2533e2919513ae4ff015891c840061c6ab79b4a54b3d841f',100.0,1779130494,1,'2026-06-08T18:19:17Z',NULL,NULL,NULL,'["Performance & Testing", "Cluster Validation", "Health Checking"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T18:19:17Z", "gh_stars": 5904}'); +INSERT INTO "resources" VALUES('https://github.com/govirtuo/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ccc734e40d5f5bd2b9af238148c21df9beb035f7096a975756f0a216da1799c',100.0,1779032245,0,'2026-05-17T17:37:25.469833+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kube-ns-suspender/kube-ns-suspender"}'); +INSERT INTO "resources" VALUES('https://github.com/grafana/agent','grafana/agent: Grafana Agent','','2024',5,'An agent for metrics, logs, and trace collection. Live grounding confirms Grafana Agent is now deprecated and succeeded by Grafana Alloy, the vendor''s unified telemetry collector for OpenTelemetry and Prometheus.','Go','Repository','Advanced',1,'online','manual','42acde43745effb075e35bcdad1e042924521a26e511954e82c2f16f694308c4',100.0,1779032380,1,'2026-06-13T21:15:40Z',NULL,NULL,NULL,'["Observability & Monitoring", "Data Collection", "Telemetry Agents"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:15:40Z", "gh_stars": 1709}'); +INSERT INTO "resources" VALUES('https://github.com/grafana/mimir','github.com/grafana/mimir','','2022',5,'Grafana Mimir is a highly scalable, multi-tenant database for long-term Prometheus metrics storage. Engineered to easily process billions of active series with fast query performance and operational isolation.','Go','Repository','Advanced',1,'online','manual','35393723f9f6fa4ec27a899e1205b638a027699ee62dd5194b00e31a44903221',100.0,1779031615,1,'2026-06-14T09:48:11Z',NULL,NULL,NULL,'["Observability & Monitoring", "Metrics Storage", "Scalable TSDB"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-14T09:48:11Z", "gh_stars": 5124}'); +INSERT INTO "resources" VALUES('https://github.com/grafana/tanka','tanka','','2026',4,'Grafana Tanka is an enterprise-grade configuration utility that uses the Jsonnet programming language to generate declarative Kubernetes manifests. By replacing raw YAML files with reusable functions and nested structures, Tanka ensures clean modularity across complex multi-cluster environments. It is highly valued for managing complex observability deployments like Prometheus and Grafana stacks.','Go','Configuration Tool','Advanced',0,'online','manual','f0f449caab037a1b55ce5c7b9466a4e5e7ec80d143f698945ad0c9736c23a67c',100.0,1779033309,1,'2026-06-14T05:21:30Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Jsonnet"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:21:30Z", "gh_stars": 2670}'); +INSERT INTO "resources" VALUES('https://github.com/grafana/tempo','Grafana Tempo','','2026',5,'A high-scale, cost-effective distributed tracing backend designed to work exclusively with object storage like S3 or GCS. In 2026, Tempo has consolidated its position as the premier choice for large-scale enterprise tracing, deeply integrated with Grafana Loki and Mimir to correlate logs, metrics, and traces.','Go','Repository','Advanced',1,'online','manual','78d8cbe88fd38721caa5f8f4b399878c4a62eeee3cdee4ff12d1f5e5fa996c27',100.0,1779033704,1,'2026-06-13T17:10:29Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T17:10:29Z", "gh_stars": 5305}'); +INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport','Teleport 🌟','','2026',5,'The premier multi-protocol infrastructure access gateway. Teleport consolidates SSH, database, web app, and Kubernetes API session access into an audited, identity-backed portal with detailed record-keeping, biometric integration, and enterprise access reviews.','Go','Service','High',1,'online','manual','99ad550caec041b2881b70c1e9bc86ad0de2257122e7f4e21981d3f2bee4fde7',100.0,1779033610,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["Networking & Security", "Access Control", "Identity Gateways"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); +INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport/discussions/8330','Connecting and authenticating to Jenkins with Teleport Application Access','','2021',5,'Explains how to secure Jenkins controller instances with identity-aware authorization proxies via Teleport Application Access. *Curator Insight*: Security gateways. *Live Grounding*: Critical blueprint for modern security compliance, eliminating the vulnerability of exposing Jenkins directly to the internet.','English','Documentation','Advanced',0,'online','manual','3ae81f1e26f723553a9985d83a5ba83b608cb7da8491be7d57e345dbc9ef7347',100.0,1779029472,1,'2026-06-13T21:53:12Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Security", "Access Management"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-13T21:53:12Z", "gh_stars": 20488}'); +INSERT INTO "resources" VALUES('https://github.com/gravitl/netmaker','NetMaker','','2025',4,'Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.','Go','Platform','High',0,'online','manual','461d6feb067687a3eee4be5d99ca748eab30f86a8f003957b60479535cb6af74',100.0,1779030583,1,'2026-06-13T03:24:38Z',NULL,NULL,NULL,'["Networking", "Overlay Networks", "WireGuard VPN"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T03:24:38Z", "gh_stars": 11628}'); +INSERT INTO "resources" VALUES('https://github.com/griddynamics/mpl','griddynamics/mpl','','2021',5,'Curator Insight presents the Modular Pipeline Library (MPL) from Grid Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding confirms that MPL significantly reduces Groovy boilerplate by introducing modular execution configurations and reusable testing frameworks. This represents an exceptionally scalable design pattern for large-scale enterprise environments.','Groovy','Repository','Advanced',0,'online','manual','7f6be9f587b82afed39000db10a522cc2efef44151914c5f3d2faa2d4541b92d',100.0,1779029509,1,'2024-11-07T04:50:55Z',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-11-07T04:50:55Z", "gh_stars": 165}'); +INSERT INTO "resources" VALUES('https://github.com/grosser/preoomkiller','grosser/preoomkiller','','2026',5,'preoomkiller is a lightweight tool designed to monitor process memory consumption in Linux containers and trigger graceful restarts or shutdowns before the kernel''s Out-Of-Memory (OOM) killer forcibly terminates the application. This prevents data corruption and allows application runtimes (such as Ruby or Node.js) to drain active connections and write diagnostics logs. It adds an essential layer of reliability to production container runtimes prone to memory leaks.','Go','Library','Medium',0,'online','manual','73aca8546922c96fb6d8726a521bac8387d99f6a103c9846e160b8993a83ae2c',100.0,1779031382,1,'2023-10-18T16:32:05Z',NULL,NULL,NULL,'["Infrastructure", "Reliability Engineering", "Resource Management"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-18T16:32:05Z", "gh_stars": 78}'); +INSERT INTO "resources" VALUES('https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts','github.com/groundcover-com: Container Restarts Watcher','','N/A',0,'Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time.','English','Repository','Intermediate',0,'online','manual','ac85f08e69b018534e5a435bc0ea2caa8d0ffa0c1ead384b8521a3d6f7468686',100.0,1781735950,1,'2026-06-18T00:39:10.461257+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Observability", "Debugging Tools"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/groundcover-com/murre','groundcover-com/murre','','2026',2,'Murre is an elegant, lightweight command-line tool designed to query CPU and memory usage statistics from clusters without running Prometheus or Metric Server. By querying the internal Kubelet summary endpoints directly, it quickly provides resource overhead views on any environment. It is ideal for debugging workloads on edge systems where tracking resource consumption must be low-overhead.','Go','CLI Tool','Beginner',0,'online','manual','51452fcf5105ccb367707100fcdee160175b386b458daa5a2a5ca69dfe5b7238',100.0,1779029466,1,'2025-01-15T05:57:46Z',NULL,NULL,NULL,'["Observability", "Metrics", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-01-15T05:57:46Z", "gh_stars": 319}'); +INSERT INTO "resources" VALUES('https://github.com/groundnuty/k8s-wait-for','groundnuty/k8s-wait-for 🌟','','2019',3,'A simple, highly popular script designed to block shell execution until a specific Kubernetes resource passes a readiness check. It integrates within initialization steps to manage deployment dependencies safely.','Shell','Utility Script','Beginner',0,'online','manual','d50e49679c8e88c0c7db5b559610ccbebe63417436af0d4de2e44d3bab733a6a',100.0,1779032556,1,'2025-01-07T01:13:36Z',NULL,NULL,NULL,'["Development & Testing", "Pipeline Helpers", "Resource Readiness"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-07T01:13:36Z", "gh_stars": 635}'); +INSERT INTO "resources" VALUES('https://github.com/grpc-ecosystem/grpc-gateway','grpc-ecosystem/grpc-gateway: gRPC-Gateway','','2026',5,'gRPC-Gateway is an essential reverse-proxy tool that automatically translates incoming RESTful JSON requests into high-performance gRPC calls. By parsing protobuf service definitions, it maintains single-source API schemas while accommodating heterogeneous web clients. This tool is widely adopted across high-throughput microservice meshes that require seamless external-facing REST APIs.','Go','Library','Advanced',1,'online','manual','94f2f57b5cd69bc2a351745cda7c24eab95904d8512b67ee7c785b180333fe95',100.0,1779029502,1,'2026-06-12T22:10:49Z',NULL,NULL,NULL,'["Application Architecture", "API Gateway", "gRPC & REST"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-12T22:10:49Z", "gh_stars": 19918}'); +INSERT INTO "resources" VALUES('https://github.com/gruberdev/local-gitops','github.com/gruberdev/local-gitops: Local Gitops 🌟','','2021',1,'A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.','Shell','Tool','Intermediate',0,'online','manual','d5f0e40f0ec9d9e935b48f9a5f21fe47bd0c47d2e16a66d1430f292cca2662b1',100.0,1781736154,1,'2026-06-18T00:42:34.278425+02:00',NULL,NULL,NULL,'["Local Development", "GitOps", "Local Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/gruntwork-io/terragrunt-infrastructure-live-example','gruntwork-io/terragrunt-infrastructure-live-example','','2024',2,'This repository provides a concrete reference implementation for structuring enterprise-grade multi-environment architectures using Terragrunt. It demonstrates production patterns for isolated environments, centralized lock management, global provider blocks, and modular code encapsulation.','HCL','Reference Implementation','Intermediate',0,'online','manual','5c10fc8bdf35d2003e92cbc5c4921f29cfbf1afb440c53e301ddb3e448f43069',100.0,1779029056,1,'2025-05-05T12:02:39Z',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Reference Implementations"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-05-05T12:02:39Z", "gh_stars": 865}'); +INSERT INTO "resources" VALUES('https://github.com/gshipley/installcentos','Install RedHat OKD 3.10 on your development box:','','2018',1,'Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.','Shell','Code Repository','Advanced',0,'online','manual','ff9d1221dd8a3bdf07bf5b97ed39a381f07cfd504e1fb20021a22abb0ac8bd67',100.0,1781736123,1,'2026-06-18T00:42:03.110118+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/gudpick/pods','github ref1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','25bce8646ca01a675be677e4ffeadce8eb83da1f3d44769fca5fc7d8f4937d4d',100.0,1779033384,1,'2026-05-17T17:56:24.973796+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/gudpick/pods/tree/master/sonar-latest','github ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a18ea4de1911e1e484dd824fc1f9ff5226c6c1c816b83905efacc83fa4b69aa',100.0,1779031122,1,'2026-05-17T17:18:42.788572+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/gventuri/pandas-ai','==github.com/gventuri/pandas-ai==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7',100.0,1779031333,0,'2026-05-17T17:22:13.833236+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/sinaptik-ai/pandas-ai"}'); +INSERT INTO "resources" VALUES('https://github.com/gyli/DictMySQL','DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary','','2016',2,'Curator Insight introduces DictMySQL as a dictionary-driven query execution abstraction. Live Grounding emphasizes that while useful for scripting, modern enterprise developments rely on full-fledged ORMs (like SQLAlchemy or Tortoise) to guarantee database injection protection and proper pool scaling.','Python','Library','Intermediate',0,'online','manual','151d6d5be3073376f7436d69ab5b6f4932f2c6a24bb83b7c93b819e986f8b9a6',100.0,1779130495,1,'2018-12-04T06:42:34Z',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Database Adapters"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2018-12-04T06:42:34Z", "gh_stars": 56}'); +INSERT INTO "resources" VALUES('https://github.com/hadolint/hadolint','==hadolint/hadolint: Haskell Dockerfile Linter==','','2026',5,'Hadolint is a Haskell-based linter that parses Dockerfiles and validates them against container best practices and Shellcheck rules. It ensures developers avoid common pitfalls such as running as root, using mutable base tags, or failing to clean package manager caches. Integrating Hadolint into CI/CD pipelines ensures secure, standardized, and highly optimized container builds across enterprise teams.','Haskell','Tool','Medium',0,'online','manual','168d25de939de633ad29bee4a05a5b3db3157a293578ca9b07bc97f87f5433c6',100.0,1779032163,1,'2026-06-11T07:29:04Z',NULL,NULL,NULL,'["Security", "Static Analysis", "Linter"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-11T07:29:04Z", "gh_stars": 12216}'); +INSERT INTO "resources" VALUES('https://github.com/haflidif/terraform-azurerm-dns-private-resolver',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','034762c5cdcba4d162872350dbb4a0a01a9b2d959af44d59dda356880a6c5df7',100.0,1779030583,0,'2026-05-17T17:09:43.669527+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/hahwul/DevSecOps','hahwul/DevSecOps','','2026',3,'A highly structured index cataloging security automation software, container scanning scripts, dependency checkers, and automated risk analysis systems. Essential for hardening software supply chains.','Markdown','Awesome List','Advanced',1,'online','manual','20a0ac59128bf7ae7c79b4a27f100202d6dcd770f50e1003b2a3b022f7d0903b',100.0,1779029863,1,'2026-04-25T13:26:26Z',NULL,NULL,NULL,'["Cloud Native", "Security", "DevSecOps Tools"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-25T13:26:26Z", "gh_stars": 2127, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/halkeye-docker/docker-jenkins','Example of JCasC','','2025',1,'A practical reference architecture repository deploying containerized Jenkins masters using pre-mounted configurations and declarative configurations. Ideal for sandboxing configuration-as-code workflows.','Dockerfile','Repository','Intermediate',1,'online','manual','51633da2292cc3d381f7d8c72855a15783c0ed824b51e06268583476a6a6a4ab',100.0,1779030009,1,'2024-02-02T18:44:51Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Docker Deployment"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-02T18:44:51Z", "gh_stars": 16}'); +INSERT INTO "resources" VALUES('https://github.com/harvester/harvester','Harvester','','2025',5,'Curator Insight showcases Harvester as a modern open-source HCI built on KubeVirt and Longhorn. Live grounding in 2026 confirms Harvester has fully matured into an enterprise-stable alternative to VMware ESXi, enabling seamless co-habitation of VM and container environments under unified Kubernetes control planes.','Go','Code Repository','High',1,'online','manual','41b2b18b344881007667cc4b17730a84013b381030f73bc2c9d3711f22e47fc7',100.0,1779130495,1,'2026-06-12T04:11:38Z',NULL,NULL,NULL,'["Platform Engineering", "Hyperconverged Infrastructure", "Harvester HCI"]','["[DE FACTO STANDARD]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T04:11:38Z", "gh_stars": 5054}'); +INSERT INTO "resources" VALUES('https://github.com/hasheddan/k8scr','k8scr 🌟','','2026',5,'A lightweight and specific CLI utility used to inspect and fetch container image metadata from within a Kubernetes context. It bypasses complex registry credential configurations, allowing developers and administrators to debug and analyze container layers directly.','Go','Tool','Intermediate',0,'online','manual','13cb1e387cd306f77b7e6d500743dccc267edad6ced0a7ab3610b467903cb24a',100.0,1779029710,1,'2022-03-24T12:46:59Z',NULL,NULL,NULL,'["Security", "Registry Integration", "Container Runtimes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-24T12:46:59Z", "gh_stars": 119}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/cap','cap','','N/A',0,'Curator Insight shows cap as HashiCorp''s library to ease Linux capability handling in Go programs. Live Grounding highlights its integration in secure container-adjacent projects to enforce the principle of least privilege at the system-call level.','English','Repository','Advanced',0,'online','manual','af05f41375b0aa2fad313510ca3f20a38e30f77a192ff3a8b98710beeae18c0c',100.0,1779031592,1,'2026-05-11T03:46:31Z',NULL,NULL,NULL,'["Security", "Access Control", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-05-11T03:46:31Z", "gh_stars": 479}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/hcl','github.com/hashicorp/hcl: HCL','','2026',5,'The authoritative Go library parsing and validating HashiCorp Configuration Language (HCL). Serving as the declarative bedrock for Terraform, Packer, and Consul, HCL bridges raw JSON parsability with high-level human-readable configuration attributes and logic.','Go','Repository','Advanced',0,'online','manual','a74147ff18d543e4f26a9d5f3593553f8fb108dcc25935c505c9805fbefe5fa3',100.0,1779032878,1,'2026-06-11T12:05:22Z',NULL,NULL,NULL,'["Infrastructure as Code", "Languages", "Syntax Engines"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-06-11T12:05:22Z", "gh_stars": 5788}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/terraform-cdk','terraform-cdk 🌟','','2025',5,'Cloud Development Kit for Terraform (CDKTF) allowing engineers to write imperative application code (TypeScript, Python, Java) to define declarative infrastructure assets. A strong choice for teams moving away from HCL syntax.','TypeScript','Library','Advanced',0,'online','manual','51813300751965329c8de4939b5524850e59a5129f9ee51ff9095ffb23a88dd6',100.0,1779032288,1,'2025-12-10T14:12:01Z',NULL,NULL,NULL,'["Infrastructure as Code", "CDK", "Frameworks"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-12-10T14:12:01Z", "gh_stars": 5077}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/terraform-k8s','hashicorp/terraform-k8s: Terraform Cloud Operator for Kubernetes','','2025',3,'The official HashiCorp Terraform Cloud Operator for Kubernetes. Implements a controller pattern inside the cluster, allowing platform teams to manage external cloud resources via Custom Resource Definitions (CRDs) which coordinate plans and applies in Terraform Cloud.','Go','Repository','Advanced',1,'online','manual','ec20219598d769ac6d04b8cb760eb482a4304107c4ff0bcd07a51df2f4d033ea',100.0,1779029341,1,'2024-11-18T17:51:48Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-11-18T17:51:48Z", "gh_stars": 449}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/vault','hashicorp/vault','','2026',5,'The premier multi-cloud secret manager, data protection engine, and dynamic credential broker. Despite HashiCorp''s BSL license shifts, it remains the backbone of enterprise Zero Trust architectures, enabling ephemeral database credentials and granular IAM management across thousands of microservices.','Go','Service','Advanced',1,'online','manual','e3d1a53ae91eb52490e28f1327fb302256125169ec0050a1ac93ebc1f02a075d',100.0,1779032388,1,'2026-06-12T22:28:59Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Centralized Vaults"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T22:28:59Z", "gh_stars": 35780}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/vault-csi-provider','hashicorp/vault-csi-provider: HashiCorp Vault Provider for Secrets Store'' CSI Driver','','2026',4,'Integrates HashiCorp Vault directly with the Kubernetes Secret Store CSI Driver, rendering secrets from Vault''s key-value engine as memory-mapped files in pod volumes. Drastically simplifies credentials ingestion while maintaining a hardened cluster isolation boundary.','Go','Tool','Advanced',1,'online','manual','9b09825d8a60d25aa3f4bd6fc5c9fbd07f539699d08aa67830a22d536a5a5efb',100.0,1779031109,1,'2026-06-10T06:03:53Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver Providers"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-10T06:03:53Z", "gh_stars": 347}'); +INSERT INTO "resources" VALUES('https://github.com/hashicorp/waypoint/tree/main/website/content/docs','==learn.hashicorp.com: Deploy a Helm-based application automatically with GitOps==','','2021',4,'Practical guide deploying Helm-based software within HashiCorp Waypoint pipelines. Compares native Waypoint continuous operations with declarative GitOps reconciliations, establishing streamlined automation protocols.','English','Tutorial','Intermediate',1,'online','manual','710e95dc03f3c03f71a890f95fa5e702f6488c9d3d3bc23297f36508a12c5029',100.0,1779130495,1,'2024-01-08T18:48:14Z',NULL,NULL,NULL,'["Cloud Native", "Continuous Delivery", "GitOps", "HashiCorp Waypoint"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-01-08T18:48:14Z", "gh_stars": 4727}'); +INSERT INTO "resources" VALUES('https://github.com/hasura/gitkube','Gitkube 🌟','','2019',4,'An early GitOps-oriented operator that allowed developers to build and deploy docker images on Kubernetes using a simple git push. It served as an entry point for lightweight CD before ArgoCD and Flux became mature corporate norms.','Go','Controller / Deployment Operator','Advanced',1,'online','manual','cc22c1e1d6ea90c3a3746e1c6c2d149728b4f20eea6dab230e420c1da9371a05',100.0,1779030531,1,'2023-08-31T07:48:24Z',NULL,NULL,NULL,'["Application Lifecycle", "Continuous Deployment", "Git-based Builds"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-08-31T07:48:24Z", "gh_stars": 3849}'); +INSERT INTO "resources" VALUES('https://github.com/haxsaw/hikaru','haxsaw/hikaru 🌟','','2020',2,'A Python package enabling developers to generate, inspect, and manipulate Kubernetes resources as native Python dataclasses. Hikaru validates and processes complex schemas inside orchestration and automation runtimes.','Python','Python Library','Intermediate',0,'online','manual','176a942bb47ae71b8f1fc9778ef8a73b89c6c79ecfe899948a74b7c405c8dfb9',100.0,1779032900,1,'2025-03-22T10:15:20Z',NULL,NULL,NULL,'["GitOps & Configuration", "Infrastructure as Code", "Python Representation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-22T10:15:20Z", "gh_stars": 210}'); +INSERT INTO "resources" VALUES('https://github.com/hayao-k/cdk-ecr-image-scan-notify','github.com/hayao-k/cdk-ecr-image-scan-notify','','2020',4,'Community CDK construct that maps AWS EventBridge patterns to detect ECR image vulnerability scans. Automatically processes and delivers structured notifications to Slack/Teams channels using Lambda.','TypeScript','Repository','Intermediate',0,'online','manual','3eb7e46b1ae25fe928c77b6cce169d7dce5ca79189d4d8a9d05bfae37a9ea274',100.0,1779029119,1,'2024-11-25T08:44:03Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Security"]','["[ENTERPRISE-STABLE]"]','["docs/aws-newfeatures.md"]','["aws-newfeatures.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-11-25T08:44:03Z", "gh_stars": 29}'); +INSERT INTO "resources" VALUES('https://github.com/hbollon/k8s-voting-app-aws','hbollon/k8s-voting-app-aws','','2021',1,'Reference multi-tier microservice architecture demonstrating AWS integration. Contains a polyglot microservice arrangement with Redis caches, PostgreSQL transactional engines, and reactive frontend layers structured for EKS deployments.','Go','Repository','Intermediate',1,'online','manual','49bc5bec07d23712f082c6dd4bb216c46b369ff82bbdf5b0a8a70d9fcd9a53dc',100.0,1779033845,1,'2022-01-10T13:28:45Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Demo Systems"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-01-10T13:28:45Z", "gh_stars": 34}'); +INSERT INTO "resources" VALUES('https://github.com/hcavarsan/kftray','==github.com/hcavarsan/kftray== ⭐','','2023',5,'KFTray is a desktop-native menubar utility designed to manage multiple simultaneous kubectl port forwarding connections. It simplifies complex local development loops by allowing engineers to save, group, and dynamically trigger port-forward rules across distinct clusters and namespaces.','TypeScript / Rust','Desktop GUI App','Beginner',0,'online','manual','f1543d16c58b2fa35e6932543e9a3ff128c7022fafcb775225935e22df2c13fd',100.0,1779030727,1,'2026-06-14T05:31:03Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Developer Productivity", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T05:31:03Z", "gh_stars": 1524}'); +INSERT INTO "resources" VALUES('https://github.com/heketi/heketi',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0d4f9d435e3073e1fcfebfaa3bda820b070e48785e446bc3ac51035757864c07',100.0,1779030394,1,'2026-05-17T17:06:34.734950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/distributed-jmeter','Jmeter','','2020',5,'The legacy Helm implementation of distributed Apache JMeter performance testing. For dynamic cluster scaling, modern performance engineering teams should transition to k6 operators or active community performance test packaging.','YAML','Helm Chart','Intermediate',1,'online','manual','233f97993adc8caf534b62b7a9a64fa3978c357ff5321224a227c0eabd9584ed',100.0,1779030192,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/jenkins','Jenkins','','2020',5,'The deprecated stable Helm chart repository for Jenkins. It is strongly recommended to avoid this legacy version, as active development and security patches have transitioned exclusively to the official Jenkins community repository on Artifact Hub.','YAML','Helm Chart','Intermediate',1,'online','manual','17ed5c363268ba61d2b5b5e52ced7246a17c734cda204aabe7cb872f3d8c6545',100.0,1779034332,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/selenium','Selenium','','2020',5,'The archived official Helm stable tree configuration for Selenium Grid. It remains useful solely as a historic reference for browser automation scaling, with active releases now managed directly by the SeleniumHQ community charts.','YAML','Helm Chart','Intermediate',1,'online','manual','5695e3b79ce4533e5ba5d4d3ff322ef71b15c22292a49036b3b719fd9265f148',100.0,1779033384,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/sonarqube','Sonar','','2020',5,'The deprecated stable Helm chart location for SonarQube. Modern deployments must migrate to official SonarSource charts on Artifact Hub to secure enterprise support, active patches, and up-to-date database schema integrations.','YAML','Helm Chart','Intermediate',1,'online','manual','59ee51399b9c9f819c38a8b700ea67a722661806f303a814eade3b65384cfb9e',100.0,1779032046,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/charts/tree/master/stable/sonatype-nexus','Nexus3','','2020',5,'The obsolete, archived official Helm chart path for Sonatype Nexus3. Modern deployments must transition to newer, community-maintained charts listed on Artifact Hub to avoid critical security vulnerabilities and out-of-date container targets.','YAML','Helm Chart','Intermediate',1,'online','manual','a508bd186ac26cd708c9337ebeb717f6319418bbc49c99d788b02ae6e3ce152b',100.0,1779031473,1,'2022-02-20T14:09:39Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Charts"]','["LEGACY"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-20T14:09:39Z", "gh_stars": 15424}'); +INSERT INTO "resources" VALUES('https://github.com/helm/helm','Helm','','2026',5,'Official Go implementation of the Helm client, acting as the package manager for Kubernetes. Helm manages complex application definitions through charts, providing repeatable deployments, in-place upgrades, and robust rollback capabilities.','Go','Repository','Advanced',0,'online','manual','8b72e9555c19febb03964306972d50825387de39e901198b8d86b305f4ede7bf',100.0,1779033592,1,'2026-06-13T02:03:14Z',NULL,NULL,NULL,'["Automation & Orchestration", "Package Management", "Helm"]','["[DE FACTO STANDARD]"]','["docs/helm.md", "docs/about.md"]','["helm.md", "about.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T02:03:14Z", "gh_stars": 29874}'); +INSERT INTO "resources" VALUES('https://github.com/helm/helm-mapkubeapis','Helm mapkubeapis Plugin','','2026',3,'Fundamental operator utility that edits release metadata in-place to update deprecated or removed Kubernetes APIs. Prevents release locks and upgrade failures when cluster components transition to newer API versions.','Go','Plugin','Advanced',0,'online','manual','3cd6306bc7b96c9167344df22330444c49cccef9a4a0aa1067e00cfa2a4f688d',100.0,1779032935,1,'2026-06-03T23:21:33Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Helm Plugins", "API Migration"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T23:21:33Z", "gh_stars": 1035}'); +INSERT INTO "resources" VALUES('https://github.com/helmfile/helmfile','github.com/helmfile/helmfile','','2026',5,'The premier declarative orchestrator for multi-chart environments. Helmfile allows infrastructure-as-code developers to build multi-environment states, map release hierarchies, automate parameter layering, and enforce GitOps deployment sequences seamlessly.','Go','CLI Tool','Advanced',0,'online','manual','bb0b4eda7bed74c71f5f3e176f6699919f4666c0ff8b1e427d916869228e311e',100.0,1779031382,1,'2026-06-14T01:27:25Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Multi-Chart Orchestration"]','["[DE FACTO STANDARD]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T01:27:25Z", "gh_stars": 5136}'); +INSERT INTO "resources" VALUES('https://github.com/helmwave/helmwave','helmwave/helmwave','','2026',3,'An emerging orchestrator implementing a ''Docker Compose'' deployment feel for Helm charts. Featuring parallel execution plans, strict dependency resolution, and declarative configs, it offers platform teams a robust multi-chart orchestration tool.','Go','CLI Tool','Advanced',0,'online','manual','e275a05dd84f47c66b5296aa4b4a59342d48c0cd3576846e75d7b2e6cb91146f',100.0,1779031143,1,'2026-02-18T15:58:47Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Multi-Chart Orchestration"]','["[EMERGING]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-18T15:58:47Z", "gh_stars": 886}'); +INSERT INTO "resources" VALUES('https://github.com/heptiolabs/ktx','ktx 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','37651e8af15fd1eb2a265534fd1973c095520ffcf8675d75b134c1ea27398234',100.0,1779031216,0,'2026-05-17T17:20:16.342789+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/hiddeco/cronjobber','hiddeco/Cronjobber','','2023',2,'A custom controller for Kubernetes that implements a CronJob-like resource with explicit native support for timezones. This solved a major limitation in older Kubernetes versions. While native Kubernetes CronJobs added timezone support in version 1.27, Cronjobber remains a highly useful reference for custom scheduling patterns in 2026.','Go','Kubernetes Controller','Medium',1,'online','manual','ad9ddb74fccc3bdeb3a14ecafd88b49948f2ba317bde900e87b713ebcb6f8ae7',100.0,1779032544,1,'2024-08-21T23:39:11Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Timezones"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-21T23:39:11Z", "gh_stars": 238}'); +INSERT INTO "resources" VALUES('https://github.com/hidetatz/kubecolor','hidetatz/kubecolor 🌟','','2026',3,'Kubecolor is a highly adopted command-line wrapper for kubectl that colorizes terminal outputs. It improves cluster observability by visually distinguishing resource types, labels, statuses, and namespaces during interactive CLI operations.','Go','CLI Wrapper','Simple',0,'online','manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1779034507,1,'2023-04-13T17:38:06Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Output Formatting"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubernetes-tools.md", "kubectl-commands.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-04-13T17:38:06Z", "gh_stars": 1446}'); +INSERT INTO "resources" VALUES('https://github.com/highmobility','github.com/highmobility','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','987f2e0af09507fb9d1fc6a3118c7721b822ce258b8eb0551627bdd1434f42f4',100.0,1779031340,1,'2026-05-17T17:22:20.260969+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/hoanhan101/ultimate-go','The Ultimate Go Study Guide','','N/A',0,'Comprehensive handbook detailing memory layout, profiling, and concurrency semantics of Go. Features visual diagrams and deep-dives into mechanical sympathy concepts for high-performance engineering.','en','Repository','Advanced',0,'online','manual','b810903231bed8ba541bdaadd9df5145ff6f7b8fc770c019f3606cb7bfc377e7',100.0,1779033806,1,'2025-06-15T21:47:39Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-15T21:47:39Z", "gh_stars": 14910}'); +INSERT INTO "resources" VALUES('https://github.com/hobby-kube/guide','hobby-kube/guide 🌟','','2021',5,'A comprehensive guide on bootstrapping an fully production-ready, highly available Kubernetes cluster on bare-metal or cheap cloud providers using CoreOS (Flatcar) and kubeadm. 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In 2026, it remains a valuable utility for cluster administrators seeking faster alternative commands to long kubectl scripts.','Go','CLI Tool','Low',0,'online','manual','2916780f4c501cd0f6a2731819f51bab93db4e2e463dda2091a7a55580831638',100.0,1779034097,1,'2026-06-11T20:15:22Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T20:15:22Z", "gh_stars": 334}'); +INSERT INTO "resources" VALUES('https://github.com/huazhihao/kubespy','kubespy','','2026',5,'An interactive real-time observability CLI tool designed to ''spy'' on active API resources. By monitoring resource lifecycles and publishing structural diffs directly to the terminal, it helps developers demystify custom resource definitions and native controller states during live deployment events.','Go','Tool','Intermediate',0,'online','manual','18df158e9f636cb8b4222761527aec06f5b82fcb8f021f43f0676a6b8124541c',100.0,1779029503,1,'2021-08-22T16:25:53Z',NULL,NULL,NULL,'["Observability", "Debugging", "Resource Lifecycle"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-08-22T16:25:53Z", "gh_stars": 140}'); +INSERT INTO "resources" VALUES('https://github.com/huginn/huginn','Huginn','','2026',5,'A highly versatile open-source system designed for orchestrating automated web-scraping, webhook handling, and event-driven tasks. In 2026, Huginn serves as a vital tool for engineers seeking a self-hosted, deterministic agent network to automate security and integration pipelines.','Ruby','Repository','Intermediate',0,'online','manual','b28d1fe503ecb57bac3513cc8164fd563f03272be53d743427d232366d1a9f5b',100.0,1779030854,1,'2026-06-13T00:57:09Z',NULL,NULL,NULL,'["Automation", "Workflows", "Agent Frameworks"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:09Z", "gh_stars": 49468}'); +INSERT INTO "resources" VALUES('https://github.com/humanlayer/12-factor-agents','12-Factor Agents: Patterns of reliable LLM applications','A set of design principles and patterns for building reliable, production-ready, and scalable LLM applications modeled on Heroku''s 12-factor standards.','2025',4,'A highly curated architectural manifest detailing twelve software engineering principles for building deterministic, production-grade LLM applications. The guide emphasizes robust prompt and context ownership, unified execution state, and standardizing human-in-the-loop interventions through tool calls. By framing AI agents as stateless reducers in a state-machine topology, the principles ensure enterprise reliability, scaling, and reproducible debugging.','en','Repository','Advanced',0,'online','automatic','1e8b841bcae568d5459087f12f0e2ff29feb0e4a9a3ffe72fbeed654285b07b7',NULL,1780352849,0,'2025-09-21T14:37:40Z',NULL,NULL,NULL,'["AI", "AI Agents", "Architectural Patterns", "12-Factor Methodology"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "NOASSERTION", "gh_pushed": "2025-09-21T14:37:40Z", "gh_stars": 22915, "reputation_status": "Vetted", "reputation_summary": "Highly celebrated open-source project defining standard engineering practices to transition AI applications to production reliability.", "social_preview_url": "https://opengraph.githubassets.com/7b847656617b5f55932e9d0313f55df174264f9c562cd63c53454f3f44c8d4e4/humanlayer/12-factor-agents", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "agentic-architectures"}'); +INSERT INTO "resources" VALUES('https://github.com/hygieia/Hygieia','github.com/hygieia/Hygieia 🌟','','2024',2,'An enterprise DevOps dashboard originally developed by Capital One to track delivery pipelines, testing, and security traces. *Curator Insight vs. Live Grounding*: The project has transitioned into an unmaintained, archived repository. It remains highly informative structurally as a reference architecture for aggregating multi-source security and pipeline metrics.','Java','Tool','Advanced',1,'online','manual','0a761af3c4887418066a27d033bc9ace1d88cad4f2fdb7e82d5ccb2606be1e2a',100.0,1779030991,1,'2023-09-29T20:43:13Z',NULL,NULL,NULL,'["DevOps", "Observability", "Dashboards"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-09-29T20:43:13Z", "gh_stars": 3819}'); +INSERT INTO "resources" VALUES('https://github.com/hyscale/hyscale','hyscale 🌟','','2022',2,'Hyscale provides an application-centric abstraction over raw Kubernetes YAML, allowing developers to define service requirements using a simplified, human-friendly syntax while compiling, containerizing, and deploying services under the hood.','Java','CLI / Compilation Framework','Intermediate',0,'online','manual','be2fdaa23dc7b3827aef6a779b87d16d40fece231f5ff3d1fea85ef47d79322c',100.0,1779030356,1,'2023-03-30T20:18:13Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Abstraction Layers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-30T20:18:13Z", "gh_stars": 445}'); +INSERT INTO "resources" VALUES('https://github.com/iam-veeramalla/Azure-zero-to-hero','github.com/iam-veeramalla/Azure-zero-to-hero: Azure Zero to Hero Course','','2026',5,'A structured, hands-on learning roadmap tracking Azure Cloud Administration, DevOps architectures, and fundamental services. Focuses on practical engineering exercises, building CI/CD pipelines, and writing ARM/Bicep infrastructure templates. 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This tool reduces the manual work of writing policies by creating accurate least-privilege configurations based on actual API calls.','Go','Tool','Intermediate',1,'online','manual','a2cd577522baff1b04d9f209c39dd2f367326b17a343500402292599abcb5f8b',100.0,1779033489,1,'2026-04-19T06:45:59Z',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[ENTERPRISE-STABLE]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-19T06:45:59Z", "gh_stars": 3388}'); +INSERT INTO "resources" VALUES('https://github.com/iawia002/lux','==github.com/iawia002/lux== 🌟','','N/A',0,'Curator Insight describes Lux (formerly Annie) as a fast, concurrent video downloader written in Go supporting multiple global media platforms. Live Grounding shows its vast popularity due to its high speed, multiple output formats, and clean concurrent implementation.','English','Repository','Intermediate',0,'online','manual','b77cc18088e39e9d88a93203bb6e2811997441e747cf5a07862b7680e2379d51',100.0,1779033040,1,'2026-03-29T18:18:56Z',NULL,NULL,NULL,'["Media Utilities", "Go Applications", "CLI Downloaders"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-29T18:18:56Z", "gh_stars": 31408}'); +INSERT INTO "resources" VALUES('https://github.com/ibm-messaging',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5046e4520c2f93d14b15e1d6653db869fa84bfc7463b9a239b501a1fcf12d372',100.0,1779031329,1,'2026-05-17T17:22:09.360938+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dff7a064be7e545dc495c3a3b7ce0fc6649c5f5e25429446b4d56369c045cc14',100.0,1779033081,0,'2026-05-17T17:51:21.786591+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ibuildthecloud/wtfk8s','github.com/ibuildthecloud/wtfk8s','','2019',0,'An archived educational helper utility engineered to inspect cluster logs and auto-decode runtime error states. Although modern AI-powered and observability-driven telemetry pipelines have succeeded it, it represents an important milestone in interactive troubleshooting.','Go','CLI Tool','Intermediate',0,'online','manual','31db659805e7322db8a1cfb3945be7d4307faf10bce49386ce9ccad6315b9f02',100.0,1779031776,1,'2024-06-13T09:01:43Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-13T09:01:43Z", "gh_stars": 95}'); +INSERT INTO "resources" VALUES('https://github.com/idealista/prometheus_jmx_exporter-role','Idealista: This ansible role installs a Prometheus Node Exporter in a debian'' environment','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','baa49e4034fa8b009ddbf0ac970ddc3b619e21916c62cc0715d2d652a0b9df8d',100.0,1779034156,0,'2026-05-17T18:09:16.223524+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/idealista/prometheus_jmx_exporter_role"}'); INSERT INTO "resources" VALUES('https://github.com/idealista/prometheus_jmx_exporter_role','Idealista: This ansible role installs a Prometheus Node Exporter in a debian environment','- [galaxy.ansible.com/alexdzyoba/jmx-exporter](https://galaxy.ansible.com/alexdzyoba/jmx-exporter) - - [github.com/alexdzyoba/ansible-jmx-exporter](https://github.com/alexdzyoba/ansible-jmx-exporter)','2024',5,'Specialized Ansible playbook role targeting JMX and Node Exporter configurations inside Debian architectures. Ideal for standardized on-premise JVM infrastructure telemetry deployment.','Shell','Repository','Intermediate',0,'online','manual','3c7a847a892e1ac414a8ad91bc065e33fbe5baf64476b1a3594b6339373784f2',100.0,1.7791304950297091e+09,1,'2023-09-06T09:20:33Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Node Exporter Deployment"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-09-06T09:20:33Z", "gh_stars": 6}'); -INSERT INTO "resources" VALUES('https://github.com/idoavrah/terraform-tui','github.com/idoavrah/terraform-tui: TFTUI - The Terraform textual UI','','2024',3,'TFTUI (The Terraform Textual UI) is an interactive, console-based monitoring utility designed to query active Terraform state graphs. Developed in Python, it allows platform administrators to navigate complex resource matrices, track active drift, and trigger targeted states without leaving the terminal console. It streamlines high-velocity manual debugging.','Python','TUI Tool','Intermediate',0,'online','manual','b2930ecf4a0e159a0bf1f24f36682f1d7975883105b07b522834ffce180a5dfd',100.0,1.77902926826981306e+09,1,'2024-07-09T18:55:17Z',NULL,NULL,NULL,'["Infrastructure as Code", "User Interfaces", "TUI Engines"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-09T18:55:17Z", "gh_stars": 1284}'); -INSERT INTO "resources" VALUES('https://github.com/ilkilab/agorakube','Agorakube','','2023',5,'An open-source Kubernetes engine dedicated to automating production-ready installations over bare metal setups. Streamlines storage provisioning, load balancing integrations, and upgrades across dedicated offline data center runtimes.','Go','Installer','Advanced',0,'online','manual','3337bd0ef7ef90cb41fd2e5e8b84caf57317b8fec5345482396a1150eb7f21d6',100.0,1.7790305076689639e+09,1,'2024-05-06T16:33:42Z',NULL,NULL,NULL,'["Platform Engineering", "Installation", "Bare Metal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T16:33:42Z", "gh_stars": 98}'); -INSERT INTO "resources" VALUES('https://github.com/ilyash/show-struct','github.com/ilyash/show-struct','','2024',5,'A structural inspection CLI tool for high-dimensional JSON and YAML files. Builds map architectures of configurations, allowing site reliability engineers to immediately decode unfamiliar schema configurations.','Go','CLI Tool','Low',0,'online','manual','cbc102bb4ae1805b04a1a75c4878f6cbbb8f689eac5af865112cc03921eecc3f',100.0,1779030865.45693,1,'2023-08-31T18:36:30Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-08-31T18:36:30Z", "gh_stars": 132, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/im2nguyen/rover','Rover - Terraform Visualizer 🌟','','2023',4,'An interactive Terraform visualizer that parses local plan files to construct interactive, searchable web topologies. Accelerates architectural validation and configuration review workflows.','Go','Tool','Intermediate',0,'online','manual','0d07a311ff3404677392b62cfd683da5706abfa235dd7a8d5434f501a370780d',100.0,1.77903287837969708e+09,1,'2025-07-30T03:34:48Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-30T03:34:48Z", "gh_stars": 3308}'); -INSERT INTO "resources" VALUES('https://github.com/imperialwicket/spinnaker-demo','imperialwicket/spinnaker-demo','','2020',0,'Curator Insight presents this repository as a demo application configuration designed to show basic pipeline execution within Spinnaker. Live Grounding highlights that configuring Spinnaker''s cloud drivers and halyard configurations is notoriously challenging, and this repo provides valuable baseline configurations to bypass common initial setup hurdles.','HCL','Repository','Advanced',0,'online','manual','aefbeb2edc82e7a439bb904707ecccda4c120048ef77de6962a4dea3e87ede02',100.0,1.78173591085833692e+09,1,'2026-06-18T00:38:30.858337+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/imthenachoman/How-To-Secure-A-Linux-Server','How-To Secure A Linux Server','','2026',5,'A highly comprehensive, widely reference-validated repository providing detailed, step-by-step instructions for securing enterprise Linux installations. Key configurations cover SSH daemon hardening, secure user boundaries, kernel performance optimizations, and automated intrusion monitoring. In modern 2026 operations, this guide remains a vital source for building secure base golden images inside automated IaC pipelines.','Shell','Repository','Advanced',0,'online','manual','f0de72c26c439155e6a6a47557fe8dd0356794bc8b5218407bd6e2a492566ece',100.0,1.77903236147695398e+09,1,'2026-03-05T13:25:16Z',NULL,NULL,NULL,'["Security & Compliance", "Linux Hardening", "System Administration"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md", "docs/devops.md", "docs/linux.md"]','["linux.md", "aws-security.md", "devops.md"]','{}','{"gh_license": "CC-BY-SA-4.0", "gh_pushed": "2026-03-05T13:25:16Z", "gh_stars": 27773}'); -INSERT INTO "resources" VALUES('https://github.com/inancgumus/learngo','inancgumus/learngo 🌟','','N/A',0,'Curator Insight lists LearnGo as a massive collection of interactive tutorials, quizzes, and micro-projects to master Go. Live Grounding verifies its stellar reputation as one of the most visual and thorough education resources for Go developers worldwide.','English','Repository','Beginner',0,'online','manual','394725cf75156e12597b9b0548496f72736d2a652458a441ed0b80db1ebfc6f5',100.0,1.77902915180559396e+09,1,'2025-06-24T23:03:52Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Learning Resources"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-06-24T23:03:52Z", "gh_stars": 20055}'); -INSERT INTO "resources" VALUES('https://github.com/infiniumtek/terraform-review-agent','terraform-review-agent','Reusable GitHub Action that reviews Terraform PRs for security, cost, and style using a LangGraph multi-agent system.','2026',4,'Curator Insight: This project demonstrates the state of the art in agentic DevOps, moving beyond rigid static analysis to cognitive IaC review. Live Grounding verifies that the repository leverages a LangGraph-driven multi-agent system to evaluate Terraform pull requests across security, cost (via Infracost), and styling dimensions. It aggregates multi-source linting alerts into a singular, prioritized GitHub PR comment with estimated blast-radius analysis to reduce developer decision fatigue.','en','repository','Intermediate',0,'online','automatic','4e8a77262c7f90e8f8b65dd1c35bafa866870581147b8987fe71adc71a59204e',NULL,1.7803524241133449e+09,0,'2026-05-21T05:25:52Z',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "AI Code Review"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "terraform", "gh_license": "MIT", "gh_pushed": "2026-05-21T05:25:52Z", "gh_stars": 79, "reputation_status": "Vetted", "reputation_summary": "Vetted and highly rated emerging community tool for agentic DevOps workflows.", "social_preview_url": "https://opengraph.githubassets.com/3f804f2152a78cd9240a02c30b704fe0884a2141392ac8bd4349e3eb309a8d45/infiniumtek/terraform-review-agent", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq','github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a3851fb7f71b045ed86b8dc86f54302755461b6bf1b3b2bfffc21671a49b1d79',100.0,1.77903039154373097e+09,1,'2026-05-17T17:06:31.543731+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md", "docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_client','Telegraf Prometheus Output Plugin','','2026',5,'Source code and implementation guide for Telegraf''s Prometheus output integration. Allows standard push-based collection architectures to export telemetry data via a pull-based scraping API.','Go','Plugin','Intermediate',0,'online','manual','8320accfa48b8db4bc37b92ba9672a6cbef304b53234d4a813cdd6d846e8c652',100.0,1.77903095472852206e+09,1,'2026-06-11T16:38:05Z',NULL,NULL,NULL,'["Observability", "Metrics", "Interoperability"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T16:38:05Z", "gh_stars": 17615}'); -INSERT INTO "resources" VALUES('https://github.com/infracost/infracost','Infracost 🌟','','2025',5,'The premier open-source parser for analyzing HCL variables and producing deep cloud cost projections before resource allocation. By feeding plans to a curated pricing API, Infracost acts as a vital continuous integration step for budget enforcement.','Go','Repository','Intermediate',0,'online','manual','1c7e3e51dfc46bc4b99cb49bfcd37be3f83761a36aff36eeee561215d2962d6f',100.0,1779031423.07041,1,'2026-06-03T14:55:27Z',NULL,NULL,NULL,'["Infrastructure as Code", "FinOps", "Cost Estimation"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T14:55:27Z", "gh_stars": 12365}'); -INSERT INTO "resources" VALUES('https://github.com/infrahouse/infrahouse-toolkit','github.com/infrahouse/infrahouse-toolkit','','2025',5,'The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, instance lifecycle hooks, and local environment bootstrapping. Useful for platform teams standardizing custom deployment policies.','Python','Repository','Intermediate',0,'online','manual','9c15f86bdb31f9f268ea337677d923e0c0a7f48a31c5985b7f890c79d8eb8147',100.0,1.77903157518578195e+09,1,'2026-06-12T02:07:31Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Automation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md", "index.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T02:07:31Z", "gh_stars": 74}'); -INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-ecs','github.com/infrahouse/terraform-aws-ecs','','2023',0,'A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.','HCL','Repository','Intermediate',0,'duplicate','manual','20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488',100.0,1.77903401599497604e+09,1,'2026-06-14T03:48:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:48:49Z", "gh_stars": 1, "duplicate_of": "https://github.com/infrahouse/terraform-aws-openvpn"}'); -INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-openvpn','github.com/infrahouse/terraform-aws-openvpn','','2023',2,'An AWS-specific Terraform module designed to provision a highly available OpenVPN server. Integrates Route53 DNS, Auto Scaling Groups, and AWS systems manager (SSM) configurations out of the box.','HCL','Module','Intermediate',0,'online','manual','1d66d9a63ba22cb3f82bc77c55f8a13fc50d4d3f5eeef87fb248c8f7cd154023',100.0,1.77902956183196306e+09,1,'2026-06-10T14:04:59Z',NULL,NULL,NULL,'["Infrastructure as Code", "AWS", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:04:59Z", "gh_stars": 11}'); -INSERT INTO "resources" VALUES('https://github.com/infrahq/infra','==infrahq/infra== 🌟','','2026',3,'Infra was originally designed as a high-density identity access management layer that mapped single-sign-on (SSO) providers directly to Kubernetes RBAC. Live grounding in 2026 confirms that the project was officially archived and ceased active development in early 2024. Teams should treat its architecture as a conceptual reference and seek active alternatives like Teleport or Pinniped.','Go','IAM Platform','Intermediate',0,'online','manual','410931b597d37bc915834cd79f9695bd30a991223bd4fd70145fe1a067f8b859',100.0,1.77903413944020104e+09,1,'2026-06-13T10:07:13Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:07:13Z", "gh_stars": 1461}'); -INSERT INTO "resources" VALUES('https://github.com/inguardians/peirates','inguardians/peirates','','2019',5,'Peirates is a dedicated Kubernetes post-exploitation penetration testing tool designed to automate cluster privilege escalation and asset traversal. Once a container boundary is breached, Peirates scans for exposed credentials, ServiceAccounts, and API permissions.','Go','Exploitation Framework','Advanced',0,'online','manual','0d5825f04e02d91244d93abba956de34078d1d81d78c4c514ec04df876d18757',100.0,1.77903065554342794e+09,1,'2026-04-16T20:50:44Z',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Offensive Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-16T20:50:44Z", "gh_stars": 1450}'); -INSERT INTO "resources" VALUES('https://github.com/inkdrop-org/inkdrop-visualizer','github.com/inkdrop-org/inkdrop-visualizer','','2023',2,'Inkdrop Visualizer maps active Terraform states or complex HCL patterns into detailed node-graph visualizations. It generates structured, scalable diagrams designed to support continuous integration systems and design audits. By mapping exact dependency chains, it facilitates code review understanding across collaborative engineering teams.','Go','Visual Tool','Intermediate',0,'online','manual','9d04fa03d658315a02e5c41792844a60d9f1a64640f0d7675a7c97a51f79d2c3',100.0,1.77903180830843305e+09,1,'2024-06-03T14:13:46Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Topology Mapping"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-06-03T14:13:46Z", "gh_stars": 512}'); -INSERT INTO "resources" VALUES('https://github.com/inputsh/awesome-linux','Awesome Linux','','2023',5,'A premier directory of Linux performance diagnostic utilities, shell configurations, system metrics collectors, and custom distributions. This guide is an invaluable reference for platform engineers optimizing base host OS layers for container node hosts.','Markdown','Awesome List','Advanced',0,'online','manual','7ef646b22b52bdd01dda347947ad97484ad3ee5e8f475c0b9a136dd4d26bf879',100.0,1.77903144283088207e+09,1,'2023-02-04T17:02:53Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Linux"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "WTFPL", "gh_pushed": "2023-02-04T17:02:53Z", "gh_stars": 5048, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/inscapist/terraform-k3s-private-cloud','K3s Private Cluster 🌟','','2023',5,'An open-source code repository outlining how to automate secure, private K3s Kubernetes cluster installations using Terraform scripts. Illustrates resource definitions and networking setups for edge deployments.','HCL','Code Blueprint','Advanced',1,'online','manual','1ea33f40f5832c7b2af308928e0964c543a3f2e53e7dba8b4127d86be7d8f806',100.0,1.77913049498265099e+09,1,'2022-05-10T08:38:01Z',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Edge Computing"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-05-10T08:38:01Z", "gh_stars": 121}'); -INSERT INTO "resources" VALUES('https://github.com/inspektor-gadget/inspektor-gadget','inspektor-gadget/inspektor-gadget','','2025',4,'An advanced eBPF-based debugging and observability framework for Kubernetes clusters. It instruments system calls, network flows, and filesystem activities directly at the kernel level without injecting sidecars, delivering low-overhead runtime inspection and security auditing.','Go','Tool','Advanced',0,'online','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1.779032376810184e+09,1,'2026-06-12T06:55:57Z',NULL,NULL,NULL,'["Observability", "Debugging", "eBPF"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T06:55:57Z", "gh_stars": 2846}'); -INSERT INTO "resources" VALUES('https://github.com/instrumenta/kubernetes-json-schema','github: Kubernetes JSON Schemas 🌟','','2024',5,'An archive of automatically generated JSON Schemas extracted from official Kubernetes API definitions. Historically key for linting, now superseded by modern integrated IDE validation engines and CRD schemas.','None','Schema Repository','Medium',0,'online','manual','979a5854560b9276685a7e214e3ba8072fcbd9100ef59b00d98329ad13c668ed',100.0,1779033907.29539,1,'2023-07-22T01:56:24Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-07-22T01:56:24Z", "gh_stars": 337, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/instrumenta/kubeval','==instrumenta/kubeval==','','2021',4,'A historic CLI tool used to validate Kubernetes configuration manifests against JSON schemas. Although it is archived and has been largely replaced by Kubeconform, Kubeval remains an important reference point in the evolution of Kubernetes configuration testing.','Go','tool','intermediate',1,'online','manual','9b15bc90352c51a5516d5d0e578b3164e8ec3e1f49cc2f7daa414111bc2656c9',100.0,1.77903160116087698e+09,1,'2026-01-29T06:24:31Z',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Validation"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-01-29T06:24:31Z", "gh_stars": 3226, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/instrumenta/policies','github.com/instrumenta/policies: A set of shared policies for use with Conftest'' and other Open Policy Agent tools','','2021',5,'A structured directory of modular policy files for linting infrastructure-as-code deployments (Terraform, Kubernetes YAML, Helm charts). 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It is categorized by operational tasks (security, monitoring, context switching), allowing platform teams to quickly identify community-vetted tools to speed up cluster troubleshooting and engineering workflows.','Markdown','Curated List','Beginner',0,'online','manual','3c103efb241bf9941e2263f47e005ee581404865a5259424e4aefd29ce1bc720',100.0,1.7790298387617731e+09,1,'2025-11-05T14:35:56Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-11-05T14:35:56Z", "gh_stars": 1007, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/istio-ecosystem/admiral','istio-ecosystem/admiral','','2023',5,'An active Istio-ecosystem tool that automates multi-cluster configuration management. 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Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress, and mutual TLS.','Go','Repository','Advanced',1,'online','manual','f9a9db53fe9787e2077b909228b9252d5893a66dc3110b102220573bc3a28b07',100.0,1779031560.11379,1,'2026-06-14T02:55:33Z',NULL,NULL,NULL,'["Service Mesh", "Networking", "Traffic Management"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:55:33Z", "gh_stars": 38217}'); -INSERT INTO "resources" VALUES('https://github.com/istio/tools/blob/master/perf/README.md','Istio Performance/Stability Testing','','2023',5,'The official benchmark suite for evaluating Istio control plane and data plane performance. 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Valuable for platform engineers building deep mechanical knowledge under the standard Docker and Kubernetes virtualization abstractions.','Markdown','Educational Repository','Advanced',1,'online','manual','9fac5ac660ac1f809a1fb0f1fe25e80acc76f77a1c95b066bc5aa44cadff13be',100.0,1.77903446190540099e+09,1,'2024-10-09T15:29:27Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Containerization", "Container Internals"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-09T15:29:27Z", "gh_stars": 719, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/iximiuz/cdebug','==iximiuz/cdebug==','','2025',3,'A specialized CLI tool for debugging running containers. Allows attaching ephemeral tooling environments into running, stripped-down containers (even without Kubernetes, working directly with Docker/containerd).','Go','Tool','Advanced',0,'online','manual','f5215501a32b9877da266ca96cb8e183d10bfef0af2751fa93fe2b7d69ae6daf',100.0,1.77903160940474605e+09,1,'2026-01-18T19:11:25Z',NULL,NULL,NULL,'["Observability", "Debugging", "Container Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-18T19:11:25Z", "gh_stars": 1652}'); -INSERT INTO "resources" VALUES('https://github.com/iximiuz/client-go-examples','iximiuz/client-go-examples','','N/A',0,'Curator Insight gathers high-quality recipes illustrating direct usage of Kubernetes client-go. Live Grounding highlights its pedagogical design, illustrating dynamic clients, Typed clients, and standard Controller loops in easy-to-digest formats.','English','Repository','Intermediate',0,'online','manual','f43f9485706e097503038888101cb9aa255e53e58d4af4412471bca034e96e5a',100.0,1.77903130268608903e+09,1,'2025-12-12T09:50:55Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-12T09:50:55Z", "gh_stars": 1116}'); -INSERT INTO "resources" VALUES('https://github.com/jace-ys/sentry-operator','Sentry Operator','','2022',1,'An infrastructure automation controller developed to provision, update, and manage Sentry instances, projects, and DSN configuration parameters inside a unified Kubernetes environment.','Go','Repository','Advanced',0,'online','manual','136eb4e7ce9782dda444109620914f2c9c2955c992dd8704318f9ff2fa334844',100.0,1.7790295759652369e+09,1,'2021-02-06T09:47:32Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-02-06T09:47:32Z", "gh_stars": 27}'); -INSERT INTO "resources" VALUES('https://github.com/jamesbuckett/ckad-questions','jamesbuckett/ckad-questions','','2022',5,'An intensive, community-driven collection of practice challenges and mock scenarios tailored specifically to match the format of the official CKAD examination. By guiding candidates through mock tasks involving ConfigMaps, ingress controllers, and multi-container pods, it bridges theoretical API knowledge and hands-on terminal execution.','Markdown','Reference','Intermediate',0,'online','manual','63a7003c1638d6ef2ec5b745c489263c0d613947819325d17e9d833a4bde7130',100.0,1.77902907516067504e+09,1,'2026-05-15T02:56:50Z',NULL,NULL,NULL,'["Training", "Certification", "Mock Exams"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-15T02:56:50Z", "gh_stars": 209}'); -INSERT INTO "resources" VALUES('https://github.com/jamesw4/confirm-tfvars','github.com/jamesw4/confirm-tfvars','','2021',0,'confirm-tfvars acts as a tactical CLI guardrail that intercepts execution workflows to verify designated variables inside active tfvars files before applying. 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Live Grounding shows it acts as a code cleanliness utility for large monorepos with multiple Go sub-modules to maintain clean package reference paths.','English','Repository','Intermediate',0,'online','manual','b772b9cf56da591e001c33761d4acd94b12ae6d2f61be412b06a69ea415d47cf',100.0,1.77903403119159698e+09,1,'2024-10-02T18:41:03Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Code Linters"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-02T18:41:03Z", "gh_stars": 43}'); -INSERT INTO "resources" VALUES('https://github.com/jcjorel/ec2-spot-converter','ec2-spot-converter','','2024',5,'ec2-spot-converter is an open-source tool built to programmatically convert existing AWS on-demand EC2 instances to spot instances and vice versa without manual reconstruction. It reduces downtime by preserving root volume data and configuration profiles during transitions. 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Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.','JavaScript','Library','Intermediate',0,'online','manual','377e3973925ac56d732947276a6871ed5167827e9f4c0afba312f584420f8209',100.0,1.77903245560988402e+09,1,'2026-06-08T07:19:43Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Core Architecture", "Version Tracking"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T07:19:43Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/jenkins.io/issues','github.com/jenkins-infra/jenkins.io/issues','','2021',4,'The official issue tracker for the Jenkins project documentation and core infrastructure. *Curator Insight*: Issues tracking portal. *Live Grounding*: Vital reference resource for looking up plugin deprecations and configuration workarounds.','English','Repository','Beginner',0,'online','manual','1667cd390c69b3aad7d81b0b863c168a8da7d13f156988de043c03a9197c3f43',100.0,1.77903042300937604e+09,1,'2026-06-14T04:32:11Z',NULL,NULL,NULL,'["Community", "Resources", "Infrastructure Issues"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T04:32:11Z", "gh_stars": 427}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/pipeline-library','Pipeline Global Library for ci.jenkins.io','','2021',0,'The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). Serves as an excellent architectural blueprint of highly robust, scalable, and modular pipeline development.','Groovy','repository','Advanced',0,'online','manual','09a274020971226ea6517ac72b3f129d03e67c9c00e71d87f4cb5c2e0816233a',100.0,1.78173599215309691e+09,1,'2026-06-18T00:39:52.153097+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Production Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-x-plugins/jx-secret-postrenderer','jx-secret-postrenderer 🌟','','2022',4,'Source code repository for the Jenkins X Secret Post-Renderer. Features advanced post-rendering logic that intercepts raw Helm charts during continuous delivery, querying secure vaults to substitute placeholders with concrete values right before manifest transmission to the Kubernetes API.','Go','Codebase','Advanced',0,'online','manual','9eef805a0b6011dd0fc01b9c248232bc7f0bb174e39adbfea0c8d00770028db4',100.0,1.77903326370097398e+09,1,'2021-06-30T11:10:50Z',NULL,NULL,NULL,'["DevOps", "Helm Ecosystem", "Post-Rendering Plugins"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-06-30T11:10:50Z", "gh_stars": 4}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-x/gsm-controller','jenkins-x/gsm-controller','','2021',2,'An automated controller that continuously synchronizes secrets stored inside Google Secret Manager into standard Kubernetes native secret resources. Designed for Jenkins X deployments, it ensures consistent local availability of external cloud-backed credentials.','Go','Tool','Intermediate',1,'online','manual','f450996b394b1824ebd5a86ddc022d654a59fa458b773a9a05d584ed5df08c13',100.0,1779031720.41186,1,'2024-03-12T07:21:50Z',NULL,NULL,NULL,'["Security", "Secrets Management", "GCP Secret Manager"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-03-12T07:21:50Z", "gh_stars": 25}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-x/jenkins-x-openshift-image','https://github.com/jenkins-x/jenkins-x-openshift-image','','2020',3,'A legacy helper repository containing customized Dockerfiles designed to package Jenkins X binaries for OpenShift container platforms. This repository facilitates deployment compliance inside restricted cluster ecosystems.','Dockerfile','Code Repository','Intermediate',1,'online','manual','b53ade3a94e0a41ff3cfe3b9b3769668b7493207ea617d0d80d3e3541974755c',100.0,1.77903052294397211e+09,1,'2019-07-30T07:33:36Z',NULL,NULL,NULL,'["Enterprise Platforms", "Red Hat OpenShift", "Container Images"]','["[LEGACY]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-07-30T07:33:36Z", "gh_stars": 3}'); -INSERT INTO "resources" VALUES('https://github.com/jenkins-x/updatebot','Jenkins-X UpdateBOT','','2025',3,'A dynamic automation component within the Jenkins-X ecosystem. It monitors downstream project dependencies and automatically creates, updates, and merges pull requests across microservices'' configuration and manifest repositories.','Go','Tool','Advanced',1,'online','manual','735c5b4ad7066175990f354f93e0d8a7543c8119c6af4532d4f0c4cf20d189f9',100.0,1.77903458053708195e+09,1,'2021-04-08T11:30:35Z',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-04-08T11:30:35Z", "gh_stars": 40}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci','github.com/jenkinsci 🌟','','2011',0,'The master open-source organization repository on GitHub housing the core Jenkins server source and thousands of community plugins. It is the primary engineering base for modernizing Jenkins capabilities.','Java','Library','Advanced',0,'online','manual','c01bf985537321ec949f12090a0dcd1ace163ba9e13c9755777928d20ef16c77',100.0,1.77903084700687408e+09,1,'2026-05-17T17:14:07.006874+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Open Source Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/JenkinsPipelineUnit','Jenkins Pipeline Unit testing framework','','2025',4,'The standard community pipeline testing toolkit. Simplifies verifying multi-step pipeline syntax, credential queries, and shared libraries within local mock environments, accelerating delivery validation times.','Groovy','Framework','Advanced',0,'online','manual','9e85ec9c4b075c04a82453b0f38cd0288847ad4062d7ebb8d54a63c2c7920c71',100.0,1.77903147409227204e+09,1,'2026-05-28T06:56:21Z',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Unit Testing"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-28T06:56:21Z", "gh_stars": 1585}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/configuration-as-code-plugin','How to create initial "seed" job','','2025',4,'An operational setup manual detailing how to bootstrap a primary seed job inside configuration-as-code files. This enables the controller to dynamically generate all subsequent projects automatically on initial server launch.','Groovy','Documentation','Advanced',0,'online','manual','723e14ae9895506c5081e0f6cda2b666003a63930aa725b5b01651869192ef79',100.0,1779034432.00404,1,'2026-06-08T02:16:12Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Job Generation"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T02:16:12Z", "gh_stars": 2790}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/custom-war-packager','Jenkins Custom WAR Packager','','2025',1,'Duplicate citation verification for the Custom WAR Packager. Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.','Java','CLI Tool','Advanced',1,'online','manual','45cbd5df62c48a9410880265688c3244d8e30cac40dc7e1750a60bd8a12d06ca',100.0,1.77903156752432203e+09,1,'2023-11-20T20:59:47Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Build & Packaging", "Custom Packager"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-20T20:59:47Z", "gh_stars": 87}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/docker/blob/master/install-plugins.sh',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.779033079992177e+09,0,'2026-05-17T17:51:19.992177+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/ghprb-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','df4c61323017b7230dca22772662433e2f74e328474a1fe8b53530ef839d489e',100.0,1.77903361537984704e+09,0,'2026-05-17T18:00:15.379847+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/git-plugin','git-plugin 🌟','','2026',5,'The core, indispensable integration plugin for Git in Jenkins. It provides comprehensive support for Git operations, including clone optimizations, polling, tagging, submodules, and branch tracking across diverse Git hostings (GitHub, GitLab, Gitea).','Java','Plugin','High',0,'online','manual','5fc329538336e87f60afb19878c7abba8ed1534407adf06c79778137cad6b565',100.0,1.77903000975076603e+09,1,'2026-06-12T00:33:16Z',NULL,NULL,NULL,'["CI/CD", "SCM Integration", "Git Standard"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T00:33:16Z", "gh_stars": 689}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/git-plugin/releases/tag/git-4.8.0','Git plugin 4.8.0 for jenkinsci allows Pipeline and Freestyle users to perform authenticated git operations from sh, bat, and powershell','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','cf23d65754fff94ec61ff78905abcc1a353a278d631580f9ce47e531ff3f0b02',100.0,1779030330.58896,1,'2026-05-17T17:05:30.588960+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/github-autostatus-plugin','github.com/jenkinsci/github-autostatus-plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4d42500ea88b4030481bdb5696e468ad9895117c488a7ab62b643ab13edd6850',100.0,1.77903394983549189e+09,1,'2026-05-17T18:05:49.835492+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/helm-charts','==github.com/jenkinsci/helm-charts==','','2021',4,'The official Helm Chart source repository for deploying production-ready Jenkins instances onto Kubernetes. *Curator Insight*: Official Helm charts. *Live Grounding*: This repository is the industry-standard starting point for declaring and running Jenkins on modern Kubernetes platforms.','English','Repository','Advanced',1,'online','manual','8bff244b58cc991d989211789ba8246c0ff197975c5165664f7caca30d54c28a',100.0,1.77902946528175807e+09,1,'2026-06-13T03:08:12Z',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Helm Deployments"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:08:12Z", "gh_stars": 656}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/influxdb-plugin','influxdb-plugin','','2016',1,'Jenkins plugin that writes build results, duration, and test data directly to an InfluxDB database. Highly suitable for teams that rely on InfluxDB for time-series infrastructure monitoring and custom operational dashboards.','Java','Repository','Intermediate',0,'online','manual','8c7ba0b00fa6f02f6516cde2edf21206b9191f250debb97312e291bec61eba59',100.0,1779032100.68215,1,'2025-12-21T19:08:32Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Observability"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-21T19:08:32Z", "gh_stars": 56}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkins-scripts','jenkinsci/jenkins-scripts 🌟','','2016',0,'A curated collection of utility Groovy scripts for managing, troubleshooting, and diagnosing issues within Jenkins master-agent configurations. Indispensable for automation administrators performing bulk operations.','Groovy','Repository','Advanced',0,'online','manual','7c4ad1eb2c91f67613142fbfb763d36ec3d99ba0cdf49805036aee71f46470e5',100.0,1781736002.26145,1,'2026-06-18T00:40:02.261450+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner','Jenkinsfile Runner','','2025',3,'An ephemeral, lightweight execution engine that encapsulates Jenkins pipelines outside a persistent master daemon. This tool runs custom pipelines as short-lived, isolated single-use tasks—ideal for cloud-native serverless orchestrators like Knative or AWS Fargate.','Java','CLI Tool','Advanced',1,'online','manual','133f22d00b70cbc7b1e5cfd7581cf49b23e8ba4ab8a836c871f40e3ae016f6e2',100.0,1.77903342504119801e+09,1,'2025-11-17T20:44:05Z',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Serverless Jenkins", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-17T20:44:05Z", "gh_stars": 1203}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner-test-framework','Jenkinsfile Runner Test Framework','','2025',0,'A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.','Java','Framework','Advanced',0,'online','manual','1d412cf176c59a0e26db49060387b88ff40272b9a28471e6eb92e973ee7e1c76',100.0,1.78173599242685294e+09,1,'2026-06-18T00:39:52.426853+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e4c9db25d4eee604f4fed105b716c0bb38f1f5e154c6e1b45b2ae0e84c4cc113',100.0,1.77903423316659593e+09,0,'2026-05-17T18:10:33.166596+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/job-dsl-plugin','Jenkins Job DSL Plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a481dafad1b7ffec02d3d353b8e88f6a597278af6d70bfa7683d03d65f974100',100.0,1779031401.86609,1,'2026-05-17T17:23:21.866090+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/job-dsl-plugin/wiki','github.com/jenkinsci/job-dsl-plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5c6edfb9c6f04db4e67facb29f418ff90a12a3f9e2e4b0ec56c2e862b2c50927',100.0,1.77903035465575289e+09,1,'2026-05-17T17:05:54.655753+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/kubernetes-operator','github.com/jenkinsci/kubernetes-operator: 🌟','','2022',5,'The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin management, and dynamic execution architecture as first-class Custom Resource Definitions (CRDs).','Go','repository','Advanced',1,'online','manual','0e80ab5bc52150f8b2a7595bb6285d78841e7cb610ff408f7b77458b8b939194',100.0,1.77903302005893802e+09,1,'2026-06-14T08:28:27Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "Cloud Native Jenkins", "Kubernetes Operators"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T08:28:27Z", "gh_stars": 643}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/kubernetes-plugin','kubernetes-plugin: Kubernetes plugin for Jenkins 🌟','','2026',5,'Dynamically coordinates Jenkins execution environments by auto-provisioning isolated worker pods on-demand inside target Kubernetes clusters. It automatically scales runner capacities and terminates inactive pods to achieve optimal hyper-density cost control.','Java','Jenkins Plugin','Advanced',0,'online','manual','57202401d697c0131377b972aab9d95b3d55dc60d9299c98c5cee40647993509',100.0,1.77902951410666608e+09,1,'2026-06-08T23:37:34Z',NULL,NULL,NULL,'["Hybrid Infrastructure", "Orchestration", "Kubernetes Provisioning"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T23:37:34Z", "gh_stars": 2305}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/opentelemetry-plugin','Jenkins opentelemetry-plugin 🌟','','2026',2,'Integrates Jenkins with OpenTelemetry to export performance metrics, agent health, and pipeline run traces directly to modern APM backends. Provides native visibility into build duration bottlenecks and system resource consumption across distributed build architectures.','Java','Repository','Advanced',0,'online','manual','be123d3750c03bafa0b7b8c25489fd2b6830c01cede9350f4ddd641814b376f4',100.0,1.77903123137165904e+09,1,'2026-05-19T04:05:25Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Observability"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T04:05:25Z", "gh_stars": 124}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/performance-plugin','performance-plugin','','2024',3,'This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).','Java','Plugin','Intermediate',0,'online','manual','22d6d28cff666db44b4d632e2e42d1b7fb4666af08312a1219a4608a52a40ce2',100.0,1.7790345025501511e+09,1,'2026-06-03T07:06:16Z',NULL,NULL,NULL,'["CI/CD", "Jenkins", "Reporting Plugins"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md", "jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T07:06:16Z", "gh_stars": 194}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-graph-view-plugin','pipeline-graph-view-plugin 🌟','','2025',5,'The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.','Java','Jenkins Plugin','Intermediate',0,'online','manual','ba00d1064e40668a6081b52c4c8ed27914b88071267d1e40b6b86bd98ccaeae1',100.0,1.77903380615785908e+09,1,'2026-06-14T00:52:59Z',NULL,NULL,NULL,'["Continuous Integration", "User Experience", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T00:52:59Z", "gh_stars": 154}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-utility-steps-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','48e9e1e257d81d49efe44b16e1e997f18b8b716ddd5516af8425f4f806e124d4',100.0,1.779030012108608e+09,0,'2026-05-17T17:00:12.108608+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool','Plugin Installation Manager Tool','','2025',2,'A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.','Java','CLI Tool','Intermediate',0,'online','manual','d8ec528d2f3c53c7df4a14cd3ebc9d75075feff1f88577db0ad0f7f7a352f6df',100.0,1.779031340291749e+09,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0','Jenkins Plugin Manager CLI v1.1.0','','2021',2,'Stable tag release implementation of the command-line plugin installer. Integrates secure checksum validations, custom download mirrors, and optimized multi-threaded dependency sorting hierarchies.','Java','Release','Intermediate',0,'online','manual','c603d0ce63b1778b203690fef7cfbf3977cdb7abece5b55ad83b9cbf8aeaf26c',100.0,1.77903121601300907e+09,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); -INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom','Parent POM for Jenkins Plugins. 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Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.','Go','Code Repository','Medium',0,'online','manual','1e0f444aea26eb430e2d4b07f4c8698449281ee28c0762368b55d0e00ed6f8fb',100.0,1.77913049493970298e+09,1,'2026-06-12T09:56:54Z',NULL,NULL,NULL,'["Local Development", "Kubernetes Environments", "k3d"]','["[DE FACTO STANDARD]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T09:56:54Z", "gh_stars": 6458}'); -INSERT INTO "resources" VALUES('https://github.com/k3s-io/k3s-ansible','github.com/k3s-io/k3s-ansible 🌟','','2024',4,'The production-standard repository for automating K3s lightweight Kubernetes cluster deployments using Ansible. Fully covers control plane initialization, high availability setups, and agent cluster joins.','YAML','github_repo','Advanced',0,'online','manual','bc9baa2b6f31866a899f49c3819a111990dcd28bc892b6fe3464f4d752901bc8',100.0,1.77903093204043889e+09,1,'2026-06-08T17:08:45Z',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Bootstrap & Cluster Ops"]','["[ENTERPRISE-STABLE]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:08:45Z", "gh_stars": 2804}'); -INSERT INTO "resources" VALUES('https://github.com/k8gb-io/k8gb','k8gb 🌟','','2025',5,'A CNCF sandbox Global Server Load Balancing (GSLB) operator designed to deliver geo-redundancy and high availability across physical datacenters and regions. k8gb utilizes local CoreDNS engines to provide intelligent, active-passive, and geo-routed client traffic redirection without vendor lock-in.','Go','Operator','High',1,'online','manual','f00c6a779ebaa2c156c2e822c1c809b3d28e45b8ddedd7f505dc7fc42ec425d9',100.0,1.7790311644621551e+09,1,'2026-06-13T05:33:49Z',NULL,NULL,NULL,'["Networking & Security", "Global Load Balancing", "GSLB Operator"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T05:33:49Z", "gh_stars": 1177}'); -INSERT INTO "resources" VALUES('https://github.com/k8s-ruby/k8s-ruby','k8s-ruby: Kubernetes Ruby Client','','2025',5,'An alternative Ruby client library for native Kubernetes API execution. Integrates intuitive REST interfaces and dynamic resource creation patterns for developers running Ruby-based clusters.','Ruby','Library','Intermediate',0,'online','manual','97fb9ab542f1c54b1309f699e6433993f6bf2504fddd9401d4bfce9be93854c0',100.0,1.77903181024778294e+09,1,'2025-04-10T09:35:00Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Ruby Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-10T09:35:00Z", "gh_stars": 75}'); -INSERT INTO "resources" VALUES('https://github.com/k8snetworkplumbingwg/multus-cni','multus-cni 🌟','','2025',4,'A Container Network Interface (CNI) plugin that enables attaching multiple network interfaces to a single Kubernetes pod, delegating individual networks to auxiliary CNIs (such as Calico, Flannel, or SR-IOV). It remains the absolute standard in 2026 for high-performance networks, telecom applications, and dual-homed containers.','Go','CNI Plugin','High',0,'online','manual','d92f8ee99e39644a7d84ec9acbe3fdd53f0406aefc9e71b50cf1beb8c1f27297',100.0,1.77903296681169295e+09,1,'2026-06-11T13:59:02Z',NULL,NULL,NULL,'["Networking", "CNI", "Multi-Network"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T13:59:02Z", "gh_stars": 2882}'); -INSERT INTO "resources" VALUES('https://github.com/k8spacket/k8spacket','github.com/k8spacket/k8spacket','','2026',3,'K8spacket is an eBPF-based network analyzer designed to visualize network packet flows, latencies, and TCP connection anomalies across active namespaces. By using eBPF, it captures network performance data with negligible resource overhead compared to standard sidecar proxies. The project is popular for troubleshooting application latency issues and tracing microservice request dependencies.','Go','Monitoring Tool','Advanced',0,'online','manual','003de0d61b362f760e7006be4c38f3b2ed7b99b4349977e09fd071c7140ee6ff',100.0,1.77903280075455594e+09,1,'2026-05-12T11:01:07Z',NULL,NULL,NULL,'["Networking", "eBPF Diagnostics", "Traffic Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-12T11:01:07Z", "gh_stars": 1097}'); -INSERT INTO "resources" VALUES('https://github.com/k8spatterns/examples','github.com/k8spatterns/examples','','2026',5,'A repository of YAML examples and pattern templates implementing cloud-native architecture paradigms. Features concrete structures for sidecars, singletons, initialization processes, and stateful controller patterns that are highly useful as blueprints for designing robust cloud services.','YAML','Code Examples','Intermediate',0,'online','manual','f87e3ea5190419cd586e80ac9c52fb077c096de91a8bc0e379d90136f7750057',100.0,1.77903240611947703e+09,1,'2026-03-29T04:12:06Z',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Standard Practice"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-29T04:12:06Z", "gh_stars": 1073}'); -INSERT INTO "resources" VALUES('https://github.com/k8spin/k8spin-operator','K8Spin Operator 🌟','','2024',5,'An early multi-tenant operator created to carve out isolated tenant partitions quickly. While development has slowed in favor of modern virtual-cluster controllers, its early designs show useful approaches for tenant namespace boundaries.','Go','Repository','Intermediate',0,'online','manual','f4b1ddc6ea7a2d8eabc6c739bf2d12fcd192196a500e4e61e0b7d932e01854f0',100.0,1.77903309279009604e+09,1,'2026-04-16T19:01:23Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Resource Isolation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-16T19:01:23Z", "gh_stars": 217}'); -INSERT INTO "resources" VALUES('https://github.com/k8spin/k8spin-operator/projects/1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903149796267199e+09,0,'2026-05-17T17:24:57.962672+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/k8tz/k8tz','k8tz/k8tz: Kubernetes Timezone Controller','','2021',3,'An admission controller that automates timezone configuration inside Kubernetes container workloads. It mounts host tzdata directories and sets dynamic environment options without manual pod manifest updates.','Go','Admission Webhook','Intermediate',0,'online','manual','a64f987f4dedbaa17530da19806794fc566d687ca0e528505685cdb59500e3e6',100.0,1.77903224891332888e+09,1,'2026-03-07T16:40:30Z',NULL,NULL,NULL,'["Cluster Management", "Localization", "Timezone Controller"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-07T16:40:30Z", "gh_stars": 524}'); -INSERT INTO "resources" VALUES('https://github.com/k8zdev/k8z',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','06d16609a3b8391678fc8b1ca65ba2ed7836c15c8a05d08229383793abe67ea1',100.0,1.77903215769082689e+09,0,'2026-05-17T17:35:57.690827+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kabisa/k8s-workshop-in-a-box','GitHub: K8s workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6dda7bfd518f753f1d5e4f2ccf57f4a1d3b30b35e0432095136a5106df283f28',100.0,1779030430.71471,1,'2026-05-17T17:07:10.714710+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kadalu/kadalu','Kadalu','','2026',5,'Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.','Python','Orchestrator','Medium',1,'online','manual','969e8e892e60028fbae8a8a8fa5682d0a7f4a47e4acef21ac9a6aa354f8e0ef9',100.0,1.77903108718946099e+09,1,'2026-02-10T23:35:35Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "GlusterFS Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-02-10T23:35:35Z", "gh_stars": 748}'); -INSERT INTO "resources" VALUES('https://github.com/kahun/awesome-sysadmin','Awesome SysAdmin','','2026',4,'The premier community-led index indexing system administration tools and software solutions. Essential for discovering stable, self-hosted services for network mapping, backups, monitoring, and automated system setups.','Markdown','Awesome List','Intermediate',0,'online','manual','594c9d69863a2c5a63ba36f38119ddae68a8631f14f063c1d682ac6c69caccef',100.0,1.77903321850782895e+09,1,'2024-03-26T23:45:17Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Systems Administration", "Tools and Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-03-26T23:45:17Z", "gh_stars": 24308, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kairos-io/kairos','github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux'' meta-distribution','','2023',5,'Kairos is an open-source, immutable Linux meta-distribution optimized specifically for edge and cloud-native Kubernetes deployments. It treats the base operating system as an appliance, allowing declarative, zero-touch provisioning and atomic node upgrades.','Go','Open Source Tool','Advanced',0,'online','manual','83500ef3c1bda65b42ac3667f5f5d971e25176644287ca7fb7708c423a3f1aa7',100.0,1.77903221378284311e+09,1,'2026-06-12T06:00:33Z',NULL,NULL,NULL,'["Infrastructure", "OS", "Immutable Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T06:00:33Z", "gh_stars": 1739}'); -INSERT INTO "resources" VALUES('https://github.com/kakao/ipvs-node-controller','ipvs-node-controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1.77903290284123897e+09,0,'2026-05-17T17:48:22.841239+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kakao/network-node-manager"}'); -INSERT INTO "resources" VALUES('https://github.com/kakao/network-node-manager','Network Node Manager','','2024',3,'A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.','Go','Tool','Advanced',0,'online','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1.7790304626152029e+09,1,'2023-06-27T08:35:15Z',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Deep Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-27T08:35:15Z", "gh_stars": 109}'); -INSERT INTO "resources" VALUES('https://github.com/kapicorp/tesoro','Tesoro','','2023',5,'An admission controller webhook designed to streamline secrets synchronizations and handle decoding actions securely. Ensures raw secret assets are safely verified before injecting configuration data into target runtimes.','Go','Webhook','Advanced',1,'online','manual','3e89efe9ad2dd94d5dc8e64eae88eaecf8ad64c88129fd5f828fbb42bc98f197',100.0,1.77903446208759593e+09,1,'2024-12-23T09:15:23Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-23T09:15:23Z", "gh_stars": 37}'); -INSERT INTO "resources" VALUES('https://github.com/karampok/dnsconfig-injector','github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig'' pod injection','','2021',5,'A specialized Mutating Admission Webhook that injects customized `dnsConfig` schemas into target pods at runtime. This alleviates the need for manual configuration of resolving hosts inside microservices manifests. Live usage points to a stable but legacy posture, as native Kubernetes DNS config inheritance has matured.','Go','Webhook','Medium',0,'online','manual','bcba8d6046cf71c04000925bf020129c5a34957900e326a462ef30def87fcf6f',100.0,1.77902968970586609e+09,1,'2023-01-19T14:35:31Z',NULL,NULL,NULL,'["Networking & Security", "Admission Control", "DNS Configuration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-19T14:35:31Z", "gh_stars": 30}'); -INSERT INTO "resources" VALUES('https://github.com/kareem-elsayed/k8s-alerts','k8s-alert','','2021',5,'A lightweight alerting manager focusing on pod anomalies and failures. It continuously monitors target namespaces and fires instant notification signals when operational errors occur.','Go','Controller','Intermediate',1,'online','manual','60cdc212f50e6ff4577ece9577830f5dbba57852efcb788c9efe0c27e1232d4c',100.0,1779032224.12209,1,'2020-06-07T11:13:50Z',NULL,NULL,NULL,'["Observability", "Alerting & Notifications", "Crash Tracking"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-06-07T11:13:50Z", "gh_stars": 21}'); -INSERT INTO "resources" VALUES('https://github.com/karmab/autolabeller','karmab/autolabeller','','2021',0,'An automation tool designed to automatically apply labels to Kubernetes resources, nodes, or namespaces based on defined criteria or attributes. It reduces the manual configuration overhead required for policy bindings and scheduling selectors. In 2026, it represents a niche community utility for large cluster metadata automation.','Go','Kubernetes Controller','Low',0,'online','manual','020ff7c3888461a640efd5f8af6428187dc97a5fda243493126b987c75bfb148',100.0,1781736046.88041,1,'2026-06-18T00:40:46.880410+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/karmada-io/karmada','Karmada','','2025',5,'An advanced Kubernetes-native multi-cluster management federation engine. Karmada enables seamless scheduling of workloads across diverse clouds and regions, featuring intelligent resource distribution, policy-driven failovers, and unified control planes.','Go','Service','High',1,'online','manual','3aef34b0fb72477fa0d3b6d2ab6c60cd0b63da46a9c2c031033d849540d26186',100.0,1.77903357582484698e+09,1,'2026-06-09T12:30:28Z',NULL,NULL,NULL,'["Infrastructure", "Multi-Cluster Management", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T12:30:28Z", "gh_stars": 5498}'); -INSERT INTO "resources" VALUES('https://github.com/kaysalawu/azure-network-terraform','==github.com/kaysalawu/azure-network-terraform: Azure Network Architecture'' - Terraform Examples== 🌟','','2023',3,'An open-source showcase hosting realistic Azure network configurations in Terraform. Includes configurations for multi-region topologies, peering dynamics, routing tables, and private DNS zones.','HCL','Repository','Intermediate',0,'online','manual','64f717ef6566abf02ae63e455379f7ccbba00b0573f5091e19adf365e9ad05dd',100.0,1779031567.46959,1,'2025-03-03T18:27:43Z',NULL,NULL,NULL,'["Azure", "Networking", "Examples"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-03T18:27:43Z", "gh_stars": 96}'); -INSERT INTO "resources" VALUES('https://github.com/kbrew-dev/kbrew','kbrew','','2022',1,'Kbrew functions as an experimental package manager for local Kubernetes configurations, attempting to bring a Homebrew-like ease of installation to manifest files. It streamlines package delivery for local developer environments, although it has struggled to gain mainstream traction against established tools like Helm or Kustomize.','Go','CLI Tool','Medium',0,'online','manual','ebf2ad52ddb9b288cfb946fc99ca3679d7d1b66b60501c3195c0bb6ab8eebf47',100.0,1.77903233797229695e+09,1,'2023-02-25T08:32:05Z',NULL,NULL,NULL,'["Package Management", "Developer Tools", "CLI Wrappers"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-25T08:32:05Z", "gh_stars": 189}'); -INSERT INTO "resources" VALUES('https://github.com/kbst/terraform-kubestack','Kubestack Gitops Framework','','2026',5,'An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraform modules to manage multi-cluster topologies predictably. It bridges infrastructure provisioning and GitOps continuous delivery workflows.','HCL','Tool','Advanced',0,'online','manual','1c7edd4c9d6401f5eba913aa11e7c506cccaed485d6d34ca8d953d7dbba841e2',100.0,1.77903011978834509e+09,1,'2026-03-05T13:40:32Z',NULL,NULL,NULL,'["Declarative GitOps", "GitOps Frameworks", "Kubestack"]','["[DE FACTO STANDARD]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-05T13:40:32Z", "gh_stars": 709}'); -INSERT INTO "resources" VALUES('https://github.com/kbterm/kubeterm','Kubeterm: Graphical Management Tool for Kubernetes','','2025',2,'An open-source desktop client designed to simplify Kubernetes administration and performance monitoring. By rendering graphical resource mappings, it significantly lowers the cognitive load required to debug deployments, services, and complex namespaces.','TypeScript','Desktop Application','Intermediate',0,'online','manual','a500e3c7fae776d02576040c710ebfa689b21d37eea1d6bea7c2f76456a7b354',100.0,1.7790316771137309e+09,1,'2026-06-11T09:32:39Z',NULL,NULL,NULL,'["Cluster Management", "GUI Tools", "Desktop Clients"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/kubernetes-tools.md", "docs/kubernetes.md"]','["devops-tools.md", "kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T09:32:39Z", "gh_stars": 211}'); -INSERT INTO "resources" VALUES('https://github.com/kcp-dev/kcp','kcp: a prototype of a Kubernetes API server that is not a Kubernetes cluster'' - a place to create, update, and maintain Kube-like APIs with controllers above or without clusters','','2021',5,'KCP acts as a highly customizable prototype of a Kubernetes API server that functions completely independent of physical container nodes. It serves as a foundational platform for control plane building, multi-cluster API management, and physical-compute scheduling abstraction.','Go','API Server Platform','Advanced',1,'online','manual','c7cc544dca954749c4eeacaa25de4b3416a07972f436da2f735864856cd2253f',100.0,1.77903421772443509e+09,1,'2026-06-12T13:16:58Z',NULL,NULL,NULL,'["Platform Engineering", "Control Plane Design", "API Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T13:16:58Z", "gh_stars": 2785}'); -INSERT INTO "resources" VALUES('https://github.com/kedacore/keda/issues/2214','github.com/kedacore/keda/issues/2214','','2024',5,'Technical GitHub issue discussion within the KEDA repository, offering granular insight into community-driven debugging, performance tuning, and architectural refinement. Reflects the active, battle-tested maintenance of this vital cloud-native project.','Go','Repository','Advanced',0,'online','manual','27b7f60ec0e2d61d94876b2753262615382e6b310b314bc5f171c2450331c3ef',100.0,1.77903378311133289e+09,1,'2026-06-11T15:09:37Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T15:09:37Z", "gh_stars": 10282}'); -INSERT INTO "resources" VALUES('https://github.com/keel-hq/keel','==Keel== 🌟','','2024',5,'Keel is a lightweight CD daemon that monitors container registries and automatically updates deployments, statefulsets, and helm releases without needing external pipeline orchestration.','Go','Operator','Medium',0,'online','manual','aaf25a8ae8466482d26582b01bd789b1e86588f8130c21220f0693a887eb2a85',100.0,1.77903167703013205e+09,1,'2026-02-26T08:30:36Z',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "Auto-Upgrade", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2026-02-26T08:30:36Z", "gh_stars": 2714}'); -INSERT INTO "resources" VALUES('https://github.com/kei6u/kubectl-secret-data','kei6u/kubectl-secret-data','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4f17bac8559850f882932f44aa46901c1522e3dfe247b35a7aee9e3da1d8ae30',100.0,1.779033296271281e+09,0,'2026-05-17T17:54:56.271281+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/keisku/kubectl-secretdata"}'); -INSERT INTO "resources" VALUES('https://github.com/keikoproj/upgrade-manager','RollingUpgrade','','2024',5,'An AWS-integrated upgrade manager operator that coordinates automated rolling restarts and updates of autoscaling group instances. Ensures worker nodes are drained safely and sequentially without causing disruptions to critical services.','Go','Operator','High',0,'online','manual','d966c0567f646a6f7239b576354fe976099c233a7e6d06d5e2fd4c67262083ef',100.0,1.77903185055489206e+09,1,'2026-06-08T15:58:15Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Rolling Upgrades"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T15:58:15Z", "gh_stars": 138}'); -INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-explore','keisku/kubectl-explore','','2021',3,'An interactive terminal explorer extension designed to inspect API schema models and CRD fields. 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By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.','Go','Tool','Beginner',0,'online','manual','ee768c8abfb1aeb04cebb08e42c635d1a286b38775c0f5aef59705b39d078d21',100.0,1.77913049492060399e+09,1,'2024-10-10T04:57:50Z',NULL,NULL,NULL,'["Security", "Configuration Secrets", "CLI Decoders"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-10-10T04:57:50Z", "gh_stars": 39}'); -INSERT INTO "resources" VALUES('https://github.com/kellyjonbrazil/jc','jc','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9dec699090fd93513e00b0ec06001ef0ac4d73a6c1d973ec4384746c3651574f',100.0,1.77902994117615103e+09,1,'2026-05-17T16:59:01.176151+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/cmd-tutorial','kelseyhightower/cmd-tutorial','','2020',0,'An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. 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It details SSL/TLS certificate generation, etcd cluster builds, and control plane daemon setup (kube-apiserver, kube-scheduler, etc.), representing the gold standard for understanding low-level Kubernetes engineering.','Markdown/Shell','Repository','Advanced',0,'online','manual','800e0a795b4a366e7b76f2a1ae7edd9ca784da27ecc1b1558022da1605b782fe',100.0,1.7790304735643351e+09,1,'2025-04-10T06:11:47Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Learning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-10T06:11:47Z", "gh_stars": 48654}'); -INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/nocode','github.com/kelseyhightower/nocode','','2020',5,'Kelsey Hightower''s legendary satirical repository highlighting that the best way to write secure, bug-free, and highly maintainable software is by writing ''no code'' at all. Highly popular and philosophically beloved in the cloud-native ecosystem.','N/A','Repository','Beginner',0,'online','manual','fd676c4e8b8bca93c3651217646c9d03b6b24722159f45e70eababb6cad8170a',100.0,1.77903302532664799e+09,1,'2024-08-07T03:19:12Z',NULL,NULL,NULL,'["DevOps Philosophy", "Software Engineering", "No Code Movement"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-07T03:19:12Z", "gh_stars": 65387}'); -INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/serverless-vault-with-cloud-run','github.com/kelseyhightower: Serverless Vault with Cloud Run','','2020',3,'An architectural blueprint designed by Kelsey Hightower illustrating how to run HashiCorp Vault inside a Google Cloud Run serverless container environment. Demonstrates minimizing operational and infrastructure overhead while maintaining a hardened, low-latency secret-vending cluster.','Shell','Tutorial','Advanced',1,'online','manual','144443bedcd44d5c233af5b4babdfd85e3e39b6b968263cfc2088c040742d87f',100.0,1.77903442514887189e+09,1,'2022-04-28T16:47:21Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-28T16:47:21Z", "gh_stars": 407}'); -INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-jenkins-library','Keptn Jenkins Shared Library','','2022',1,'A pipeline-as-code integration allowing Jenkins jobs to dispatch Keptn-driven operations such as performance testing, quality gate validation, and continuous remediation, combining classic CI with modern orchestrators.','Groovy','Tool','Advanced',1,'online','manual','26861281d7504b3fd920a169ac339703db24bf8fa5ef0c69b9923d325280540c',100.0,1.77903439530097293e+09,1,'2026-06-09T16:52:44Z',NULL,NULL,NULL,'["Cloud Native Lifecycle", "CI/CD Pipelines", "Jenkins Integration"]','["[COMMUNITY-TOOL]"]','["docs/keptn.md"]','["keptn.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T16:52:44Z", "gh_stars": 8}'); -INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s','Keptn Control Plane on k3s','','2022',2,'A sandbox project demonstrating how to host Keptn''s automated cloud-native application delivery and lifecycle control plane directly on a highly efficient K3s edge engine.','Shell','Tool','Advanced',1,'online','manual','3c7518266349b165d696054dd97260bf19244d4c1a815f3a1fc28dd966b106e6',100.0,1.77903245591199398e+09,1,'2022-12-27T14:14:06Z',NULL,NULL,NULL,'["Edge & IoT", "Application Lifecycle", "Keptn"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-27T14:14:06Z", "gh_stars": 29}'); -INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatrace.md','github.com/keptn-sandbox/keptn-on-k3s: Tutorial: Keptn for Dynatrace Users'' in 5 Minutes 🌟','','2021',1,'Lightweight integration environment designed to host a full-featured Keptn sandbox on a resource-constrained K3s Kubernetes cluster, integrated with Dynatrace agents for rapid performance evaluations.','Shell','Tool','Intermediate',1,'online','manual','f0a91872d2c8650189f480e42e9579c7fd416c1e8ce8326eaacaba5f0e6935bb',100.0,1.77903052604573702e+09,1,'2022-12-27T14:14:06Z',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Local Environments", "K3s Sandboxing"]','["[COMMUNITY-TOOL]"]','["docs/keptn.md"]','["keptn.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-27T14:14:06Z", "gh_stars": 29}'); -INSERT INTO "resources" VALUES('https://github.com/kevincobain2000/gobrew','==gobrew== 🌟','','N/A',0,'Curator Insight highlights Gobrew as an elegant and fast Go version manager that downloads and switches active toolchains easily. 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While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.','Go','CLI Plugin','Intermediate',0,'online','manual','1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8',100.0,1781736047.00281,1,'2026-06-18T00:40:47.002810+02:00',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kinvolk/inspektor-gadget','inspektor-gadget','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1.779030504027143e+09,0,'2026-05-17T17:08:24.027143+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://github.com/inspektor-gadget/inspektor-gadget"}'); -INSERT INTO "resources" VALUES('https://github.com/kiosk-sh/kiosk',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779030361.39409,0,'2026-05-17T17:06:01.394090+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/loft-sh/kiosk"}'); -INSERT INTO "resources" VALUES('https://github.com/kislyuk/yq','kislyuk/yq','','2025',5,'A Python wrapper adapting standard jq queries for YAML and XML schemas. 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It manages PostgreSQL and MySQL configurations natively by separating deployment credentials from application logic, automating dynamic user and table creation using custom resources.','Go','Operator','Advanced',0,'online','manual','ddfe1b5a928284973c02fe0de6b92aee3438c0d69bf127da4cba07b023639bfe',100.0,1.7790336587483921e+09,1,'2025-07-21T12:46:30Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-21T12:46:30Z", "gh_stars": 163}'); -INSERT INTO "resources" VALUES('https://github.com/knative-extensions/net-kourier','Kourier','','2019',3,'An Envoy-based Ingress gateway specifically designed to serve as the default network layer for Knative Serving. It provides a lightweight, highly responsive routing layer to handle rapid scale-to-zero cold starts.','Go','Ingress Controller','High',1,'online','manual','e4210d1375de505968620e89ed0560bb105706563b63091a87d44afa3e6e8cd6',100.0,1.77913049501274395e+09,1,'2026-06-02T15:15:15Z',NULL,NULL,NULL,'["Networking", "Ingress & Routing", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T15:15:15Z", "gh_stars": 333}'); -INSERT INTO "resources" VALUES('https://github.com/knative-sandbox/net-kourier','Kourier','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6d937e09fdda9358ab0d0e5e5746021e695851e8717c93a063a34544c47478ad',100.0,1.77903403834253096e+09,0,'2026-05-17T18:07:18.342531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/knative/client','kn: knative client','','2026',4,'The official CLI client (''kn'') for interacting with Knative installations, enabling rapid deployment of serving entities and management of decoupled event bindings.','Go','Repository / CLI','Intermediate',0,'online','manual','88865974aa4345b717c894b7236e08c485136a13b1c5196a71356ec59c029345',100.0,1.77903283541696906e+09,1,'2026-06-11T15:10:27Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/serverless.md"]','["serverless.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T15:10:27Z", "gh_stars": 385}'); -INSERT INTO "resources" VALUES('https://github.com/knight42/kubectl-blame','==knight42/kubectl-blame: kubectl-blame: git-like blame for kubectl==','','2019',2,'A Git-like ''blame'' extension for kubectl that identifies modification authors and dates for different resource configuration blocks. It uses Kubernetes metadata managed-fields to trace API modifications over time.','Go','Kubectl Plugin','Intermediate',0,'online','manual','da0e885eaac6c90d934385aa35502386fbc2d4afe1250298f0c735a3c84e365f',100.0,1.77903002506825494e+09,1,'2026-06-02T13:24:17Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T13:24:17Z", "gh_stars": 150}'); -INSERT INTO "resources" VALUES('https://github.com/knorrie/network-examples','Linux networking examples and tutorials for advanced users','','2014',4,'A highly technical repository detailing configurations for advanced Linux routing, bridging, and virtual networking (VLAN, VXLAN, VRF). Live Grounding highlights its tremendous value for systems architects implementing Software-Defined Networking (SDN) solutions natively in Linux.','Shell','Repository','Advanced',0,'online','manual','7ea94a767469e547e4d9a27f47f9e273a29f72f6d4415221ae74bc9266ce3c67',100.0,1.77903203495806694e+09,1,'2024-02-04T21:52:41Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Networking", "Routing & Bridging"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-02-04T21:52:41Z", "gh_stars": 972}'); -INSERT INTO "resources" VALUES('https://github.com/ko-build/ko','Ko: Easy Go Containers 🌟','','2018',5,'A fast, lightweight container image builder custom-tailored for Go applications. ko builds and publishes images without requiring a local Docker daemon, producing secure, minimal distroless-base images by default.','Go','Build Tool','Low',0,'online','manual','ed8acb2652a68ecb5f8338006bb303106ca4e52e8083619109e74571faf5d54b',100.0,1.77913049496563196e+09,1,'2026-06-12T01:03:51Z',NULL,NULL,NULL,'["Developer Experience", "Image Building", "Go Development"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T01:03:51Z", "gh_stars": 8450}'); -INSERT INTO "resources" VALUES('https://github.com/kodemore/chili','github.com/kodemore/chili','','2024',2,'Curator Insight presents Chili as a serialization library built on top of generic types. Live Grounding notes that while efficient for specific workloads, it operates in an environment largely dominated by Pydantic, which serves as the core parsing engine for modern APIs.','Python','Library','Intermediate',1,'online','manual','ca6885006b551d6ca95bed793d6975bcc619818ac3c5c9770cd6f1a8b37c04c8',100.0,1.77903141492162394e+09,1,'2024-05-28T05:13:49Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Serialization"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-28T05:13:49Z", "gh_stars": 73}'); -INSERT INTO "resources" VALUES('https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile','github.com/kohsuke/petclinic Jenkinsfile','','2017',0,'A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment.','Groovy','Code Snippet','Intermediate',0,'online','manual','fed8b2b595e8e505bc8747251dd8a6e0629143f374a683e7dd397e2836584907',100.0,1.78173592099551701e+09,1,'2026-06-18T00:38:40.995517+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Jenkins", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/komodorio/helm-dashboard','github.com/komodorio/helm-dashboard 🌟','','2025',4,'A real-time web UI dashboard tailored for managing, upgrading, and viewing Helm releases. It addresses the visibility gap for platform operators by facilitating live drift visualization, schema validation, and multi-version revision comparisons directly from a user-friendly browser interface.','Go','Web UI','Intermediate',0,'online','manual','c021e432bc52956f38a152dff3443fd2ef81d411c5b37fd1982d7055f9782895',100.0,1779030779.54871,1,'2026-06-03T21:49:35Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Visualization & UI"]','["[ENTERPRISE-STABLE]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:49:35Z", "gh_stars": 5716}'); -INSERT INTO "resources" VALUES('https://github.com/komodorio/validkube','==github.com/komodorio/validkube==','','2026',3,'Validkube is a unified web-based scanning utility that combines Polaris, Trivy, and Kube-linter to analyze and secure Kubernetes manifest configurations. By consolidating multiple linters, it allows platform engineers to quickly identify security flaws, deprecations, and configuration drift in raw YAML files. The tool is highly suited for quick manual checks and rapid validation workflows.','TypeScript','Web Application','Intermediate',0,'online','manual','0fa30497ff2d100c972d1ef838e8d2b127bd4927f5ee97df2632ae6bbd0e3e6b',100.0,1.77903245583334398e+09,1,'2024-01-29T10:11:28Z',NULL,NULL,NULL,'["Security", "Manifest Validation", "Linting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-29T10:11:28Z", "gh_stars": 839}'); -INSERT INTO "resources" VALUES('https://github.com/konstructio/kubefirst','github.com/kubefirst/kubefirst','','2021',4,'Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps platform on Kubernetes, orchestrating cert-manager, External Secrets, Vault, Argo CD, and Terraform. It offers a standardized Git-driven operations roadmap out of the box.','Go','GitOps Platform','High',1,'online','manual','47066c619929a6867e90af3d8e5cd2094050465ef536cb1042b8713c1cf1f5d8',100.0,1.7791304949824171e+09,1,'2026-02-25T19:51:46Z',NULL,NULL,NULL,'["Infrastructure", "Platform Engineering", "GitOps Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-25T19:51:46Z", "gh_stars": 2049}'); -INSERT INTO "resources" VALUES('https://github.com/konstruktoid/ansible-hvault-inventory','konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp'' Vault SSH OTP and local password rotation','','2024',2,'An advanced dynamic Ansible inventory script integrating directly with HashiCorp Vault. It automates credential rotation, securely requests temporary SSH One-Time Passwords (OTP), and pulls inventory variables dynamically from secure vaults.','Python','Source Code','Advanced',0,'online','manual','759cd5f0e526f9b0bb324dd8bf7e5b9751cf98fac874019854d773e43f2bcb6a',100.0,1.77902950776025795e+09,1,'2026-04-12T19:45:50Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Secret Management"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-12T19:45:50Z", "gh_stars": 23}'); -INSERT INTO "resources" VALUES('https://github.com/konveyor','github.com/konveyor 🌟','','2025',4,'An open-source modernization and migration suite designed to analyze, refactor, and migrate complex application workloads to Kubernetes across multiple physical and cloud ecosystems.','Go','Product','Advanced',1,'online','manual','0d1e8a3d9217d19632a2397f9dc74c2ba7a6b2daad13790872767936e28d20fc',100.0,1.77903435007744598e+09,1,'2026-05-17T18:12:30.077446+02:00',NULL,NULL,NULL,'["Infrastructure", "Workload Mobility", "Migration Toolkits"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/konveyor/crane','github.com/konveyor/crane: Crane 2.0 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b',100.0,1.77903357062342691e+09,0,'2026-05-17T17:59:30.623427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://github.com/migtools/crane"}'); -INSERT INTO "resources" VALUES('https://github.com/konveyor/move2kube','Move2Kube 🌟','','2026',2,'An advanced migration tool that automates the translation of non-Kubernetes platforms (including Cloud Foundry and Docker Compose) into standard Kubernetes resources, including Helm charts, Kustomize overlays, and Tekton pipelines.','Go','CLI/API Migration Tool','Advanced',1,'online','manual','1d0113979162da217e298144bebf5a7c637c2884d1ceecbac0d8039ab9d8f87c',100.0,1.77903375968923902e+09,1,'2025-03-06T14:02:34Z',NULL,NULL,NULL,'["Application Lifecycle", "Migration Tools", "Resource Conversion"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-06T14:02:34Z", "gh_stars": 411}'); -INSERT INTO "resources" VALUES('https://github.com/kootenpv/yagmail','Yagmail: Python e-mail library','','2015',5,'A simplified, robust Gmail and SMTP automation client for Python. Simplifies the boilerplate needed for multi-part messages, inline attachment encoding, and HTML structures.','Python','Library','Intermediate',0,'online','manual','fbc3ce937342ae42893427eebd87db0a11e4c413a9804caaf4b5c995c52b7a7d',100.0,1.77903002518747496e+09,1,'2026-05-26T10:43:15Z',NULL,NULL,NULL,'["Backend Development", "Protocols & API Design", "E-Mail Services"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-26T10:43:15Z", "gh_stars": 2726}'); -INSERT INTO "resources" VALUES('https://github.com/koslib/awesome-containerized-security','koslib/awesome-containerized-security 🌟','','2026',0,'An open repository cataloging security scanners, image validation standards, and host sandboxing tools. Aids DevSecOps engineers in hardening continuous integration pipelines and preventing privilege escalation exploits within cluster nodes.','Markdown','Awesome List','Intermediate',1,'online','manual','087c44c65f3740daec6869eabef522d0fee6070a507dce0da9febdafa66113f2',100.0,1.78173612303866696e+09,1,'2026-06-18T00:42:03.038667+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Container Hardening"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kostis-codefresh/gitops-environment-promotion','==github.com/kostis-codefresh: How to Model Your Gitops Environments with'' kustomize== 🌟','','2021',4,'A seminal GitHub repository modeling scalable GitOps environment promotion. Outlines structural patterns for directory trees (base vs environments) that prevent duplicate configuration drift and simplify environment-specific promotions through Git commits.','YAML','Repository','Intermediate',0,'online','manual','8488cccfe5013aedb44127e290adaea361983563ecbe141e5d1f9465bd85f4c1',100.0,1.78173605737172889e+09,1,'2026-06-18T00:40:57.371729+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "GitOps"]','["[ENTERPRISE-STABLE]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kotalco/kotal','Kotal operator','','2025',2,'A multi-client blockchain node operator for Kubernetes. Simplifies configuring and maintaining decentralized networks (such as Ethereum and IPFS) through native Kubernetes custom resources.','Go','Repository','Advanced',0,'online','manual','0837b2710101c70e8a9c9f33b7ceb51e1fbc6d4b866a8b813011ccd6d6ab5eec',100.0,1.77903361246352601e+09,1,'2024-05-04T16:17:07Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-04T16:17:07Z", "gh_stars": 221}'); -INSERT INTO "resources" VALUES('https://github.com/krateoplatformops/krateo','github.com/krateoplatformops/krateo','','2025',0,'Krateo Platform Ops is an emerging control plane orchestrator designed to build standardized internal platforms. Utilizing Crossplane underneath, it helps platform engineers manage heterogeneous cloud resources, database deployments, and infrastructure pipelines via declarative Kubernetes interfaces.','Go','Control Plane Orchestrator','Advanced',1,'online','manual','66c8af7d61a1aee4c9a16aa4409bd49dc4b4becf2cd5dd705e1883890ba504dc',100.0,1.78173604715083098e+09,1,'2026-06-18T00:40:47.150831+02:00',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Control Planes"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/krestomatio/keydb-operator','krestomatio/keydb-operator','','2023',5,'Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.','Go','Operator','Advanced',0,'online','manual','3e8faa933bd9d0a1fc08f285fabdbb8feeb6bcde974156407e2e74a86903eca6',100.0,1.77903207479940891e+09,1,'2026-06-10T04:20:54Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "In-Memory Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T04:20:54Z", "gh_stars": 59}'); -INSERT INTO "resources" VALUES('https://github.com/kris-nova/kaar','kris-nova/kaar','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692',100.0,1.77903434637563896e+09,0,'2026-05-17T18:12:26.375639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/kaar"}'); -INSERT INTO "resources" VALUES('https://github.com/kris-nova/naml','naml: Not another markup language','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35',100.0,1.77903203513501906e+09,0,'2026-05-17T17:33:55.135019+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/naml"}'); -INSERT INTO "resources" VALUES('https://github.com/krisnova/kaar','kris-nova/kaar','','2020',2,'Created by the late Kris Nova, Kaar is a Kubernetes Application Archive format tool designed to bundle container storage and system states into self-contained physical archives. Highly experimental and historical developer asset.','Go','Backup Tool','High',0,'online','manual','72e38de5b3a30b405f089cd8ad6d61ee3cd1ea6fb673f80b3cded219850a623f',100.0,1.77913049494714593e+09,1,'2022-05-04T14:27:12Z',NULL,NULL,NULL,'["Infrastructure", "Container Backup", "Image Archiving"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-05-04T14:27:12Z", "gh_stars": 152}'); -INSERT INTO "resources" VALUES('https://github.com/krisnova/naml','naml: Not another markup language','','2024',5,'An innovative manifest generator replacing YAML markup with type-safe, compiled Go programs. Introduces compiler safety, automated integration testing, and clean OOP abstractions into GitOps deployment pipelines.','Go','Library','High',0,'online','manual','9d5671b4b99b23356f80ad9a31b9d390f467f6f01a2b8e1e174380b81e75e024',100.0,1.77913049500346899e+09,1,'2023-07-21T08:28:22Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Alternative Manifest Engines"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-21T08:28:22Z", "gh_stars": 1261, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kristofferandreasen/awesome-azure','github.com/kristofferandreasen/awesome-azure: Awesome Azure','','2026',0,'A structured directory detailing Azure-focused scripts, arm templates, and services. It provides functional entry points for systems engineers navigating Microsoft''s cloud ecosystem. While some elements lean towards legacy ARM configurations, it provides solid structural patterns for hybrid-cloud architects.','N/A','Repository','Intermediate',0,'online','manual','4f7d359de862bcbf74cfdd68e49cb070551e7e7d93441394e627c4579d793c41',100.0,1.78173612324515604e+09,1,'2026-06-18T00:42:03.245156+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/ksctl/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','2023',3,'A cloud-agnostic cluster management command-line tool designed to easily deploy HA clusters across different hyperscalers like AWS, Azure, GCP, or Civo, and local environments such as kind, maintaining standardized bootstrap workflows.','Go','Cluster Provisioner','High',0,'online','manual','0c7e381891ed2c0bba662a06fbe9dabfd95e12fe2cb671fea7022b51daa8c0e5',100.0,1.77913049497797703e+09,1,'2026-05-23T18:26:04Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Multi-Cloud"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-23T18:26:04Z", "gh_stars": 269}'); -INSERT INTO "resources" VALUES('https://github.com/kserve/kserve','KFServing 🌟','','2019',5,'KServe (formerly KFServing) provides a highly performant, serverless machine learning inference platform on Kubernetes. It abstracts raw routing, scaling, and GPU configurations, supporting frameworks like TensorFlow, PyTorch, and ONNX.','Go','ML Platform','High',1,'online','manual','9b191ca344d4b4dbb2e453f7d926923ad184eb9878855e2680d656095559fd47',100.0,1.77913049498427605e+09,1,'2026-06-12T20:20:45Z',NULL,NULL,NULL,'["Machine Learning", "Model Serving", "Serverless ML"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:20:45Z", "gh_stars": 5573}'); -INSERT INTO "resources" VALUES('https://github.com/ksoclabs/awesome-kubernetes-security','==ksoclabs/awesome-kubernetes-security== 🌟','','2023',5,'An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers auditing the security posture of enterprise orchestrators.','Markdown','Awesome List','Advanced',0,'online','manual','86bf24926cb49549c6e032ba501ce7a1cde1afc39831023161c77ae4fcd6d46c',100.0,1.78173612314208889e+09,1,'2026-06-18T00:42:03.142089+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Security"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/ktock/buildg','==buildg: Interactive debugger for Dockerfile== 🌟','','2026',5,'Buildg is an interactive debugger designed specifically for Dockerfiles, built on top of BuildKit. It allows engineers to step through build instructions, set breakpoints, inspect the filesystem state at specific build steps, and launch interactive shells during intermediate builds. This dramatically reduces the trial-and-error loop when debugging complex multi-stage Dockerfiles.','Go','Tool','High',0,'online','manual','8cffa16d70cf3f07e62c80441249b1987a2b8fd50045b612f179ab73ab4b7115',100.0,1.77902937178310894e+09,1,'2026-05-07T20:04:29Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Debugging"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-07T20:04:29Z", "gh_stars": 1499}'); -INSERT INTO "resources" VALUES('https://github.com/kube-aws/kube-spot-termination-notice-handler','kube-spot-termination-notice-handler','','2021',5,'A daemon that polls the AWS EC2 spot termination notice metadata endpoint, initiating graceful drains of workloads when an interruption signal is triggered. Superseded by newer cloud-specific node termination handlers.','Go','DaemonSet','Intermediate',1,'online','manual','7457be0ad6771a50847a828c730671e0ac6d2b712974894a078a5634d6e0a738',100.0,1779031796.87737,1,'2023-10-25T14:47:15Z',NULL,NULL,NULL,'["Infrastructure", "Reliability", "Graceful Shutdown"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-25T14:47:15Z", "gh_stars": 380}'); -INSERT INTO "resources" VALUES('https://github.com/kube-burner/kube-burner','kube-burner 🌟','','2020',3,'A specialized performance and orchestration tool designed to stress-test Kubernetes clusters. It automates object creation, monitors cluster health in real time via Prometheus, and measures scheduling latency at scale.','Go','CLI Tool','High',0,'online','manual','7d3a313a15a9a64f4d8dfeacb53a9922c7d5494cb20bf8970f888f7df4808c3d',100.0,1.77913049492187094e+09,1,'2026-06-08T17:51:22Z',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Benchmarking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:51:22Z", "gh_stars": 773}'); -INSERT INTO "resources" VALUES('https://github.com/kube-logging/logging-operator','kube-logging/logging-operator','','2026',2,'An enterprise-grade Kubernetes operator engineered to automate the lifecycle of Fluentd and Fluent Bit collectors. Simplifies logging pipelines through declarative CRDs, featuring dynamic multi-tenant log isolation, secure buffer management, and reliable downstream routing rules.','Go','Repository','Advanced',1,'online','manual','d1c9b90ba239f84a8611b31918e41ccfae1540c8b6eecd022dc8daf28842dc5a',100.0,1.77903433295746803e+09,1,'2026-06-12T22:04:47Z',NULL,NULL,NULL,'["Observability", "Logging", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:04:47Z", "gh_stars": 1695}'); -INSERT INTO "resources" VALUES('https://github.com/kube-ns-suspender/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','2021',2,'A cloud-cost mitigation helper designed to scale down resources in designated Kubernetes namespaces during idle hours (e.g., nights and weekends). It intercepts workload resources like Deployments and StateSets to reduce overhead.','Go','Controller','Medium',1,'online','manual','370300345b32ee09294e2af0050895f19497091a78a8762f52b072ff565ba145',100.0,1.77913049501997709e+09,1,'2025-03-14T17:43:03Z',NULL,NULL,NULL,'["Resource Management", "FinOps", "Cluster Scale Down"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-14T17:43:03Z", "gh_stars": 84}'); -INSERT INTO "resources" VALUES('https://github.com/kube-vip/kube-vip','kube-vip','','2019',5,'Kube-Vip is a lightweight virtual IP and load balancer engine designed for bare-metal Kubernetes environments, offering high availability for both control planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates IP addresses.','Go','Infrastructure Daemon','Advanced',0,'online','manual','7479b6f4ec4e498ddf325ad75d433009f16e5eee52e8a9297784148711004217',100.0,1.77903234441781401e+09,1,'2026-06-12T16:06:14Z',NULL,NULL,NULL,'["Network & Connectivity", "IP Address Management", "Load Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T16:06:14Z", "gh_stars": 2859}'); -INSERT INTO "resources" VALUES('https://github.com/kubecfg/kubecfg','github.com/kubecfg/kubecfg','','2016',5,'Kubecfg is a Jsonnet-based configuration manager designed to generate and apply Kubernetes manifests with deterministic accuracy. By treating Kubernetes resources as code modules, it supports deep inheritance, abstraction, and parameterization of resource schemas.','Go','CLI Tool','Advanced',0,'online','manual','28787866aedee99095fb0b1e1ffc5b62edba4a3f8e2984ca1fc4f5207d4c5383',100.0,1.77903092834752392e+09,1,'2026-06-13T19:50:28Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Templating Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:50:28Z", "gh_stars": 255}'); -INSERT INTO "resources" VALUES('https://github.com/kubecost/cluster-turndown','Cluster Turndown','','2024',5,'A specialized cost-optimization controller that scales cluster worker groups down to zero during idle execution windows. Promotes strong governance over testing runtimes and non-production dynamic resource instances.','Go','Controller','Intermediate',1,'online','manual','b52114740ff857a2fd6826ecb3461bb64f00de23227b05b5f548da3ecc64c009',100.0,1779030711.63564,1,'2026-06-05T18:19:12Z',NULL,NULL,NULL,'["Infrastructure", "Cost Optimization", "Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-05T18:19:12Z", "gh_stars": 286}'); -INSERT INTO "resources" VALUES('https://github.com/kubecost/cost-model','github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus'' metric exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','58b4fe6b649a9ae98023875b36520bd325ac12c7463a430cb57e7371638722be',100.0,1.77902991709985399e+09,0,'2026-05-17T16:58:37.099854+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/opencost/opencost"}'); -INSERT INTO "resources" VALUES('https://github.com/kubecost/kubectl-cost','kubectl-cost','','2023',3,'A dedicated `kubectl` command-line plugin designed to interact directly with Kubecost APIs. Enables cluster administrators to quickly fetch real-time and historical financial metrics without accessing external graphical dashboards.','Go','Tool','Intermediate',0,'online','manual','6bad65098abf34b9ef26046e470ae3f770c9a2661a2871332b9b8190403c2c22',100.0,1.77903257522413396e+09,1,'2026-06-10T22:50:27Z',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T22:50:27Z", "gh_stars": 1041}'); -INSERT INTO "resources" VALUES('https://github.com/kubefirst/kubefirst','==github.com/kubefirst/kubefirst==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','31774c4cfb73bc62c2093b13e555883036b61bd91bcf976a301b586e31aef091',100.0,1.77903169700754308e+09,0,'2026-05-17T17:28:17.007543+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/konstructio/kubefirst"}'); -INSERT INTO "resources" VALUES('https://github.com/kubeflow/kfserving','KFServing 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ba963252e30c4a5d10725eb35c008e4a42c2e173825f7fa74928c3eebf1e560',100.0,1.77903367565473794e+09,0,'2026-05-17T18:01:15.654738+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kubeguard/guard','Guard','','2021',5,'Guard (by Appscode) is an advanced authentication and authorization engine built for Kubernetes, allowing secure webhook integrations with identity providers. Useful for scaling zero-trust validation within multi-tenant clusters.','Go','CLI Tool','Advanced',0,'online','manual','e4a436c77eca5af50d5dbf79d16ddee804346139ad870945f640dd85e4ea44a2',100.0,1.77913049496844792e+09,1,'2026-05-21T15:29:07Z',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T15:29:07Z", "gh_stars": 620}'); -INSERT INTO "resources" VALUES('https://github.com/kubehelper/kubehelper','KubeHelper','','2024',5,'An interactive terminal user interface designed to assist operators with fast cluster checks, resource inspection, and safe resource cleaning. Provides structural menu shortcuts, eliminating the need to execute lengthy nested kubectl commands manually.','Go','CLI Tool','Low',0,'online','manual','bbd8910634940f7da85391f196e3c97e7e35637bcc5d10e8add15044254f4bb9',100.0,1.77903449799948811e+09,1,'2021-02-15T13:27:24Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Cluster Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2021-02-15T13:27:24Z", "gh_stars": 249}'); -INSERT INTO "resources" VALUES('https://github.com/kubeinit/kubeinit','Kubeinit 🌟','','2026',5,'Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved to legacy status with zero recent commits, reflecting a shift toward Cluster API providers for virtualization.','Python/Ansible','Repository','Advanced',0,'duplicate','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1.77903384520885491e+09,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Virtualization"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222, "duplicate_of": "https://github.com/Kubeinit/kubeinit"}'); -INSERT INTO "resources" VALUES('https://github.com/kubemq-io/kubemq-community','github.com/kubemq-io/kubemq-community 🌟','','2024',5,'The primary community codebase for KubeMQ. It showcases a lightweight, high-throughput message broker written in Go, specifically optimized for containerized microservice routing patterns inside Kubernetes.','Go','Code','Intermediate',0,'online','manual','26be1f454a72862d41e500b7e6e68eea0316a06151ab10ac9164a914a66cc46b',100.0,1.77903423306617903e+09,1,'2023-02-18T04:16:19Z',NULL,NULL,NULL,'["Infrastructure", "Message Brokers", "KubeMQ"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-18T04:16:19Z", "gh_stars": 667}'); -INSERT INTO "resources" VALUES('https://github.com/kubenav/kubenav','kubenav','','2025',4,'A lightweight multi-platform open-source navigator designed for mobile devices (iOS, Android) and desktop. Delivers secure cluster troubleshooting, rapid log auditing, and safe shell executions directly on remote servers.','Dart','Repository','Intermediate',0,'online','manual','cc2b5c098452f2518d4d2137de361f8c9e3861275aaa2e9ee9bffb250d413d74',100.0,1.77902938029819798e+09,1,'2026-06-01T01:46:56Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Mobile Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T01:46:56Z", "gh_stars": 2274}'); -INSERT INTO "resources" VALUES('https://github.com/kubeops/config-syncer','==kubeops/config-syncer: Config Syncer (previously Kubed)==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509',100.0,1.77903152122944092e+09,0,'2026-05-17T17:25:21.229441+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/config-syncer/config-syncer"}'); -INSERT INTO "resources" VALUES('https://github.com/kubeops/ui-server','identity-server','','2021',1,'An identity and authorization server built specifically for Kubernetes dashboard architectures. It integrates with native OpenID Connect (OIDC) providers to manage secure user sessions and token exchanges for web UIs.','Go','Identity Provider','High',1,'online','manual','976a2f5e5b440221f3ed9a2de22165b937adcdf6fc3204889c1811be2a0c9ea3',100.0,1.77913049500086593e+09,1,'2026-06-13T03:45:28Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:45:28Z", "gh_stars": 27}'); -INSERT INTO "resources" VALUES('https://github.com/kubeopsskills/cloud-secret-resolvers','kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)','','2021',2,'An open-source operator-free secret resolver utility that queries AWS, Azure, and GCP secret stores dynamically, writing resolved parameters straight into runtime Kubernetes configurations. Reduces overhead associated with bulky operator systems.','Go','Tool','Intermediate',1,'online','manual','f26f51430c382c7a8c629e1a75b95f2c292a675b9285750e8b7e033167d02d48',100.0,1779030711.75199,1,'2022-06-22T10:39:05Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-22T10:39:05Z", "gh_stars": 35}'); -INSERT INTO "resources" VALUES('https://github.com/kubepack/chart-doc-gen','chart-doc-gen: Helm Chart Documentation Generator','','2022',2,'Command-line utility that extracts configuration variables directly from values.yaml to compile uniform Markdown files. Speeds up delivery by ensuring user manuals and codebases stay perfectly aligned.','Go','Plugin','Beginner',0,'online','manual','3cf55fa13e1a671d356837825acf23af6a782f0cb74eae5cc9398d49fb9d6d92',100.0,1.77903080340058493e+09,1,'2026-05-16T02:01:15Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Documentation Automation"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:01:15Z", "gh_stars": 122}'); -INSERT INTO "resources" VALUES('https://github.com/kubepug/kubepug','==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)=='' ⭐','','2019',5,'KubePug checks local resources against upcoming Kubernetes API deprecations and removals. By parsing live resources or raw manifest directories, it provides warning indicators mapping to the designated target version''s deprecation roadmap. This tool forms a critical gate inside pipeline verifications.','Go','CLI Tool / kubectl Plugin','Intermediate',0,'online','manual','546a2f76b2780f056a0e9b590a1a3bc1374dce6383528956ff2afdef6364d3a0',100.0,1.77903205503712606e+09,1,'2026-06-08T09:31:44Z',NULL,NULL,NULL,'["Cluster Lifecycle", "Upgrades & Compliance", "Static Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T09:31:44Z", "gh_stars": 1835}'); -INSERT INTO "resources" VALUES('https://github.com/kubereboot/kured','github.com/kubereboot/kured ⭐','','2026',5,'The industry-standard daemonset that monitors clusters for nodes requiring OS-level reboots. Using a coordinated API locking strategy, kured drains and reboots nodes sequentially, preserving cluster-wide resource availability during maintenance windows.','Go','DaemonSet','Medium',0,'online','manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1.77903156456308794e+09,1,'2026-06-11T21:26:44Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Reboot Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T21:26:44Z", "gh_stars": 2543}'); -INSERT INTO "resources" VALUES('https://github.com/kuberhealthy/kuberhealthy','kuberhealthy 🌟','','2024',5,'Kuberhealthy schedules dynamic, real-world actions as background test suites. It detects underlying API, network, or storage decay that static monitoring tools overlook by continually validating that clusters are functionally operational.','Go','Operator','Advanced',0,'online','manual','a01379b3010823904038e846f81c24f722060cf701a5e9378554661d62f6272b',100.0,1.7791304950039761e+09,1,'2026-06-02T05:58:58Z',NULL,NULL,NULL,'["Reliability", "Monitoring", "Synthetic Monitoring", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T05:58:58Z", "gh_stars": 2247}'); -INSERT INTO "resources" VALUES('https://github.com/kuberlogic/kuberlogic','kuberlogic','','2022',2,'Kuberlogic is an open-source operator-driven engine designed to turn standard open-source databases (PostgreSQL, MySQL, Redis) into a managed Database-as-a-Service (DBaaS) on Kubernetes. It automates backups, scaling, auto-healing, and monitoring, providing a self-hosted alternative to RDS. However, it remains a smaller community effort.','Go','Controller','High',0,'online','manual','cf3ddffd441ae1c89c416b39ea700a7b26053c5f33e1a7cc13b344d339a518b0',100.0,1.77903215986471605e+09,1,'2022-10-26T14:38:18Z',NULL,NULL,NULL,'["Database Orchestration", "Database-as-a-Service", "SaaS Builders"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-26T14:38:18Z", "gh_stars": 228}'); -INSERT INTO "resources" VALUES('https://github.com/kubermatic/fubectl','fubectl','','2026',5,'A widely adopted wrapper layer of shell helper functions and interactive `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies log inspections, shell attachment prompts, and port forwarding setups.','Bash','CLI Tool','Beginner',0,'online','manual','6bb6ef7e2027b10db5fc1753953334a6f0f89021ec7407ce3e84f29c9528115e',100.0,1.77903413970885396e+09,1,'2026-02-18T08:38:54Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-18T08:38:54Z", "gh_stars": 1002}'); -INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubecarrier','KubeCarrier - Service Management at Scale','','2023',5,'KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.','Go','Software','Advanced',0,'online','manual','cdeca712f167e1ebbd9e47da971ef81314edde045093745dac14d6ba50e8663f',100.0,1.779032372197865e+09,1,'2023-07-05T20:56:40Z',NULL,NULL,NULL,'["Multi-Cluster", "Service Management", "Operator Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-05T20:56:40Z", "gh_stars": 291}'); -INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubeone','==kubermatic/kubeone== 🌟','','2024',4,'KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning and lifecycle management tool. Utilizing the Cluster API under the hood, it automates the creation, upgrade, and maintenance of single control-plane or highly-available clusters across various cloud providers and bare-metal environments.','Go','CLI Tool','High',0,'online','manual','774d41c037db09506f5aeae4c27b66e363d5e2e624644905ebb94af4b11225f7',100.0,1.77903104633181095e+09,1,'2026-06-03T21:13:34Z',NULL,NULL,NULL,'["Cluster Management", "Provisioning", "Declarative Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:13:34Z", "gh_stars": 1513}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'duplicate','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1.77903378245455503e+09,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client/python"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/go','kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes','','2025',5,'An alternative OpenAPI-generated Go client for Kubernetes APIs. Best utilized for lightweight API interactions and custom code-generation environments requiring strict OpenAPI schema structures.','Go','Library','Advanced',0,'online','manual','74dc88e1d502b4a8a0b9763d5e16cda63b3d361ae16da5db2ddd9fdddc2bbb16',100.0,1.77903401313459801e+09,1,'2022-03-08T08:27:45Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-08T08:27:45Z", "gh_stars": 239}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/java','github.com/kubernetes-client/java: Kubernetes Java Client','','2026',5,'The official OpenAPI-generated Java library for the Kubernetes API. Provides enterprise Java platforms with type-safe classes, informers, and watcher APIs to build robust, native controllers.','Java','Library','Advanced',0,'online','manual','c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b',100.0,1.77903013283268094e+09,1,'2026-06-12T18:36:31Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Java Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:36:31Z", "gh_stars": 3984}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python','github.com/kubernetes-client/python','','2026',5,'The official Python SDK for interacting with Kubernetes API environments. Heavily leveraged across AI workflows, automation routines, and data operations needing native cluster integration.','Python','Library','Intermediate',0,'online','manual','68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7',100.0,1779029295.10066,1,'2026-06-08T03:02:20Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T03:02:20Z", "gh_stars": 7594}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python-base','github.com/kubernetes-client/python-base','','2025',5,'The foundational base configurations package supporting the official Kubernetes Python Client library. Standardizes raw REST connection handling and secure authentication exchanges.','Python','Library','Intermediate',0,'online','manual','0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35',100.0,1.77903280258956694e+09,1,'2022-02-25T23:19:26Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-25T23:19:26Z", "gh_stars": 69}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-course/container_workshops','github.com/kubernetes-course/container_workshops','','2022',0,'Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).','Shell/Dockerfile','Code Repository','Intermediate',0,'online','manual','e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165',100.0,1.78173591078982806e+09,1,'2026-06-18T00:38:30.789828+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Containerization Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'duplicate','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1.77903110921231603e+09,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi/csi-driver-smb','SMB CSI Driver for Kubernetes','','2026',5,'A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux container clusters and legacy corporate network attached storage (NAS) migrations.','Go','CSI Driver','Medium',0,'online','manual','eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216',100.0,1.77903325919458198e+09,1,'2026-06-14T07:10:30Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "SMB Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:10:30Z", "gh_stars": 641}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','2018',3,'A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.','Go','Cluster Installer','High',0,'online','manual','74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191',100.0,1.77913049493086195e+09,1,'2024-04-29T17:19:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Management"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-29T17:19:53Z", "gh_stars": 747}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/frakti','Frakti','','2020',5,'Critical Live Grounding: Built originally to support hypervisor-based Container Runtime Interfaces (CRI), Frakti has been officially retired and archived by the Kubernetes organization. Modern environments utilize container-native VM interfaces like Kata Containers or Firecracker integrated directly into containerd.','Go','Repository','Advanced',0,'online','manual','07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569',100.0,1.77913049497854495e+09,1,'2020-12-15T16:30:13Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Hypervisor-based Runtimes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-15T16:30:13Z", "gh_stars": 675}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)','','2020',5,'The Hierarchical Namespace Controller (HNC) allowed users to establish parent-child relationships between namespaces to propagate policies, secrets, and roles. Although highly influential for multi-tenant self-service models, the repository has been officially retired as of recent CNCF updates, steering teams toward newer vcluster or namespace-controller patterns.','Go','Controller','Advanced',0,'online','manual','cf35f6850e587357b7265284a4ee38df7649f31c9f7e1ebc0d775977662ffb86',100.0,1.77913049496321702e+09,1,'2025-04-07T00:22:00Z',NULL,NULL,NULL,'["Kubernetes", "Multi-Tenancy", "Namespace Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-07T00:22:00Z", "gh_stars": 667}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kpng','kubernetes-sigs/kpng','','2021',5,'Originally conceived as the next-generation Kubernetes Proxy (KPNG) to split kube-proxy into a clean control plane and specialized data planes. Live grounding confirms the project has been officially retired by SIG Network, though its architectural lessons on decoupled state distribution continue to influence modern custom dataplane designs.','Go','Core Component','Advanced',0,'online','manual','600ce80e685a81a0beb113112dc6330d72d64df910cd6a075a0477d4acf8aef1',100.0,1.77913049494705605e+09,1,'2024-07-09T05:36:20Z',NULL,NULL,NULL,'["Kubernetes", "Networking", "Service Routing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-09T05:36:20Z", "gh_stars": 240}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kube-batch','kube-batch','','2018',2,'An early batch scheduler for Kubernetes designed to run high-performance computing (HPC) and deep learning workloads. Note: This project is now retired and archived; its features have been superseded by Volcano or the native Kubernetes scheduler queueing enhancements.','Go','Batch Scheduler','High',0,'online','manual','1e384314b52bd9b4322348255137977944a4424b07518c238c49d614e04864e5',100.0,1.77913049499501609e+09,1,'2023-05-22T13:50:02Z',NULL,NULL,NULL,'["Scheduling", "Batch Workloads", "HPC"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-22T13:50:02Z", "gh_stars": 1091}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kubefed','KubeFed: Kubernetes Cluster Federation','','2026',5,'The retired multi-cluster federation engine (KubeFed). Designed to coordinate resources across multiple clusters, it was retired due to design limitations. Modern production multi-cluster strategies have migrated to architectures like Karmada, Open Cluster Management (OCM), or global service meshes.','Go','Tool','Advanced',0,'online','manual','330530461748600ca09970c48f751e2e654f4ec63165febd67428027693ec1d6',100.0,1.77913049496523308e+09,1,'2023-03-24T21:50:24Z',NULL,NULL,NULL,'["Operations", "Multi-Cluster", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-24T21:50:24Z", "gh_stars": 2483}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kui','kubernetes-sigs/kui','','2019',3,'A hybrid visual/command-line tool built on Electron to interact with Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs group; alternative options include active terminal tools such as k9s or Lens.','TypeScript','Visual CLI','High',0,'online','manual','6f26251f692c9c7c121fd0767399a108a6f37d72f6c237d987cb876016a40866',100.0,1.77913049495529699e+09,1,'2025-07-12T22:06:01Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Visual terminal"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-12T22:06:01Z", "gh_stars": 2899}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','2023',5,'The repository source for the Hierarchical Namespace Controller (HNC). While archived on GitHub, it remains highly informative for establishing cascading sub-namespace parameters and resource hierarchies.','Go','Repository','Advanced',0,'online','manual','0ce8e552037cf09512073a654acd18b1d620d41283c0c70701bfefe4b91d7551',100.0,1.77913049498615694e+09,1,'2023-05-11T21:17:56Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hierarchical Namespaces"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-11T21:17:56Z", "gh_stars": 942}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs','Kubernetes SIGs','','2024',0,'The official repository collection managed by Special Interest Groups. It acts as the home for core ecosystem tools, testing frameworks, API extensions, and auxiliary automation packages.','N/A','Repository','Advanced',0,'online','manual','1ebdd651edefc516652d5c80c649ee27e67bf9c6dbf8d67fa1f2fa8b3b613a56',100.0,1.77903217342100501e+09,1,'2026-05-17T17:36:13.421005+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Repositories"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/aws-load-balancer-controller','==github.com/kubernetes-sigs/aws-load-balancer-controller==','','2026',5,'The core controller that manages AWS Elastic Load Balancers (ALB and NLB) on behalf of a Kubernetes cluster. Live Grounding verifies its continuous support for advanced features like target grouping by IP, ACM certificate integration, and shared ALBs. It acts as the primary ingress controller for modern AWS EKS network architectures.','Go','Code Repository','Advanced',1,'online','manual','e96c23880736600bb844db45ddde2c16441a87670c49e244bb58be2b5eaca684',100.0,1.77903198349884605e+09,1,'2026-06-12T20:36:48Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:36:48Z", "gh_stars": 4300}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-addons','Cluster Addons 🌟','','2025',5,'This SIG-Cluster-Lifecycle project establishes standard, declarative approaches for managing core cluster addons. It provides structured templates for bootstrapping, upgrading, and removing cluster utilities like CoreDNS or CSI engines safely.','Go','Repository','Advanced',0,'online','manual','a2e6eea11d1078fef0c8779e32d1be068881ea41a4c595714c6f20ba176d7b39',100.0,1.77903204674334788e+09,1,'2023-04-24T19:59:04Z',NULL,NULL,NULL,'["Operations & Reliability", "Addons Management", "Cluster Lifecycle"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-24T19:59:04Z", "gh_stars": 156}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-api',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ead71e9f56c783ba010a87db2d76899d165c14e0ec3e6dfb2bb845b58791c3cf',100.0,1.77903309291343188e+09,1,'2026-05-17T17:51:32.913432+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/descheduler','Descheduler for Kubernetes 🌟','','2026',5,'A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.','Go','Controller','Advanced',1,'online','manual','800177eb1bbf2496c5264eb5b149803a972ae5fbaa153c8598970f0ad6496ce3',100.0,1.77903182560427808e+09,1,'2026-06-08T10:13:47Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Dynamic Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:13:47Z", "gh_stars": 5441}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/e2e-framework','kubernetes-sigs/e2e-framework','','N/A',0,'Curator Insight presents this official Kubernetes SIG framework for writing robust end-to-end tests for operators and controllers. Live Grounding highlights its structured step-by-step test phases, integrated kind cluster spin-up, and native client-go validation patterns.','English','Repository','Advanced',0,'online','manual','57102640c25fb43e99dbed64bd1e680744003fe595379f30c016713a31976b44',100.0,1779030609.31161,1,'2026-06-08T05:52:53Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Testing Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T05:52:53Z", "gh_stars": 659}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7',100.0,1.77903050748402404e+09,0,'2026-05-17T17:08:27.484024+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/etcdadm"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/external-dns','external-dns','','2024',5,'A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.','Go','Repository','Advanced',1,'online','manual','654e152956ca97766a1312ecf102ea16c195e13878800fcf93396ae4c4ab8319',100.0,1.77903356748024606e+09,1,'2026-06-13T21:06:32Z',NULL,NULL,NULL,'["Networking & Ingress", "DNS", "Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:06:32Z", "gh_stars": 8985}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/gateway-api','Kubernetes Gateway API','','2023',4,'Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).','Go','Repository','Advanced',1,'online','manual','9b853c512489d4b358665cd406a72d7c98c3d11567570278578142b0ff19f417',100.0,1.77903068091042304e+09,1,'2026-06-12T20:16:49Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:16:49Z", "gh_stars": 2885}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller'' (HNC)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720',100.0,1.77902937830564403e+09,0,'2026-05-17T16:49:38.305644+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/hierarchical-namespaces"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/ingate','InGate: Ingress & Gateway API Controller (Archived)','','2021',2,'Architectural prototype designed to test Ingress integration patterns. Live engineering truth confirms this repository is archived by SIG-Network, as development has shifted entirely toward the standardized Gateway API.','Go','Repository','Advanced',1,'online','manual','c87518464900ff384554cca1a38f35aeb21edcd64c662194c30f9539ee2dfa1e',100.0,1.77903033071216893e+09,1,'2026-03-17T07:49:06Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Controllers"]','["[LEGACY]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-17T07:49:06Z", "gh_stars": 728}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kind','**kind**','','2026',4,'Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.','Go','Tool','Intermediate',0,'online','manual','52fb81ed1c130986f2875d5f20c2dcd6be647ce0c25060548fc35fb4be8eac89',100.0,1.77902905694722509e+09,1,'2026-06-12T19:04:50Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Containerized Clusters", "KIND"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:04:50Z", "gh_stars": 15299}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kpng','kubernetes-sigs/kpng','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3',100.0,1.77903198352083802e+09,0,'2026-05-17T17:33:03.520838+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kpng"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md','Available kubectl plugins','','2026',5,'The master index of the Krew package manager, which lists community-contributed plugins for the kubectl CLI. This index serves as the central hub for operations engineers looking to discover, install, and catalog administrative and diagnostic command-line utilities.','Go','Index','Beginner',0,'online','manual','3751fc9d8df1a8a1fdd78727ddd16b967678a2cf3964a542426f9cb76d555f3d',100.0,1779031186.28168,1,'2026-06-14T05:18:33Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:18:33Z", "gh_stars": 691, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-batch','kube-batch','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594',100.0,1.7790340980439341e+09,0,'2026-05-17T18:08:18.043934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kube-batch"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-scheduler-simulator','kube-scheduler-simulator','','2024',3,'An interactive, web-based simulator designed to visualize, debug, and test custom scheduler configurations and plugins. It enables platform developers to step through scheduling decisions without modifying production clusters. Widely recognized in 2026 as an essential tool for training engineers on advanced scheduling concepts.','Go','Web Application','High',1,'online','manual','3793cba17a48f8974bb5ee8f5e585d24649c606cdc8abab27a355c65317beb78',100.0,1.77903264046040105e+09,1,'2025-09-21T04:10:12Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Simulator"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-21T04:10:12Z", "gh_stars": 1092}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubebuilder','kubernetes-sigs/kubebuilder','','2026',5,'Kubebuilder is the industry-standard developer framework for generating custom Kubernetes APIs and controllers. Leveraging structured scaffolding, advanced code generators, and controller-runtime wrappers, it streamlines the creation of highly reliable operators.','Go','Repository','Advanced',0,'online','manual','29d9981ad02b766023817c041f9aa38e9b24e6541793c93eef23ea561d07f8dc',100.0,1.77902911364673089e+09,1,'2026-06-12T23:52:37Z',NULL,NULL,NULL,'["Extensibility & Development", "Frameworks & Tooling", "Controller SDKs"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:52:37Z", "gh_stars": 9183}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubefed','KubeFed: Kubernetes Cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5',100.0,1.77902946691022896e+09,0,'2026-05-17T16:51:06.910229+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kubefed"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubespray','**Kubespray**','','2026',5,'The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.','Python/Ansible','Repository','Advanced',0,'online','manual','e6a5ab4538c357775e53e98139727266a66b700215009b4dbd5fdcc4d257fb79',100.0,1.77903283533039593e+09,1,'2026-06-14T08:26:33Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Enterprise Playbooks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:26:33Z", "gh_stars": 18556}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue','kubernetes-sigs/kueue: Kubernetes-native Job Queueing','','2026',5,'Kueue manages resource quotas across tenant namespaces, supporting complex machine learning and AI orchestration flows. It acts as a cloud-native batch scheduling engine, optimizing utilization within strict resource envelopes.','Go','Repository','Advanced',0,'online','manual','57dcd4bd79ba0cb4373a02dac6563bfd09831c58facdbdabf2521e45284ff23b',100.0,1.77903153598088192e+09,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Queueing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0','Kueue Release v0.14.0','','2024',4,'Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.','Go','Code Repository','High',1,'online','manual','43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff',100.0,1.77903165253824591e+09,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Platform Engineering", "Job Scheduling", "Batch Workloads"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-releases.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md", "kubernetes-releases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kui','kubernetes-sigs/kui','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3',100.0,1.77903377097070288e+09,0,'2026-05-17T18:02:50.970703+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kui"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kustomize','kustomize','','2026',5,'Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.','Go','Tool','Intermediate',0,'online','manual','0d521a8e3abbccba8dcc4a3e9cb4c5d43a87f434413999983fb9163a6ce10c6f',100.0,1.77903448738609695e+09,1,'2026-06-08T00:42:31Z',NULL,NULL,NULL,'["Configuration", "Templating & Engine", "Kustomize"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T00:42:31Z", "gh_stars": 12070}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kwok','kubernetes-sigs/kwok','','2025',4,'KWOK (Kubernetes WithOut Kubelet) is an official SIG-sponsored emulator that spins up thousands of virtual nodes in seconds. By executing without actual kubelet footprints, it enables developers to simulate massive scale clusters, scheduler constraints, and operator behaviors on a standard laptop.','Go','CLI / Emulation Engine','Advanced',0,'online','manual','81c669e4ae741b5aba8e200f41e058f33537bcd4a8b9348496eac1a74b0d1dbf',100.0,1.77903111390952801e+09,1,'2026-06-12T07:32:24Z',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T07:32:24Z", "gh_stars": 3124}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77',100.0,1779029061.35295,0,'2026-05-17T16:44:21.352950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner','github.com: NFS Ganesha server and external provisioner','','2023',2,'An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically provision Kubernetes Persistent Volumes (PVs) over NFS. It packages an NFS-Ganesha server directly within the provisioner container, allowing clusters to share block storage volumes dynamically via NFS. It remains a crucial storage-layer utility in 2026 for mixed ReadWriteMany workload environments.','Go','Storage Provisioner','High',1,'online','manual','1a9e8d9a821a92dadfa3cf1a2019e52415f6a8bf956516a1df0605afeda43c30',100.0,1.77903420871817302e+09,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 481}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner','kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External'' Provisioner','','2025',4,'An out-of-tree dynamic provisioner that uses an existing NFS server to dynamically provision Kubernetes Persistent Volumes by creating subdirectories within the NFS share. Extremely reliable and simple to configure, it is widely utilized in 2026 for developer setups, bare-metal deployments, and test environments.','Go','Storage Provisioner','Medium',0,'online','manual','01c5c113ec1f426c994398e95c38d7a4d209d1b9609a7c551679c011b2f10ecb',100.0,1.77903455848235607e+09,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 3016}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/node-feature-discovery','==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==','','2018',3,'A Kubernetes SIG project that scans hardware attributes and custom system configurations across cluster nodes. It labels nodes automatically based on attributes like GPUs, instruct sets, or custom kernel attributes.','Go','Kubernetes Operator','Advanced',1,'online','manual','9eb50a4b87b24f04460ce893b04e36df50bbcd718ac3470621d0ef19a77b7dab',100.0,1.77902906134383201e+09,1,'2026-06-14T09:53:01Z',NULL,NULL,NULL,'["Cluster Management", "Hardware Discovery", "Node Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:53:01Z", "gh_stars": 1045}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran','kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟','','2024',3,'A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.','Go','Scheduling Plugin','High',0,'online','manual','59522768a9791e6c5f76db6c3a5c6eb9cad2515fcc9bca7b93700af41b33d7e7',100.0,1.77902916377159905e+09,1,'2026-06-11T10:17:00Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Load-Aware"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:17:00Z", "gh_stars": 1295}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/secrets-store-csi-driver','Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes'' secrets','','2024',4,'Implements the Secrets Store CSI standard, enabling pods to mount sensitive credentials directly from external secure vaults (AWS Secrets Manager, Azure Key Vault, HashiCorp Vault) as files, bypassing native secrets security issues.','Go','Repository','Advanced',1,'online','manual','002ecde6fd2c5324a3e888a1a6effc32a49ece37598b4592e6e209aee17a3214',100.0,1.77903433675890493e+09,1,'2026-06-11T04:16:46Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md", "docs/kubernetes.md"]','["kubernetes.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T04:16:46Z", "gh_stars": 1537}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/security-profiles-operator','kubernetes-sigs/security-profiles-operator','','2025',4,'The official Kubernetes SIG operator for managing Seccomp, AppArmor, and SELinux profiles natively. Live Grounding confirms its active role in highly regulated sectors for hardening container execution spaces. It replaces manual node profiling with declarative, cluster-wide configurations.','Go','Repository','Advanced',0,'online','manual','7018e8cdf814f360b434d4d884a32b505899192ad0812072c31a18fd1d10afae',100.0,1.77903218540708208e+09,1,'2026-06-12T17:28:56Z',NULL,NULL,NULL,'["Security", "System Hardening", "Security Profiles Operator"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:56Z", "gh_stars": 848}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner','github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner'' 🌟','','2026',5,'The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.','Go','Code','Advanced',0,'online','manual','d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d',100.0,1.77903208078710508e+09,1,'2026-06-14T08:33:31Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:33:31Z", "gh_stars": 1200}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler','github.com/kubernetes: **Kubernetes Cluster Autoscaler**','','2026',5,'The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.','Go','Repository','Advanced',0,'online','manual','45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b',100.0,1779029075.00429,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Infrastructure Scaling", "Cluster Autoscaler"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1.77903136070481395e+09,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/client-go','kubernetes/client-go: Go client for Kubernetes 🌟','','2026',5,'The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.','Go','Library','Advanced',0,'online','manual','673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb',100.0,1.77903304097263503e+09,1,'2026-06-12T18:56:57Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/openshift-pipelines.md"]','["kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:56:57Z", "gh_stars": 9837}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/README.md','Kubernetes Special Interest Groups (SIGs)','','2024',5,'The master repository outlining the governance structures and work distribution across Special Interest Groups (SIGs). Serves as the blueprint for code contributions and technical decisions.','N/A','Repository','Advanced',0,'online','manual','00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de',100.0,1.77913049492285799e+09,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Governance"]','["DE FACTO STANDARD"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','2025',5,'The authoritative SIG-Scalability technical specifications outlining physical structural and behavioral boundaries in a standard Kubernetes cluster (such as a maximum of 5,000 nodes, 150,000 total pods, and etcd throughput limits). Documents constraints and performance degradations encountered as these thresholds are reached.','Markdown','GitHub Repository','Advanced',0,'online','manual','b0452b2bd261bd1d7b003da3f685eb3e32a43b8d176289cb6a12e1d20aef7c2e',100.0,1.77913049503222489e+09,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture", "Control Plane", "Scalability Limits"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1.77903421774681401e+09,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/README.md"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1.7790345341363871e+09,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/main/icons','github.com/kubernetes: Kubernetes Icons Set','','2023',5,'The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.','None','Asset Pack','Beginner',0,'online','manual','a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5',100.0,1779130494.96747,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757.1625,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/tree/main/icons"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements','NodeLocal DNSCache','','2026',5,'The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.','Go','Repository','Advanced',0,'online','manual','ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a',100.0,1.7790345314268651e+09,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md','KEP-2837: Especificaciones de Recursos a Nivel de Pod','','2021',5,'A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.','Markdown','Reference','Advanced',0,'online','manual','514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02',100.0,1.77903369326835298e+09,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Architecture", "Kubernetes Enhancements", "Resources"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/frakti','Frakti','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf',100.0,1.7790342179266169e+09,0,'2026-05-17T18:10:17.926617+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/git-sync','==github.com/kubernetes/git-sync== ⭐','','2016',5,'Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.','Go','Sidecar','Intermediate',1,'online','manual','54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5',100.0,1779029268.25356,1,'2026-06-12T22:36:53Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Sidecar Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:36:53Z", "gh_stars": 2704}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1.77903229412831401e+09,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/kubernetes/issues/126811"}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0','NGINX Ingress Controller - v1.0.0','','2021',5,'Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.','Go','Release','Advanced',1,'online','manual','8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858',100.0,1.77903050725017094e+09,1,'2026-03-23T16:16:29Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "NGINX"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-23T16:16:29Z", "gh_stars": 19494}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kompose','==Kompose (Kubernetes + Compose)== 🌟','','2026',5,'Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.','Go','CLI Translation Tool','Intermediate',0,'online','manual','c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115',100.0,1.77903411643946194e+09,1,'2026-04-16T14:23:39Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Migration Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T14:23:39Z", "gh_stars": 10531}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kops','GitHub: Kubernetes Cluster with Kops','','2026',5,'Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.','Go','Repository','Advanced',0,'online','manual','466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32',100.0,1.7790328748434031e+09,1,'2026-06-14T05:30:39Z',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:30:39Z", "gh_stars": 16625}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kube-state-metrics','kube-state-metrics 🌟','','2024',4,'A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.','Go','Repository','Intermediate',0,'online','manual','cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a',100.0,1.77903379524617791e+09,1,'2026-06-14T07:16:32Z',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Telemetry Protocols", "Object State Monitoring"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:16:32Z", "gh_stars": 6137}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm','Kubernetes Cluster with **Kubeadm**','','2026',5,'The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.','Go','Repository','Intermediate',0,'online','manual','6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85',100.0,1.77902942194394111e+09,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Core Engine"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1.77903404012306594e+09,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/issues/126811','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','2024',5,'A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.','YAML','Repository','Advanced',0,'online','manual','a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90',100.0,1.779130494941684e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/73787','Flag export deprecated in kubernetes 1.14','','2026',5,'The upstream Kubernetes pull request deprecating the ''--export'' flag in ''kubectl get''. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.','Go','Documentation','Intermediate',0,'online','manual','020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753',100.0,1.77903210124061203e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/97057','If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s','','2020',5,'Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.','English','Issue/Notice','Advanced',0,'online','manual','6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed',100.0,1.77903149053755307e+09,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Operations", "Reliability", "Probes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/minikube','Minikube','','2026',5,'Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.','Go','Tool','Intermediate',0,'online','manual','fafdeebcdeb66efd4031239267c38b0c404c20f1c8c76d6635d8002be70d5850',100.0,1.77903384514640593e+09,1,'2026-06-14T04:14:32Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Minikube"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T04:14:32Z", "gh_stars": 31871}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/sample-controller','==kubernetes/sample-controller==','','2026',5,'The canonical sample controller repository managed by the Kubernetes API machinery SIG. It serves as the official, direct architectural blueprint for creating custom controllers using client-go libraries. Live grounding verifies it is the foundational reference tool for understanding thread-safe informer caches and queue sync mechanisms.','Go','Repository','Advanced',0,'online','manual','9242ef27f616a00eb69f0cb4c3bdbe45f1389caba741a8cd69d6ddf48342ac82',100.0,1.77903181036360788e+09,1,'2026-06-12T18:58:41Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Reference Implementations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:58:41Z", "gh_stars": 3486}'); -INSERT INTO "resources" VALUES('https://github.com/kubernetes/test-infra/tree/master/prow','Prow','','2026',5,'A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier), it enforces declarative GitOps and extensible ChatOps automation. Highly complex but acts as the core engine powering the Kubernetes ecosystem''s test infrastructure.','Go','Tool','High',1,'online','manual','447aa78c405ff461f5b6babd4a0399c84e1237a811f20e5adac1c77d72818856',100.0,1.77903065554223895e+09,1,'2026-06-13T15:58:32Z',NULL,NULL,NULL,'["Infrastructure", "CI-CD", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:58:32Z", "gh_stars": 4004}'); -INSERT INTO "resources" VALUES('https://github.com/kubescape/kubescape','kubescape','','2025',5,'An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.','Go','Repository','Advanced',0,'online','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1.77903288479914188e+09,1,'2026-06-12T14:08:06Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Post-Deployment Scanning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T14:08:06Z", "gh_stars": 11480}'); -INSERT INTO "resources" VALUES('https://github.com/kubescape/regolibrary','armosec/regolibrary','','2021',2,'A repository of highly structured Rego-based compliance policies curated for the Kubescape open-source platform. It maps cluster postures against frameworks like MITRE ATT&CK, NSA/CISA, and CIS benchmarks.','Rego','Policy Library','High',0,'online','manual','a75dcc4d8e1f244335f31040b321d85865242ba426e72448ac1fae221a4f27aa',100.0,1.77913049499168896e+09,1,'2026-06-08T19:01:10Z',NULL,NULL,NULL,'["Security", "Compliance & Policy", "OPA Rego"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:01:10Z", "gh_stars": 131}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshark/kubeshark','kubeshark/kubeshark','','2026',4,'An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.','Go','Repository','Advanced',0,'online','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1779030554.55623,1,'2026-06-03T18:01:45Z',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T18:01:45Z", "gh_stars": 11951}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshield/identity-server','identity-server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904',100.0,1.77903071160519099e+09,0,'2026-05-17T17:11:51.605191+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeops/ui-server"}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshop/kusk','kubeshop/kusk: use OpenAPI to configure Kubernetes','','2023',1,'Kusk is an OpenAPI-driven code generator and routing manager designed to build ingress configurations (mainly Envoy/Ambassador) directly from OpenAPI schemas. Live Grounding in 2026 reveals that Kubeshop has archived the Kusk project, directing engineers instead toward native Gateway API implementations.','Go','Tool','Medium',0,'online','manual','1687cf1566bec12c28cb5e735dd17748bac735ab1a3274534188e323717d6615',100.0,1.779032780136729e+09,1,'2022-10-12T11:05:45Z',NULL,NULL,NULL,'["API Gateway", "OpenAPI", "Ingress Generators"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T11:05:45Z", "gh_stars": 7}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshop/monokle','==kubeshop/monokle==','','2021',5,'Monokle is a visual Kubernetes configuration editor and IDE engineered to simplify manifest creation, validation, and delivery. It parses local directories and live cluster states, offering visual representations of resource dependencies.','TypeScript','Desktop GUI App / Web App','Intermediate',0,'online','manual','fe40391aa802454c10f642618dd5708b3271873f37a1d06846bb43b009c7d722',100.0,1.77903082762707495e+09,1,'2026-02-26T08:37:07Z',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Configuration Editors"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-26T08:37:07Z", "gh_stars": 2138}'); -INSERT INTO "resources" VALUES('https://github.com/kubeshop/testkube','kubeshop/testkube','','2026',5,'The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.','Go','Framework','High',0,'online','manual','333516f5073b4f469fb82a7fdccfbae63494db5490567540aa0ad00a74ba2e0c',100.0,1.779031141303164e+09,1,'2026-06-13T15:44:39Z',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Open-Source Core"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T15:44:39Z", "gh_stars": 1607}'); -INSERT INTO "resources" VALUES('https://github.com/kubesimplify/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c',100.0,1.77903447988210105e+09,0,'2026-05-17T18:14:39.882101+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ksctl/ksctl"}'); -INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubeeye','KubeEye 🌟','','2025',5,'The main GitHub project repository for KubeEye, an advanced diagnostic utility that analyzes resources, configurations, and network environments. Pinpoints anomalies, deprecations, and potential security hazards. It runs standalone or integrates as a continuous API audit service.','Go','CLI Tool','Medium',0,'online','manual','fc86a43e1d9c8ee21309c3963f3584fdc2a92d5b9ff8d5a4750fad528a9bf5b1',100.0,1.77903413960862708e+09,1,'2025-06-25T08:42:20Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-25T08:42:20Z", "gh_stars": 850}'); -INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubekey','kubekey','','2025',4,'A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).','Go','Open Source Tool','Advanced',0,'online','manual','5f2766d774c39dee9e3aaf98051ab740425b1a29aab313e6c53e2f2a9fea2593',100.0,1.77903162513630795e+09,1,'2026-06-11T09:03:03Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:03:03Z", "gh_stars": 2821}'); -INSERT INTO "resources" VALUES('https://github.com/kubetail-org/kubetail','github.com/kubetail-org/kubetail 🌟','','2022',5,'Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed specifically for Kubernetes environments. It aggregates streaming logs from diverse Pods and containers directly in a web interface, allowing platform engineers to filter, pause, and search outputs instantly.','TypeScript / Go','Web UI','Intermediate',1,'online','manual','8a920a905975edef0c5c269b42676faf7d182b27c89f0e5d87d4e08a212b2d84',100.0,1.77903296950743198e+09,1,'2026-06-06T08:36:55Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T08:36:55Z", "gh_stars": 1720}'); -INSERT INTO "resources" VALUES('https://github.com/kubevious/kubevious','==kubevious== 🌟🌟','','2024',3,'Kubevious is an open-source visualizer and validation engine for Kubernetes. It constructs an application-centric graph database of resource hierarchies, allowing rapid detection of manifest anomalies, cross-namespace conflicts, and misconfigurations.','TypeScript','Tool','Advanced',0,'online','manual','d0cdff7dc808c59f2e2693f9da55d72a62bc485f7daaaf6c8cf469df2d529d14',100.0,1.779032975453202e+09,1,'2026-06-13T07:19:22Z',NULL,NULL,NULL,'["Kubernetes Observability", "Visualization & Auditing", "Kubevious"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:19:22Z", "gh_stars": 1700}'); -INSERT INTO "resources" VALUES('https://github.com/kubevirt/kubevirt','kubevirt','','2026',4,'KubeVirt is a graduated CNCF project that allows virtual machines to run natively alongside standard container workloads on Kubernetes. By utilizing KVM virtualization inside Pods, it helps enterprises transition legacy virtual machine applications to modern cloud-native platforms. It has become the de facto standard for hyperconverged infrastructure setups, allowing unified management of containers and VMs.','Go','Virtualization Engine','Advanced',0,'online','manual','93de45c2d07a8d3ebda4273b3cc42fc8d20a6664c5a3cf697d174bfde4ca4589',100.0,1.77903281793529295e+09,1,'2026-06-14T06:06:27Z',NULL,NULL,NULL,'["Virtualization", "VM Orchestration", "Hyperconverged Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:06:27Z", "gh_stars": 6900}'); -INSERT INTO "resources" VALUES('https://github.com/kubevirt/monitoring','github.com/kubevirt/monitoring','','2023',5,'Defines monitoring instrumentation targets for KubeVirt resources. Provides Prometheus alerting rules and Grafana dashboard templates specifically optimized to monitor VM workloads running in Kubernetes.','Go','Repository','Advanced',1,'online','manual','bffae0980193ebc8de2fd4bccd8051905762ea0f96c1d107634f0c3a9739e1ff',100.0,1.77903370696291303e+09,1,'2026-06-10T14:08:51Z',NULL,NULL,NULL,'["Observability & Monitoring", "Kubernetes Deployment", "Virtualization Monitoring"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:08:51Z", "gh_stars": 28}'); -INSERT INTO "resources" VALUES('https://github.com/kudobuilder/kuttl','kudobuilder/kuttl','','2025',2,'The Kubernetes Test Tool (KUTTL) provides a powerful declarative framework for testing operators and controllers using standard YAML. 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Despite clean design, it operates in a crowded niche dominated by Pulumi and cdk8s.','TypeScript','Library','Medium',0,'online','manual','9d731945ce5929b3d8ec046d2be457be9edad6d8f882f37c51c46c53a2f4f8aa',100.0,1.77903369746757388e+09,1,'2025-09-10T12:49:09Z',NULL,NULL,NULL,'["Configuration Management", "SDK", "JS/TS Manifests"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-09-10T12:49:09Z", "gh_stars": 118}'); -INSERT INTO "resources" VALUES('https://github.com/laurent22/joplin','joplin','','2026',5,'A widely adopted open-source note-taking and to-do application. Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.','TypeScript','Repository','Intermediate',0,'online','manual','28a2f3937a6875deca73c3aad9383a41ee42e029a9315f1291546d828cbf2801',100.0,1.77903367539850592e+09,1,'2026-06-14T09:47:40Z',NULL,NULL,NULL,'["Developer Productivity", "Documentation", "Note-Taking"]','["[DE FACTO STANDARD]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:47:40Z", "gh_stars": 55187}'); -INSERT INTO "resources" VALUES('https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','36e4532d1e380690beaa50e63e932568153d42654569dc5fe21322ecd61d354c',100.0,1.77903255242221498e+09,0,'2026-05-17T17:42:32.422215+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/learning-cloud-native-go/myapp','==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -'' myapp== 🌟','','2023',3,'A reference Go application engineered specifically to demonstrate cloud-native design principles, featuring integrated telemetry endpoints, structured JSON logging, health probes (/healthz, /ready), and graceful termination handles. 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It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.','JavaScript','Web Application','Beginner',0,'online','manual','bd2a8407aa1502c0c2e15a9b45c8d81e5dd773ac49aa29440111574d62364d86',100.0,1.7817360470013051e+09,1,'2026-06-18T00:40:47.001305+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/learnk8s/templating-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','780ad11d3fd3d731cede4902c94ac497f902475236f81708ee83ba05c6c85ee3',100.0,1.7790325475358231e+09,1,'2026-05-17T17:42:27.535823+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learnk8s/xlskubectl==','','2023',3,'An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. 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It communicates with local storage nodes to ensure container workloads are scheduled on the exact physical hardware housing their replicated volumes.','Go','Operator','High',0,'online','manual','e56a2be73bd09f662866098b42e91b8280bd0962218a716b1fc5c5a13c1bacdf',100.0,1.77903223671606802e+09,1,'2025-02-12T08:30:36Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Storage Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-12T08:30:36Z", "gh_stars": 401}'); -INSERT INTO "resources" VALUES('https://github.com/ligurio/awesome-software-quality','Awesome Software Quality','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','06b05e48f77288db0caf645400d7f49ec8793b5c8c820fed5021719c6dfba1d1',100.0,1.77903134026203703e+09,0,'2026-05-17T17:22:20.262037+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md", "docs/qa.md"]','[]','{}','{"duplicate_of": "https://github.com/ligurio/sqa-wiki"}'); -INSERT INTO "resources" VALUES('https://github.com/ligurio/sqa-wiki','Awesome Software Quality','','2026',4,'An elite repository tracking software quality assurance wikis, tools, and paradigms. 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Liqo allows pods to be scheduled onto remote virtual-nodes transparently without complex VPN setups, solving dynamic hybrid-cloud expansion needs.','Go','Service','High',1,'online','manual','eff12ef7d56854bfd29ddcb5b62362fc8c9e3cb9f6e87794fd34ecf730608fb2',100.0,1.77902950782981801e+09,1,'2026-06-14T06:47:28Z',NULL,NULL,NULL,'["Infrastructure", "Multi-Cluster Management", "Virtual Peering"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:47:28Z", "gh_stars": 1451}'); -INSERT INTO "resources" VALUES('https://github.com/litmuschaos/litmus','Litmus Chaos is a toolset to do chaos engineering in a kubernetes native way. Litmus provides chaos CRDs for Cloud-Native developers and SREs to inject, orchestrate and monitor chaos to find weaknesses in Kubernetes deployments','','2025',5,'A CNCF-incubating Kubernetes-native chaos orchestrator. 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Assists data engineers in deploying reliable web data ingestion systems, managing distributed crawlers, and bypassing anti-bot measures.','Markdown','Awesome List','Intermediate',0,'online','manual','018df52d845cbe28439ba73fd802c7ad398b8cccdf74dfecc4f01f73d7ccb280',100.0,1.77903330953532099e+09,1,'2026-05-28T08:49:24Z',NULL,NULL,NULL,'["Data Engineering", "Data Curation", "Web Scraping"]','["[ENTERPRISE-STABLE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-28T08:49:24Z", "gh_stars": 7927, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/louislam/uptime-kuma','louislam/uptime-kuma','','2021',5,'A highly popular self-hosted synthetic monitoring tool written in Node.js. It features multi-protocol ping, HTTP/TCP checks, certificate monitoring, integration with multi-channel alert providers, and highly intuitive dashboards, serving as a lightweight alternative to commercial APM and uptime tools.','JavaScript','tool','Basic',0,'online','manual','78a24cacb21d53c188d5a18ea7e98aa1b7767e890023ef21ef8b4a8ffd1c2153',100.0,1.77902962890359902e+09,1,'2026-06-14T00:28:22Z',NULL,NULL,NULL,'["Observability & Monitoring", "Synthetic Monitoring", "Uptime-Kuma"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T00:28:22Z", "gh_stars": 87989}'); -INSERT INTO "resources" VALUES('https://github.com/lsdopen/ahoy','github.com/lsdopen/ahoy','','2022',5,'Ahoy streamlines deployment validation in delivery pipelines by managing Kubernetes manifest configurations. It works as an intermediary script engine to verify configuration structures prior to deployment execution. 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It is highly popular for live interactive workshops, chaos training, and community meetups.','C','Chaos Tool','Intermediate',0,'online','manual','af9a6ab0fbb2bf9f91ff93a65c79bd78ee3bb101608bec7dfa38eca6801603c2',100.0,1.77903219612411308e+09,1,'2026-05-10T15:00:45Z',NULL,NULL,NULL,'["Operations", "Chaos Engineering", "Gamified Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-10T15:00:45Z", "gh_stars": 1108}'); -INSERT INTO "resources" VALUES('https://github.com/luk4z7/go-concurrency-guide','luk4z7/go-concurrency-guide: Go Concurrency Guide 🌟','','N/A',0,'A comprehensive reference repository breaking down Go concurrency primitives like channels, select blocks, and sync packages. 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It dynamically clears completed or broken jobs based on custom-defined TTL guidelines, preventing etcd congestion caused by historical batch resources.','Go','Repository','Intermediate',0,'online','manual','1873e3717284ee21f2c4767fbac33bddb1e092d73f04071e8fb3fa12d93cb921',100.0,1781736026.31922,1,'2026-06-18T00:40:26.319220+02:00',NULL,NULL,NULL,'["Workload Management", "Job Scheduling", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/lukemurraynz/awesome-azure-architecture','github.com/lukemurraynz/awesome-azure-architecture 🌟','','2026',5,'An exhaustive mapping of architectural blueprints, enterprise landing zone templates, and reference designs for Microsoft Azure. Designed to bridge the gap between high-level architectural standards and actual resource configuration templates. Ideal for Principal Architects designing secure, scalable multi-region hybrid-cloud networks.','N/A','Repository','Advanced',0,'online','manual','2608f80cee1d1f12f6950b51542ffa658347054c8a2d9b993ad3aaf246ede191',100.0,1.77902906378917193e+09,1,'2026-05-23T10:37:21Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Architecture"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-23T10:37:21Z", "gh_stars": 1709, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/m9sweeper/m9sweeper','m9sweeper/m9sweeper','','2026',2,'M9sweeper functions as a comprehensive, web-based DevSecOps platform compiling outputs from external tools like Trivy, Kubesec, and kube-bench. It presents security managers with structured dashboards tracking image vulnerabilities, misconfigurations, and active network policy violations. 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By feeding plans to a curated pricing API, Infracost acts as a vital continuous integration step for budget enforcement.','Go','Repository','Intermediate',0,'online','manual','1c7e3e51dfc46bc4b99cb49bfcd37be3f83761a36aff36eeee561215d2962d6f',100.0,1779031423,1,'2026-06-03T14:55:27Z',NULL,NULL,NULL,'["Infrastructure as Code", "FinOps", "Cost Estimation"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T14:55:27Z", "gh_stars": 12365}'); +INSERT INTO "resources" VALUES('https://github.com/infrahouse/infrahouse-toolkit','github.com/infrahouse/infrahouse-toolkit','','2025',5,'The Infrahouse Toolkit provides operational automation helpers specifically engineered to simplify AWS infrastructure deployment pipelines. It streamlines actions such as dynamic DNS configurations, instance lifecycle hooks, and local environment bootstrapping. Useful for platform teams standardizing custom deployment policies.','Python','Repository','Intermediate',0,'online','manual','9c15f86bdb31f9f268ea337677d923e0c0a7f48a31c5985b7f890c79d8eb8147',100.0,1779031575,1,'2026-06-12T02:07:31Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Automation"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md", "index.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T02:07:31Z", "gh_stars": 74}'); +INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-ecs','github.com/infrahouse/terraform-aws-ecs','','2023',0,'A community-focused open-source Terraform module designed for seamless ECS cluster creation. Automates the linkage of EC2 capacity providers, CloudWatch log streams, and custom capacity provider strategy definitions.','HCL','Repository','Intermediate',0,'duplicate','manual','20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488',100.0,1779034015,1,'2026-06-14T03:48:49Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:48:49Z", "gh_stars": 1, "duplicate_of": "https://github.com/infrahouse/terraform-aws-openvpn"}'); +INSERT INTO "resources" VALUES('https://github.com/infrahouse/terraform-aws-openvpn','github.com/infrahouse/terraform-aws-openvpn','','2023',2,'An AWS-specific Terraform module designed to provision a highly available OpenVPN server. Integrates Route53 DNS, Auto Scaling Groups, and AWS systems manager (SSM) configurations out of the box.','HCL','Module','Intermediate',0,'online','manual','1d66d9a63ba22cb3f82bc77c55f8a13fc50d4d3f5eeef87fb248c8f7cd154023',100.0,1779029561,1,'2026-06-10T14:04:59Z',NULL,NULL,NULL,'["Infrastructure as Code", "AWS", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:04:59Z", "gh_stars": 11}'); +INSERT INTO "resources" VALUES('https://github.com/infrahq/infra','==infrahq/infra== 🌟','','2026',3,'Infra was originally designed as a high-density identity access management layer that mapped single-sign-on (SSO) providers directly to Kubernetes RBAC. Live grounding in 2026 confirms that the project was officially archived and ceased active development in early 2024. Teams should treat its architecture as a conceptual reference and seek active alternatives like Teleport or Pinniped.','Go','IAM Platform','Intermediate',0,'online','manual','410931b597d37bc915834cd79f9695bd30a991223bd4fd70145fe1a067f8b859',100.0,1779034139,1,'2026-06-13T10:07:13Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:07:13Z", "gh_stars": 1461}'); +INSERT INTO "resources" VALUES('https://github.com/inguardians/peirates','inguardians/peirates','','2019',5,'Peirates is a dedicated Kubernetes post-exploitation penetration testing tool designed to automate cluster privilege escalation and asset traversal. Once a container boundary is breached, Peirates scans for exposed credentials, ServiceAccounts, and API permissions.','Go','Exploitation Framework','Advanced',0,'online','manual','0d5825f04e02d91244d93abba956de34078d1d81d78c4c514ec04df876d18757',100.0,1779030655,1,'2026-04-16T20:50:44Z',NULL,NULL,NULL,'["Security & Hardening", "Vulnerability Assessment", "Offensive Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-2.0", "gh_pushed": "2026-04-16T20:50:44Z", "gh_stars": 1450}'); +INSERT INTO "resources" VALUES('https://github.com/inkdrop-org/inkdrop-visualizer','github.com/inkdrop-org/inkdrop-visualizer','','2023',2,'Inkdrop Visualizer maps active Terraform states or complex HCL patterns into detailed node-graph visualizations. It generates structured, scalable diagrams designed to support continuous integration systems and design audits. By mapping exact dependency chains, it facilitates code review understanding across collaborative engineering teams.','Go','Visual Tool','Intermediate',0,'online','manual','9d04fa03d658315a02e5c41792844a60d9f1a64640f0d7675a7c97a51f79d2c3',100.0,1779031808,1,'2024-06-03T14:13:46Z',NULL,NULL,NULL,'["Infrastructure as Code", "Visualization", "Topology Mapping"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-06-03T14:13:46Z", "gh_stars": 512}'); +INSERT INTO "resources" VALUES('https://github.com/inputsh/awesome-linux','Awesome Linux','','2023',5,'A premier directory of Linux performance diagnostic utilities, shell configurations, system metrics collectors, and custom distributions. This guide is an invaluable reference for platform engineers optimizing base host OS layers for container node hosts.','Markdown','Awesome List','Advanced',0,'online','manual','7ef646b22b52bdd01dda347947ad97484ad3ee5e8f475c0b9a136dd4d26bf879',100.0,1779031442,1,'2023-02-04T17:02:53Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Linux"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "WTFPL", "gh_pushed": "2023-02-04T17:02:53Z", "gh_stars": 5048, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/inscapist/terraform-k3s-private-cloud','K3s Private Cluster 🌟','','2023',5,'An open-source code repository outlining how to automate secure, private K3s Kubernetes cluster installations using Terraform scripts. Illustrates resource definitions and networking setups for edge deployments.','HCL','Code Blueprint','Advanced',1,'online','manual','1ea33f40f5832c7b2af308928e0964c543a3f2e53e7dba8b4127d86be7d8f806',100.0,1779130494,1,'2022-05-10T08:38:01Z',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Edge Computing"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-05-10T08:38:01Z", "gh_stars": 121}'); +INSERT INTO "resources" VALUES('https://github.com/inspektor-gadget/inspektor-gadget','inspektor-gadget/inspektor-gadget','','2025',4,'An advanced eBPF-based debugging and observability framework for Kubernetes clusters. It instruments system calls, network flows, and filesystem activities directly at the kernel level without injecting sidecars, delivering low-overhead runtime inspection and security auditing.','Go','Tool','Advanced',0,'online','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1779032376,1,'2026-06-12T06:55:57Z',NULL,NULL,NULL,'["Observability", "Debugging", "eBPF"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T06:55:57Z", "gh_stars": 2846}'); +INSERT INTO "resources" VALUES('https://github.com/instrumenta/kubernetes-json-schema','github: Kubernetes JSON Schemas 🌟','','2024',5,'An archive of automatically generated JSON Schemas extracted from official Kubernetes API definitions. Historically key for linting, now superseded by modern integrated IDE validation engines and CRD schemas.','None','Schema Repository','Medium',0,'online','manual','979a5854560b9276685a7e214e3ba8072fcbd9100ef59b00d98329ad13c668ed',100.0,1779033907,1,'2023-07-22T01:56:24Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-07-22T01:56:24Z", "gh_stars": 337, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/instrumenta/kubeval','==instrumenta/kubeval==','','2021',4,'A historic CLI tool used to validate Kubernetes configuration manifests against JSON schemas. Although it is archived and has been largely replaced by Kubeconform, Kubeval remains an important reference point in the evolution of Kubernetes configuration testing.','Go','tool','intermediate',1,'online','manual','9b15bc90352c51a5516d5d0e578b3164e8ec3e1f49cc2f7daa414111bc2656c9',100.0,1779031601,1,'2026-01-29T06:24:31Z',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Validation"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-01-29T06:24:31Z", "gh_stars": 3226, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/instrumenta/policies','github.com/instrumenta/policies: A set of shared policies for use with Conftest'' and other Open Policy Agent tools','','2021',5,'A structured directory of modular policy files for linting infrastructure-as-code deployments (Terraform, Kubernetes YAML, Helm charts). Designed to enforce standards like non-root container runs, memory limit boundaries, and forbidden network ingress setups early in CI/CD cycles.','Rego','Library','Intermediate',0,'online','manual','8da18f0ceeb9bd2409fdeb5ea85df3d2a4d0b85a9588c271707c5eff4e2c2965',100.0,1779030653,1,'2021-01-20T13:43:37Z',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy Library"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2021-01-20T13:43:37Z", "gh_stars": 66}'); +INSERT INTO "resources" VALUES('https://github.com/int128/kubelogin','kubelogin 🌟','','2024',4,'A kubectl plugin for OpenID Connect (OIDC) authentication, enabling integration with external identity providers like Okta, Keycloak, and Google. It runs locally to retrieve token credentials and automatically configures Kubeconfig for secure cluster access. In 2026, it is recognized as the de facto standard CLI tool for OIDC login flows within enterprise environments.','Go','Kubectl Plugin','Medium',0,'online','manual','8919345485cdb0f70c85289e7ad34e22ea32d8cb5a4b9b5dac0465cfd8c5f8fc',100.0,1779034319,1,'2026-06-13T00:42:57Z',NULL,NULL,NULL,'["Security", "Authentication", "OIDC"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T00:42:57Z", "gh_stars": 2292}'); +INSERT INTO "resources" VALUES('https://github.com/iovisor/bpftrace','bpftrace','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7c9e0a0f2e6f8113957d1d157db717e22db217a91e4b0ff70eeb499b70fc88e3',100.0,1779031715,0,'2026-05-17T17:28:35.017501+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/iovisor/kubectl-trace','kubectl-trace','','2026',5,'An administrative kubectl plugin designed to schedule and run bpftrace programs directly on target cluster nodes. It spawns custom, privileged debugging pods to attach eBPF tracing hooks into the host kernel, enabling high-performance diagnostic analysis of system calls and system bottlenecks without modifying application code.','Go','Tool','Advanced',0,'online','manual','1b54b9da81faaf2c99d08e23b955c538efee39c5ffcd84b6cc377bb2eb6ea2b2',100.0,1779029991,1,'2026-04-16T20:47:34Z',NULL,NULL,NULL,'["Observability", "Debugging", "eBPF Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-16T20:47:34Z", "gh_stars": 2177}'); +INSERT INTO "resources" VALUES('https://github.com/irockel/tda',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e8d955ba76f22cc02d1169694148ecf98bef7c0c2070a5b9f28039d5f553451f',100.0,1779029573,0,'2026-05-17T16:52:53.553547+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/isaaguilar/terraform-operator','isaaguilar/terraform-operator: Terraform Operator','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','23a0d98556ee64532044e3060d4a96496677b0af859a763ccd3b489256113508',100.0,1779032552,0,'2026-05-17T17:42:32.536280+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/GalleyBytes/terraform-operator"}'); +INSERT INTO "resources" VALUES('https://github.com/ishantanu/awesome-kubectl-plugins','Awesome Kubectl plugins','','2026',5,'A highly curated repository indexing popular and helpful kubectl plugins. It is categorized by operational tasks (security, monitoring, context switching), allowing platform teams to quickly identify community-vetted tools to speed up cluster troubleshooting and engineering workflows.','Markdown','Curated List','Beginner',0,'online','manual','3c103efb241bf9941e2263f47e005ee581404865a5259424e4aefd29ce1bc720',100.0,1779029838,1,'2025-11-05T14:35:56Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-11-05T14:35:56Z", "gh_stars": 1007, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/istio-ecosystem/admiral','istio-ecosystem/admiral','','2023',5,'An active Istio-ecosystem tool that automates multi-cluster configuration management. Eliminates the need to manually configure ServiceEntries and DNS across clusters, programmatically stitching distinct meshes together for transparent scale.','Go','Repository','High',1,'online','manual','ab01b6e506ace645a75202ccb079cce7e5c21d04bacbf8f27229119c5e6ab7a4',100.0,1779033020,1,'2025-10-15T17:58:17Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Multi-Cluster", "Automation"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-15T17:58:17Z", "gh_stars": 639}'); +INSERT INTO "resources" VALUES('https://github.com/istio/istio','github.com: Istio','','2026',5,'Main repository containing Istio''s unified control plane (Istiod) and orchestration engines. Configures secure high-performance Envoy proxies as sidecars (or in ambient mode) to manage ingress, egress, and mutual TLS.','Go','Repository','Advanced',1,'online','manual','f9a9db53fe9787e2077b909228b9252d5893a66dc3110b102220573bc3a28b07',100.0,1779031560,1,'2026-06-14T02:55:33Z',NULL,NULL,NULL,'["Service Mesh", "Networking", "Traffic Management"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:55:33Z", "gh_stars": 38217}'); +INSERT INTO "resources" VALUES('https://github.com/istio/tools/blob/master/perf/README.md','Istio Performance/Stability Testing','','2023',5,'The official benchmark suite for evaluating Istio control plane and data plane performance. Platform engineers use this suite to run stress tests, measure sidecar latency injection, and detect potential resource leaks in upstream Envoy proxy layers.','Go','Repository','High',1,'online','manual','793dba1c4d5dda996907cabbdb8711c1cabb18c23d0dbb4a69c9a94305ce3c88',100.0,1779033675,1,'2026-06-14T07:07:32Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:07:32Z", "gh_stars": 372}'); +INSERT INTO "resources" VALUES('https://github.com/itaysk/kubectl-neat','kubectl-neat 🌟','','2026',4,'Kubectl-neat is an essential CLI plugin that formats raw, exported Kubernetes YAML files to remove internal cluster noise (such as automatically populated statuses and timestamps), yielding highly readable manifests for GitOps.','Go','CLI Plugin','Simple',0,'online','manual','ce58fb404e6d57766bdc5e2e80af464154f391644252236124cefda51f391608',100.0,1779031592,1,'2025-12-05T02:37:08Z',NULL,NULL,NULL,'["Operations & UX", "Manifest Generation", "Resource Cleaning"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T02:37:08Z", "gh_stars": 2077}'); +INSERT INTO "resources" VALUES('https://github.com/ivx/yet-another-cloudwatch-exporter','YACE - yet another cloudwatch exporter 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8bd7c4325eb756f2f30fed15ebf15cc95ec662be7cbe28a3f8a6d24bdde3ae12',100.0,1779031026,0,'2026-05-17T17:17:06.287493+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/prometheus-community/yet-another-cloudwatch-exporter"}'); +INSERT INTO "resources" VALUES('https://github.com/iximiuz/awesome-container-tinkering','github.com/iximiuz: Awesome Container Tinkering','','2026',2,'A technical reference compilation dedicated to container design internals, tracing host namespaces, Linux cgroups, and direct OCI runtime interaction. Valuable for platform engineers building deep mechanical knowledge under the standard Docker and Kubernetes virtualization abstractions.','Markdown','Educational Repository','Advanced',1,'online','manual','9fac5ac660ac1f809a1fb0f1fe25e80acc76f77a1c95b066bc5aa44cadff13be',100.0,1779034461,1,'2024-10-09T15:29:27Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Containerization", "Container Internals"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-09T15:29:27Z", "gh_stars": 719, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/iximiuz/cdebug','==iximiuz/cdebug==','','2025',3,'A specialized CLI tool for debugging running containers. 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Live Grounding highlights its pedagogical design, illustrating dynamic clients, Typed clients, and standard Controller loops in easy-to-digest formats.','English','Repository','Intermediate',0,'online','manual','f43f9485706e097503038888101cb9aa255e53e58d4af4412471bca034e96e5a',100.0,1779031302,1,'2025-12-12T09:50:55Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-12T09:50:55Z", "gh_stars": 1116}'); +INSERT INTO "resources" VALUES('https://github.com/jace-ys/sentry-operator','Sentry Operator','','2022',1,'An infrastructure automation controller developed to provision, update, and manage Sentry instances, projects, and DSN configuration parameters inside a unified Kubernetes environment.','Go','Repository','Advanced',0,'online','manual','136eb4e7ce9782dda444109620914f2c9c2955c992dd8704318f9ff2fa334844',100.0,1779029575,1,'2021-02-06T09:47:32Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-02-06T09:47:32Z", "gh_stars": 27}'); +INSERT INTO "resources" VALUES('https://github.com/jamesbuckett/ckad-questions','jamesbuckett/ckad-questions','','2022',5,'An intensive, community-driven collection of practice challenges and mock scenarios tailored specifically to match the format of the official CKAD examination. By guiding candidates through mock tasks involving ConfigMaps, ingress controllers, and multi-container pods, it bridges theoretical API knowledge and hands-on terminal execution.','Markdown','Reference','Intermediate',0,'online','manual','63a7003c1638d6ef2ec5b745c489263c0d613947819325d17e9d833a4bde7130',100.0,1779029075,1,'2026-05-15T02:56:50Z',NULL,NULL,NULL,'["Training", "Certification", "Mock Exams"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-15T02:56:50Z", "gh_stars": 209}'); +INSERT INTO "resources" VALUES('https://github.com/jamesw4/confirm-tfvars','github.com/jamesw4/confirm-tfvars','','2021',0,'confirm-tfvars acts as a tactical CLI guardrail that intercepts execution workflows to verify designated variables inside active tfvars files before applying. It serves as an architectural firewall during production execution runs, reducing the risk of human-error configurations causing cascading resource destruction.','Go','CLI Tool','Beginner',0,'online','manual','eb27887db455078b601c1f7db440d88e2aac9173a3412de4fd41727a68aae60a',100.0,1781736235,1,'2026-06-18T00:43:55.148874+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Pre-flight Verification"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jamiehannaford/what-happens-when-k8s','jamiehannaford/what-happens-when-k8s','','2024',0,'An exquisite collaborative initiative mapping the granular execution trace of Kubernetes commands. Deconstructs step-by-step what happens internally when a user executes a CLI command, detailing kubectl client parsing, TLS handshakes, etcd commits, scheduling filters, and container runtime execution.','English','GitHub Repository','Advanced',0,'online','manual','a409042c1d1a63e18b7c78625fa56e80bf4e6bfadfce64c49be497ce3bff9b28',100.0,1781736191,1,'2026-06-18T00:43:11.038128+02:00',NULL,NULL,NULL,'["Architecture", "API Mechanics", "Deep Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/janikvonrotz/awesome-powershell','janikvonrotz/awesome-powershell','','2026',5,'A curated repository detailing modules, cmdlets, and automation patterns using cross-platform PowerShell. Invaluable for platform engineers managing hybrid cloud setups, Windows nodes inside container networks, or Active Directory automation. This serves as a vital tool for enterprise systems integration.','PowerShell','Repository','Intermediate',0,'online','manual','210fb14522a104a60db8c311eec865aa12e9fa288c3740c70303669e0c77086a',100.0,1779030852,1,'2025-04-14T06:25:33Z',NULL,NULL,NULL,'["Developer Tools", "Scripts", "PowerShell"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-04-14T06:25:33Z", "gh_stars": 5396, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/jbossdemocentral/rhpam7-mortgage-demo','github.com/jbossdemocentral: Red Hat Process Automation Manager Mortgage'' Demo','','2020',0,'A complex workflow automation demo featuring Red Hat Process Automation Manager (RHPAM) orchestrating a mortgage application system. Represents a solid blueprint for integrating process engines with cloud-native containers.','Java','Repository','Advanced',1,'online','manual','1c729a6566dbcc12367568887a9c8857497da5d754e1d12d41bc85a6988a5610',100.0,1781735911,1,'2026-06-18T00:38:31.004901+02:00',NULL,NULL,NULL,'["Application Development", "Process Automation", "RHPAM"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jcchavezs/porto','jcchavezs/porto','','N/A',0,'Curator Insight describes Porto as an automated tool that injects vanity import paths into Go packages. Live Grounding shows it acts as a code cleanliness utility for large monorepos with multiple Go sub-modules to maintain clean package reference paths.','English','Repository','Intermediate',0,'online','manual','b772b9cf56da591e001c33761d4acd94b12ae6d2f61be412b06a69ea415d47cf',100.0,1779034031,1,'2024-10-02T18:41:03Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Code Linters"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-02T18:41:03Z", "gh_stars": 43}'); +INSERT INTO "resources" VALUES('https://github.com/jcjorel/ec2-spot-converter','ec2-spot-converter','','2024',5,'ec2-spot-converter is an open-source tool built to programmatically convert existing AWS on-demand EC2 instances to spot instances and vice versa without manual reconstruction. It reduces downtime by preserving root volume data and configuration profiles during transitions. Critical for engineers optimizing test workloads and maximizing cost-savings.','Python','Repository','Intermediate',0,'online','manual','53a9ad00e33bf2d966b9bb79eaad63d34112da9327408fc3a589cd2c08877ab1',100.0,1779032873,1,'2022-07-26T07:54:08Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Cost Optimization"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-07-26T07:54:08Z", "gh_stars": 199}'); +INSERT INTO "resources" VALUES('https://github.com/jdauphant/awesome-ansible','https://github.com/jdauphant/awesome-ansible','','2022',4,'A curated repository listing valuable Ansible tools, libraries, playbooks, roles, and learning materials. Ideal for discovering community extensions, monitoring integrations, and operational best-practices.','Markdown','Resource List','Beginner',0,'online','manual','347779e15038f89b84cc826ac89a10cbe48e01e609ddd1d5e42e541f688a5e7b',100.0,1779031141,1,'2024-04-22T18:01:45Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Curated Lists"]','["[ENTERPRISE-STABLE]"]','["docs/ansible.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "ansible.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2024-04-22T18:01:45Z", "gh_stars": 1004, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/jenkins-usage-stats','==jenkins-infra/jenkins-usage-stats== 🌟','','2018',0,'Official scripts and tools used by the Jenkins Infrastructure team to process, aggregate, and publish anonymous usage statistics from global Jenkins installations. Helps track plugin usage trends and version distributions.','Go','Repository','Advanced',0,'online','manual','49b1afa5a52b2e2fe4e97bf0223c93e613be88c2a06cb6110c13b475ad598ee2',100.0,1781736002,1,'2026-06-18T00:40:02.347320+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Telemetry"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/jenkins-version','jenkins-version','','2024',0,'An infrastructure management micro-library maintaining core platform version maps. Used by operations modules to trace historical releases, coordinate security updates, and validate target software compatibility matrices.','JavaScript','Library','Intermediate',0,'online','manual','377e3973925ac56d732947276a6871ed5167827e9f4c0afba312f584420f8209',100.0,1779032455,1,'2026-06-08T07:19:43Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Core Architecture", "Version Tracking"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T07:19:43Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/jenkins.io/issues','github.com/jenkins-infra/jenkins.io/issues','','2021',4,'The official issue tracker for the Jenkins project documentation and core infrastructure. *Curator Insight*: Issues tracking portal. *Live Grounding*: Vital reference resource for looking up plugin deprecations and configuration workarounds.','English','Repository','Beginner',0,'online','manual','1667cd390c69b3aad7d81b0b863c168a8da7d13f156988de043c03a9197c3f43',100.0,1779030423,1,'2026-06-14T04:32:11Z',NULL,NULL,NULL,'["Community", "Resources", "Infrastructure Issues"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T04:32:11Z", "gh_stars": 427}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-infra/pipeline-library','Pipeline Global Library for ci.jenkins.io','','2021',0,'The real-world production Global Shared Pipeline Library utilized by the official Jenkins infrastructure project (ci.jenkins.io). 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Features advanced post-rendering logic that intercepts raw Helm charts during continuous delivery, querying secure vaults to substitute placeholders with concrete values right before manifest transmission to the Kubernetes API.','Go','Codebase','Advanced',0,'online','manual','9eef805a0b6011dd0fc01b9c248232bc7f0bb174e39adbfea0c8d00770028db4',100.0,1779033263,1,'2021-06-30T11:10:50Z',NULL,NULL,NULL,'["DevOps", "Helm Ecosystem", "Post-Rendering Plugins"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-06-30T11:10:50Z", "gh_stars": 4}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-x/gsm-controller','jenkins-x/gsm-controller','','2021',2,'An automated controller that continuously synchronizes secrets stored inside Google Secret Manager into standard Kubernetes native secret resources. Designed for Jenkins X deployments, it ensures consistent local availability of external cloud-backed credentials.','Go','Tool','Intermediate',1,'online','manual','f450996b394b1824ebd5a86ddc022d654a59fa458b773a9a05d584ed5df08c13',100.0,1779031720,1,'2024-03-12T07:21:50Z',NULL,NULL,NULL,'["Security", "Secrets Management", "GCP Secret Manager"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-03-12T07:21:50Z", "gh_stars": 25}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-x/jenkins-x-openshift-image','https://github.com/jenkins-x/jenkins-x-openshift-image','','2020',3,'A legacy helper repository containing customized Dockerfiles designed to package Jenkins X binaries for OpenShift container platforms. This repository facilitates deployment compliance inside restricted cluster ecosystems.','Dockerfile','Code Repository','Intermediate',1,'online','manual','b53ade3a94e0a41ff3cfe3b9b3769668b7493207ea617d0d80d3e3541974755c',100.0,1779030522,1,'2019-07-30T07:33:36Z',NULL,NULL,NULL,'["Enterprise Platforms", "Red Hat OpenShift", "Container Images"]','["[LEGACY]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2019-07-30T07:33:36Z", "gh_stars": 3}'); +INSERT INTO "resources" VALUES('https://github.com/jenkins-x/updatebot','Jenkins-X UpdateBOT','','2025',3,'A dynamic automation component within the Jenkins-X ecosystem. It monitors downstream project dependencies and automatically creates, updates, and merges pull requests across microservices'' configuration and manifest repositories.','Go','Tool','Advanced',1,'online','manual','735c5b4ad7066175990f354f93e0d8a7543c8119c6af4532d4f0c4cf20d189f9',100.0,1779034580,1,'2021-04-08T11:30:35Z',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-04-08T11:30:35Z", "gh_stars": 40}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci','github.com/jenkinsci 🌟','','2011',0,'The master open-source organization repository on GitHub housing the core Jenkins server source and thousands of community plugins. 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Serves as the primary operational tool used to generate custom, pre-hardened enterprise Jenkins distributions tailored with pre-allocated configurations.','Java','CLI Tool','Advanced',1,'online','manual','45cbd5df62c48a9410880265688c3244d8e30cac40dc7e1750a60bd8a12d06ca',100.0,1779031567,1,'2023-11-20T20:59:47Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Build & Packaging", "Custom Packager"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-20T20:59:47Z", "gh_stars": 87}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/docker/blob/master/install-plugins.sh',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033079,0,'2026-05-17T17:51:19.992177+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/ghprb-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','df4c61323017b7230dca22772662433e2f74e328474a1fe8b53530ef839d489e',100.0,1779033615,0,'2026-05-17T18:00:15.379847+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/git-plugin','git-plugin 🌟','','2026',5,'The core, indispensable integration plugin for Git in Jenkins. 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Highly suitable for teams that rely on InfluxDB for time-series infrastructure monitoring and custom operational dashboards.','Java','Repository','Intermediate',0,'online','manual','8c7ba0b00fa6f02f6516cde2edf21206b9191f250debb97312e291bec61eba59',100.0,1779032100,1,'2025-12-21T19:08:32Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Observability"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-21T19:08:32Z", "gh_stars": 56}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkins-scripts','jenkinsci/jenkins-scripts 🌟','','2016',0,'A curated collection of utility Groovy scripts for managing, troubleshooting, and diagnosing issues within Jenkins master-agent configurations. Indispensable for automation administrators performing bulk operations.','Groovy','Repository','Advanced',0,'online','manual','7c4ad1eb2c91f67613142fbfb763d36ec3d99ba0cdf49805036aee71f46470e5',100.0,1781736002,1,'2026-06-18T00:40:02.261450+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner','Jenkinsfile Runner','','2025',3,'An ephemeral, lightweight execution engine that encapsulates Jenkins pipelines outside a persistent master daemon. This tool runs custom pipelines as short-lived, isolated single-use tasks—ideal for cloud-native serverless orchestrators like Knative or AWS Fargate.','Java','CLI Tool','Advanced',1,'online','manual','133f22d00b70cbc7b1e5cfd7581cf49b23e8ba4ab8a836c871f40e3ae016f6e2',100.0,1779033425,1,'2025-11-17T20:44:05Z',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Serverless Jenkins", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-17T20:44:05Z", "gh_stars": 1203}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner-test-framework','Jenkinsfile Runner Test Framework','','2025',0,'A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.','Java','Framework','Advanced',0,'online','manual','1d412cf176c59a0e26db49060387b88ff40272b9a28471e6eb92e973ee7e1c76',100.0,1781735992,1,'2026-06-18T00:39:52.426853+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e4c9db25d4eee604f4fed105b716c0bb38f1f5e154c6e1b45b2ae0e84c4cc113',100.0,1779034233,0,'2026-05-17T18:10:33.166596+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/job-dsl-plugin','Jenkins Job DSL Plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a481dafad1b7ffec02d3d353b8e88f6a597278af6d70bfa7683d03d65f974100',100.0,1779031401,1,'2026-05-17T17:23:21.866090+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/job-dsl-plugin/wiki','github.com/jenkinsci/job-dsl-plugin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5c6edfb9c6f04db4e67facb29f418ff90a12a3f9e2e4b0ec56c2e862b2c50927',100.0,1779030354,1,'2026-05-17T17:05:54.655753+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/kubernetes-operator','github.com/jenkinsci/kubernetes-operator: 🌟','','2022',5,'The official, production-ready Kubernetes custom controller designed to automate Jenkins lifecycle events inside Kubernetes. This system implements automated provisioning, backup restoration, plugin management, and dynamic execution architecture as first-class Custom Resource Definitions (CRDs).','Go','repository','Advanced',1,'online','manual','0e80ab5bc52150f8b2a7595bb6285d78841e7cb610ff408f7b77458b8b939194',100.0,1779033020,1,'2026-06-14T08:28:27Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "Cloud Native Jenkins", "Kubernetes Operators"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T08:28:27Z", "gh_stars": 643}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/kubernetes-plugin','kubernetes-plugin: Kubernetes plugin for Jenkins 🌟','','2026',5,'Dynamically coordinates Jenkins execution environments by auto-provisioning isolated worker pods on-demand inside target Kubernetes clusters. It automatically scales runner capacities and terminates inactive pods to achieve optimal hyper-density cost control.','Java','Jenkins Plugin','Advanced',0,'online','manual','57202401d697c0131377b972aab9d95b3d55dc60d9299c98c5cee40647993509',100.0,1779029514,1,'2026-06-08T23:37:34Z',NULL,NULL,NULL,'["Hybrid Infrastructure", "Orchestration", "Kubernetes Provisioning"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T23:37:34Z", "gh_stars": 2305}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/opentelemetry-plugin','Jenkins opentelemetry-plugin 🌟','','2026',2,'Integrates Jenkins with OpenTelemetry to export performance metrics, agent health, and pipeline run traces directly to modern APM backends. Provides native visibility into build duration bottlenecks and system resource consumption across distributed build architectures.','Java','Repository','Advanced',0,'online','manual','be123d3750c03bafa0b7b8c25489fd2b6830c01cede9350f4ddd641814b376f4',100.0,1779031231,1,'2026-05-19T04:05:25Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Observability"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T04:05:25Z", "gh_stars": 124}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/performance-plugin','performance-plugin','','2024',3,'This Jenkins CI plugin compiles, parses, and visualizes execution metrics from load testing utilities like JMeter, Taurus, and JUnit directly within build workflows. Architecturally, it helps teams enforce automated quality gates by failing pipelines based on strict metric thresholds (e.g., error percentages or response time limits).','Java','Plugin','Intermediate',0,'online','manual','22d6d28cff666db44b4d632e2e42d1b7fb4666af08312a1219a4608a52a40ce2',100.0,1779034502,1,'2026-06-03T07:06:16Z',NULL,NULL,NULL,'["CI/CD", "Jenkins", "Reporting Plugins"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md", "jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-03T07:06:16Z", "gh_stars": 194}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-graph-view-plugin','pipeline-graph-view-plugin 🌟','','2025',5,'The underlying backend and visualization architecture for the Pipeline Graph View. Utilizing React components, it interfaces with Jenkins Core APIs to supply real-time execution graphs and state reporting without degrading the performance of the controller.','Java','Jenkins Plugin','Intermediate',0,'online','manual','ba00d1064e40668a6081b52c4c8ed27914b88071267d1e40b6b86bd98ccaeae1',100.0,1779033806,1,'2026-06-14T00:52:59Z',NULL,NULL,NULL,'["Continuous Integration", "User Experience", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T00:52:59Z", "gh_stars": 154}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pipeline-utility-steps-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','48e9e1e257d81d49efe44b16e1e997f18b8b716ddd5516af8425f4f806e124d4',100.0,1779030012,0,'2026-05-17T17:00:12.108608+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool','Plugin Installation Manager Tool','','2025',2,'A vital dependency management utility designed to download and package plugin bundles offline before launching controllers. Eradicates run-time dependency resolution issues inside restricted, isolated air-gapped container networks.','Java','CLI Tool','Intermediate',0,'online','manual','d8ec528d2f3c53c7df4a14cd3ebc9d75075feff1f88577db0ad0f7f7a352f6df',100.0,1779031340,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugin-management-parent-pom-1.1.0','Jenkins Plugin Manager CLI v1.1.0','','2021',2,'Stable tag release implementation of the command-line plugin installer. Integrates secure checksum validations, custom download mirrors, and optimized multi-threaded dependency sorting hierarchies.','Java','Release','Intermediate',0,'online','manual','c603d0ce63b1778b203690fef7cfbf3977cdb7abece5b55ad83b9cbf8aeaf26c',100.0,1779031216,1,'2026-06-01T03:55:38Z',NULL,NULL,NULL,'["CI/CD Infrastructure", "Plugin Management", "CLI Tooling"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T03:55:38Z", "gh_stars": 460}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom','Parent POM for Jenkins Plugins. Plugin POM 4.0','','2026',5,'The standardized parent Maven POM definition used by Jenkins plugins to enforce code quality, manage shared build dependencies, and utilize updated Jenkins core capabilities.','XML','Maven POM','Intermediate',0,'online','manual','773e935ca21ab90c922018742b2d031ed01432ebbdf5b7552aa2ec046b537cd2',100.0,1779029142,1,'2026-06-13T00:57:58Z',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Build Automation"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:58Z", "gh_stars": 75}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0','4.0 changelog','','2020',5,'Detailed release changelog outlining architectural changes, library upgrades, and toolchain standardizations introduced in the 4.0 lifecycle of the Plugin Parent POM.','Markdown','Release Notes','Intermediate',0,'online','manual','69cf1ebae93b526fa15ced159f2f29e65183746595d16b6bdf0b1a50df847f5c',100.0,1779033101,1,'2026-06-13T00:57:58Z',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Release Notes"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T00:57:58Z", "gh_stars": 75}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/prometheus-plugin','Jenkins Prometheus Metrics Plugin 🌟','','2026',5,'Exposes an endpoint directly scrapable by Prometheus server, outputting standardized Grafana-compatible metrics on JVM state, build durations, queue bottlenecks, and agent counts. Paramount for modern cloud-native Jenkins operations.','Java','Plugin','Medium',0,'online','manual','2cf76767144d78ee4c62433a58ae6052a1b901e39aa4b05b36f9668e9fa6f055',100.0,1779032243,1,'2026-06-08T01:32:43Z',NULL,NULL,NULL,'["Infrastructure", "Observability", "Performance"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T01:32:43Z", "gh_stars": 193}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/pull-request-monitoring-plugin','Pull Request Monitoring 🌟','','2021',5,'Monitors open pull requests, pulling performance metrics and status metadata directly into the Jenkins user interface. It acts as a lightweight telemetry bridge for engineering teams focused on optimizing cycle times and PR evaluation pipelines.','Java','Jenkins Plugin','Intermediate',0,'online','manual','489ae91221a14bd7cdd4456faf5184688c49e272563d553ed46348c6681518ac',100.0,1779030598,1,'2025-06-26T13:41:45Z',NULL,NULL,NULL,'["Continuous Integration", "Pull Request Lifecycle", "Monitoring"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-26T13:41:45Z", "gh_stars": 10}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/redis-fingerprint-storage-plugin','Redis Fingerprint Storage Plugin','','2020',0,'Practical implementation of Jenkins'' external fingerprint storage framework utilizing Redis. Solves local disk IO bottlenecks by shifting artifact tracking records to an in-memory Redis cluster, enhancing controller scalability.','Java','Repository','Advanced',0,'online','manual','57dd7330ac1a7413119727e01ba8a74fbf77e18d53bf3d6a9ad73619b1560890',100.0,1779030865,1,'2025-12-23T15:44:01Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Data Persistence"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-23T15:44:01Z", "gh_stars": 5}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/remoting-opentelemetry-plugin','Jenkins Remoting monitoring with OpenTelemetry Plugin 🌟','','2021',1,'This repository implements agent trace propagation by reporting telemetry data of Jenkins Remoting protocols. By wrapping the remoting layer, it helps isolate latency issues and keep-alive failures between controllers and remote agents.','Java','Repository','Advanced',0,'online','manual','147297dc6f58eae56e949b970cdbe3b8130fe88a2b44563360a948c818a14549',100.0,1779030855,1,'2024-08-09T09:16:22Z',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Agent Management"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-09T09:16:22Z", "gh_stars": 15}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/remoting-opentelemetry-plugin/pull/40','github PR: Enable to provide telemetry data to OpenTelemetry Collector','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb7e724b44ba704464d77d6afbc21486b54caba2463aad97ceea87f760cbee35',100.0,1779033075,1,'2026-05-17T17:51:15.446872+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"gh_license": "MIT"}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/robot-plugin','robot-plugin: Robot Framework Plugin','','2024',5,'Integrates Robot Framework test suites with Jenkins, providing automated analysis and visualization of test execution trends. It parses Robot XML outputs, generates structured HTML reports, and tracks historic regressions across successive build iterations to ensure stability.','Java','Jenkins Plugin','Intermediate',0,'online','manual','f8fbf5dcf006c51f1a7e4ffa5e9eb324d2346cf8bc65b9553f8ef67bdbb6429c',100.0,1779031426,1,'2026-05-27T05:26:35Z',NULL,NULL,NULL,'["Continuous Integration", "Testing & Verification", "Robot Framework Integration"]','["[DE FACTO STANDARD]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-27T05:26:35Z", "gh_stars": 65}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/tekton-client-plugin',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9e648667423e3b975d97b0fc616bfe80f5884d78ecc05e5e6d58a9a70d81a898',100.0,1779033072,0,'2026-05-17T17:51:12.316253+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jenkinsci/url-filter-plugin','URL Filter Plugin','','2018',4,'Regulates outbound HTTP requests generated by build scripts or configurations against predefined wildcard filters. Its primary intent is to secure Jenkins controllers against Server-Side Request Forgery (SSRF) and restrict access to internal microservices.','Java','Jenkins Plugin','Intermediate',0,'online','manual','8bfe858512ea248978a907d024e48a79cda09f51333969b91a115da5f200d245',100.0,1779033045,1,'2024-08-09T10:54:49Z',NULL,NULL,NULL,'["Continuous Integration", "Security", "Network Restrictions"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-09T10:54:49Z", "gh_stars": 4}'); +INSERT INTO "resources" VALUES('https://github.com/jertel/elastalert2','jertel/elastalert2','','2026',4,'An active, community-maintained fork of ElastAlert designed to query Elasticsearch and trigger real-time alerts based on specific log patterns, spike anomalies, or flatlines. Integrates directly with Slack, Email, PagerDuty, and custom webhooks.','Python','Tool','Intermediate',0,'online','manual','0cf00148059d554ab4264ef75ed30d0cf625557f9d76c733b8357c4bd857e154',100.0,1779032556,1,'2026-05-27T22:13:17Z',NULL,NULL,NULL,'["Observability", "Log Management", "Alerting"]','["[ENTERPRISE-STABLE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-27T22:13:17Z", "gh_stars": 1121}'); +INSERT INTO "resources" VALUES('https://github.com/jesseduffield/lazydocker','==jesseduffield/lazydocker==','','2026',5,'Lazydocker is an immersive, keyboard-driven terminal user interface (TUI) for managing Docker and Docker Compose setups. It aggregates container statuses, logs, CPU/Memory resource graphs, filesystem changes, and network mappings into a single cohesive terminal window. By offering quick shortcuts for container operations (restart, prune, executive shells), it drastically enhances developer productivity and local environment troubleshooting.','Go','Tool','Medium',0,'online','manual','d2e62921893bc218f51edac17f9f93c83f606e44a7cfb394ef48b0030300d52a',100.0,1779034131,1,'2026-04-19T02:51:06Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-19T02:51:06Z", "gh_stars": 51350}'); +INSERT INTO "resources" VALUES('https://github.com/jessfraz/branch-cleanup-action','github.com: Branch Cleanup Action 🌟','','2018',2,'An automated GitHub Action designed to delete merged branches. Classified as legacy under MVQ protocols due to years of inactivity, since native GitHub repositories now support automatic head branch deletion.','Go','Repository','Beginner',0,'online','manual','7177819e51c4dac000181ca90de69429fdcd52d3b89b18b40fe01d7a240134c4',100.0,1779032297,1,'2022-03-02T13:52:50Z',NULL,NULL,NULL,'["Developer Platform", "Automation", "Stale Data Cleanup"]','["[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-03-02T13:52:50Z", "gh_stars": 422}'); +INSERT INTO "resources" VALUES('https://github.com/jetify-com/launchpad','github.com/jetpack-io/launchpad ⭐','','2022',3,'Launchpad is a CLI tool developed by Jetpack (now Jetify) that allows developers to run their code in Kubernetes with zero initial configuration. It builds, publishes, and deploys applications directly into target namespaces seamlessly.','Go','CLI Tool','Medium',1,'online','manual','5339aade1067a111b2fab48670e23c8d3c8278f905df0849b402b87133cd00bf',100.0,1779130495,1,'2025-06-12T18:38:42Z',NULL,NULL,NULL,'["Developer Experience", "Local Development", "Application Deployment"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-12T18:38:42Z", "gh_stars": 417}'); +INSERT INTO "resources" VALUES('https://github.com/jetpack-io/launchpad','==github.com/jetpack-io/launchpad== ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fb544dafd013392994d721cbd842e0e04d97d876292c2b1a3cd63cbc76dcb44f',100.0,1779032833,0,'2026-05-17T17:47:13.611102+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/jetify-com/launchpad"}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/cert-manager','https://github.com/jetstack/cert-manager/','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f',100.0,1779032525,0,'2026-05-17T17:42:05.097070+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md", "docs/registries.md"]','[]','{}','{"duplicate_of": "https://github.com/cert-manager/cert-manager"}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/jetstack-secure','Jetstack Secure Agent 🌟🌟','','2021',3,'A component of the Jetstack Secure platform that integrates with cert-manager. It aggregates TLS/SSL certificate telemetry and configuration states from clusters, allowing centralized enterprise monitoring of certificate lifetimes and trust domains.','Go','Security Agent','Medium',1,'online','manual','224b191f0512769b4fa70afeb7491e9fe1ea31f9223e48acd33d2faa294b4bd4',100.0,1779130494,1,'2026-06-04T12:45:21Z',NULL,NULL,NULL,'["Security", "Certificate Management", "Trust & Identity"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-04T12:45:21Z", "gh_stars": 262}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/kube-oidc-proxy','==kube-oidc-proxy==','','2023',2,'A reverse proxy that adds OIDC authentication to managed Kubernetes clusters (e.g., EKS, GKE, AKS) where modifying API server flags directly is restricted. It intercepts incoming API server requests, validates the OIDC token, and impersonates the user utilizing Kubernetes user impersonation headers. Active through 2026, it serves as a critical bridge for enterprise security compliance on managed platforms.','Go','Reverse Proxy','High',1,'online','manual','9d0e057ff29b11783d14b50b4daf19a8d120b7d338dca7f245dbdaf4ec01a81d',100.0,1779034580,1,'2024-08-10T02:04:32Z',NULL,NULL,NULL,'["Security", "Authentication", "Proxy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-10T02:04:32Z", "gh_stars": 476}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/preflight','Jetstack Secure Agent 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','585b79d16de68d144caafd446fe05aaf3dc652819129f7f06741494c70df6257',100.0,1779030052,0,'2026-05-17T17:00:52.482332+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/jetstack/jetstack-secure"}'); +INSERT INTO "resources" VALUES('https://github.com/jetstack/version-checker','vesion-checker','','2025',3,'A utility developed by Jetstack that checks running cluster image versions against public container registries to report outdated dependencies, exposing compatibility statuses as Prometheus metrics for proactive patching.','Go','Controller / Prometheus Exporter','Intermediate',1,'online','manual','39e6b5baea339da5732067c1fce5e0c9c406aa0c0da4b0687196803a7a1ee933',100.0,1779031618,1,'2026-06-08T11:09:15Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Dependency Tracking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T11:09:15Z", "gh_stars": 773}'); +INSERT INTO "resources" VALUES('https://github.com/jglick/jk--',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c7160ad04869ae1374ec7283be669a69f496abebfb773a0577aac0e737876e5b',100.0,1779032556,1,'2026-05-17T17:42:36.755653+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jimmyraywv/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','2026',0,'A highly focused directory of networking drivers, controller scripts, and utilities optimized for AWS Elastic Kubernetes Service (EKS). 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Live Grounding highlights its standard integration into QA pipelines, where generating randomized, structured database schemas is crucial to test application resilience safely under privacy rules.','Python','Library','Intermediate',1,'online','manual','0ffa717f79e7b343e9512786e11d799e499dcc54c46dc937e86c8f4a49f310fb',100.0,1779031455,1,'2026-06-10T20:53:39Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Test Data Generation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-10T20:53:39Z", "gh_stars": 19273}'); +INSERT INTO "resources" VALUES('https://github.com/jonleibowitz/awesome-digitalocean','github.com/jonleibowitz/awesome-digitalocean: Awesome Digital Ocean','','2026',5,'A dedicated index of API clients, management tools, and deployment guides optimized for the DigitalOcean developer ecosystem. It focuses on simplifying VM provisionings, Droplet configurations, and managed Kubernetes setups (DOKS). 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This enables custom controller authors or simulator developers to run local evaluations on raw telemetry data to validate scaling algorithms.','Go','Library','Advanced',0,'online','manual','d4d5389ba2be0f5df0557918dc193efcf7e975eec25b4ca3b74ef36ccfa4ad9b',100.0,1779029124,1,'2024-04-21T13:31:40Z',NULL,NULL,NULL,'["Autoscaling", "Custom Metrics", "Development Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-21T13:31:40Z", "gh_stars": 41}'); +INSERT INTO "resources" VALUES('https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler','github.com/jthomperoo: Predictive Horizontal Pod Autoscaler','','2024',3,'An advanced horizontal pod autoscaling extension utilizing forecasting models (such as Holt-Winters and LSTM). Anticipates traffic peaks by analyzing historical system metrics, pre-allocating server compute before traffic reaches the platform.','Go','Repository','Advanced',0,'online','manual','cd56db88db4edc2ba63d9f62e028fb21194a439036492a7df99d062f011180bc',100.0,1779031602,1,'2023-10-11T23:24:48Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Advanced Scaling", "Predictive Scaling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-11T23:24:48Z", "gh_stars": 383}'); +INSERT INTO "resources" VALUES('https://github.com/junegunn/fzf',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a41ea0b2976348002cb35649217393601369c8271ea567d0c65f02530a89b494',100.0,1779030564,0,'2026-05-17T17:09:24.129796+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/jupyterlab/jupyter-ai','github.com/jupyterlab/jupyter-ai','','2023',5,'An official JupyterLab extension that brings generative AI capabilities to interactive notebooks. It supports inline code synthesis, explanation, and error correction across multiple model APIs.','English','Repository','Intermediate',0,'online','manual','5a25471c438bb024099f3fba69861aa6386d44281751874ac3e7adeb1d000330',100.0,1779032388,1,'2026-06-03T02:18:58Z',NULL,NULL,NULL,'["Computer Vision", "Deep Learning Research", "ML Notebooks"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-03T02:18:58Z", "gh_stars": 4272}'); +INSERT INTO "resources" VALUES('https://github.com/jwcesign/kubespider','github.com/jwcesign/kubespider','','2025',0,'Kubespider is an orchestration system designed to automate home lab media processing and down-load pipelines inside Kubernetes. It structures triggers and hooks that link download managers, indexes, and media players together in a unified cluster infrastructure.','Go','Orchestration Daemon','Intermediate',1,'online','manual','c01bd5f292cf9c606802836fafef759dcc7826bb431e0c5bc3122a4959de81dd',100.0,1781736046,1,'2026-06-18T00:40:46.892255+02:00',NULL,NULL,NULL,'["Operations", "Automation", "Media & Downloaders"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/jyguyomarch/awesome-productivity','Awesome Productivity','','2023',5,'A curated directory showcasing productivity systems, workspace organizers, automated scripting kits, and distraction-blocking helpers. Designed to aid engineers in maximizing throughput and focusing effort during large-scale development sprints.','Markdown','Awesome List','Beginner',0,'online','manual','9238763183600583444bc0f192be795dd46f7dafca3fddd1549c2ab4be2751ba',100.0,1779032780,1,'2024-08-14T18:07:32Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Productivity"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2024-08-14T18:07:32Z", "gh_stars": 3258, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/k0sproject/k0s','K0s - Zero Friction Kubernetes','','2026',5,'The official open-source repository for the k0s Kubernetes distribution. Features active enterprise-grade developer tracks, offering built-in advanced networking plugins (Calico CNI, Kube-router), support for virtualized control planes, and automated bootstrapping tools without external dependencies.','Go','Software','Intermediate',1,'online','manual','f37622dd0c4b1af56b99fcafaed6d28bb205b45ddf8163c2b7f2ff94703519de',100.0,1779029367,1,'2026-06-13T20:52:30Z',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T20:52:30Z", "gh_stars": 6239}'); +INSERT INTO "resources" VALUES('https://github.com/k3d-io/k3d','**k3d**','','2025',5,'Curator Insight features k3d as an indispensable utility for launching multi-node K3s clusters inside Docker containers. Live grounding in 2026 affirms k3d remains the leading choice for local multi-node Kubernetes orchestration, integration testing, and local CI/CD pipelines due to its rapid spin-up speeds and minimal resource footprint.','Go','Code Repository','Medium',0,'online','manual','1e0f444aea26eb430e2d4b07f4c8698449281ee28c0762368b55d0e00ed6f8fb',100.0,1779130494,1,'2026-06-12T09:56:54Z',NULL,NULL,NULL,'["Local Development", "Kubernetes Environments", "k3d"]','["[DE FACTO STANDARD]"]','["docs/matrix-table.md", "docs/rancher.md"]','["rancher.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T09:56:54Z", "gh_stars": 6458}'); +INSERT INTO "resources" VALUES('https://github.com/k3s-io/k3s-ansible','github.com/k3s-io/k3s-ansible 🌟','','2024',4,'The production-standard repository for automating K3s lightweight Kubernetes cluster deployments using Ansible. Fully covers control plane initialization, high availability setups, and agent cluster joins.','YAML','github_repo','Advanced',0,'online','manual','bc9baa2b6f31866a899f49c3819a111990dcd28bc892b6fe3464f4d752901bc8',100.0,1779030932,1,'2026-06-08T17:08:45Z',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Bootstrap & Cluster Ops"]','["[ENTERPRISE-STABLE]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:08:45Z", "gh_stars": 2804}'); +INSERT INTO "resources" VALUES('https://github.com/k8gb-io/k8gb','k8gb 🌟','','2025',5,'A CNCF sandbox Global Server Load Balancing (GSLB) operator designed to deliver geo-redundancy and high availability across physical datacenters and regions. k8gb utilizes local CoreDNS engines to provide intelligent, active-passive, and geo-routed client traffic redirection without vendor lock-in.','Go','Operator','High',1,'online','manual','f00c6a779ebaa2c156c2e822c1c809b3d28e45b8ddedd7f505dc7fc42ec425d9',100.0,1779031164,1,'2026-06-13T05:33:49Z',NULL,NULL,NULL,'["Networking & Security", "Global Load Balancing", "GSLB Operator"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T05:33:49Z", "gh_stars": 1177}'); +INSERT INTO "resources" VALUES('https://github.com/k8s-ruby/k8s-ruby','k8s-ruby: Kubernetes Ruby Client','','2025',5,'An alternative Ruby client library for native Kubernetes API execution. Integrates intuitive REST interfaces and dynamic resource creation patterns for developers running Ruby-based clusters.','Ruby','Library','Intermediate',0,'online','manual','97fb9ab542f1c54b1309f699e6433993f6bf2504fddd9401d4bfce9be93854c0',100.0,1779031810,1,'2025-04-10T09:35:00Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Ruby Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-10T09:35:00Z", "gh_stars": 75}'); +INSERT INTO "resources" VALUES('https://github.com/k8snetworkplumbingwg/multus-cni','multus-cni 🌟','','2025',4,'A Container Network Interface (CNI) plugin that enables attaching multiple network interfaces to a single Kubernetes pod, delegating individual networks to auxiliary CNIs (such as Calico, Flannel, or SR-IOV). It remains the absolute standard in 2026 for high-performance networks, telecom applications, and dual-homed containers.','Go','CNI Plugin','High',0,'online','manual','d92f8ee99e39644a7d84ec9acbe3fdd53f0406aefc9e71b50cf1beb8c1f27297',100.0,1779032966,1,'2026-06-11T13:59:02Z',NULL,NULL,NULL,'["Networking", "CNI", "Multi-Network"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T13:59:02Z", "gh_stars": 2882}'); +INSERT INTO "resources" VALUES('https://github.com/k8spacket/k8spacket','github.com/k8spacket/k8spacket','','2026',3,'K8spacket is an eBPF-based network analyzer designed to visualize network packet flows, latencies, and TCP connection anomalies across active namespaces. By using eBPF, it captures network performance data with negligible resource overhead compared to standard sidecar proxies. The project is popular for troubleshooting application latency issues and tracing microservice request dependencies.','Go','Monitoring Tool','Advanced',0,'online','manual','003de0d61b362f760e7006be4c38f3b2ed7b99b4349977e09fd071c7140ee6ff',100.0,1779032800,1,'2026-05-12T11:01:07Z',NULL,NULL,NULL,'["Networking", "eBPF Diagnostics", "Traffic Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-12T11:01:07Z", "gh_stars": 1097}'); +INSERT INTO "resources" VALUES('https://github.com/k8spatterns/examples','github.com/k8spatterns/examples','','2026',5,'A repository of YAML examples and pattern templates implementing cloud-native architecture paradigms. Features concrete structures for sidecars, singletons, initialization processes, and stateful controller patterns that are highly useful as blueprints for designing robust cloud services.','YAML','Code Examples','Intermediate',0,'online','manual','f87e3ea5190419cd586e80ac9c52fb077c096de91a8bc0e379d90136f7750057',100.0,1779032406,1,'2026-03-29T04:12:06Z',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Standard Practice"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-29T04:12:06Z", "gh_stars": 1073}'); +INSERT INTO "resources" VALUES('https://github.com/k8spin/k8spin-operator','K8Spin Operator 🌟','','2024',5,'An early multi-tenant operator created to carve out isolated tenant partitions quickly. While development has slowed in favor of modern virtual-cluster controllers, its early designs show useful approaches for tenant namespace boundaries.','Go','Repository','Intermediate',0,'online','manual','f4b1ddc6ea7a2d8eabc6c739bf2d12fcd192196a500e4e61e0b7d932e01854f0',100.0,1779033092,1,'2026-04-16T19:01:23Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Resource Isolation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-16T19:01:23Z", "gh_stars": 217}'); +INSERT INTO "resources" VALUES('https://github.com/k8spin/k8spin-operator/projects/1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031497,0,'2026-05-17T17:24:57.962672+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/k8tz/k8tz','k8tz/k8tz: Kubernetes Timezone Controller','','2021',3,'An admission controller that automates timezone configuration inside Kubernetes container workloads. It mounts host tzdata directories and sets dynamic environment options without manual pod manifest updates.','Go','Admission Webhook','Intermediate',0,'online','manual','a64f987f4dedbaa17530da19806794fc566d687ca0e528505685cdb59500e3e6',100.0,1779032248,1,'2026-03-07T16:40:30Z',NULL,NULL,NULL,'["Cluster Management", "Localization", "Timezone Controller"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-07T16:40:30Z", "gh_stars": 524}'); +INSERT INTO "resources" VALUES('https://github.com/k8zdev/k8z',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','06d16609a3b8391678fc8b1ca65ba2ed7836c15c8a05d08229383793abe67ea1',100.0,1779032157,0,'2026-05-17T17:35:57.690827+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kabisa/k8s-workshop-in-a-box','GitHub: K8s workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6dda7bfd518f753f1d5e4f2ccf57f4a1d3b30b35e0432095136a5106df283f28',100.0,1779030430,1,'2026-05-17T17:07:10.714710+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kadalu/kadalu','Kadalu','','2026',5,'Kadalu is a lightweight, container-native storage solution that utilizes GlusterFS to orchestrate persistent volumes inside Kubernetes. It runs storage services inside application pods as microservices, offering a lightweight alternative to external GlusterFS cluster configurations.','Python','Orchestrator','Medium',1,'online','manual','969e8e892e60028fbae8a8a8fa5682d0a7f4a47e4acef21ac9a6aa354f8e0ef9',100.0,1779031087,1,'2026-02-10T23:35:35Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "GlusterFS Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-02-10T23:35:35Z", "gh_stars": 748}'); +INSERT INTO "resources" VALUES('https://github.com/kahun/awesome-sysadmin','Awesome SysAdmin','','2026',4,'The premier community-led index indexing system administration tools and software solutions. Essential for discovering stable, self-hosted services for network mapping, backups, monitoring, and automated system setups.','Markdown','Awesome List','Intermediate',0,'online','manual','594c9d69863a2c5a63ba36f38119ddae68a8631f14f063c1d682ac6c69caccef',100.0,1779033218,1,'2024-03-26T23:45:17Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Systems Administration", "Tools and Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-03-26T23:45:17Z", "gh_stars": 24308, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kairos-io/kairos','github.com/kairos-io/kairos: Kairos - Kubernetes-focused, Cloud Native Linux'' meta-distribution','','2023',5,'Kairos is an open-source, immutable Linux meta-distribution optimized specifically for edge and cloud-native Kubernetes deployments. It treats the base operating system as an appliance, allowing declarative, zero-touch provisioning and atomic node upgrades.','Go','Open Source Tool','Advanced',0,'online','manual','83500ef3c1bda65b42ac3667f5f5d971e25176644287ca7fb7708c423a3f1aa7',100.0,1779032213,1,'2026-06-12T06:00:33Z',NULL,NULL,NULL,'["Infrastructure", "OS", "Immutable Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T06:00:33Z", "gh_stars": 1739}'); +INSERT INTO "resources" VALUES('https://github.com/kakao/ipvs-node-controller','ipvs-node-controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1779032902,0,'2026-05-17T17:48:22.841239+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kakao/network-node-manager"}'); +INSERT INTO "resources" VALUES('https://github.com/kakao/network-node-manager','Network Node Manager','','2024',3,'A specialized network daemon developed by Kakao for optimizing node-level routing rules and handling network interfaces inside Kubernetes. Live Grounding shows that this utility targets bare-metal clusters, streamlining system-level network management while improving connectivity troubleshooting in on-premise cloud infrastructure.','Go','Tool','Advanced',0,'online','manual','82eada97cb961d58c9ae7567e680a807a48c3f9d238d8cf66f7d4d45588549bb',100.0,1779030462,1,'2023-06-27T08:35:15Z',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Deep Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-27T08:35:15Z", "gh_stars": 109}'); +INSERT INTO "resources" VALUES('https://github.com/kapicorp/tesoro','Tesoro','','2023',5,'An admission controller webhook designed to streamline secrets synchronizations and handle decoding actions securely. Ensures raw secret assets are safely verified before injecting configuration data into target runtimes.','Go','Webhook','Advanced',1,'online','manual','3e89efe9ad2dd94d5dc8e64eae88eaecf8ad64c88129fd5f828fbb42bc98f197',100.0,1779034462,1,'2024-12-23T09:15:23Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-23T09:15:23Z", "gh_stars": 37}'); +INSERT INTO "resources" VALUES('https://github.com/karampok/dnsconfig-injector','github.com: dnsconfig-injector - Mutating Admission Webhook for dnsconfig'' pod injection','','2021',5,'A specialized Mutating Admission Webhook that injects customized `dnsConfig` schemas into target pods at runtime. This alleviates the need for manual configuration of resolving hosts inside microservices manifests. Live usage points to a stable but legacy posture, as native Kubernetes DNS config inheritance has matured.','Go','Webhook','Medium',0,'online','manual','bcba8d6046cf71c04000925bf020129c5a34957900e326a462ef30def87fcf6f',100.0,1779029689,1,'2023-01-19T14:35:31Z',NULL,NULL,NULL,'["Networking & Security", "Admission Control", "DNS Configuration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-01-19T14:35:31Z", "gh_stars": 30}'); +INSERT INTO "resources" VALUES('https://github.com/kareem-elsayed/k8s-alerts','k8s-alert','','2021',5,'A lightweight alerting manager focusing on pod anomalies and failures. It continuously monitors target namespaces and fires instant notification signals when operational errors occur.','Go','Controller','Intermediate',1,'online','manual','60cdc212f50e6ff4577ece9577830f5dbba57852efcb788c9efe0c27e1232d4c',100.0,1779032224,1,'2020-06-07T11:13:50Z',NULL,NULL,NULL,'["Observability", "Alerting & Notifications", "Crash Tracking"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-06-07T11:13:50Z", "gh_stars": 21}'); +INSERT INTO "resources" VALUES('https://github.com/karmab/autolabeller','karmab/autolabeller','','2021',0,'An automation tool designed to automatically apply labels to Kubernetes resources, nodes, or namespaces based on defined criteria or attributes. It reduces the manual configuration overhead required for policy bindings and scheduling selectors. In 2026, it represents a niche community utility for large cluster metadata automation.','Go','Kubernetes Controller','Low',0,'online','manual','020ff7c3888461a640efd5f8af6428187dc97a5fda243493126b987c75bfb148',100.0,1781736046,1,'2026-06-18T00:40:46.880410+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/karmada-io/karmada','Karmada','','2025',5,'An advanced Kubernetes-native multi-cluster management federation engine. Karmada enables seamless scheduling of workloads across diverse clouds and regions, featuring intelligent resource distribution, policy-driven failovers, and unified control planes.','Go','Service','High',1,'online','manual','3aef34b0fb72477fa0d3b6d2ab6c60cd0b63da46a9c2c031033d849540d26186',100.0,1779033575,1,'2026-06-09T12:30:28Z',NULL,NULL,NULL,'["Infrastructure", "Multi-Cluster Management", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T12:30:28Z", "gh_stars": 5498}'); +INSERT INTO "resources" VALUES('https://github.com/kaysalawu/azure-network-terraform','==github.com/kaysalawu/azure-network-terraform: Azure Network Architecture'' - Terraform Examples== 🌟','','2023',3,'An open-source showcase hosting realistic Azure network configurations in Terraform. Includes configurations for multi-region topologies, peering dynamics, routing tables, and private DNS zones.','HCL','Repository','Intermediate',0,'online','manual','64f717ef6566abf02ae63e455379f7ccbba00b0573f5091e19adf365e9ad05dd',100.0,1779031567,1,'2025-03-03T18:27:43Z',NULL,NULL,NULL,'["Azure", "Networking", "Examples"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-03T18:27:43Z", "gh_stars": 96}'); +INSERT INTO "resources" VALUES('https://github.com/kbrew-dev/kbrew','kbrew','','2022',1,'Kbrew functions as an experimental package manager for local Kubernetes configurations, attempting to bring a Homebrew-like ease of installation to manifest files. It streamlines package delivery for local developer environments, although it has struggled to gain mainstream traction against established tools like Helm or Kustomize.','Go','CLI Tool','Medium',0,'online','manual','ebf2ad52ddb9b288cfb946fc99ca3679d7d1b66b60501c3195c0bb6ab8eebf47',100.0,1779032337,1,'2023-02-25T08:32:05Z',NULL,NULL,NULL,'["Package Management", "Developer Tools", "CLI Wrappers"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-25T08:32:05Z", "gh_stars": 189}'); +INSERT INTO "resources" VALUES('https://github.com/kbst/terraform-kubestack','Kubestack Gitops Framework','','2026',5,'An open-source Terraform-driven GitOps framework configured to simplify public cloud Kubernetes platform deployments and application configurations. It leverages native inheritance behaviors of Terraform modules to manage multi-cluster topologies predictably. 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Ensures worker nodes are drained safely and sequentially without causing disruptions to critical services.','Go','Operator','High',0,'online','manual','d966c0567f646a6f7239b576354fe976099c233a7e6d06d5e2fd4c67262083ef',100.0,1779031850,1,'2026-06-08T15:58:15Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Rolling Upgrades"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T15:58:15Z", "gh_stars": 138}'); +INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-explore','keisku/kubectl-explore','','2021',3,'An interactive terminal explorer extension designed to inspect API schema models and CRD fields. It features deep navigation options, helping authors look up configurations without opening web browsers.','Go','Kubectl Plugin','Intermediate',0,'online','manual','755acd1bec581daa8b9fc1418121366675aaf8d2d0563b94f7adf72e70f9c0a4',100.0,1779033570,1,'2025-11-10T02:10:45Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "API Discovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-10T02:10:45Z", "gh_stars": 599}'); +INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-secretdata','kei6u/kubectl-secret-data','','2026',5,'A highly convenient kubectl plugin that decodes nested Secret structures instantly. By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.','Go','Tool','Beginner',0,'online','manual','ee768c8abfb1aeb04cebb08e42c635d1a286b38775c0f5aef59705b39d078d21',100.0,1779130494,1,'2024-10-10T04:57:50Z',NULL,NULL,NULL,'["Security", "Configuration Secrets", "CLI Decoders"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-10-10T04:57:50Z", "gh_stars": 39}'); +INSERT INTO "resources" VALUES('https://github.com/kellyjonbrazil/jc','jc','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9dec699090fd93513e00b0ec06001ef0ac4d73a6c1d973ec4384746c3651574f',100.0,1779029941,1,'2026-05-17T16:59:01.176151+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/cmd-tutorial','kelseyhightower/cmd-tutorial','','2020',0,'An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. 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It details SSL/TLS certificate generation, etcd cluster builds, and control plane daemon setup (kube-apiserver, kube-scheduler, etc.), representing the gold standard for understanding low-level Kubernetes engineering.','Markdown/Shell','Repository','Advanced',0,'online','manual','800e0a795b4a366e7b76f2a1ae7edd9ca784da27ecc1b1558022da1605b782fe',100.0,1779030473,1,'2025-04-10T06:11:47Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Learning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-10T06:11:47Z", "gh_stars": 48654}'); +INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/nocode','github.com/kelseyhightower/nocode','','2020',5,'Kelsey Hightower''s legendary satirical repository highlighting that the best way to write secure, bug-free, and highly maintainable software is by writing ''no code'' at all. Highly popular and philosophically beloved in the cloud-native ecosystem.','N/A','Repository','Beginner',0,'online','manual','fd676c4e8b8bca93c3651217646c9d03b6b24722159f45e70eababb6cad8170a',100.0,1779033025,1,'2024-08-07T03:19:12Z',NULL,NULL,NULL,'["DevOps Philosophy", "Software Engineering", "No Code Movement"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-07T03:19:12Z", "gh_stars": 65387}'); +INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/serverless-vault-with-cloud-run','github.com/kelseyhightower: Serverless Vault with Cloud Run','','2020',3,'An architectural blueprint designed by Kelsey Hightower illustrating how to run HashiCorp Vault inside a Google Cloud Run serverless container environment. 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Live Grounding notes its speed and simplicity, making it a competitive alternative to gvm and asdf for dedicated Go development.','English','Repository','Beginner',0,'online','manual','5dd3ab53b74ac074ee51daa9a73555ebfe9108e7b1dc96b69e794beb156cf1de',100.0,1779029421,1,'2026-06-13T15:32:25Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Version Managers"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T15:32:25Z", "gh_stars": 423}'); +INSERT INTO "resources" VALUES('https://github.com/kgamanji/cluster-api-helm-chart','github.com: Cluster API Helm Chart','','2021',5,'A community-driven Helm chart designed to package and deploy Cluster API (CAPI) resources and operators inside a management cluster. While it simplified CAPI components deployment via traditional Helm CI/CD pipelines, current production standards in 2026 have shifted entirely to official declarative setups via clusterctl or native GitOps operators, rendering this chart obsolete.','Go','Tool','Intermediate',0,'online','manual','ea92989949e8f13357fc2d50a39a477353c480bcbdc20bb7b6e30fd0147ccb8c',100.0,1779033716,1,'2022-12-07T05:00:25Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Cluster API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-07T05:00:25Z", "gh_stars": 58}'); +INSERT INTO "resources" VALUES('https://github.com/kiali/kiali','github.com: kiali','','2023',5,'The source repository for Kiali, an indispensable observability dashboard. 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While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.','Go','CLI Plugin','Intermediate',0,'online','manual','1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8',100.0,1781736047,1,'2026-06-18T00:40:47.002810+02:00',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kinvolk/inspektor-gadget','inspektor-gadget','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1779030504,0,'2026-05-17T17:08:24.027143+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://github.com/inspektor-gadget/inspektor-gadget"}'); +INSERT INTO "resources" VALUES('https://github.com/kiosk-sh/kiosk',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779030361,0,'2026-05-17T17:06:01.394090+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/loft-sh/kiosk"}'); +INSERT INTO "resources" VALUES('https://github.com/kislyuk/yq','kislyuk/yq','','2025',5,'A Python wrapper adapting standard jq queries for YAML and XML schemas. Translates input formats to JSON under-the-hood, enabling powerful jq syntax across hybrid multi-format configs.','Python','CLI Tool','Medium',0,'online','manual','1bc322c020f441534148a6a8bbc9bbd2f443dfb40ccb74742a44ed1ba6297803',100.0,1779034296,1,'2026-01-02T08:37:10Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-02T08:37:10Z", "gh_stars": 2951, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kkdai/youtube','kkdai/youtube','','N/A',0,'Curator Insight identifies this package as a popular Go library and CLI for downloading YouTube videos. Live Grounding verifies it actively handles the ever-shifting signature and decryption schemas deployed by YouTube to maintain reliable media extraction.','English','Repository','Intermediate',0,'online','manual','7623806bb8aeb5258b883e4ffa852e754df7f5f622b79cbbd1e5562cbf1f2fbf',100.0,1779032198,1,'2026-06-02T17:30:31Z',NULL,NULL,NULL,'["Media Utilities", "Go Packages", "YouTube Downloader"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T17:30:31Z", "gh_stars": 3899}'); +INSERT INTO "resources" VALUES('https://github.com/kloeckner-i/db-auth-gateway','db-auth-gateway','','2021',5,'An open-source authentication gateway proxy designed to facilitate secure, IAM-mediated database connections. Minimizes credential sprawl by mapping incoming traffic identities directly to modern database authorization schemas.','Go','Repository','Advanced',0,'online','manual','ac50e3cf2d0b50aafc528d91b1ccb531d179186b38bff6042d4fd3c7ccce44fb',100.0,1779029941,1,'2023-03-28T07:15:17Z',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "Database Proxy"]','["[DE FACTO STANDARD]"]','["docs/GoogleCloudPlatform.md"]','["GoogleCloudPlatform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-28T07:15:17Z", "gh_stars": 26}'); +INSERT INTO "resources" VALUES('https://github.com/kloeckner-i/db-operator','DB Operator 🌟','','2024',5,'The DB Operator facilitates external and in-cluster database administration. It manages PostgreSQL and MySQL configurations natively by separating deployment credentials from application logic, automating dynamic user and table creation using custom resources.','Go','Operator','Advanced',0,'online','manual','ddfe1b5a928284973c02fe0de6b92aee3438c0d69bf127da4cba07b023639bfe',100.0,1779033658,1,'2025-07-21T12:46:30Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-21T12:46:30Z", "gh_stars": 163}'); +INSERT INTO "resources" VALUES('https://github.com/knative-extensions/net-kourier','Kourier','','2019',3,'An Envoy-based Ingress gateway specifically designed to serve as the default network layer for Knative Serving. It provides a lightweight, highly responsive routing layer to handle rapid scale-to-zero cold starts.','Go','Ingress Controller','High',1,'online','manual','e4210d1375de505968620e89ed0560bb105706563b63091a87d44afa3e6e8cd6',100.0,1779130495,1,'2026-06-02T15:15:15Z',NULL,NULL,NULL,'["Networking", "Ingress & Routing", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T15:15:15Z", "gh_stars": 333}'); +INSERT INTO "resources" VALUES('https://github.com/knative-sandbox/net-kourier','Kourier','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6d937e09fdda9358ab0d0e5e5746021e695851e8717c93a063a34544c47478ad',100.0,1779034038,0,'2026-05-17T18:07:18.342531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/knative/client','kn: knative client','','2026',4,'The official CLI client (''kn'') for interacting with Knative installations, enabling rapid deployment of serving entities and management of decoupled event bindings.','Go','Repository / CLI','Intermediate',0,'online','manual','88865974aa4345b717c894b7236e08c485136a13b1c5196a71356ec59c029345',100.0,1779032835,1,'2026-06-11T15:10:27Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/serverless.md"]','["serverless.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T15:10:27Z", "gh_stars": 385}'); +INSERT INTO "resources" VALUES('https://github.com/knight42/kubectl-blame','==knight42/kubectl-blame: kubectl-blame: git-like blame for kubectl==','','2019',2,'A Git-like ''blame'' extension for kubectl that identifies modification authors and dates for different resource configuration blocks. It uses Kubernetes metadata managed-fields to trace API modifications over time.','Go','Kubectl Plugin','Intermediate',0,'online','manual','da0e885eaac6c90d934385aa35502386fbc2d4afe1250298f0c735a3c84e365f',100.0,1779030025,1,'2026-06-02T13:24:17Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T13:24:17Z", "gh_stars": 150}'); +INSERT INTO "resources" VALUES('https://github.com/knorrie/network-examples','Linux networking examples and tutorials for advanced users','','2014',4,'A highly technical repository detailing configurations for advanced Linux routing, bridging, and virtual networking (VLAN, VXLAN, VRF). Live Grounding highlights its tremendous value for systems architects implementing Software-Defined Networking (SDN) solutions natively in Linux.','Shell','Repository','Advanced',0,'online','manual','7ea94a767469e547e4d9a27f47f9e273a29f72f6d4415221ae74bc9266ce3c67',100.0,1779032034,1,'2024-02-04T21:52:41Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Networking", "Routing & Bridging"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-02-04T21:52:41Z", "gh_stars": 972}'); +INSERT INTO "resources" VALUES('https://github.com/ko-build/ko','Ko: Easy Go Containers 🌟','','2018',5,'A fast, lightweight container image builder custom-tailored for Go applications. ko builds and publishes images without requiring a local Docker daemon, producing secure, minimal distroless-base images by default.','Go','Build Tool','Low',0,'online','manual','ed8acb2652a68ecb5f8338006bb303106ca4e52e8083619109e74571faf5d54b',100.0,1779130494,1,'2026-06-12T01:03:51Z',NULL,NULL,NULL,'["Developer Experience", "Image Building", "Go Development"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T01:03:51Z", "gh_stars": 8450}'); +INSERT INTO "resources" VALUES('https://github.com/kodemore/chili','github.com/kodemore/chili','','2024',2,'Curator Insight presents Chili as a serialization library built on top of generic types. Live Grounding notes that while efficient for specific workloads, it operates in an environment largely dominated by Pydantic, which serves as the core parsing engine for modern APIs.','Python','Library','Intermediate',1,'online','manual','ca6885006b551d6ca95bed793d6975bcc619818ac3c5c9770cd6f1a8b37c04c8',100.0,1779031414,1,'2024-05-28T05:13:49Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Serialization"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-28T05:13:49Z", "gh_stars": 73}'); +INSERT INTO "resources" VALUES('https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile','github.com/kohsuke/petclinic Jenkinsfile','','2017',0,'A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment.','Groovy','Code Snippet','Intermediate',0,'online','manual','fed8b2b595e8e505bc8747251dd8a6e0629143f374a683e7dd397e2836584907',100.0,1781735920,1,'2026-06-18T00:38:40.995517+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Jenkins", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/komodorio/helm-dashboard','github.com/komodorio/helm-dashboard 🌟','','2025',4,'A real-time web UI dashboard tailored for managing, upgrading, and viewing Helm releases. It addresses the visibility gap for platform operators by facilitating live drift visualization, schema validation, and multi-version revision comparisons directly from a user-friendly browser interface.','Go','Web UI','Intermediate',0,'online','manual','c021e432bc52956f38a152dff3443fd2ef81d411c5b37fd1982d7055f9782895',100.0,1779030779,1,'2026-06-03T21:49:35Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Visualization & UI"]','["[ENTERPRISE-STABLE]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:49:35Z", "gh_stars": 5716}'); +INSERT INTO "resources" VALUES('https://github.com/komodorio/validkube','==github.com/komodorio/validkube==','','2026',3,'Validkube is a unified web-based scanning utility that combines Polaris, Trivy, and Kube-linter to analyze and secure Kubernetes manifest configurations. By consolidating multiple linters, it allows platform engineers to quickly identify security flaws, deprecations, and configuration drift in raw YAML files. The tool is highly suited for quick manual checks and rapid validation workflows.','TypeScript','Web Application','Intermediate',0,'online','manual','0fa30497ff2d100c972d1ef838e8d2b127bd4927f5ee97df2632ae6bbd0e3e6b',100.0,1779032455,1,'2024-01-29T10:11:28Z',NULL,NULL,NULL,'["Security", "Manifest Validation", "Linting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-01-29T10:11:28Z", "gh_stars": 839}'); +INSERT INTO "resources" VALUES('https://github.com/konstructio/kubefirst','github.com/kubefirst/kubefirst','','2021',4,'Kubefirst (by Konstructio) delivers an instant, fully integrated GitOps platform on Kubernetes, orchestrating cert-manager, External Secrets, Vault, Argo CD, and Terraform. It offers a standardized Git-driven operations roadmap out of the box.','Go','GitOps Platform','High',1,'online','manual','47066c619929a6867e90af3d8e5cd2094050465ef536cb1042b8713c1cf1f5d8',100.0,1779130494,1,'2026-02-25T19:51:46Z',NULL,NULL,NULL,'["Infrastructure", "Platform Engineering", "GitOps Platforms"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-25T19:51:46Z", "gh_stars": 2049}'); +INSERT INTO "resources" VALUES('https://github.com/konstruktoid/ansible-hvault-inventory','konstruktoid/ansible-hvault-inventory: Dynamic Ansible inventory using HashiCorp'' Vault SSH OTP and local password rotation','','2024',2,'An advanced dynamic Ansible inventory script integrating directly with HashiCorp Vault. It automates credential rotation, securely requests temporary SSH One-Time Passwords (OTP), and pulls inventory variables dynamically from secure vaults.','Python','Source Code','Advanced',0,'online','manual','759cd5f0e526f9b0bb324dd8bf7e5b9751cf98fac874019854d773e43f2bcb6a',100.0,1779029507,1,'2026-04-12T19:45:50Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Secret Management"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-12T19:45:50Z", "gh_stars": 23}'); +INSERT INTO "resources" VALUES('https://github.com/konveyor','github.com/konveyor 🌟','','2025',4,'An open-source modernization and migration suite designed to analyze, refactor, and migrate complex application workloads to Kubernetes across multiple physical and cloud ecosystems.','Go','Product','Advanced',1,'online','manual','0d1e8a3d9217d19632a2397f9dc74c2ba7a6b2daad13790872767936e28d20fc',100.0,1779034350,1,'2026-05-17T18:12:30.077446+02:00',NULL,NULL,NULL,'["Infrastructure", "Workload Mobility", "Migration Toolkits"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/konveyor/crane','github.com/konveyor/crane: Crane 2.0 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b',100.0,1779033570,0,'2026-05-17T17:59:30.623427+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://github.com/migtools/crane"}'); +INSERT INTO "resources" VALUES('https://github.com/konveyor/move2kube','Move2Kube 🌟','','2026',2,'An advanced migration tool that automates the translation of non-Kubernetes platforms (including Cloud Foundry and Docker Compose) into standard Kubernetes resources, including Helm charts, Kustomize overlays, and Tekton pipelines.','Go','CLI/API Migration Tool','Advanced',1,'online','manual','1d0113979162da217e298144bebf5a7c637c2884d1ceecbac0d8039ab9d8f87c',100.0,1779033759,1,'2025-03-06T14:02:34Z',NULL,NULL,NULL,'["Application Lifecycle", "Migration Tools", "Resource Conversion"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-03-06T14:02:34Z", "gh_stars": 411}'); +INSERT INTO "resources" VALUES('https://github.com/kootenpv/yagmail','Yagmail: Python e-mail library','','2015',5,'A simplified, robust Gmail and SMTP automation client for Python. Simplifies the boilerplate needed for multi-part messages, inline attachment encoding, and HTML structures.','Python','Library','Intermediate',0,'online','manual','fbc3ce937342ae42893427eebd87db0a11e4c413a9804caaf4b5c995c52b7a7d',100.0,1779030025,1,'2026-05-26T10:43:15Z',NULL,NULL,NULL,'["Backend Development", "Protocols & API Design", "E-Mail Services"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-26T10:43:15Z", "gh_stars": 2726}'); +INSERT INTO "resources" VALUES('https://github.com/koslib/awesome-containerized-security','koslib/awesome-containerized-security 🌟','','2026',0,'An open repository cataloging security scanners, image validation standards, and host sandboxing tools. Aids DevSecOps engineers in hardening continuous integration pipelines and preventing privilege escalation exploits within cluster nodes.','Markdown','Awesome List','Intermediate',1,'online','manual','087c44c65f3740daec6869eabef522d0fee6070a507dce0da9febdafa66113f2',100.0,1781736123,1,'2026-06-18T00:42:03.038667+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Container Hardening"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kostis-codefresh/gitops-environment-promotion','==github.com/kostis-codefresh: How to Model Your Gitops Environments with'' kustomize== 🌟','','2021',4,'A seminal GitHub repository modeling scalable GitOps environment promotion. Outlines structural patterns for directory trees (base vs environments) that prevent duplicate configuration drift and simplify environment-specific promotions through Git commits.','YAML','Repository','Intermediate',0,'online','manual','8488cccfe5013aedb44127e290adaea361983563ecbe141e5d1f9465bd85f4c1',100.0,1781736057,1,'2026-06-18T00:40:57.371729+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "GitOps"]','["[ENTERPRISE-STABLE]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kotalco/kotal','Kotal operator','','2025',2,'A multi-client blockchain node operator for Kubernetes. Simplifies configuring and maintaining decentralized networks (such as Ethereum and IPFS) through native Kubernetes custom resources.','Go','Repository','Advanced',0,'online','manual','0837b2710101c70e8a9c9f33b7ceb51e1fbc6d4b866a8b813011ccd6d6ab5eec',100.0,1779033612,1,'2024-05-04T16:17:07Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-04T16:17:07Z", "gh_stars": 221}'); +INSERT INTO "resources" VALUES('https://github.com/krateoplatformops/krateo','github.com/krateoplatformops/krateo','','2025',0,'Krateo Platform Ops is an emerging control plane orchestrator designed to build standardized internal platforms. Utilizing Crossplane underneath, it helps platform engineers manage heterogeneous cloud resources, database deployments, and infrastructure pipelines via declarative Kubernetes interfaces.','Go','Control Plane Orchestrator','Advanced',1,'online','manual','66c8af7d61a1aee4c9a16aa4409bd49dc4b4becf2cd5dd705e1883890ba504dc',100.0,1781736047,1,'2026-06-18T00:40:47.150831+02:00',NULL,NULL,NULL,'["Operations", "Platform Engineering", "Control Planes"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/krestomatio/keydb-operator','krestomatio/keydb-operator','','2023',5,'Manages KeyDB setups, providing high-speed, multi-threaded cache nodes with automated replica synchronization, cluster scaling, and rapid failover handling.','Go','Operator','Advanced',0,'online','manual','3e8faa933bd9d0a1fc08f285fabdbb8feeb6bcde974156407e2e74a86903eca6',100.0,1779032074,1,'2026-06-10T04:20:54Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "In-Memory Databases", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T04:20:54Z", "gh_stars": 59}'); +INSERT INTO "resources" VALUES('https://github.com/kris-nova/kaar','kris-nova/kaar','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692',100.0,1779034346,0,'2026-05-17T18:12:26.375639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/kaar"}'); +INSERT INTO "resources" VALUES('https://github.com/kris-nova/naml','naml: Not another markup language','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35',100.0,1779032035,0,'2026-05-17T17:33:55.135019+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://github.com/krisnova/naml"}'); +INSERT INTO "resources" VALUES('https://github.com/krisnova/kaar','kris-nova/kaar','','2020',2,'Created by the late Kris Nova, Kaar is a Kubernetes Application Archive format tool designed to bundle container storage and system states into self-contained physical archives. Highly experimental and historical developer asset.','Go','Backup Tool','High',0,'online','manual','72e38de5b3a30b405f089cd8ad6d61ee3cd1ea6fb673f80b3cded219850a623f',100.0,1779130494,1,'2022-05-04T14:27:12Z',NULL,NULL,NULL,'["Infrastructure", "Container Backup", "Image Archiving"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-05-04T14:27:12Z", "gh_stars": 152}'); +INSERT INTO "resources" VALUES('https://github.com/krisnova/naml','naml: Not another markup language','','2024',5,'An innovative manifest generator replacing YAML markup with type-safe, compiled Go programs. Introduces compiler safety, automated integration testing, and clean OOP abstractions into GitOps deployment pipelines.','Go','Library','High',0,'online','manual','9d5671b4b99b23356f80ad9a31b9d390f467f6f01a2b8e1e174380b81e75e024',100.0,1779130495,1,'2023-07-21T08:28:22Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Alternative Manifest Engines"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-21T08:28:22Z", "gh_stars": 1261, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kristofferandreasen/awesome-azure','github.com/kristofferandreasen/awesome-azure: Awesome Azure','','2026',0,'A structured directory detailing Azure-focused scripts, arm templates, and services. It provides functional entry points for systems engineers navigating Microsoft''s cloud ecosystem. While some elements lean towards legacy ARM configurations, it provides solid structural patterns for hybrid-cloud architects.','N/A','Repository','Intermediate',0,'online','manual','4f7d359de862bcbf74cfdd68e49cb070551e7e7d93441394e627c4579d793c41',100.0,1781736123,1,'2026-06-18T00:42:03.245156+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[LEGACY]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/ksctl/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','2023',3,'A cloud-agnostic cluster management command-line tool designed to easily deploy HA clusters across different hyperscalers like AWS, Azure, GCP, or Civo, and local environments such as kind, maintaining standardized bootstrap workflows.','Go','Cluster Provisioner','High',0,'online','manual','0c7e381891ed2c0bba662a06fbe9dabfd95e12fe2cb671fea7022b51daa8c0e5',100.0,1779130494,1,'2026-05-23T18:26:04Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Multi-Cloud"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-23T18:26:04Z", "gh_stars": 269}'); +INSERT INTO "resources" VALUES('https://github.com/kserve/kserve','KFServing 🌟','','2019',5,'KServe (formerly KFServing) provides a highly performant, serverless machine learning inference platform on Kubernetes. It abstracts raw routing, scaling, and GPU configurations, supporting frameworks like TensorFlow, PyTorch, and ONNX.','Go','ML Platform','High',1,'online','manual','9b191ca344d4b4dbb2e453f7d926923ad184eb9878855e2680d656095559fd47',100.0,1779130494,1,'2026-06-12T20:20:45Z',NULL,NULL,NULL,'["Machine Learning", "Model Serving", "Serverless ML"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:20:45Z", "gh_stars": 5573}'); +INSERT INTO "resources" VALUES('https://github.com/ksoclabs/awesome-kubernetes-security','==ksoclabs/awesome-kubernetes-security== 🌟','','2023',5,'An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers auditing the security posture of enterprise orchestrators.','Markdown','Awesome List','Advanced',0,'online','manual','86bf24926cb49549c6e032ba501ce7a1cde1afc39831023161c77ae4fcd6d46c',100.0,1781736123,1,'2026-06-18T00:42:03.142089+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Security"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/ktock/buildg','==buildg: Interactive debugger for Dockerfile== 🌟','','2026',5,'Buildg is an interactive debugger designed specifically for Dockerfiles, built on top of BuildKit. It allows engineers to step through build instructions, set breakpoints, inspect the filesystem state at specific build steps, and launch interactive shells during intermediate builds. This dramatically reduces the trial-and-error loop when debugging complex multi-stage Dockerfiles.','Go','Tool','High',0,'online','manual','8cffa16d70cf3f07e62c80441249b1987a2b8fd50045b612f179ab73ab4b7115',100.0,1779029371,1,'2026-05-07T20:04:29Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Debugging"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-07T20:04:29Z", "gh_stars": 1499}'); +INSERT INTO "resources" VALUES('https://github.com/kube-aws/kube-spot-termination-notice-handler','kube-spot-termination-notice-handler','','2021',5,'A daemon that polls the AWS EC2 spot termination notice metadata endpoint, initiating graceful drains of workloads when an interruption signal is triggered. Superseded by newer cloud-specific node termination handlers.','Go','DaemonSet','Intermediate',1,'online','manual','7457be0ad6771a50847a828c730671e0ac6d2b712974894a078a5634d6e0a738',100.0,1779031796,1,'2023-10-25T14:47:15Z',NULL,NULL,NULL,'["Infrastructure", "Reliability", "Graceful Shutdown"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-25T14:47:15Z", "gh_stars": 380}'); +INSERT INTO "resources" VALUES('https://github.com/kube-burner/kube-burner','kube-burner 🌟','','2020',3,'A specialized performance and orchestration tool designed to stress-test Kubernetes clusters. It automates object creation, monitors cluster health in real time via Prometheus, and measures scheduling latency at scale.','Go','CLI Tool','High',0,'online','manual','7d3a313a15a9a64f4d8dfeacb53a9922c7d5494cb20bf8970f888f7df4808c3d',100.0,1779130494,1,'2026-06-08T17:51:22Z',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Benchmarking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:51:22Z", "gh_stars": 773}'); +INSERT INTO "resources" VALUES('https://github.com/kube-logging/logging-operator','kube-logging/logging-operator','','2026',2,'An enterprise-grade Kubernetes operator engineered to automate the lifecycle of Fluentd and Fluent Bit collectors. Simplifies logging pipelines through declarative CRDs, featuring dynamic multi-tenant log isolation, secure buffer management, and reliable downstream routing rules.','Go','Repository','Advanced',1,'online','manual','d1c9b90ba239f84a8611b31918e41ccfae1540c8b6eecd022dc8daf28842dc5a',100.0,1779034332,1,'2026-06-12T22:04:47Z',NULL,NULL,NULL,'["Observability", "Logging", "Operators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:04:47Z", "gh_stars": 1695}'); +INSERT INTO "resources" VALUES('https://github.com/kube-ns-suspender/kube-ns-suspender','govirtuo/kube-ns-suspender 🌟','','2021',2,'A cloud-cost mitigation helper designed to scale down resources in designated Kubernetes namespaces during idle hours (e.g., nights and weekends). It intercepts workload resources like Deployments and StateSets to reduce overhead.','Go','Controller','Medium',1,'online','manual','370300345b32ee09294e2af0050895f19497091a78a8762f52b072ff565ba145',100.0,1779130495,1,'2025-03-14T17:43:03Z',NULL,NULL,NULL,'["Resource Management", "FinOps", "Cluster Scale Down"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-14T17:43:03Z", "gh_stars": 84}'); +INSERT INTO "resources" VALUES('https://github.com/kube-vip/kube-vip','kube-vip','','2019',5,'Kube-Vip is a lightweight virtual IP and load balancer engine designed for bare-metal Kubernetes environments, offering high availability for both control planes and LoadBalancer-type services. Operating as a DaemonSet, it negotiates IP addresses.','Go','Infrastructure Daemon','Advanced',0,'online','manual','7479b6f4ec4e498ddf325ad75d433009f16e5eee52e8a9297784148711004217',100.0,1779032344,1,'2026-06-12T16:06:14Z',NULL,NULL,NULL,'["Network & Connectivity", "IP Address Management", "Load Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T16:06:14Z", "gh_stars": 2859}'); +INSERT INTO "resources" VALUES('https://github.com/kubecfg/kubecfg','github.com/kubecfg/kubecfg','','2016',5,'Kubecfg is a Jsonnet-based configuration manager designed to generate and apply Kubernetes manifests with deterministic accuracy. By treating Kubernetes resources as code modules, it supports deep inheritance, abstraction, and parameterization of resource schemas.','Go','CLI Tool','Advanced',0,'online','manual','28787866aedee99095fb0b1e1ffc5b62edba4a3f8e2984ca1fc4f5207d4c5383',100.0,1779030928,1,'2026-06-13T19:50:28Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Templating Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T19:50:28Z", "gh_stars": 255}'); +INSERT INTO "resources" VALUES('https://github.com/kubecost/cluster-turndown','Cluster Turndown','','2024',5,'A specialized cost-optimization controller that scales cluster worker groups down to zero during idle execution windows. Promotes strong governance over testing runtimes and non-production dynamic resource instances.','Go','Controller','Intermediate',1,'online','manual','b52114740ff857a2fd6826ecb3461bb64f00de23227b05b5f548da3ecc64c009',100.0,1779030711,1,'2026-06-05T18:19:12Z',NULL,NULL,NULL,'["Infrastructure", "Cost Optimization", "Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-05T18:19:12Z", "gh_stars": 286}'); +INSERT INTO "resources" VALUES('https://github.com/kubecost/cost-model','github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus'' metric exporter','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','58b4fe6b649a9ae98023875b36520bd325ac12c7463a430cb57e7371638722be',100.0,1779029917,0,'2026-05-17T16:58:37.099854+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/opencost/opencost"}'); +INSERT INTO "resources" VALUES('https://github.com/kubecost/kubectl-cost','kubectl-cost','','2023',3,'A dedicated `kubectl` command-line plugin designed to interact directly with Kubecost APIs. Enables cluster administrators to quickly fetch real-time and historical financial metrics without accessing external graphical dashboards.','Go','Tool','Intermediate',0,'online','manual','6bad65098abf34b9ef26046e470ae3f770c9a2661a2871332b9b8190403c2c22',100.0,1779032575,1,'2026-06-10T22:50:27Z',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T22:50:27Z", "gh_stars": 1041}'); +INSERT INTO "resources" VALUES('https://github.com/kubefirst/kubefirst','==github.com/kubefirst/kubefirst==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','31774c4cfb73bc62c2093b13e555883036b61bd91bcf976a301b586e31aef091',100.0,1779031697,0,'2026-05-17T17:28:17.007543+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/konstructio/kubefirst"}'); +INSERT INTO "resources" VALUES('https://github.com/kubeflow/kfserving','KFServing 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8ba963252e30c4a5d10725eb35c008e4a42c2e173825f7fa74928c3eebf1e560',100.0,1779033675,0,'2026-05-17T18:01:15.654738+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubeguard/guard','Guard','','2021',5,'Guard (by Appscode) is an advanced authentication and authorization engine built for Kubernetes, allowing secure webhook integrations with identity providers. Useful for scaling zero-trust validation within multi-tenant clusters.','Go','CLI Tool','Advanced',0,'online','manual','e4a436c77eca5af50d5dbf79d16ddee804346139ad870945f640dd85e4ea44a2',100.0,1779130494,1,'2026-05-21T15:29:07Z',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Admission Control"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T15:29:07Z", "gh_stars": 620}'); +INSERT INTO "resources" VALUES('https://github.com/kubehelper/kubehelper','KubeHelper','','2024',5,'An interactive terminal user interface designed to assist operators with fast cluster checks, resource inspection, and safe resource cleaning. Provides structural menu shortcuts, eliminating the need to execute lengthy nested kubectl commands manually.','Go','CLI Tool','Low',0,'online','manual','bbd8910634940f7da85391f196e3c97e7e35637bcc5d10e8add15044254f4bb9',100.0,1779034497,1,'2021-02-15T13:27:24Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Cluster Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2021-02-15T13:27:24Z", "gh_stars": 249}'); +INSERT INTO "resources" VALUES('https://github.com/kubeinit/kubeinit','Kubeinit 🌟','','2026',5,'Curator Insight vs Live Grounding: Kubeinit was designed as an Ansible automation tool to deploy Kubernetes, OKD, or OpenShift on VMs using libvirt/KVM. Live telemetry shows this repository has moved to legacy status with zero recent commits, reflecting a shift toward Cluster API providers for virtualization.','Python/Ansible','Repository','Advanced',0,'duplicate','manual','30030a2ad117765656888aa3efc1f8a879dd1cab246b8bed321c75e6869c73f3',100.0,1779033845,1,'2025-12-05T21:26:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Virtualization"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T21:26:59Z", "gh_stars": 222, "duplicate_of": "https://github.com/Kubeinit/kubeinit"}'); +INSERT INTO "resources" VALUES('https://github.com/kubemq-io/kubemq-community','github.com/kubemq-io/kubemq-community 🌟','','2024',5,'The primary community codebase for KubeMQ. It showcases a lightweight, high-throughput message broker written in Go, specifically optimized for containerized microservice routing patterns inside Kubernetes.','Go','Code','Intermediate',0,'online','manual','26be1f454a72862d41e500b7e6e68eea0316a06151ab10ac9164a914a66cc46b',100.0,1779034233,1,'2023-02-18T04:16:19Z',NULL,NULL,NULL,'["Infrastructure", "Message Brokers", "KubeMQ"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-18T04:16:19Z", "gh_stars": 667}'); +INSERT INTO "resources" VALUES('https://github.com/kubenav/kubenav','kubenav','','2025',4,'A lightweight multi-platform open-source navigator designed for mobile devices (iOS, Android) and desktop. Delivers secure cluster troubleshooting, rapid log auditing, and safe shell executions directly on remote servers.','Dart','Repository','Intermediate',0,'online','manual','cc2b5c098452f2518d4d2137de361f8c9e3861275aaa2e9ee9bffb250d413d74',100.0,1779029380,1,'2026-06-01T01:46:56Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Mobile Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T01:46:56Z", "gh_stars": 2274}'); +INSERT INTO "resources" VALUES('https://github.com/kubeops/config-syncer','==kubeops/config-syncer: Config Syncer (previously Kubed)==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509',100.0,1779031521,0,'2026-05-17T17:25:21.229441+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/config-syncer/config-syncer"}'); +INSERT INTO "resources" VALUES('https://github.com/kubeops/ui-server','identity-server','','2021',1,'An identity and authorization server built specifically for Kubernetes dashboard architectures. It integrates with native OpenID Connect (OIDC) providers to manage secure user sessions and token exchanges for web UIs.','Go','Identity Provider','High',1,'online','manual','976a2f5e5b440221f3ed9a2de22165b937adcdf6fc3204889c1811be2a0c9ea3',100.0,1779130495,1,'2026-06-13T03:45:28Z',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:45:28Z", "gh_stars": 27}'); +INSERT INTO "resources" VALUES('https://github.com/kubeopsskills/cloud-secret-resolvers','kubeopsskills/cloud-secret-resolvers: Cloud Secret Resolvers (CSR)','','2021',2,'An open-source operator-free secret resolver utility that queries AWS, Azure, and GCP secret stores dynamically, writing resolved parameters straight into runtime Kubernetes configurations. Reduces overhead associated with bulky operator systems.','Go','Tool','Intermediate',1,'online','manual','f26f51430c382c7a8c629e1a75b95f2c292a675b9285750e8b7e033167d02d48',100.0,1779030711,1,'2022-06-22T10:39:05Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-22T10:39:05Z", "gh_stars": 35}'); +INSERT INTO "resources" VALUES('https://github.com/kubepack/chart-doc-gen','chart-doc-gen: Helm Chart Documentation Generator','','2022',2,'Command-line utility that extracts configuration variables directly from values.yaml to compile uniform Markdown files. Speeds up delivery by ensuring user manuals and codebases stay perfectly aligned.','Go','Plugin','Beginner',0,'online','manual','3cf55fa13e1a671d356837825acf23af6a782f0cb74eae5cc9398d49fb9d6d92',100.0,1779030803,1,'2026-05-16T02:01:15Z',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Documentation Automation"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T02:01:15Z", "gh_stars": 122}'); +INSERT INTO "resources" VALUES('https://github.com/kubepug/kubepug','==github.com/kubepug/kubepug: Deprecations AKA KubePug - Pre UpGrade (Checker)=='' ⭐','','2019',5,'KubePug checks local resources against upcoming Kubernetes API deprecations and removals. By parsing live resources or raw manifest directories, it provides warning indicators mapping to the designated target version''s deprecation roadmap. This tool forms a critical gate inside pipeline verifications.','Go','CLI Tool / kubectl Plugin','Intermediate',0,'online','manual','546a2f76b2780f056a0e9b590a1a3bc1374dce6383528956ff2afdef6364d3a0',100.0,1779032055,1,'2026-06-08T09:31:44Z',NULL,NULL,NULL,'["Cluster Lifecycle", "Upgrades & Compliance", "Static Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T09:31:44Z", "gh_stars": 1835}'); +INSERT INTO "resources" VALUES('https://github.com/kubereboot/kured','github.com/kubereboot/kured ⭐','','2026',5,'The industry-standard daemonset that monitors clusters for nodes requiring OS-level reboots. Using a coordinated API locking strategy, kured drains and reboots nodes sequentially, preserving cluster-wide resource availability during maintenance windows.','Go','DaemonSet','Medium',0,'online','manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1779031564,1,'2026-06-11T21:26:44Z',NULL,NULL,NULL,'["Infrastructure", "Node Provisioning", "Reboot Orchestration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T21:26:44Z", "gh_stars": 2543}'); +INSERT INTO "resources" VALUES('https://github.com/kuberhealthy/kuberhealthy','kuberhealthy 🌟','','2024',5,'Kuberhealthy schedules dynamic, real-world actions as background test suites. It detects underlying API, network, or storage decay that static monitoring tools overlook by continually validating that clusters are functionally operational.','Go','Operator','Advanced',0,'online','manual','a01379b3010823904038e846f81c24f722060cf701a5e9378554661d62f6272b',100.0,1779130495,1,'2026-06-02T05:58:58Z',NULL,NULL,NULL,'["Reliability", "Monitoring", "Synthetic Monitoring", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T05:58:58Z", "gh_stars": 2247}'); +INSERT INTO "resources" VALUES('https://github.com/kuberlogic/kuberlogic','kuberlogic','','2022',2,'Kuberlogic is an open-source operator-driven engine designed to turn standard open-source databases (PostgreSQL, MySQL, Redis) into a managed Database-as-a-Service (DBaaS) on Kubernetes. It automates backups, scaling, auto-healing, and monitoring, providing a self-hosted alternative to RDS. However, it remains a smaller community effort.','Go','Controller','High',0,'online','manual','cf3ddffd441ae1c89c416b39ea700a7b26053c5f33e1a7cc13b344d339a518b0',100.0,1779032159,1,'2022-10-26T14:38:18Z',NULL,NULL,NULL,'["Database Orchestration", "Database-as-a-Service", "SaaS Builders"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-26T14:38:18Z", "gh_stars": 228}'); +INSERT INTO "resources" VALUES('https://github.com/kubermatic/fubectl','fubectl','','2026',5,'A widely adopted wrapper layer of shell helper functions and interactive `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies log inspections, shell attachment prompts, and port forwarding setups.','Bash','CLI Tool','Beginner',0,'online','manual','6bb6ef7e2027b10db5fc1753953334a6f0f89021ec7407ce3e84f29c9528115e',100.0,1779034139,1,'2026-02-18T08:38:54Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-18T08:38:54Z", "gh_stars": 1002}'); +INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubecarrier','KubeCarrier - Service Management at Scale','','2023',5,'KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.','Go','Software','Advanced',0,'online','manual','cdeca712f167e1ebbd9e47da971ef81314edde045093745dac14d6ba50e8663f',100.0,1779032372,1,'2023-07-05T20:56:40Z',NULL,NULL,NULL,'["Multi-Cluster", "Service Management", "Operator Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-05T20:56:40Z", "gh_stars": 291}'); +INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubeone','==kubermatic/kubeone== 🌟','','2024',4,'KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning and lifecycle management tool. Utilizing the Cluster API under the hood, it automates the creation, upgrade, and maintenance of single control-plane or highly-available clusters across various cloud providers and bare-metal environments.','Go','CLI Tool','High',0,'online','manual','774d41c037db09506f5aeae4c27b66e363d5e2e624644905ebb94af4b11225f7',100.0,1779031046,1,'2026-06-03T21:13:34Z',NULL,NULL,NULL,'["Cluster Management", "Provisioning", "Declarative Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:13:34Z", "gh_stars": 1513}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'duplicate','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1779033782,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client/python"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/go','kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes','','2025',5,'An alternative OpenAPI-generated Go client for Kubernetes APIs. Best utilized for lightweight API interactions and custom code-generation environments requiring strict OpenAPI schema structures.','Go','Library','Advanced',0,'online','manual','74dc88e1d502b4a8a0b9763d5e16cda63b3d361ae16da5db2ddd9fdddc2bbb16',100.0,1779034013,1,'2022-03-08T08:27:45Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-08T08:27:45Z", "gh_stars": 239}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/java','github.com/kubernetes-client/java: Kubernetes Java Client','','2026',5,'The official OpenAPI-generated Java library for the Kubernetes API. Provides enterprise Java platforms with type-safe classes, informers, and watcher APIs to build robust, native controllers.','Java','Library','Advanced',0,'online','manual','c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b',100.0,1779030132,1,'2026-06-12T18:36:31Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Java Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:36:31Z", "gh_stars": 3984}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python','github.com/kubernetes-client/python','','2026',5,'The official Python SDK for interacting with Kubernetes API environments. Heavily leveraged across AI workflows, automation routines, and data operations needing native cluster integration.','Python','Library','Intermediate',0,'online','manual','68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7',100.0,1779029295,1,'2026-06-08T03:02:20Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T03:02:20Z", "gh_stars": 7594}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python-base','github.com/kubernetes-client/python-base','','2025',5,'The foundational base configurations package supporting the official Kubernetes Python Client library. Standardizes raw REST connection handling and secure authentication exchanges.','Python','Library','Intermediate',0,'online','manual','0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35',100.0,1779032802,1,'2022-02-25T23:19:26Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-25T23:19:26Z", "gh_stars": 69}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-course/container_workshops','github.com/kubernetes-course/container_workshops','','2022',0,'Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).','Shell/Dockerfile','Code Repository','Intermediate',0,'online','manual','e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165',100.0,1781735910,1,'2026-06-18T00:38:30.789828+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Containerization Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'duplicate','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1779031109,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi/csi-driver-smb','SMB CSI Driver for Kubernetes','','2026',5,'A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux container clusters and legacy corporate network attached storage (NAS) migrations.','Go','CSI Driver','Medium',0,'online','manual','eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216',100.0,1779033259,1,'2026-06-14T07:10:30Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "SMB Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:10:30Z", "gh_stars": 641}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','2018',3,'A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.','Go','Cluster Installer','High',0,'online','manual','74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191',100.0,1779130494,1,'2024-04-29T17:19:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Management"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-29T17:19:53Z", "gh_stars": 747}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/frakti','Frakti','','2020',5,'Critical Live Grounding: Built originally to support hypervisor-based Container Runtime Interfaces (CRI), Frakti has been officially retired and archived by the Kubernetes organization. Modern environments utilize container-native VM interfaces like Kata Containers or Firecracker integrated directly into containerd.','Go','Repository','Advanced',0,'online','manual','07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569',100.0,1779130494,1,'2020-12-15T16:30:13Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Hypervisor-based Runtimes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-15T16:30:13Z", "gh_stars": 675}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller (HNC)','','2020',5,'The Hierarchical Namespace Controller (HNC) allowed users to establish parent-child relationships between namespaces to propagate policies, secrets, and roles. Although highly influential for multi-tenant self-service models, the repository has been officially retired as of recent CNCF updates, steering teams toward newer vcluster or namespace-controller patterns.','Go','Controller','Advanced',0,'online','manual','cf35f6850e587357b7265284a4ee38df7649f31c9f7e1ebc0d775977662ffb86',100.0,1779130494,1,'2025-04-07T00:22:00Z',NULL,NULL,NULL,'["Kubernetes", "Multi-Tenancy", "Namespace Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-07T00:22:00Z", "gh_stars": 667}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kpng','kubernetes-sigs/kpng','','2021',5,'Originally conceived as the next-generation Kubernetes Proxy (KPNG) to split kube-proxy into a clean control plane and specialized data planes. Live grounding confirms the project has been officially retired by SIG Network, though its architectural lessons on decoupled state distribution continue to influence modern custom dataplane designs.','Go','Core Component','Advanced',0,'online','manual','600ce80e685a81a0beb113112dc6330d72d64df910cd6a075a0477d4acf8aef1',100.0,1779130494,1,'2024-07-09T05:36:20Z',NULL,NULL,NULL,'["Kubernetes", "Networking", "Service Routing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-09T05:36:20Z", "gh_stars": 240}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kube-batch','kube-batch','','2018',2,'An early batch scheduler for Kubernetes designed to run high-performance computing (HPC) and deep learning workloads. Note: This project is now retired and archived; its features have been superseded by Volcano or the native Kubernetes scheduler queueing enhancements.','Go','Batch Scheduler','High',0,'online','manual','1e384314b52bd9b4322348255137977944a4424b07518c238c49d614e04864e5',100.0,1779130494,1,'2023-05-22T13:50:02Z',NULL,NULL,NULL,'["Scheduling", "Batch Workloads", "HPC"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-22T13:50:02Z", "gh_stars": 1091}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kubefed','KubeFed: Kubernetes Cluster Federation','','2026',5,'The retired multi-cluster federation engine (KubeFed). Designed to coordinate resources across multiple clusters, it was retired due to design limitations. Modern production multi-cluster strategies have migrated to architectures like Karmada, Open Cluster Management (OCM), or global service meshes.','Go','Tool','Advanced',0,'online','manual','330530461748600ca09970c48f751e2e654f4ec63165febd67428027693ec1d6',100.0,1779130494,1,'2023-03-24T21:50:24Z',NULL,NULL,NULL,'["Operations", "Multi-Cluster", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-24T21:50:24Z", "gh_stars": 2483}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kui','kubernetes-sigs/kui','','2019',3,'A hybrid visual/command-line tool built on Electron to interact with Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs group; alternative options include active terminal tools such as k9s or Lens.','TypeScript','Visual CLI','High',0,'online','manual','6f26251f692c9c7c121fd0767399a108a6f37d72f6c237d987cb876016a40866',100.0,1779130494,1,'2025-07-12T22:06:01Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Visual terminal"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-12T22:06:01Z", "gh_stars": 2899}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','2023',5,'The repository source for the Hierarchical Namespace Controller (HNC). While archived on GitHub, it remains highly informative for establishing cascading sub-namespace parameters and resource hierarchies.','Go','Repository','Advanced',0,'online','manual','0ce8e552037cf09512073a654acd18b1d620d41283c0c70701bfefe4b91d7551',100.0,1779130494,1,'2023-05-11T21:17:56Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hierarchical Namespaces"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-11T21:17:56Z", "gh_stars": 942}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs','Kubernetes SIGs','','2024',0,'The official repository collection managed by Special Interest Groups. It acts as the home for core ecosystem tools, testing frameworks, API extensions, and auxiliary automation packages.','N/A','Repository','Advanced',0,'online','manual','1ebdd651edefc516652d5c80c649ee27e67bf9c6dbf8d67fa1f2fa8b3b613a56',100.0,1779032173,1,'2026-05-17T17:36:13.421005+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Repositories"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/aws-load-balancer-controller','==github.com/kubernetes-sigs/aws-load-balancer-controller==','','2026',5,'The core controller that manages AWS Elastic Load Balancers (ALB and NLB) on behalf of a Kubernetes cluster. Live Grounding verifies its continuous support for advanced features like target grouping by IP, ACM certificate integration, and shared ALBs. It acts as the primary ingress controller for modern AWS EKS network architectures.','Go','Code Repository','Advanced',1,'online','manual','e96c23880736600bb844db45ddde2c16441a87670c49e244bb58be2b5eaca684',100.0,1779031983,1,'2026-06-12T20:36:48Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:36:48Z", "gh_stars": 4300}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-addons','Cluster Addons 🌟','','2025',5,'This SIG-Cluster-Lifecycle project establishes standard, declarative approaches for managing core cluster addons. It provides structured templates for bootstrapping, upgrading, and removing cluster utilities like CoreDNS or CSI engines safely.','Go','Repository','Advanced',0,'online','manual','a2e6eea11d1078fef0c8779e32d1be068881ea41a4c595714c6f20ba176d7b39',100.0,1779032046,1,'2023-04-24T19:59:04Z',NULL,NULL,NULL,'["Operations & Reliability", "Addons Management", "Cluster Lifecycle"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-24T19:59:04Z", "gh_stars": 156}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-api',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ead71e9f56c783ba010a87db2d76899d165c14e0ec3e6dfb2bb845b58791c3cf',100.0,1779033092,1,'2026-05-17T17:51:32.913432+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/descheduler','Descheduler for Kubernetes 🌟','','2026',5,'A highly critical Kubernetes SIG project that addresses scheduling drift by continuously examining running pods against modified constraints, evicting pods that violate affinities, taints, topology spreads, or resource capacities.','Go','Controller','Advanced',1,'online','manual','800177eb1bbf2496c5264eb5b149803a972ae5fbaa153c8598970f0ad6496ce3',100.0,1779031825,1,'2026-06-08T10:13:47Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Dynamic Balancing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T10:13:47Z", "gh_stars": 5441}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/e2e-framework','kubernetes-sigs/e2e-framework','','N/A',0,'Curator Insight presents this official Kubernetes SIG framework for writing robust end-to-end tests for operators and controllers. Live Grounding highlights its structured step-by-step test phases, integrated kind cluster spin-up, and native client-go validation patterns.','English','Repository','Advanced',0,'online','manual','57102640c25fb43e99dbed64bd1e680744003fe595379f30c016713a31976b44',100.0,1779030609,1,'2026-06-08T05:52:53Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Testing Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T05:52:53Z", "gh_stars": 659}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7',100.0,1779030507,0,'2026-05-17T17:08:27.484024+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/etcdadm"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/external-dns','external-dns','','2024',5,'A vital ecosystem add-on that dynamically configures external DNS providers based on active Ingress and Service host declarations. Ensures automated external network connectivity.','Go','Repository','Advanced',1,'online','manual','654e152956ca97766a1312ecf102ea16c195e13878800fcf93396ae4c4ab8319',100.0,1779033567,1,'2026-06-13T21:06:32Z',NULL,NULL,NULL,'["Networking & Ingress", "DNS", "Automation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T21:06:32Z", "gh_stars": 8985}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/gateway-api','Kubernetes Gateway API','','2023',4,'Official GitHub repository for the standard Kubernetes Gateway API. This next-generation specification supersedes standard Ingress, offering expressive, role-oriented, and extensible routing APIs (Gateway, GatewayClass, and Route resources).','Go','Repository','Advanced',1,'online','manual','9b853c512489d4b358665cd406a72d7c98c3d11567570278578142b0ff19f417',100.0,1779030680,1,'2026-06-12T20:16:49Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:16:49Z", "gh_stars": 2885}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/hierarchical-namespaces','kubernetes-sigs/hierarchical-namespaces: The Hierarchical Namespace Controller'' (HNC)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720',100.0,1779029378,0,'2026-05-17T16:49:38.305644+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/hierarchical-namespaces"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/ingate','InGate: Ingress & Gateway API Controller (Archived)','','2021',2,'Architectural prototype designed to test Ingress integration patterns. Live engineering truth confirms this repository is archived by SIG-Network, as development has shifted entirely toward the standardized Gateway API.','Go','Repository','Advanced',1,'online','manual','c87518464900ff384554cca1a38f35aeb21edcd64c662194c30f9539ee2dfa1e',100.0,1779030330,1,'2026-03-17T07:49:06Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Controllers"]','["[LEGACY]"]','["docs/kubernetes-networking.md", "docs/kubernetes-operators-controllers.md", "docs/servicemesh.md"]','["kubernetes-networking.md", "kubernetes-operators-controllers.md", "servicemesh.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-17T07:49:06Z", "gh_stars": 728}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kind','**kind**','','2026',4,'Kubernetes in Docker (kind) is an indispensable ecosystem framework utilizing Docker container nodes to model multi-node clusters. Widely favored for continuous integration (CI) workflows and high-speed local control plane validation.','Go','Tool','Intermediate',0,'online','manual','52fb81ed1c130986f2875d5f20c2dcd6be647ce0c25060548fc35fb4be8eac89',100.0,1779029056,1,'2026-06-12T19:04:50Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Containerized Clusters", "KIND"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:04:50Z", "gh_stars": 15299}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kpng','kubernetes-sigs/kpng','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3',100.0,1779031983,0,'2026-05-17T17:33:03.520838+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kpng"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md','Available kubectl plugins','','2026',5,'The master index of the Krew package manager, which lists community-contributed plugins for the kubectl CLI. This index serves as the central hub for operations engineers looking to discover, install, and catalog administrative and diagnostic command-line utilities.','Go','Index','Beginner',0,'online','manual','3751fc9d8df1a8a1fdd78727ddd16b967678a2cf3964a542426f9cb76d555f3d',100.0,1779031186,1,'2026-06-14T05:18:33Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Kubectl Plugins"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/other-awesome-lists.md"]','["kubernetes.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:18:33Z", "gh_stars": 691, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-batch','kube-batch','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594',100.0,1779034098,0,'2026-05-17T18:08:18.043934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kube-batch"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kube-scheduler-simulator','kube-scheduler-simulator','','2024',3,'An interactive, web-based simulator designed to visualize, debug, and test custom scheduler configurations and plugins. It enables platform developers to step through scheduling decisions without modifying production clusters. Widely recognized in 2026 as an essential tool for training engineers on advanced scheduling concepts.','Go','Web Application','High',1,'online','manual','3793cba17a48f8974bb5ee8f5e585d24649c606cdc8abab27a355c65317beb78',100.0,1779032640,1,'2025-09-21T04:10:12Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Simulator"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-21T04:10:12Z", "gh_stars": 1092}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubebuilder','kubernetes-sigs/kubebuilder','','2026',5,'Kubebuilder is the industry-standard developer framework for generating custom Kubernetes APIs and controllers. Leveraging structured scaffolding, advanced code generators, and controller-runtime wrappers, it streamlines the creation of highly reliable operators.','Go','Repository','Advanced',0,'online','manual','29d9981ad02b766023817c041f9aa38e9b24e6541793c93eef23ea561d07f8dc',100.0,1779029113,1,'2026-06-12T23:52:37Z',NULL,NULL,NULL,'["Extensibility & Development", "Frameworks & Tooling", "Controller SDKs"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:52:37Z", "gh_stars": 9183}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubefed','KubeFed: Kubernetes Cluster Federation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5',100.0,1779029466,0,'2026-05-17T16:51:06.910229+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kubefed"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kubespray','**Kubespray**','','2026',5,'The industry standard Ansible automation framework for deploying enterprise-ready, production-grade clusters. Combining Kubeadm with highly flexible, battle-tested playbooks, it handles network policy deployment (CNIs like Calico/Cilium), storage classes, node lifecycle operations, and multi-distribution OS configurations.','Python/Ansible','Repository','Advanced',0,'online','manual','e6a5ab4538c357775e53e98139727266a66b700215009b4dbd5fdcc4d257fb79',100.0,1779032835,1,'2026-06-14T08:26:33Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Enterprise Playbooks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:26:33Z", "gh_stars": 18556}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue','kubernetes-sigs/kueue: Kubernetes-native Job Queueing','','2026',5,'Kueue manages resource quotas across tenant namespaces, supporting complex machine learning and AI orchestration flows. It acts as a cloud-native batch scheduling engine, optimizing utilization within strict resource envelopes.','Go','Repository','Advanced',0,'online','manual','57dcd4bd79ba0cb4373a02dac6563bfd09831c58facdbdabf2521e45284ff23b',100.0,1779031535,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Workloads", "Batch Jobs", "Queueing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0','Kueue Release v0.14.0','','2024',4,'Curator Insight details the Kueue v0.14.0 release for advanced batch queuing in Kubernetes. Live engineering in 2026 highlights Kueue as the de facto standard for queuing, resource-sharing, and optimizing ML/AI compute clusters using standard scheduling components.','Go','Code Repository','High',1,'online','manual','43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff',100.0,1779031652,1,'2026-06-12T20:30:47Z',NULL,NULL,NULL,'["Platform Engineering", "Job Scheduling", "Batch Workloads"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-releases.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-operators-controllers.md", "kubernetes-releases.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:30:47Z", "gh_stars": 2563}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kui','kubernetes-sigs/kui','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3',100.0,1779033770,0,'2026-05-17T18:02:50.970703+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/kui"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kustomize','kustomize','','2026',5,'Duplicate entry for Kustomize, highlighting its role as a CNCF-backed declarative customization engine. It uses a composition-based system to configure variations of YAML files without standard template parameters, serving as a clean alternative to Helm.','Go','Tool','Intermediate',0,'online','manual','0d521a8e3abbccba8dcc4a3e9cb4c5d43a87f434413999983fb9163a6ce10c6f',100.0,1779034487,1,'2026-06-08T00:42:31Z',NULL,NULL,NULL,'["Configuration", "Templating & Engine", "Kustomize"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T00:42:31Z", "gh_stars": 12070}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/kwok','kubernetes-sigs/kwok','','2025',4,'KWOK (Kubernetes WithOut Kubelet) is an official SIG-sponsored emulator that spins up thousands of virtual nodes in seconds. By executing without actual kubelet footprints, it enables developers to simulate massive scale clusters, scheduler constraints, and operator behaviors on a standard laptop.','Go','CLI / Emulation Engine','Advanced',0,'online','manual','81c669e4ae741b5aba8e200f41e058f33537bcd4a8b9348496eac1a74b0d1dbf',100.0,1779031113,1,'2026-06-12T07:32:24Z',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T07:32:24Z", "gh_stars": 3124}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77',100.0,1779029061,0,'2026-05-17T16:44:21.352950+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner','github.com: NFS Ganesha server and external provisioner','','2023',2,'An out-of-tree dynamic provisioner that uses NFS Ganesha to dynamically provision Kubernetes Persistent Volumes (PVs) over NFS. It packages an NFS-Ganesha server directly within the provisioner container, allowing clusters to share block storage volumes dynamically via NFS. It remains a crucial storage-layer utility in 2026 for mixed ReadWriteMany workload environments.','Go','Storage Provisioner','High',1,'online','manual','1a9e8d9a821a92dadfa3cf1a2019e52415f6a8bf956516a1df0605afeda43c30',100.0,1779034208,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 481}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner','kubernetes-sigs/nfs-subdir-external-provisioner: Kubernetes NFS Subdir External'' Provisioner','','2025',4,'An out-of-tree dynamic provisioner that uses an existing NFS server to dynamically provision Kubernetes Persistent Volumes by creating subdirectories within the NFS share. Extremely reliable and simple to configure, it is widely utilized in 2026 for developer setups, bare-metal deployments, and test environments.','Go','Storage Provisioner','Medium',0,'online','manual','01c5c113ec1f426c994398e95c38d7a4d209d1b9609a7c551679c011b2f10ecb',100.0,1779034558,1,'2026-03-31T17:50:19Z',NULL,NULL,NULL,'["Storage", "NFS", "Provisioner"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-31T17:50:19Z", "gh_stars": 3016}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/node-feature-discovery','==kubernetes-sigs/node-feature-discovery: Node feature discovery for Kubernetes==','','2018',3,'A Kubernetes SIG project that scans hardware attributes and custom system configurations across cluster nodes. It labels nodes automatically based on attributes like GPUs, instruct sets, or custom kernel attributes.','Go','Kubernetes Operator','Advanced',1,'online','manual','9eb50a4b87b24f04460ce893b04e36df50bbcd718ac3470621d0ef19a77b7dab',100.0,1779029061,1,'2026-06-14T09:53:01Z',NULL,NULL,NULL,'["Cluster Management", "Hardware Discovery", "Node Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:53:01Z", "gh_stars": 1045}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran','kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟','','2024',3,'A collection of scheduling plugins (TargetLoadPacked and LoadWatcher) under the Trimaran umbrella that enable real-time, load-aware scheduling in Kubernetes. Instead of scheduling purely based on static requests, it utilizes actual node resource utilization metrics. Active in 2026, it is vital for optimizing cluster efficiency and reducing overall infrastructure costs.','Go','Scheduling Plugin','High',0,'online','manual','59522768a9791e6c5f76db6c3a5c6eb9cad2515fcc9bca7b93700af41b33d7e7',100.0,1779029163,1,'2026-06-11T10:17:00Z',NULL,NULL,NULL,'["Infrastructure", "Scheduling", "Load-Aware"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/ocp4.md"]','["kubernetes-tools.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T10:17:00Z", "gh_stars": 1295}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/secrets-store-csi-driver','Kubernetes-Secrets-Store-CSI-Driver: Secrets Store CSI driver for Kubernetes'' secrets','','2024',4,'Implements the Secrets Store CSI standard, enabling pods to mount sensitive credentials directly from external secure vaults (AWS Secrets Manager, Azure Key Vault, HashiCorp Vault) as files, bypassing native secrets security issues.','Go','Repository','Advanced',1,'online','manual','002ecde6fd2c5324a3e888a1a6effc32a49ece37598b4592e6e209aee17a3214',100.0,1779034336,1,'2026-06-11T04:16:46Z',NULL,NULL,NULL,'["Security", "Secrets Management", "CSI Driver"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md", "docs/kubernetes.md"]','["kubernetes.md", "devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T04:16:46Z", "gh_stars": 1537}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/security-profiles-operator','kubernetes-sigs/security-profiles-operator','','2025',4,'The official Kubernetes SIG operator for managing Seccomp, AppArmor, and SELinux profiles natively. Live Grounding confirms its active role in highly regulated sectors for hardening container execution spaces. It replaces manual node profiling with declarative, cluster-wide configurations.','Go','Repository','Advanced',0,'online','manual','7018e8cdf814f360b434d4d884a32b505899192ad0812072c31a18fd1d10afae',100.0,1779032185,1,'2026-06-12T17:28:56Z',NULL,NULL,NULL,'["Security", "System Hardening", "Security Profiles Operator"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:56Z", "gh_stars": 848}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner','github.com/kubernetes-sigs: Local Persistence Volume Static Provisioner'' 🌟','','2026',5,'The official Kubernetes-SIGs repository for the local persistence static provisioner. It automates the creation of PVs for local disks, enabling database workloads to achieve raw, low-latency NVMe/SSD IOPS while retaining Kubernetes persistent storage abstractions.','Go','Code','Advanced',0,'online','manual','d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d',100.0,1779032080,1,'2026-06-14T08:33:31Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:33:31Z", "gh_stars": 1200}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler','github.com/kubernetes: **Kubernetes Cluster Autoscaler**','','2026',5,'The official Kubernetes core component that dynamically alters cloud provider node counts based on scheduling pressures. Despite modern alternatives like Karpenter, it remains the most stable, widely deployed cluster-scaling standard across global cloud architectures.','Go','Repository','Advanced',0,'online','manual','45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b',100.0,1779029075,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Infrastructure Scaling", "Cluster Autoscaler"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler','VPA: Vertical Pod Autoscaler','','2026',5,'Official repository and implementation guide for the Kubernetes Vertical Pod Autoscaler. Focuses on dynamically adjusting CPU and memory requests/limits of workloads, optimizing resource distribution, and reducing idle costs.','Go','Repository','Advanced',0,'online','manual','ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd',100.0,1779031360,1,'2026-06-13T07:49:29Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Vertical Scaling API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:49:29Z", "gh_stars": 8878}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/client-go','kubernetes/client-go: Go client for Kubernetes 🌟','','2026',5,'The official Go SDK for managing Kubernetes clusters. It features critical API client mechanics like Informers, Lister-Watchers, work queues, and rate-limiting structures to build high-performance production controllers.','Go','Library','Advanced',0,'online','manual','673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb',100.0,1779033040,1,'2026-06-12T18:56:57Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/openshift-pipelines.md"]','["kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:56:57Z", "gh_stars": 9837}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/README.md','Kubernetes Special Interest Groups (SIGs)','','2024',5,'The master repository outlining the governance structures and work distribution across Special Interest Groups (SIGs). Serves as the blueprint for code contributions and technical decisions.','N/A','Repository','Advanced',0,'online','manual','00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Governance"]','["DE FACTO STANDARD"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','2025',5,'The authoritative SIG-Scalability technical specifications outlining physical structural and behavioral boundaries in a standard Kubernetes cluster (such as a maximum of 5,000 nodes, 150,000 total pods, and etcd throughput limits). Documents constraints and performance degradations encountered as these thresholds are reached.','Markdown','GitHub Repository','Advanced',0,'online','manual','b0452b2bd261bd1d7b003da3f685eb3e32a43b8d176289cb6a12e1d20aef7c2e',100.0,1779130495,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture", "Control Plane", "Scalability Limits"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/README.md','Kubernetes Special Interest Groups (SIGs)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6',100.0,1779034217,0,'2026-05-17T18:10:17.746814+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/README.md"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-limits/thresholds.md','github.com/kubernetes: Kubernetes Scalability thresholds','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8',100.0,1779034534,0,'2026-05-17T18:15:34.136387+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-limits/thresholds.md"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/main/icons','github.com/kubernetes: Kubernetes Icons Set','','2023',5,'The official CNCF-maintained Kubernetes graphic catalog containing SVGs and PNGs representing key system objects like Pods, Services, Deployments, ingress, and Custom Resources. Vital for creating highly precise architectural designs of cloud-native infrastructure.','None','Asset Pack','Beginner',0,'online','manual','a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5',100.0,1779130494,1,'2026-06-12T17:28:55Z',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:28:55Z", "gh_stars": 12886}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/community/tree/master/icons','==github.com/kubernetes: Kubernetes Icons Set==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190',100.0,1779032757,0,'2026-05-17T17:45:57.162500+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/community/tree/main/icons"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements','NodeLocal DNSCache','','2026',5,'The Kubernetes Enhancement Proposal (KEP) and repository code outlining the deployment of a local DNS caching agent on each node. Running as a DaemonSet, NodeLocal DNSCache intercepts queries at a local loopback IP, bypassing heavy iptables conntrack entries and DNAT rules to reduce latencies and resolve UDP packet drop vulnerabilities.','Go','Repository','Advanced',0,'online','manual','ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a',100.0,1779034531,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Networking", "DNS", "Caching"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/enhancements/blob/ddf7d2a8c098e97b0714f31e88abad3b3e0e706c/keps/sig-node/2837-pod-level-resource-spec/README.md','KEP-2837: Especificaciones de Recursos a Nivel de Pod','','2021',5,'A critical Kubernetes Enhancement Proposal (KEP) addressing resource specification directly at the Pod level rather than duplicating definitions across individual container configurations. This proposed structural shift promises to optimize vertical pod autoscaling, simplify scheduler math, and streamline declarative application configurations.','Markdown','Reference','Advanced',0,'online','manual','514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02',100.0,1779033693,1,'2026-06-14T03:00:33Z',NULL,NULL,NULL,'["Architecture", "Kubernetes Enhancements", "Resources"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T03:00:33Z", "gh_stars": 3887}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/frakti','Frakti','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf',100.0,1779034217,0,'2026-05-17T18:10:17.926617+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/git-sync','==github.com/kubernetes/git-sync== ⭐','','2016',5,'Git-sync is a robust, lightweight sidecar container designed to continuously synchronize a targeted Git repository into a locally mounted volume. It is widely leveraged inside Kubernetes Pods to deliver static assets, configuration scripts, and policies to main application processes without requiring image rebuilds.','Go','Sidecar','Intermediate',1,'online','manual','54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5',100.0,1779029268,1,'2026-06-12T22:36:53Z',NULL,NULL,NULL,'["GitOps & Delivery", "Configuration Management", "Sidecar Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T22:36:53Z", "gh_stars": 2704}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/issues/7837','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4',100.0,1779032294,0,'2026-05-17T17:38:14.128314+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://github.com/kubernetes/kubernetes/issues/126811"}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0','NGINX Ingress Controller - v1.0.0','','2021',5,'Landmark v1.0.0 release of the community ingress-nginx controller. Highlights include compatibility with the GA ingress API specification, significant security enhancements, and optimized resource consumption.','Go','Release','Advanced',1,'online','manual','8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858',100.0,1779030507,1,'2026-03-23T16:16:29Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "NGINX"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-23T16:16:29Z", "gh_stars": 19494}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kompose','==Kompose (Kubernetes + Compose)== 🌟','','2026',5,'Kompose is the official translation tool for converting Docker Compose files into native Kubernetes manifests. By generating deployments, services, persistent volumes, and ingress resources automatically, it acts as the primary transition bridge to production environments.','Go','CLI Translation Tool','Intermediate',0,'online','manual','c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115',100.0,1779034116,1,'2026-04-16T14:23:39Z',NULL,NULL,NULL,'["Application Lifecycle", "Manifest Generation", "Migration Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T14:23:39Z", "gh_stars": 10531}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kops','GitHub: Kubernetes Cluster with Kops','','2026',5,'Kubernetes Operations (kops) is a production-grade orchestration tool designed to configure, scale, and manage highly available clusters on public cloud environments. Its declarative structure manages cloud instances, security groups, route tables, and internal etcd scaling configurations directly, primarily focusing on AWS.','Go','Repository','Advanced',0,'online','manual','466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32',100.0,1779032874,1,'2026-06-14T05:30:39Z',NULL,NULL,NULL,'["Provisioning", "Deployment Tools", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:30:39Z", "gh_stars": 16625}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kube-state-metrics','kube-state-metrics 🌟','','2024',4,'A vital system service that translates raw Kubernetes API server state data (e.g., deployments, pod counts, resource limits, cronjobs) into high-fidelity Prometheus metrics. Unlike cAdvisor, which captures resource usage, kube-state-metrics models cluster resource orchestration configurations.','Go','Repository','Intermediate',0,'online','manual','cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a',100.0,1779033795,1,'2026-06-14T07:16:32Z',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Telemetry Protocols", "Object State Monitoring"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:16:32Z", "gh_stars": 6137}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm','Kubernetes Cluster with **Kubeadm**','','2026',5,'The standard bootstrapping engine for establishing conformant clusters, maintained by Kubernetes SIG-Cluster-Lifecycle. It abstracts certificate generation, etcd cluster building, and node onboarding into simplified `kubeadm init` and `kubeadm join` commands. It serves as the foundation for higher-level platform controllers.','Go','Repository','Intermediate',0,'online','manual','6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85',100.0,1779029421,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Core Engine"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md','github.com/kubernetes/kubeadm: High Availability Considerations','','2026',5,'Official design documentation specifying the HA mechanics of Kubeadm clusters. Examines stacked etcd setups versus external etcd clusters, detailing load balancing requirements and node join procedures to build resilient cloud-agnostic platform infrastructure.','Markdown','Documentation','Advanced',0,'online','manual','87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533',100.0,1779034040,1,'2026-06-01T13:52:54Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "High Availability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-01T13:52:54Z", "gh_stars": 3981}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/issues/126811','A Kyverno policy to block custom snippet configurations for Kubernetes Nginx ingress (CVE-2021-25742','','2024',5,'A critical Kyverno security policy designed to block custom Nginx Ingress snippet configurations, preventing exploitation of CVE-2021-25742. Demonstrates the practical power of declarative security rules in blocking ingress privilege escalations.','YAML','Repository','Advanced',0,'online','manual','a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90',100.0,1779130494,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/73787','Flag export deprecated in kubernetes 1.14','','2026',5,'The upstream Kubernetes pull request deprecating the ''--export'' flag in ''kubectl get''. Live grounding confirms that as of Kubernetes 1.18+, this flag was completely removed in favor of alternative serialization pipelines, requiring automation scripts to migrate away from this legacy pattern.','Go','Documentation','Intermediate',0,'online','manual','020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753',100.0,1779032101,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/kubernetes/pull/97057','If you have a livenessProbe that takes over one second, it’ll fail when you update to kubernetes 1.20, because a long-standing bug with how the default was handled has been fixed. You must override the ExecProbeTimeout if your probe takes more than 1s','','2020',5,'Highlights a critical behavior change in Kubernetes 1.20 where `timeoutSeconds` is strictly enforced for Exec probes. Warns how previously un-timeout-bound scripts can trigger sudden restarts across critical services.','English','Issue/Notice','Advanced',0,'online','manual','6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed',100.0,1779031490,1,'2026-06-14T02:52:34Z',NULL,NULL,NULL,'["Operations", "Reliability", "Probes"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T02:52:34Z", "gh_stars": 123002}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/minikube','Minikube','','2026',5,'Minikube remains an industry-standard sandbox for launching local single-node Kubernetes clusters. Supports diverse VM drivers, bare-metal deployment modes, and native Docker-in-Docker execution environments tailored for application testing.','Go','Tool','Intermediate',0,'online','manual','fafdeebcdeb66efd4031239267c38b0c404c20f1c8c76d6635d8002be70d5850',100.0,1779033845,1,'2026-06-14T04:14:32Z',NULL,NULL,NULL,'["Local Kubernetes Environments", "Single-Node Clusters", "Minikube"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-based-devel.md", "docs/matrix-table.md"]','["kubernetes-based-devel.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T04:14:32Z", "gh_stars": 31871}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/sample-controller','==kubernetes/sample-controller==','','2026',5,'The canonical sample controller repository managed by the Kubernetes API machinery SIG. It serves as the official, direct architectural blueprint for creating custom controllers using client-go libraries. Live grounding verifies it is the foundational reference tool for understanding thread-safe informer caches and queue sync mechanisms.','Go','Repository','Advanced',0,'online','manual','9242ef27f616a00eb69f0cb4c3bdbe45f1389caba741a8cd69d6ddf48342ac82',100.0,1779031810,1,'2026-06-12T18:58:41Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Reference Implementations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:58:41Z", "gh_stars": 3486}'); +INSERT INTO "resources" VALUES('https://github.com/kubernetes/test-infra/tree/master/prow','Prow','','2026',5,'A Kubernetes-native CI/CD platform built specifically for large-scale cloud-native project governance. Operating via a decentralized microservices architecture (including Deck, Hook, Sinker, and Crier), it enforces declarative GitOps and extensible ChatOps automation. Highly complex but acts as the core engine powering the Kubernetes ecosystem''s test infrastructure.','Go','Tool','High',1,'online','manual','447aa78c405ff461f5b6babd4a0399c84e1237a811f20e5adac1c77d72818856',100.0,1779030655,1,'2026-06-13T15:58:32Z',NULL,NULL,NULL,'["Infrastructure", "CI-CD", "Kubernetes-Native CI"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:58:32Z", "gh_stars": 4004}'); +INSERT INTO "resources" VALUES('https://github.com/kubescape/kubescape','kubescape','','2025',5,'An active CNCF Sandbox tool providing multi-framework configuration scanning, risk analysis, and vulnerability management. It integrates into CI/CD pipelines to ensure continuous verification of compliance frameworks (like CIS and NSA-CISA). Essential for enterprise teams seeking unified security visibility.','Go','Repository','Advanced',0,'online','manual','b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8',100.0,1779032884,1,'2026-06-12T14:08:06Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Post-Deployment Scanning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T14:08:06Z", "gh_stars": 11480}'); +INSERT INTO "resources" VALUES('https://github.com/kubescape/regolibrary','armosec/regolibrary','','2021',2,'A repository of highly structured Rego-based compliance policies curated for the Kubescape open-source platform. It maps cluster postures against frameworks like MITRE ATT&CK, NSA/CISA, and CIS benchmarks.','Rego','Policy Library','High',0,'online','manual','a75dcc4d8e1f244335f31040b321d85865242ba426e72448ac1fae221a4f27aa',100.0,1779130494,1,'2026-06-08T19:01:10Z',NULL,NULL,NULL,'["Security", "Compliance & Policy", "OPA Rego"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:01:10Z", "gh_stars": 131}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshark/kubeshark','kubeshark/kubeshark','','2026',4,'An open-source, eBPF-driven network monitoring and L7 protocol debugging engine offering Wireshark-like inspection for Kubernetes. Captures, decodes, and records TCP/UDP traffic at the kernel level across dynamic microservices.','Go','Repository','Advanced',0,'online','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1779030554,1,'2026-06-03T18:01:45Z',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T18:01:45Z", "gh_stars": 11951}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshield/identity-server','identity-server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904',100.0,1779030711,0,'2026-05-17T17:11:51.605191+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeops/ui-server"}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshop/kusk','kubeshop/kusk: use OpenAPI to configure Kubernetes','','2023',1,'Kusk is an OpenAPI-driven code generator and routing manager designed to build ingress configurations (mainly Envoy/Ambassador) directly from OpenAPI schemas. Live Grounding in 2026 reveals that Kubeshop has archived the Kusk project, directing engineers instead toward native Gateway API implementations.','Go','Tool','Medium',0,'online','manual','1687cf1566bec12c28cb5e735dd17748bac735ab1a3274534188e323717d6615',100.0,1779032780,1,'2022-10-12T11:05:45Z',NULL,NULL,NULL,'["API Gateway", "OpenAPI", "Ingress Generators"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T11:05:45Z", "gh_stars": 7}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshop/monokle','==kubeshop/monokle==','','2021',5,'Monokle is a visual Kubernetes configuration editor and IDE engineered to simplify manifest creation, validation, and delivery. It parses local directories and live cluster states, offering visual representations of resource dependencies.','TypeScript','Desktop GUI App / Web App','Intermediate',0,'online','manual','fe40391aa802454c10f642618dd5708b3271873f37a1d06846bb43b009c7d722',100.0,1779030827,1,'2026-02-26T08:37:07Z',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Configuration Editors"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-26T08:37:07Z", "gh_stars": 2138}'); +INSERT INTO "resources" VALUES('https://github.com/kubeshop/testkube','kubeshop/testkube','','2026',5,'The open-source core repository of Testkube, housing the CRDs, execution agents, and orchestrator architecture. It enables git-triggerable, declarative test configurations defined as Kubernetes manifests, fully integrating test pipelines into standard GitOps workflows like ArgoCD.','Go','Framework','High',0,'online','manual','333516f5073b4f469fb82a7fdccfbae63494db5490567540aa0ad00a74ba2e0c',100.0,1779031141,1,'2026-06-13T15:44:39Z',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Open-Source Core"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T15:44:39Z", "gh_stars": 1607}'); +INSERT INTO "resources" VALUES('https://github.com/kubesimplify/ksctl','Ksctl: Cloud Agnostic Kubernetes Management tool','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c',100.0,1779034479,0,'2026-05-17T18:14:39.882101+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/ksctl/ksctl"}'); +INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubeeye','KubeEye 🌟','','2025',5,'The main GitHub project repository for KubeEye, an advanced diagnostic utility that analyzes resources, configurations, and network environments. Pinpoints anomalies, deprecations, and potential security hazards. It runs standalone or integrates as a continuous API audit service.','Go','CLI Tool','Medium',0,'online','manual','fc86a43e1d9c8ee21309c3963f3584fdc2a92d5b9ff8d5a4750fad528a9bf5b1',100.0,1779034139,1,'2025-06-25T08:42:20Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-06-25T08:42:20Z", "gh_stars": 850}'); +INSERT INTO "resources" VALUES('https://github.com/kubesphere/kubekey','kubekey','','2025',4,'A Go-based command-line utility engineered to rapidly install, configure, and upgrade Kubernetes clusters, KubeSphere components, and runtime layers (containerd, Docker) on bare-metal and cloud environments. It highly excels in air-gapped, offline installations using custom artifact packages. (Live Grounding: KubeKey remains a highly-rated installer alternative to Kubeadm, especially popular in hybrid/on-prem environments requiring deterministic runtime setups).','Go','Open Source Tool','Advanced',0,'online','manual','5f2766d774c39dee9e3aaf98051ab740425b1a29aab313e6c53e2f2a9fea2593',100.0,1779031625,1,'2026-06-11T09:03:03Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[ENTERPRISE-STABLE]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:03:03Z", "gh_stars": 2821}'); +INSERT INTO "resources" VALUES('https://github.com/kubetail-org/kubetail','github.com/kubetail-org/kubetail 🌟','','2022',5,'Kubetail (by kubetail-org) is a real-time log-monitoring dashboard designed specifically for Kubernetes environments. It aggregates streaming logs from diverse Pods and containers directly in a web interface, allowing platform engineers to filter, pause, and search outputs instantly.','TypeScript / Go','Web UI','Intermediate',1,'online','manual','8a920a905975edef0c5c269b42676faf7d182b27c89f0e5d87d4e08a212b2d84',100.0,1779032969,1,'2026-06-06T08:36:55Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T08:36:55Z", "gh_stars": 1720}'); +INSERT INTO "resources" VALUES('https://github.com/kubevious/kubevious','==kubevious== 🌟🌟','','2024',3,'Kubevious is an open-source visualizer and validation engine for Kubernetes. It constructs an application-centric graph database of resource hierarchies, allowing rapid detection of manifest anomalies, cross-namespace conflicts, and misconfigurations.','TypeScript','Tool','Advanced',0,'online','manual','d0cdff7dc808c59f2e2693f9da55d72a62bc485f7daaaf6c8cf469df2d529d14',100.0,1779032975,1,'2026-06-13T07:19:22Z',NULL,NULL,NULL,'["Kubernetes Observability", "Visualization & Auditing", "Kubevious"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T07:19:22Z", "gh_stars": 1700}'); +INSERT INTO "resources" VALUES('https://github.com/kubevirt/kubevirt','kubevirt','','2026',4,'KubeVirt is a graduated CNCF project that allows virtual machines to run natively alongside standard container workloads on Kubernetes. By utilizing KVM virtualization inside Pods, it helps enterprises transition legacy virtual machine applications to modern cloud-native platforms. It has become the de facto standard for hyperconverged infrastructure setups, allowing unified management of containers and VMs.','Go','Virtualization Engine','Advanced',0,'online','manual','93de45c2d07a8d3ebda4273b3cc42fc8d20a6664c5a3cf697d174bfde4ca4589',100.0,1779032817,1,'2026-06-14T06:06:27Z',NULL,NULL,NULL,'["Virtualization", "VM Orchestration", "Hyperconverged Infrastructure"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:06:27Z", "gh_stars": 6900}'); +INSERT INTO "resources" VALUES('https://github.com/kubevirt/monitoring','github.com/kubevirt/monitoring','','2023',5,'Defines monitoring instrumentation targets for KubeVirt resources. 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Supports End-to-End Encryption (E2EE), Markdown editing, and dynamic synchronization across private cloud systems.','TypeScript','Repository','Intermediate',0,'online','manual','28a2f3937a6875deca73c3aad9383a41ee42e029a9315f1291546d828cbf2801',100.0,1779033675,1,'2026-06-14T09:47:40Z',NULL,NULL,NULL,'["Developer Productivity", "Documentation", "Note-Taking"]','["[DE FACTO STANDARD]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T09:47:40Z", "gh_stars": 55187}'); +INSERT INTO "resources" VALUES('https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','36e4532d1e380690beaa50e63e932568153d42654569dc5fe21322ecd61d354c',100.0,1779032552,0,'2026-05-17T17:42:32.422215+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/learning-cloud-native-go/myapp','==github.com/learning-cloud-native-go/myapp: Learning Cloud Native Go -'' myapp== 🌟','','2023',3,'A reference Go application engineered specifically to demonstrate cloud-native design principles, featuring integrated telemetry endpoints, structured JSON logging, health probes (/healthz, /ready), and graceful termination handles. 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It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.','JavaScript','Web Application','Beginner',0,'online','manual','bd2a8407aa1502c0c2e15a9b45c8d81e5dd773ac49aa29440111574d62364d86',100.0,1781736047,1,'2026-06-18T00:40:47.001305+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/learnk8s/templating-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','780ad11d3fd3d731cede4902c94ac497f902475236f81708ee83ba05c6c85ee3',100.0,1779032547,1,'2026-05-17T17:42:27.535823+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learnk8s/xlskubectl==','','2023',3,'An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. 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Live Grounding observes that while the repository is now dormant and unmaintained, the architecture of immutable tracking states remains a core conceptual design in complex state-machine debugging.','Python','Library','Intermediate',0,'online','manual','012724e9b458b66ba4f7ddfb8697137e27c75520d238044184088de13f595c07',100.0,1779030404,1,'2016-06-30T16:40:56Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Debugging Tools"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2016-06-30T16:40:56Z", "gh_stars": 36}'); +INSERT INTO "resources" VALUES('https://github.com/magnologan/awesome-k8s-security','magnologan/awesome-k8s-security: Awesome Kubernetes (K8s) Security 🌟','','2023',5,'A premier directory indexing specialized Kubernetes security packages, scanners, CVE logs, and hardening guides. 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It provides native schema integration with Garph or Zod, offering a robust approach for converting unstructured web documentation into machine-readable datasets for LLMs and agent retrieval.','en','GitHub Repository','Advanced',0,'online','automatic','11914b1c7d4a8956a620b78b0e99e3424816861693ef998389060f4d32028905',NULL,1.78035214849396395e+09,0,'2026-04-13T17:42:00Z',NULL,NULL,NULL,'["AI", "Web Scraping", "Data Extraction", "Developer Tools"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-04-13T17:42:00Z", "gh_stars": 6766, "reputation_status": "Vetted", "reputation_summary": "Strong community vetting as a robust and flexible LLM-powered scraping framework with multi-model support.", "social_preview_url": "https://opengraph.githubassets.com/1058235305093fd11a3349d178fe1e7624090c2900d472bf5dd201b7de3001dc/mishushakov/llm-scraper", "source_provenance": "X.com (midudev)", "suggested_new_category": "data-scraping"}'); -INSERT INTO "resources" VALUES('https://github.com/mislav/hub','github/hub 🌟','','2021',5,'Curator Insight highlights ''hub'' as the classic command-line utility wrapping Git to simplify GitHub-specific tasks. Live Grounding verifies that the repository is officially archived by GitHub in favor of the newer ''gh'' CLI.','Go','Tool','Intermediate',0,'online','manual','f5e551349d8753560003328136f8a5cd4e0a90c0c54a03262f8fd9d99687c79f',100.0,1.77913049499643206e+09,1,'2024-02-02T21:00:44Z',NULL,NULL,NULL,'["Developer Platforms", "CLI Utilities", "hub CLI", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-02T21:00:44Z", "gh_stars": 22954}'); -INSERT INTO "resources" VALUES('https://github.com/mitchellh/terraform-provider-multispace','mitchellh/terraform-provider-multispace','','2020',3,'A highly specialized custom provider allowing interaction with external workspaces within a single run. Solves state dependency sharing patterns dynamically, conceptualized by Mitchell Hashimoto.','Go','Provider','Advanced',0,'online','manual','c478a3c341119b111c8eea807005a1e63dc3aee38db483f272f06a8f8adf88af',100.0,1.77903325937649488e+09,1,'2023-07-24T04:24:34Z',NULL,NULL,NULL,'["Infrastructure as Code", "State Management", "Providers"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2023-07-24T04:24:34Z", "gh_stars": 148}'); -INSERT INTO "resources" VALUES('https://github.com/mithi/react-philosophies','react js: mithi/react-philosophies','','2020',5,'A highly structured philosophy repository outlining architectural principles for designing maintainable React codebases. Emphasizes declarative code patterns, state encapsulation, hook extraction, and unit testing strategies.','Markdown','Software','Intermediate',0,'online','manual','30946b510b313149c8da5e6dac6a701695f2cbc4bee376bbd1fe382652f3fa03',100.0,1.779030727692559e+09,1,'2025-10-05T16:46:54Z',NULL,NULL,NULL,'["Frontend Development", "React Framework", "Software Architecture"]','["[DE FACTO STANDARD]"]','["docs/javascript.md"]','["javascript.md"]','{}','{"gh_license": "CC-BY-SA-4.0", "gh_pushed": "2025-10-05T16:46:54Z", "gh_stars": 3728}'); -INSERT INTO "resources" VALUES('https://github.com/mittwald/kube-httpcache','github.com/mittwald/kube-httpcache','','2024',3,'An engineered Kubernetes-native HTTP caching platform that bundles Varnish with a specialized controller sidecar. It queries Kubernetes API endpoints directly to dynamically reconstruct and scale Varnish backend configurations without requiring manual server reloads.','Go','Repository','Advanced',0,'online','manual','268e6dd1f6d7203d7fe58773ad6fe52dc5e3cee2d2a128765a0f4b589d2912a8',100.0,1.77902959054069304e+09,1,'2025-12-18T15:03:45Z',NULL,NULL,NULL,'["Infrastructure & Caching", "Kubernetes Caching", "Distributed Caching"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-18T15:03:45Z", "gh_stars": 312}'); -INSERT INTO "resources" VALUES('https://github.com/mittwald/kubernetes-secret-generator','github.com/mittwald/kubernetes-secret-generator 🌟','','2025',5,'This secret generator creates secure random passwords, certificates, and private SSH keys on-demand in-cluster. Generated data is stored directly as encrypted Secrets resources, eliminating the risk of checking cleartext credentials into infrastructure repositories.','Go','Repository','Intermediate',0,'online','manual','869a5470f61705d827cd5b5f42047335c8749a867b4e46abc016ae3d2954d67c',100.0,1.77903112279440093e+09,1,'2025-12-05T14:16:25Z',NULL,NULL,NULL,'["Security & Compliance", "Secret Management", "Dynamic Secrets"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-12-05T14:16:25Z", "gh_stars": 391}'); -INSERT INTO "resources" VALUES('https://github.com/mivano/azure-cost-cli','==github.com/mivano/azure-cost-cli==','','2024',4,'Focuses on tag-based cost-querying using the `azure-cost-cli` tool. Explains how to extract billing data grouped by tags to simplify chargeback allocations and identify untagged resources.','C#','GitHub Repository','Intermediate',0,'online','manual','8a986352ce0fcb9452ebb54ae864c000435891c68701348b74e240aac0ab3391',100.0,1779031652.7376,1,'2026-06-08T08:05:59Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/finops.md"]','["finops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T08:05:59Z", "gh_stars": 1118}'); -INSERT INTO "resources" VALUES('https://github.com/miztiik/AWS-Demos','github.com/miztiik/AWS-Demos','','2025',0,'A rich repository compiling hundreds of AWS hands-on architecture guides and automated scripts. 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By monitoring desired state files, it automates lifecycle tasks including installations, cross-cluster upgrades, namespace setup, and purging deprecated releases.','Go','CLI Tool','Advanced',0,'online','manual','582663ae9aaa48a531b0608f40a8aa9e28107177874b46c1b807856e0725d7ba',100.0,1.77913049496486496e+09,1,'2026-06-07T15:42:46Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Multi-Chart Orchestration"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-07T15:42:46Z", "gh_stars": 1498}'); -INSERT INTO "resources" VALUES('https://github.com/mlabonne/llm-course','github.com/mlabonne/llm-course','','2023',5,'Maxime Labonne''s stellar curriculum for mastering Large Language Model engineering. Curator Insight and Live Grounding confirm its value, providing code-driven notebooks covering quantization (bitsandbytes, AWQ, GGUF), LoRA fine-tuning, direct preference optimization (DPO), and advanced retrieval-augmented generation (RAG) paradigms.','Python','Repository','Advanced',0,'online','manual','ba9d9be39679259c589973a3de17a8bdab0394741a8b187bf54bbe39f8a2d836',100.0,1.77902959052444791e+09,1,'2026-02-05T13:09:26Z',NULL,NULL,NULL,'["Artificial Intelligence", "Large Language Models", "Structured Curriculums"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-05T13:09:26Z", "gh_stars": 80120}'); -INSERT INTO "resources" VALUES('https://github.com/mlabouardy/grafana-dashboards','github.com/mlabouardy: Grafana Dashboards','','2020',0,'Archived repository containing early Grafana dashboard iterations. Shows fundamental layout compositions for visualizing container workloads, though highly outdated compared to current standards.','JSON','Repository','Intermediate',0,'online','manual','02a05b5ebaf5e334f6df5c472087a5415c167625b6791d6c2bce87c95b5d40f2',100.0,1.78173595107683897e+09,1,'2026-06-18T00:39:11.076839+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Community Dashboards"]','["[LEGACY]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/mlabouardy/nexus-cli','GitHub: Nexus-CLI','','2020',5,'A command-line interface tool written in Go to interact with and manage Nexus repositories. Real-world grounding shows this repository has had no active maintenance in over four years, pointing to a legacy project. Platform operators should pivot to using official Nexus APIs or modern alternative tooling.','Go','Repository','Intermediate',0,'online','manual','5bfc864b0bfb1a769d8f98ef5ef68078cc29e6362ae7753185f933a069f8509c',100.0,1.77902946534038209e+09,1,'2022-11-15T16:23:58Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Tooling"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-15T16:23:58Z", "gh_stars": 294}'); -INSERT INTO "resources" VALUES('https://github.com/mlrun/mlrun','mlrun','','2026',3,'MLRun is an open-source MLOps orchestration platform designed to streamline the lifecycle of machine learning pipelines on Kubernetes. It automates model training, tracking, and serving by turning raw Python functions into elastic, high-performance containerized workloads. Data platform teams rely on MLRun to deploy real-time inference models and scale distributed data preprocessing pipelines.','Python','MLOps Platform','Advanced',1,'online','manual','b4762640bf0c7d3885cd5eca6eaef3e2ff68f4c45f7802dcde2797f4e1416598',100.0,1.77903321858674407e+09,1,'2026-06-14T09:57:23Z',NULL,NULL,NULL,'["Data Engineering", "MLOps Platforms", "Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:57:23Z", "gh_stars": 1672}'); -INSERT INTO "resources" VALUES('https://github.com/mmmmmmpc/forklift-configmap-service','mperezco/forklift-configmap-service','','2022',0,'A specialized service designed to dynamically orchestrate Kubernetes ConfigMap generation and delivery. It acts as a sidecar or control helper to keep configuration payloads dynamically synced across targeted deployments.','Go','Operator','Medium',1,'online','manual','fa66c439bd4d117f2d253f28cecbe9089ce09afc9054c652d386726a357e7b93',100.0,1.77913049503160905e+09,1,'2021-09-22T14:00:12Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-09-22T14:00:12Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/moabukar/tech-vault','github.com/moabukar/tech-vault','','2026',3,'A massive compiled database containing cheat sheets, system design diagrams, and software development resources. Serves as a vital study companion for engineers preparing for platform and architectural assessments.','Markdown','Curated List','Intermediate',0,'online','manual','35bd19e48da9d8ddf977958066ef454fc6404cf373868c8c7015c1cc92d8bc8f',100.0,1.77903070652740693e+09,1,'2026-03-01T22:28:21Z',NULL,NULL,NULL,'["Career & Interview Preparation", "Resource Vaults", "System Design"]','["[ENTERPRISE-STABLE]"]','["docs/interview-questions.md"]','["interview-questions.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-01T22:28:21Z", "gh_stars": 3415}'); -INSERT INTO "resources" VALUES('https://github.com/modelcontextprotocol/servers','GitHub MCP Server','','2025',5,'Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host agents and enterprise backend systems.','TypeScript','Software','Advanced',0,'online','manual','4b0c23b47ac282b07556690f1316f4cf786a56a8746af609ccd6cf929bf92002',100.0,1.77903216721441388e+09,1,'2026-06-07T22:29:30Z',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Official Servers"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-07T22:29:30Z", "gh_stars": 87194}'); -INSERT INTO "resources" VALUES('https://github.com/moditect/jfrunit','jfrunit','','2026',5,'A highly innovative JUnit extension enabling assertions against Java Flight Recorder (JFR) events. In 2026, JfrUnit is standard for continuous performance regression testing, automatically blocking commits that trigger abnormal CPU usage or memory allocations.','Java','Repository','Advanced',1,'online','manual','6bb37b669daadec1c6bd53a9682eb004aa85746e3305e876be052de34b6bfe22',100.0,1779030500.28831,1,'2023-04-04T17:39:56Z',NULL,NULL,NULL,'["Modern Java", "Performance", "Testing"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-04T17:39:56Z", "gh_stars": 326}'); -INSERT INTO "resources" VALUES('https://github.com/mogensen/helm-changelog','helm-changelog: Create changelogs for Helm Charts, based on git history','','2024',1,'A smart CLI helper designed to parse git commit logs and automatically compile detailed changelogs for Helm releases. Ideal for maintaining human-readable release histories without manual maintenance bottlenecks during major release cycles.','Go','CLI Tool','Beginner',0,'online','manual','aee6b1c0a49a8c4cef5278b4c8972a95725c0922634fdfb681341e106ef4cd63',100.0,1.77903269970196294e+09,1,'2024-08-01T10:32:40Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Auditing & Maintenance"]','["[COMMUNITY-TOOL]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-01T10:32:40Z", "gh_stars": 43}'); -INSERT INTO "resources" VALUES('https://github.com/mohanad86/secure-ssh-python','Auto-SSH for Linux security','','2021',1,'A lightweight Python-based wrapper designed to manage, secure, and automate SSH connections, preventing session dropouts and hardening connection authentication parameters dynamically. Double-Evidence: This utility provides automated terminal tunnels, while live grounding indicates it serves as an excellent reference for custom connection-recovery scripts inside edge-computing and remote node installations.','Python','Repository','Intermediate',0,'online','manual','bbf6e7235fe56e1a263032b7c50596c24af13e54938be16c891ddf838c515044',100.0,1.781736068187819e+09,1,'2026-06-18T00:41:08.187819+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Management"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/mohatb/kubectl-exec','mohatb/kubectl-exec','','2021',0,'A simple kubectl plugin designed to ease executive context execution into all pods matching a specific label selector. 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It serves as an essential hub for engineers searching for proven ecosystem additions.','N/A','Guide','Intermediate',0,'online','manual','bbd37b93636f0486720d1d3c85369e4f0344243b89bc85169071705d9ba06ea6',100.0,1781736081.08495,1,'2026-06-18T00:41:21.084950+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Meta-Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/message-queue.md", "docs/other-awesome-lists.md"]','["message-queue.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/monodot/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','301d62aa31c1b716f393af4152f147d6562e00bee25286f1e1ce4aa58dd656d4',100.0,1.77903391784513092e+09,0,'2026-05-17T18:05:17.845131+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/tutorialworks/pipeline-library-demo"}'); -INSERT INTO "resources" VALUES('https://github.com/moule3053/mck8s','moule3053/mck8s','','2021',2,'MCK8s (Multi-Cluster Kubernetes) is an experimental open-source multi-cluster orchestration scheduler. It aims to intelligently distribute workloads across distinct geographical or multi-cloud Kubernetes clusters based on custom latency, cost, or compliance constraints. While theoretically robust, it remains an early-stage academic and community project.','Go','Tool','High',0,'online','manual','b83b59fdec53464c7fd0e7f18aa8edd2c4445f518b3fa4a6f5293f4479e1a4c2',100.0,1.779034523392107e+09,1,'2023-07-07T09:30:06Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Federated Deployments"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-07T09:30:06Z", "gh_stars": 73}'); -INSERT INTO "resources" VALUES('https://github.com/mozilla/sops','sops: Simple and flexible tool for managing secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d6ee771f290b2a6417127c57c2091091c0729a52f006b7eb9e4eae061d70b46',100.0,1779030000.88447,0,'2026-05-17T17:00:00.884470+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/getsops/sops"}'); -INSERT INTO "resources" VALUES('https://github.com/mperezco/forklift-configmap-service','mperezco/forklift-configmap-service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c04babd3ae496581d3395b0e59eec24b81915748e83275a9bd78461e45d4f427',100.0,1.77903143883431911e+09,0,'2026-05-17T17:23:58.834319+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/mmmmmmpc/forklift-configmap-service"}'); -INSERT INTO "resources" VALUES('https://github.com/mramanathan/ansible-harbor','mramanathan/ansible-harbor','','2019',0,'A legacy, inactive Ansible playbook repository configured to deploy a Harbor instance. Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.','YML','Repository','Intermediate',0,'online','manual','2ef9f54c05ae28d91061b04471d72ee9b80a004a82ff90ea1a37083c86536bc7',100.0,1781736154.46731,1,'2026-06-18T00:42:34.467310+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/mrcodedev/frontend-developer-resources','El camino del Frontend Developer','','2024',4,'An extensive frontend development roadmap repository, detailing system tools, CSS architectures, modern frameworks (React, Vue, Angular), and build systems (Vite, Webpack) required for client engineering.','Markdown','Repository','Intermediate',0,'online','manual','82e43fd6826fa0274e757f16f8ec7473e5d63e8fcdacae064b34d0c23f67d342',100.0,1.77903188341136789e+09,1,'2024-07-18T19:43:31Z',NULL,NULL,NULL,'["Software Engineering", "Frontend", "Learning Paths"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-18T19:43:31Z", "gh_stars": 3536}'); -INSERT INTO "resources" VALUES('https://github.com/msfidelis/kubernetes-with-cri-o','Kubernetes setup with CRI-O Runtime','','2021',3,'A practical hands-on repository outlining the exact deployment and structural configuration needed to run Kubernetes with CRI-O. An invaluable asset for engineers aiming to drop Docker overhead in favor of pure, security-hardened, OCI-compliant system container operations.','Shell','Repository','Advanced',0,'online','manual','0bb0f81b0d87d0e5fa466db80d253446767bfa6b60d970bd6bd9d3e8dfcb37c6',100.0,1.77903073246291208e+09,1,'2023-01-10T03:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Container Runtime Interface", "CRI-O Setup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-10T03:37:18Z", "gh_stars": 93}'); -INSERT INTO "resources" VALUES('https://github.com/mspnp/AzureNamingTool','github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟','','2025',5,'Patterns & Practices software engine providing an integrated UI and programmatic API endpoints to enforce consistent, governance-compliant resource naming structures across all Azure cloud components.','C#','Repository','Intermediate',0,'online','manual','1b2388251576bb22987c23c4f4678950ee53aa84dc1c01b281688456f9295bb6',100.0,1.77902956159771704e+09,1,'2026-01-13T16:03:31Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Azure Naming Tool"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-13T16:03:31Z", "gh_stars": 581}'); -INSERT INTO "resources" VALUES('https://github.com/mudler/LocalAI','LocalAI','','2025',4,'Curator Insight: A self-hosted, community-first OpenAI-compatible API gateway running on local hardware. Live Grounding: Allows developers to host LLMs, audio-to-text, and image generation services inside Kubernetes without external data dependencies, optimized for consumer-grade and enterprise hardware.','Go','Software','Intermediate',1,'online','manual','84abda9935d7c2b9c6744fdb1d4744ca0fe027d9310a85c2b62a2dba8e660e65',100.0,1.77913049495528602e+09,1,'2026-06-13T23:27:53Z',NULL,NULL,NULL,'["AI Infrastructure", "LLM Serving", "LocalAI"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T23:27:53Z", "gh_stars": 46845}'); -INSERT INTO "resources" VALUES('https://github.com/mumoshu/helm-x','github.com/mumoshu/helm-x: Helm X Plugin','','2021',2,'An experimental Helm plugin developed to extend standard chart templates with custom scripting functions and enhanced lifecycle control. This project is now unmaintained, serving purely as a design blueprint.','Go','CLI Plugin','Advanced',0,'online','manual','3e0055d3e5c13db18ca63e074001b3acb50dee53c82fbedf722f09bc1cff8b48',100.0,1.77903317034864807e+09,1,'2023-04-04T21:12:58Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[EMERGING]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-04-04T21:12:58Z", "gh_stars": 178}'); -INSERT INTO "resources" VALUES('https://github.com/mustafakaya/Azure-Reliability-Checker-Tool','github.com/mustafakaya/Azure-Reliability-Checker-Tool','','2023',0,'Diagnostic engine analyzing Azure configurations against Well-Architected Framework reliability pillars. Warns of single points of failure, missing geo-replication rules, and availability zone oversights.','PowerShell','Repository','Intermediate',0,'online','manual','a16c1e5a72c844d9a90d03af8e260bdd1f76b5d1fcf482bebd5f3874dc6e53a2',100.0,1.7817358799572041e+09,1,'2026-06-18T00:37:59.957204+02:00',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Reliability"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/muxinc/certificate-expiry-monitor','muxinc/certificate-expiry-monitor','','2021',5,'Lightweight utility that continuously monitors the expiration of X.509 SSL/TLS certificates. Generates metrics consumable by Prometheus to allow early alerting on certificate renewals.','Go','Open Source Tool','Intermediate',0,'online','manual','2da52fe7422494323339b90394664b4e2013efc9081c24eaa98076ae408f15b7',100.0,1.77903186580443191e+09,1,'2022-06-08T18:03:51Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Security Exporters"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-08T18:03:51Z", "gh_stars": 169}'); -INSERT INTO "resources" VALUES('https://github.com/mxschmitt/action-tmate','action-tmate: Debug GitHub Actions via SSH','','2025',4,'An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.','Shell','Action','Intermediate',0,'online','manual','a4500fbdd326ed39482564937d5a994199b34c6bafc716492c6e3ab15594333b',100.0,1.77903224353751707e+09,1,'2026-05-29T18:23:06Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/cicd.md", "docs/devops-tools.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "cicd.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T18:23:06Z", "gh_stars": 3550}'); -INSERT INTO "resources" VALUES('https://github.com/myspotontheweb/gitops-workloads-demo','github.com/myspotontheweb/gitops-workloads-demo','','2023',3,'Comprehensive demo repository showcasing real-world GitOps workload configurations. Provides a structural blueprint for multi-tenant environments, detailing how to cleanly decouple cluster-wide infrastructure configurations from individual application manifests.','YAML','Repository','Intermediate',1,'online','manual','f5ff0bcab1e193ea0ffb13fb5de53179391efad291c94f182f786cbbb1efb28e',100.0,1.78173587600701093e+09,1,'2026-06-18T00:37:56.007011+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Workload Management", "Demos"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/mysticrenji/jenkins-cicd-pipelines',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e3791be07f4ca26ef2f951ef9473024ff66bd579071a24ee4aa06da97fe91420',100.0,1.77903373588637495e+09,0,'2026-05-17T18:02:15.886375+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/myugan/awesome-docker-security','myugan/awesome-docker-security: Awesome Docker Security','','2026',5,'An excellent collection of scanning tools, security benchmarks, and hardening guidelines specifically designed for Docker environments. It catalogs utilities like Trivy, Anchore, and Docker Bench for Security, which prevent container escape exploits. Indispensable for DevSecOps pipelines managing image registries.','N/A','Repository','Intermediate',0,'online','manual','b5d9c748751ac4faee2853a885e0f5dc8c14b454ee2d1cd27f27b120a317730a',100.0,1.77903451724220204e+09,1,'2026-02-28T13:24:37Z',NULL,NULL,NULL,'["Security", "Containers", "Docker"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T13:24:37Z", "gh_stars": 717, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/nabsul/k8s-ecr-login-renew','nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR','','2018',2,'A cron utility designed to update expiring AWS ECR registry tokens automatically within Kubernetes cluster namespaces. It maintains registry pull-secret health over long runtime durations.','Go','CronJob / Daemon','Intermediate',0,'online','manual','ec0eb033f0f22c8ea8ec17ad93b2c9963990348ac57d15b0a004c81c8679c1e5',100.0,1.77902971056381392e+09,1,'2026-01-17T21:33:16Z',NULL,NULL,NULL,'["Security & Compliance", "Identity & Access", "ECR Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-17T21:33:16Z", "gh_stars": 228}'); -INSERT INTO "resources" VALUES('https://github.com/narendranathreddythota/podtnl','Access Pod Online using Podtnl','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97',100.0,1.77903297252089905e+09,0,'2026-05-17T17:49:32.520899+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/nnrthota/podtnl"}'); -INSERT INTO "resources" VALUES('https://github.com/naveensilver/Ansible','github.com/naveensilver/Ansible','','2020',0,'Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.','English','github_repo','Beginner',0,'online','manual','25fddf953cc62696d495b81fe6724de4cf2eb00b8599c287d2f756215f5cbc89',100.0,1.78173586594978094e+09,1,'2026-06-18T00:37:45.949781+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Projects"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/nebuly-ai/nos','github.com/nebuly-ai/nos','','2023',5,'Nos is an advanced GPU optimization platform built for Kubernetes to run AI workloads cost-effectively. It utilizes dynamic resource slicing and scheduling to enable multi-tenant GPU sharing. This reduces hardware idling and increases resource efficiency for LLM and ML training jobs.','Go','Scheduler / Operator','Advanced',0,'online','manual','7a6f228da00f45465a8acf77d06b0017c8b52427d89875478ff4ac355cf767bb',100.0,1.77903394300459504e+09,1,'2024-04-21T20:57:30Z',NULL,NULL,NULL,'["Infrastructure", "GPU Optimization", "Dynamic Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-21T20:57:30Z", "gh_stars": 684}'); -INSERT INTO "resources" VALUES('https://github.com/ned1313/quiz-grader','Quiz Grader','','2023',0,'A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.','Python','Repository','Intermediate',0,'online','manual','de5a9e75137bee505318b4bff070071137ac7775aff07c9542c8b210b9fc80f4',100.0,1.78173589028598499e+09,1,'2026-06-18T00:38:10.285985+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Education Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/cheatsheets.md", "docs/kubernetes-tutorials.md"]','["ai.md", "cheatsheets.md", "kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md','NetworkManager CLI cheatsheet','','N/A',0,'A curated technical resource and architectural guide covering NetworkManager CLI cheatsheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1.7790303568009541e+09,0,'2026-05-17T17:05:56.800954+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1.78173589031811594e+09,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}'); -INSERT INTO "resources" VALUES('https://github.com/netbox-community/netbox','NetBox IPAM 🌟','','2026',5,'The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-source-of-truth for global networks.','Python','Software','Advanced',0,'online','manual','0f1e66fb461ee83f1392989b338bde181fb9812c86c38f85e65d8ad48af2edeb',100.0,1.77903370689380788e+09,1,'2026-06-14T06:31:06Z',NULL,NULL,NULL,'["Computer Networking & IPAM", "Infrastructure Management", "IPAM & DCIM Platforms"]','["[DE FACTO STANDARD]"]','["docs/networking.md"]','["networking.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:31:06Z", "gh_stars": 20845}'); -INSERT INTO "resources" VALUES('https://github.com/netdata/netdata','Netdata','','2026',5,'An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, and container endpoints, making it a stellar edge diagnostics tool in 2026.','C','Repository','Intermediate',0,'online','manual','7c2e4eb471d73f0fa35983fdb4ae04f558d23fa4d4dafba4abda777bca43f610',100.0,1.77903439242660594e+09,1,'2026-06-14T09:52:59Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T09:52:59Z", "gh_stars": 79146}'); -INSERT INTO "resources" VALUES('https://github.com/network-automation/toolkit','Red Hat Ansible Tower - Workshop and Demo','','2023',2,'A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments).','YAML/Python','Code Repository','Advanced',0,'online','manual','82fd022722d4983925ce90da609585e464ee489cf3b3b8b1c1d5697ecd106930',100.0,1779130495.01861,1,'2026-06-01T18:44:18Z',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Tower"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-01T18:44:18Z", "gh_stars": 127}'); -INSERT INTO "resources" VALUES('https://github.com/network-automation/tower_workshop','Red Hat Ansible Tower - Workshop and Demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3',100.0,1.77903035677525401e+09,0,'2026-05-17T17:05:56.775254+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/network-automation/toolkit"}'); -INSERT INTO "resources" VALUES('https://github.com/nevalla/lens-resource-map-extension','Lens Resource Map extension','','2024',3,'An essential plugin for Lens that dynamically renders interactive resource maps, detailing dependency hierarchies, service boundaries, and ingress-to-pod flow connections in real time.','TypeScript','Repository','Intermediate',0,'online','manual','b2af0e978e630d223d9ac7105215c8b5879a84510bdbf3dc870af3c7c9027fc1',100.0,1.77903201775904703e+09,1,'2024-02-23T10:56:20Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-23T10:56:20Z", "gh_stars": 406}'); -INSERT INTO "resources" VALUES('https://github.com/nfrankel/jvm-controller','nfrankel/jvm-controller','','2020',0,'Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.','Kotlin','Repository','Advanced',0,'online','manual','86d14a605f7a6f1deb5f729d64557524b956c232afda79214765cfa84ed57887',100.0,1.78173591069602799e+09,1,'2026-06-18T00:38:30.696028+02:00',NULL,NULL,NULL,'["Extensibility", "Admission Controllers", "JVM Configurations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/nicholasamorim/ansible-role-harbor','nicholasamorim/ansible-role-harbor','','2021',5,'An Ansible role built to deploy and configure Harbor container registries on virtual machine hosts. Real-world grounding shows this project is unmaintained, reflecting a classic VM-centric infrastructure-as-code deployment pattern. Modern container-centric deployments strongly favor Kubernetes-native Helm-based installation paths.','YML','Repository','Intermediate',0,'online','manual','0e57673b66ce6cc2e5c3ab56c98967085e7c26d9e60cd72e290dd5eb3ba462a3',100.0,1.77903175582068896e+09,1,'2026-04-15T12:41:58Z',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[DE FACTO STANDARD]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T12:41:58Z", "gh_stars": 26}'); -INSERT INTO "resources" VALUES('https://github.com/nickjj/wait-until','github.com/nickjj/wait-until','','2016',3,'A lightweight shell utility designed to pause execution scripts until a target TCP port or system command registers a successful response. It is highly optimized for CI/CD pipeline synchronicity. Live Grounding confirms its role in orchestrating sequential container boots.','Shell','Tool','Intermediate',0,'online','manual','d4fd3e986c109f51dafb3b3cee2ef09542edca7f0a9560e22dcb7b6192468cea',100.0,1.77903152130483603e+09,1,'2026-04-24T11:45:04Z',NULL,NULL,NULL,'["Container Orchestration", "Docker", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-24T11:45:04Z", "gh_stars": 65}'); -INSERT INTO "resources" VALUES('https://github.com/nicolai86/github-rebase-bot','github-rebase-bot','','2020',2,'A lightweight, Go-based automation daemon that responds to GitHub webhooks by automatically executing git rebase commands on active PRs. It eliminates manual rebase overhead, keeping pull requests structurally fresh relative to target master branches.','Go','Tool','Intermediate',0,'online','manual','8b3832b0d0a702b3805d34bc8ef2a46c961475eab2c8564d0c763ea6cfd2cabf',100.0,1.77902970489372706e+09,1,'2017-08-25T23:18:09Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2017-08-25T23:18:09Z", "gh_stars": 29}'); -INSERT INTO "resources" VALUES('https://github.com/nicolaka/netshoot','nicolaka/netshoot','','2026',5,'Netshoot stands as the preeminent diagnostic container containerizing a massive suite of network troubleshooting binaries like tcpdump, tshark, and iperf. Designed to be injected directly as an ephemeral debugging container, it bypasses the constraints of distroless or minimal application pods. It is highly valued by system administrators for executing low-level network packet analyses without mutating running configurations.','Shell','Container Image','Beginner',0,'online','manual','a5b652e1771c279e4a442b821f61bb5df879ab3538c970409c7fdbe1ad38106c',100.0,1.77903380867966508e+09,1,'2026-04-16T16:42:57Z',NULL,NULL,NULL,'["Troubleshooting", "Networking", "Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T16:42:57Z", "gh_stars": 10773}'); -INSERT INTO "resources" VALUES('https://github.com/nicolargo/glances','Glances','','2026',5,'A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container platforms in 2026, without needing heavy visualization suites.','Python','Repository','Beginner',0,'online','manual','ffe33048440ce0e5df7761e72bc728efe5f40bd9fdb8dad0a74344c57d9c8a50',100.0,1.77902948349869394e+09,1,'2026-06-13T14:48:45Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T14:48:45Z", "gh_stars": 32824}'); -INSERT INTO "resources" VALUES('https://github.com/nicolgit/azure-firewall-mon','github.com/nicolgit/azure-firewall-mon: az-firewall-mon','','2024',5,'Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals.','JavaScript','Repository','Intermediate',0,'online','manual','0ef95f6135710ec781595b7c927eb3d1b17ff035a1dd4a3018fa5b7acc12e81d',100.0,1.77903102124683594e+09,1,'2026-04-17T22:21:27Z',NULL,NULL,NULL,'["Security", "Network Security", "Azure Firewall"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-17T22:21:27Z", "gh_stars": 91}'); -INSERT INTO "resources" VALUES('https://github.com/night-gold/armada','Armada kubectl plugin 🌟','','2021',1,'A specialized kubectl plugin designed to streamline the execution of commands across multiple clusters and namespaces simultaneously. It aims to reduce context-switching overhead for multi-cluster operators. In 2026, this tool remains a lightweight, niche CLI utility, largely superseded by more comprehensive multi-cluster management control planes.','Go','Kubectl Plugin','Low',0,'online','manual','8a69e1403bb39971f9fbd1ca8050328e0abfa5919cfbe8a9a03d9b33cc7dfb84',100.0,1.77903082748331403e+09,1,'2021-06-03T21:10:18Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Kubectl Plugin"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2021-06-03T21:10:18Z", "gh_stars": 15}'); -INSERT INTO "resources" VALUES('https://github.com/nilic/kubectl-netshoot','kubectl netshoot','','2026',5,'An operational kubectl plugin that spins up an ephemeral diagnostic container attached to a target pod''s network namespace. This tool exposes diagnostic programs (like tcpdump, curl, dig) directly inside the target''s traffic environment without requiring any alterations to the application''s base container design.','Go','Tool','Intermediate',0,'online','manual','39ac4dc4f3af7758724f3338effe47f7ce2f2701ee7f0407b6743f295e30f50e',100.0,1.77903154170263195e+09,1,'2026-03-06T13:17:06Z',NULL,NULL,NULL,'["Observability", "Network Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-06T13:17:06Z", "gh_stars": 206}'); -INSERT INTO "resources" VALUES('https://github.com/ninlil/kubectl-vpa','kubectl-vpa','','2021',1,'A developer-friendly CLI plugin extension for kubectl that simplifies inspecting, auditing, and troubleshooting Vertical Pod Autoscaler recommendations and status formats directly from terminal environments.','Go','Repository','Intermediate',0,'online','manual','b1c4dd070ac79d3ab34c49144ed2fc89fd242f0e32d1e334016e6484172a803a',100.0,1.77903086204770302e+09,1,'2023-11-08T08:52:53Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Developer Tooling", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-08T08:52:53Z", "gh_stars": 4}'); -INSERT INTO "resources" VALUES('https://github.com/nirmata/kyverno','github Kyverno - Kubernetes Native Policy Management','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dbdbdef55b33c6c798a2cfb6c31cb5208c5dc12830a8e55e751a469dfaa02cd5',100.0,1.779033789313802e+09,1,'2026-05-17T18:03:09.313802+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/nirops/yakiapp','nirops/yakiapp','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0803fc16e1c26efda87445a9e8c7900a8bd104c7a64866f63830b9b983de0f65',100.0,1.77903053910062789e+09,0,'2026-05-17T17:08:59.100628+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://github.com/vivekagate/yakiapp"}'); -INSERT INTO "resources" VALUES('https://github.com/nleiva/go-links','nleiva/go-links','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3812d15c45585a045dc8de814d5a370204d458b6da5307763f2ee0b05971b318',100.0,1.7790321178481791e+09,1,'2026-05-17T17:35:17.848179+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/nmachine-io/kerbi','Kerbi 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','01e9dc3cec1501013946987b0da92089271ae2782bc3324bbbe2bc7cc44a77d2',100.0,1.77903292308081507e+09,0,'2026-05-17T17:48:43.080815+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/nnellans/ado-pipelines-guide','github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide'' 🌟','','2024',5,'A structured, community-created repository gathering YAML pipeline configurations and boilerplate templates. Focuses on standardized modular task integration and multi-stage configurations.','YAML','Repository','Intermediate',0,'online','manual','fde6a1ad70b76f7c11a6141bc8fd65a02a43c438bfca0c5c7b55b6584fa06796',100.0,1.77903273242389297e+09,1,'2026-04-14T15:15:31Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Template Reference", "Azure DevOps Pipelines"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-14T15:15:31Z", "gh_stars": 74}'); -INSERT INTO "resources" VALUES('https://github.com/nnellans/bicep-guide','github.com/nnellans/bicep-guide','','2022',2,'A structured walkthrough repository outlining best practices, modular structures, and orchestration techniques in Azure Bicep. It acts as a reference for constructing scalable, reusable IaC configurations with built-in parameterization and deployment scopes.','Bicep','Repository','Intermediate',0,'online','manual','ebb0f2920c7df43d2b0020249ef100405bd6df203081e0ec7cd35859401ad17a',100.0,1.77903448274279189e+09,1,'2026-04-14T21:28:56Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Bicep"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-14T21:28:56Z", "gh_stars": 36}'); -INSERT INTO "resources" VALUES('https://github.com/nnrthota/podtnl','Access Pod Online using Podtnl','','2023',5,'Podtnl is a lightweight command-line utility designed to expose services running in remote Kubernetes pods over secure HTTP tunnels. Allows engineers to easily share, demo, and test internal endpoints without complex Ingress and DNS setups.','Go','CLI Tool','Intermediate',0,'online','manual','53795d4acf19eb4a267da8e85b5ad4409c554f6e7e718bb2b4f05f227b0e728e',100.0,1.77913049498526811e+09,1,'2022-10-20T11:41:32Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T11:41:32Z", "gh_stars": 65}'); -INSERT INTO "resources" VALUES('https://github.com/noamraph/tqdm','tqdm: Instantly make your python loops show a progress meter - just wrap'' any iterator with "tqdm(iterator)", and you''re done!','','2015',4,'A fast, extensible progress bar library for Python loops and iterables. By wrapping any iterable with `tqdm(iterable)`, it outputs an overhead-minimal, smart-updating CLI progress meter with predictive ETA calculations. Live grounding confirms its ubiquity across modern ML training loops and data ingestion tasks.','Python','Library','Intermediate',0,'online','manual','41c2f53a30f75cf48770de3a2659fa8db7d7b28a4647f28cd12f00bd0a0884cc',100.0,1.77903162294374609e+09,1,'2023-11-30T11:34:56Z',NULL,NULL,NULL,'["Software Development", "Python Utilities", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-30T11:34:56Z", "gh_stars": 2767}'); -INSERT INTO "resources" VALUES('https://github.com/nodejs/node','github.com/nodejs/node','','2009',5,'Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-side architectures.','C++','Software','Advanced',0,'online','manual','df932aaf752f27623c036d4a3cbf565b8fe74faf9d049e88374726cc4d21c65b',100.0,1.7790339480081911e+09,1,'2026-06-14T07:01:35Z',NULL,NULL,NULL,'["Runtime Environments", "Node.js Platform", "Source Repository"]','["[DE FACTO STANDARD]"]','["docs/javascript.md"]','["javascript.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T07:01:35Z", "gh_stars": 117761}'); -INSERT INTO "resources" VALUES('https://github.com/nokia/danm','Damn','','2026',5,'Nokia''s DANM (Damn Another Network Manager) CNI designed to facilitate telco-grade multi-network interfaces per pod inside Kubernetes, with support for SR-IOV, IPVLAN, and MACVLAN. Curator Insight vs Live Grounding: Although originally positioned as a dynamic multitenancy interface for telco workloads, live telemetry confirms the repository is now archived and considered a legacy architecture, with modern deployments utilizing Multus CNI.','Go','Repository','Advanced',0,'online','manual','b7253981d62ef25b497fa7e31f4d42dc3f536fb9ae700a6bb4455cd6070d7c9a',100.0,1.77903287849764299e+09,1,'2022-09-19T15:31:17Z',NULL,NULL,NULL,'["Networking", "CNI", "Telco & Multi-Network"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2022-09-19T15:31:17Z", "gh_stars": 393}'); -INSERT INTO "resources" VALUES('https://github.com/noobaa/noobaa-core',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f6530e48f46dee2ed288b260ddaf0d4cc3d96083ae8482741b49cde7b28a1fba',100.0,1.77913049498537588e+09,1,'2026-05-18T20:54:54.985376+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/norwoodj/helm-docs','helm-docs','','2025',4,'An automated utility designed to generate clear Markdown documentation from Helm chart metadata and schema structures. By analyzing values.yaml schema annotations, it produces clean, standardized configuration tables. This ensures chart configurations remain self-documenting and structurally valid within CI/CD pipelines.','Go','CLI Tool','Intermediate',0,'online','manual','878821a89dad52a0222fd0debb7db971bbd0d1661c0148bbc40ea1325b747842',100.0,1779031620.56489,1,'2026-06-08T09:28:41Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Documentation"]','["[ENTERPRISE-STABLE]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-08T09:28:41Z", "gh_stars": 1745}'); -INSERT INTO "resources" VALUES('https://github.com/notaryproject/notary','Notary','','2026',2,'CNCF''s implementation of The Update Framework (TUF) for cryptographic image verification and trust. *Curator Insight vs. Live Grounding*: While structurally a highly robust foundation for Content Trust, Notary is categorized as legacy as the container ecosystem has overwhelmingly converged on Sigstore''s Cosign for OCI signing.','Go','Tool','Advanced',1,'online','manual','a05dbf19a41538a4984ef51502d9d4e26d50e66b6f78bbc4c363b0bf6b0442a0',100.0,1.77903013599404811e+09,1,'2024-08-07T19:02:32Z',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-07T19:02:32Z", "gh_stars": 3289}'); -INSERT INTO "resources" VALUES('https://github.com/nsriram/lambda-the-terraform-way','AWS Lambda the Terraform Way','','2023',5,'A widely starred open-source template repository outlining best practices for packaging, versioning, and deploying AWS Lambda functions natively using Terraform. Eliminates dependencies on external serverless frameworks by leveraging HCL zip archiving capabilities.','HCL','Template Repository','Intermediate',1,'online','manual','9979adfa4cfc9364c24ec64aaa12365aac429853def9c5674468a72d7531bee9',100.0,1.77903154028070211e+09,1,'2021-05-08T12:38:52Z',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-05-08T12:38:52Z", "gh_stars": 1260}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/apache-reverse-proxy-jenkins','Apache Reverse Proxy for Jenkins','','2020',1,'A historical configuration repository detailing reverse-proxy deployment configurations for Jenkins behind Apache. Due to more than 4 years of inactivity, it is maintained as a legacy setup reference.','ApacheConf','Repository','Beginner',0,'online','manual','e85f734ff94eca0aae3de370067eec24058c2b4dcdfce99674fab0f8c0e3a979',100.0,1.77913049501612901e+09,1,'2020-05-06T08:02:22Z',NULL,NULL,NULL,'["Infrastructure", "Web Servers", "CI/CD Integration"]','["[LEGACY]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-06T08:02:22Z", "gh_stars": 1}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf','My Dynatrace proof of concept 🌟','','2023',5,'A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and alerting configurations.','en','Project Document','Advanced',1,'online','manual','0c5abd011e582b588a63cec448e6bd6954aa540f09803d0e6974a55af236940c',100.0,1.77913049498420691e+09,1,'2026-06-14T10:13:34Z',NULL,NULL,NULL,'["Observability", "APM & Logging", "Dynatrace PoC"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T10:13:34Z", "gh_stars": 663}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/tree/master/pdf',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','96ab9d9cdf618393a9c1c76347504f694c202447d47f0cbc496d511ddbb8c669',100.0,1.77913049494228911e+09,1,'2026-05-18T20:54:54.942289+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7feff872196d3c745a9af1d5a63047d136de1b99836d1eb41df192beaa218d2e',100.0,1.77902905678523492e+09,1,'2026-05-17T16:44:16.785235+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/confluence6-atlassian','Atlassian Confluence6','','2021',0,'Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.','Dockerfile','Repository','Intermediate',0,'online','manual','ad63d6c9ae797360c1b6af9d5f0c89eaef77d3de760a3d8099f6cb2de5a085b6',100.0,1.78173612325220894e+09,1,'2026-06-18T00:42:03.252209+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Applications", "Self-Hosting"]','["[LEGACY]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/jenkins-CasC-kubernetes-demo','Jenkins Configuration as Code on Kubernetes 🌟','','2021',0,'Curator Insight highlights this Nubenetes demo as a primary method for running JCasC on Kubernetes. Live Grounding confirms its effectiveness in eradicating persistent storage drift by configuring dynamic build agents via YAML definitions. This serves as an outstanding baseline architecture for cloud-native Jenkins execution environments.','YAML','Repository','Advanced',0,'online','manual','8402b4d85b11e8932946ba3a306ca5f2afbbd30520c2cade11e034476f981bbf',100.0,1.77913049495026803e+09,1,'2020-05-24T09:43:12Z',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-24T09:43:12Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/nubenetes/nexus3-helm-chart','Proof of Concept: Nexus3 Chart configuration on Kubernetes','','2021',0,'Curator Insight presents this proof-of-concept Nexus3 Helm chart deployment pattern on Kubernetes. Live Grounding confirms that hosting a dedicated private repository manager inside the cluster remains critical for sovereign enterprise setups. The manifest coordinates dynamic ingress rules and persistent storage volume allocations.','Smarty','Repository','Intermediate',0,'online','manual','232f8b5fcd1a7182ad4c8f186823dc46623bc6fb8dfe1c460d1925ff0272fc2b',100.0,1.77913049497813606e+09,1,'2020-05-24T10:17:50Z',NULL,NULL,NULL,'["Infrastructure", "Artifact Management", "Nexus3 Deployment", "Kubernetes Helm Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-24T10:17:50Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/nvucinic/kdbg','KDBG: Small Kubernetes debugging container','','2023',1,'A lightweight Kubernetes debugging container designed to simplify troubleshooting inside active pods. It packages key diagnostic tools (curl, dig, iproute2, etc.) for direct execution inside the cluster networking space, serving as an effective sidecar or ephemeral debugging agent.','Shell','Tool','Intermediate',0,'online','manual','a283739ff6f0a2ba99f63772ad77fa0a0617a733c517b5de2990b3e7c815453a',100.0,1.77903175300233197e+09,1,'2026-04-15T13:42:11Z',NULL,NULL,NULL,'["Observability", "Debugging", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T13:42:11Z", "gh_stars": 36}'); -INSERT INTO "resources" VALUES('https://github.com/oauth2-proxy/oauth2-proxy','==oauth2-proxy/oauth2-proxy: OAuth2 Proxy== 🌟','','2026',4,'A highly resilient reverse-proxy written in Go that validates user identities using OAuth2, OpenID Connect, or third-party providers. Implements stateful session storage, upstream header propagation, and custom claims verification. *Curator Insight vs. Live Grounding*: Confirmed as a stable, ubiquitous standard in modern cloud-native topologies for securing raw backend endpoints without code modifications.','Go','Tool','Intermediate',1,'online','manual','acbfefcc656c6fc1955230131b231b05373951fd322cfee41c45843b22a0828e',100.0,1.77902915897655892e+09,1,'2026-06-13T19:57:09Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Authentication Proxy"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T19:57:09Z", "gh_stars": 14517}'); -INSERT INTO "resources" VALUES('https://github.com/obitech/micro-obs','Jaeger Demo1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','26b47930bb9946f5a6caed8837af45a9d8ffac1a8e8963e5d256f03ad4e494fd',100.0,1.77903321358761405e+09,1,'2026-05-17T17:53:33.587614+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/obot-platform/obot','acorn-io/acorn','','2022',3,'Acorn, which evolved towards the Obot platform under its maintainers, is a container-native application deployment framework. It simplifies standard Kubernetes complexity, packaging microservices, networks, and storage into clean, self-contained runtimes.','Go','Application Framework','High',1,'online','manual','97a8c5406165cedd7e6d65733bb9418c368cb35b61fd881703ddf3c49122bc41',100.0,1.77913049494974899e+09,1,'2026-06-12T22:18:38Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Developer Platforms"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T22:18:38Z", "gh_stars": 829}'); -INSERT INTO "resources" VALUES('https://github.com/obsidiandynamics/kafdrop','Kafdrop – Kafka Web UI 🌟','','2023',5,'Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits active JSON/protobuf message payload inspection.','Java','Open Source Tool','Intermediate',0,'online','manual','9ecc39082499c770195c21d4161e8523b661fdfa053dadc0b62b4cb02be2b92a',100.0,1.77903068061962795e+09,1,'2026-06-11T16:52:55Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Observability & UI"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md", "docs/monitoring.md"]','["message-queue.md", "monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:52:55Z", "gh_stars": 6137}'); -INSERT INTO "resources" VALUES('https://github.com/odedia/spring-petclinic-microservices','Distributed version of Spring Petclinic built with Spring Cloud 🌟','','2020',2,'A community-maintained fork of the distributed Spring PetClinic codebase focusing on alternative Spring Cloud configurations. Provides a lean reference for configuring multi-module Gradle/Maven setups for local microservice debugging.','Java','Repository','Intermediate',1,'online','manual','41f7267441433101f310f4ff1d7e9ba4409aefda911c7d1613d3082625c1aa1c',100.0,1.77903030611563706e+09,1,'2024-12-27T15:42:53Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Spring Cloud"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-27T15:42:53Z", "gh_stars": 2}'); -INSERT INTO "resources" VALUES('https://github.com/odigos-io/odigos','odigos','','2026',4,'Odigos is a powerful distributed tracing auto-instrumentation engine that leverages eBPF technology to instrument microservice architectures without code changes. It automatically discovers active services, hooks into internal runtimes, and streams OpenTelemetry traces directly to collectors. 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Synthesizes knowledge milestones across systems internals, network protocols, continuous integration/continuous delivery protocols, and hybrid observability.','Markdown','Educational Repository','Intermediate',0,'online','manual','e8bd6c3679a539b713a836931e283891cac944c3ae4309905b61e377fecfc5f4',100.0,1779034499,1,'2026-06-13T06:35:41Z',NULL,NULL,NULL,'["DevOps & CI/CD", "Roadmaps", "Career Path"]','["[DE FACTO STANDARD]"]','["docs/devops.md", "docs/iac.md", "docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md", "devops.md", "iac.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T06:35:41Z", "gh_stars": 19614}'); +INSERT INTO "resources" VALUES('https://github.com/mineiros-io/terramate','mineiros-io/terramate','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42bd28f835ee1bc496f6489ce7d2ef163baf41ae2061ac27c1f21cc1f4108071',100.0,1779031903,0,'2026-05-17T17:31:43.020117+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/terramate-io/terramate"}'); +INSERT INTO "resources" VALUES('https://github.com/mingrammer/diagrams','mingrammer/diagrams','','2026',5,'A highly popular open-source Python framework that allows engineers to write cloud infrastructure diagrams directly as Python code. 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Data platform teams rely on MLRun to deploy real-time inference models and scale distributed data preprocessing pipelines.','Python','MLOps Platform','Advanced',1,'online','manual','b4762640bf0c7d3885cd5eca6eaef3e2ff68f4c45f7802dcde2797f4e1416598',100.0,1779033218,1,'2026-06-14T09:57:23Z',NULL,NULL,NULL,'["Data Engineering", "MLOps Platforms", "Orchestration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:57:23Z", "gh_stars": 1672}'); +INSERT INTO "resources" VALUES('https://github.com/mmmmmmpc/forklift-configmap-service','mperezco/forklift-configmap-service','','2022',0,'A specialized service designed to dynamically orchestrate Kubernetes ConfigMap generation and delivery. It acts as a sidecar or control helper to keep configuration payloads dynamically synced across targeted deployments.','Go','Operator','Medium',1,'online','manual','fa66c439bd4d117f2d253f28cecbe9089ce09afc9054c652d386726a357e7b93',100.0,1779130495,1,'2021-09-22T14:00:12Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-09-22T14:00:12Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/moabukar/tech-vault','github.com/moabukar/tech-vault','','2026',3,'A massive compiled database containing cheat sheets, system design diagrams, and software development resources. 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Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host agents and enterprise backend systems.','TypeScript','Software','Advanced',0,'online','manual','4b0c23b47ac282b07556690f1316f4cf786a56a8746af609ccd6cf929bf92002',100.0,1779032167,1,'2026-06-07T22:29:30Z',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Official Servers"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-07T22:29:30Z", "gh_stars": 87194}'); +INSERT INTO "resources" VALUES('https://github.com/moditect/jfrunit','jfrunit','','2026',5,'A highly innovative JUnit extension enabling assertions against Java Flight Recorder (JFR) events. 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While it simplifies multi-pod execution for ad-hoc debugging, modern enterprise workflows have largely transitioned to more feature-rich and actively maintained alternatives like kubectl-foreach or custom controllers.','Go','CLI Plugin','Intermediate',0,'online','manual','3549810e43c51fd68757c68486b397cc1ac40a15f3a963f12fe3e4642059274b',100.0,1779031752,1,'2025-07-28T11:24:13Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-28T11:24:13Z", "gh_stars": 87}'); +INSERT INTO "resources" VALUES('https://github.com/monksy/awesome-kafka/blob/master/tools.md','Awesome Kafka','','2026',0,'A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.','N/A','Guide','Intermediate',0,'online','manual','bbd37b93636f0486720d1d3c85369e4f0344243b89bc85169071705d9ba06ea6',100.0,1781736081,1,'2026-06-18T00:41:21.084950+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Meta-Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/message-queue.md", "docs/other-awesome-lists.md"]','["message-queue.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/monodot/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','301d62aa31c1b716f393af4152f147d6562e00bee25286f1e1ce4aa58dd656d4',100.0,1779033917,0,'2026-05-17T18:05:17.845131+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/tutorialworks/pipeline-library-demo"}'); +INSERT INTO "resources" VALUES('https://github.com/moule3053/mck8s','moule3053/mck8s','','2021',2,'MCK8s (Multi-Cluster Kubernetes) is an experimental open-source multi-cluster orchestration scheduler. It aims to intelligently distribute workloads across distinct geographical or multi-cloud Kubernetes clusters based on custom latency, cost, or compliance constraints. While theoretically robust, it remains an early-stage academic and community project.','Go','Tool','High',0,'online','manual','b83b59fdec53464c7fd0e7f18aa8edd2c4445f518b3fa4a6f5293f4479e1a4c2',100.0,1779034523,1,'2023-07-07T09:30:06Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Federated Deployments"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-07T09:30:06Z", "gh_stars": 73}'); +INSERT INTO "resources" VALUES('https://github.com/mozilla/sops','sops: Simple and flexible tool for managing secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d6ee771f290b2a6417127c57c2091091c0729a52f006b7eb9e4eae061d70b46',100.0,1779030000,0,'2026-05-17T17:00:00.884470+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/getsops/sops"}'); +INSERT INTO "resources" VALUES('https://github.com/mperezco/forklift-configmap-service','mperezco/forklift-configmap-service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c04babd3ae496581d3395b0e59eec24b81915748e83275a9bd78461e45d4f427',100.0,1779031438,0,'2026-05-17T17:23:58.834319+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/mmmmmmpc/forklift-configmap-service"}'); +INSERT INTO "resources" VALUES('https://github.com/mramanathan/ansible-harbor','mramanathan/ansible-harbor','','2019',0,'A legacy, inactive Ansible playbook repository configured to deploy a Harbor instance. Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.','YML','Repository','Intermediate',0,'online','manual','2ef9f54c05ae28d91061b04471d72ee9b80a004a82ff90ea1a37083c86536bc7',100.0,1781736154,1,'2026-06-18T00:42:34.467310+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/mrcodedev/frontend-developer-resources','El camino del Frontend Developer','','2024',4,'An extensive frontend development roadmap repository, detailing system tools, CSS architectures, modern frameworks (React, Vue, Angular), and build systems (Vite, Webpack) required for client engineering.','Markdown','Repository','Intermediate',0,'online','manual','82e43fd6826fa0274e757f16f8ec7473e5d63e8fcdacae064b34d0c23f67d342',100.0,1779031883,1,'2024-07-18T19:43:31Z',NULL,NULL,NULL,'["Software Engineering", "Frontend", "Learning Paths"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-18T19:43:31Z", "gh_stars": 3536}'); +INSERT INTO "resources" VALUES('https://github.com/msfidelis/kubernetes-with-cri-o','Kubernetes setup with CRI-O Runtime','','2021',3,'A practical hands-on repository outlining the exact deployment and structural configuration needed to run Kubernetes with CRI-O. An invaluable asset for engineers aiming to drop Docker overhead in favor of pure, security-hardened, OCI-compliant system container operations.','Shell','Repository','Advanced',0,'online','manual','0bb0f81b0d87d0e5fa466db80d253446767bfa6b60d970bd6bd9d3e8dfcb37c6',100.0,1779030732,1,'2023-01-10T03:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Container Runtime Interface", "CRI-O Setup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-10T03:37:18Z", "gh_stars": 93}'); +INSERT INTO "resources" VALUES('https://github.com/mspnp/AzureNamingTool','github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟','','2025',5,'Patterns & Practices software engine providing an integrated UI and programmatic API endpoints to enforce consistent, governance-compliant resource naming structures across all Azure cloud components.','C#','Repository','Intermediate',0,'online','manual','1b2388251576bb22987c23c4f4678950ee53aa84dc1c01b281688456f9295bb6',100.0,1779029561,1,'2026-01-13T16:03:31Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Azure Naming Tool"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-13T16:03:31Z", "gh_stars": 581}'); +INSERT INTO "resources" VALUES('https://github.com/mudler/LocalAI','LocalAI','','2025',4,'Curator Insight: A self-hosted, community-first OpenAI-compatible API gateway running on local hardware. Live Grounding: Allows developers to host LLMs, audio-to-text, and image generation services inside Kubernetes without external data dependencies, optimized for consumer-grade and enterprise hardware.','Go','Software','Intermediate',1,'online','manual','84abda9935d7c2b9c6744fdb1d4744ca0fe027d9310a85c2b62a2dba8e660e65',100.0,1779130494,1,'2026-06-13T23:27:53Z',NULL,NULL,NULL,'["AI Infrastructure", "LLM Serving", "LocalAI"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T23:27:53Z", "gh_stars": 46845}'); +INSERT INTO "resources" VALUES('https://github.com/mumoshu/helm-x','github.com/mumoshu/helm-x: Helm X Plugin','','2021',2,'An experimental Helm plugin developed to extend standard chart templates with custom scripting functions and enhanced lifecycle control. This project is now unmaintained, serving purely as a design blueprint.','Go','CLI Plugin','Advanced',0,'online','manual','3e0055d3e5c13db18ca63e074001b3acb50dee53c82fbedf722f09bc1cff8b48',100.0,1779033170,1,'2023-04-04T21:12:58Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[EMERGING]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-04-04T21:12:58Z", "gh_stars": 178}'); +INSERT INTO "resources" VALUES('https://github.com/mustafakaya/Azure-Reliability-Checker-Tool','github.com/mustafakaya/Azure-Reliability-Checker-Tool','','2023',0,'Diagnostic engine analyzing Azure configurations against Well-Architected Framework reliability pillars. 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Generates metrics consumable by Prometheus to allow early alerting on certificate renewals.','Go','Open Source Tool','Intermediate',0,'online','manual','2da52fe7422494323339b90394664b4e2013efc9081c24eaa98076ae408f15b7',100.0,1779031865,1,'2022-06-08T18:03:51Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Security Exporters"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-08T18:03:51Z", "gh_stars": 169}'); +INSERT INTO "resources" VALUES('https://github.com/mxschmitt/action-tmate','action-tmate: Debug GitHub Actions via SSH','','2025',4,'An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.','Shell','Action','Intermediate',0,'online','manual','a4500fbdd326ed39482564937d5a994199b34c6bafc716492c6e3ab15594333b',100.0,1779032243,1,'2026-05-29T18:23:06Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/cicd.md", "docs/devops-tools.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "cicd.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T18:23:06Z", "gh_stars": 3550}'); +INSERT INTO "resources" VALUES('https://github.com/myspotontheweb/gitops-workloads-demo','github.com/myspotontheweb/gitops-workloads-demo','','2023',3,'Comprehensive demo repository showcasing real-world GitOps workload configurations. Provides a structural blueprint for multi-tenant environments, detailing how to cleanly decouple cluster-wide infrastructure configurations from individual application manifests.','YAML','Repository','Intermediate',1,'online','manual','f5ff0bcab1e193ea0ffb13fb5de53179391efad291c94f182f786cbbb1efb28e',100.0,1781735876,1,'2026-06-18T00:37:56.007011+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Workload Management", "Demos"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/mysticrenji/jenkins-cicd-pipelines',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e3791be07f4ca26ef2f951ef9473024ff66bd579071a24ee4aa06da97fe91420',100.0,1779033735,0,'2026-05-17T18:02:15.886375+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/myugan/awesome-docker-security','myugan/awesome-docker-security: Awesome Docker Security','','2026',5,'An excellent collection of scanning tools, security benchmarks, and hardening guidelines specifically designed for Docker environments. It catalogs utilities like Trivy, Anchore, and Docker Bench for Security, which prevent container escape exploits. Indispensable for DevSecOps pipelines managing image registries.','N/A','Repository','Intermediate',0,'online','manual','b5d9c748751ac4faee2853a885e0f5dc8c14b454ee2d1cd27f27b120a317730a',100.0,1779034517,1,'2026-02-28T13:24:37Z',NULL,NULL,NULL,'["Security", "Containers", "Docker"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T13:24:37Z", "gh_stars": 717, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/nabsul/k8s-ecr-login-renew','nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR','','2018',2,'A cron utility designed to update expiring AWS ECR registry tokens automatically within Kubernetes cluster namespaces. It maintains registry pull-secret health over long runtime durations.','Go','CronJob / Daemon','Intermediate',0,'online','manual','ec0eb033f0f22c8ea8ec17ad93b2c9963990348ac57d15b0a004c81c8679c1e5',100.0,1779029710,1,'2026-01-17T21:33:16Z',NULL,NULL,NULL,'["Security & Compliance", "Identity & Access", "ECR Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-17T21:33:16Z", "gh_stars": 228}'); +INSERT INTO "resources" VALUES('https://github.com/narendranathreddythota/podtnl','Access Pod Online using Podtnl','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97',100.0,1779032972,0,'2026-05-17T17:49:32.520899+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/nnrthota/podtnl"}'); +INSERT INTO "resources" VALUES('https://github.com/naveensilver/Ansible','github.com/naveensilver/Ansible','','2020',0,'Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.','English','github_repo','Beginner',0,'online','manual','25fddf953cc62696d495b81fe6724de4cf2eb00b8599c287d2f756215f5cbc89',100.0,1781735865,1,'2026-06-18T00:37:45.949781+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Projects"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/nebuly-ai/nos','github.com/nebuly-ai/nos','','2023',5,'Nos is an advanced GPU optimization platform built for Kubernetes to run AI workloads cost-effectively. It utilizes dynamic resource slicing and scheduling to enable multi-tenant GPU sharing. This reduces hardware idling and increases resource efficiency for LLM and ML training jobs.','Go','Scheduler / Operator','Advanced',0,'online','manual','7a6f228da00f45465a8acf77d06b0017c8b52427d89875478ff4ac355cf767bb',100.0,1779033943,1,'2024-04-21T20:57:30Z',NULL,NULL,NULL,'["Infrastructure", "GPU Optimization", "Dynamic Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-21T20:57:30Z", "gh_stars": 684}'); +INSERT INTO "resources" VALUES('https://github.com/ned1313/quiz-grader','Quiz Grader','','2023',0,'A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.','Python','Repository','Intermediate',0,'online','manual','de5a9e75137bee505318b4bff070071137ac7775aff07c9542c8b210b9fc80f4',100.0,1781735890,1,'2026-06-18T00:38:10.285985+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Education Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/cheatsheets.md", "docs/kubernetes-tutorials.md"]','["ai.md", "cheatsheets.md", "kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md','NetworkManager CLI cheatsheet','','N/A',0,'A curated technical resource and architectural guide covering NetworkManager CLI cheatsheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1779030356,0,'2026-05-17T17:05:56.800954+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1781735890,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}'); +INSERT INTO "resources" VALUES('https://github.com/netbox-community/netbox','NetBox IPAM 🌟','','2026',5,'The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-source-of-truth for global networks.','Python','Software','Advanced',0,'online','manual','0f1e66fb461ee83f1392989b338bde181fb9812c86c38f85e65d8ad48af2edeb',100.0,1779033706,1,'2026-06-14T06:31:06Z',NULL,NULL,NULL,'["Computer Networking & IPAM", "Infrastructure Management", "IPAM & DCIM Platforms"]','["[DE FACTO STANDARD]"]','["docs/networking.md"]','["networking.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:31:06Z", "gh_stars": 20845}'); +INSERT INTO "resources" VALUES('https://github.com/netdata/netdata','Netdata','','2026',5,'An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, and container endpoints, making it a stellar edge diagnostics tool in 2026.','C','Repository','Intermediate',0,'online','manual','7c2e4eb471d73f0fa35983fdb4ae04f558d23fa4d4dafba4abda777bca43f610',100.0,1779034392,1,'2026-06-14T09:52:59Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T09:52:59Z", "gh_stars": 79146}'); +INSERT INTO "resources" VALUES('https://github.com/network-automation/toolkit','Red Hat Ansible Tower - Workshop and Demo','','2023',2,'A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments).','YAML/Python','Code Repository','Advanced',0,'online','manual','82fd022722d4983925ce90da609585e464ee489cf3b3b8b1c1d5697ecd106930',100.0,1779130495,1,'2026-06-01T18:44:18Z',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Tower"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-01T18:44:18Z", "gh_stars": 127}'); +INSERT INTO "resources" VALUES('https://github.com/network-automation/tower_workshop','Red Hat Ansible Tower - Workshop and Demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3',100.0,1779030356,0,'2026-05-17T17:05:56.775254+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/network-automation/toolkit"}'); +INSERT INTO "resources" VALUES('https://github.com/nevalla/lens-resource-map-extension','Lens Resource Map extension','','2024',3,'An essential plugin for Lens that dynamically renders interactive resource maps, detailing dependency hierarchies, service boundaries, and ingress-to-pod flow connections in real time.','TypeScript','Repository','Intermediate',0,'online','manual','b2af0e978e630d223d9ac7105215c8b5879a84510bdbf3dc870af3c7c9027fc1',100.0,1779032017,1,'2024-02-23T10:56:20Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-23T10:56:20Z", "gh_stars": 406}'); +INSERT INTO "resources" VALUES('https://github.com/nfrankel/jvm-controller','nfrankel/jvm-controller','','2020',0,'Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.','Kotlin','Repository','Advanced',0,'online','manual','86d14a605f7a6f1deb5f729d64557524b956c232afda79214765cfa84ed57887',100.0,1781735910,1,'2026-06-18T00:38:30.696028+02:00',NULL,NULL,NULL,'["Extensibility", "Admission Controllers", "JVM Configurations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/nicholasamorim/ansible-role-harbor','nicholasamorim/ansible-role-harbor','','2021',5,'An Ansible role built to deploy and configure Harbor container registries on virtual machine hosts. Real-world grounding shows this project is unmaintained, reflecting a classic VM-centric infrastructure-as-code deployment pattern. Modern container-centric deployments strongly favor Kubernetes-native Helm-based installation paths.','YML','Repository','Intermediate',0,'online','manual','0e57673b66ce6cc2e5c3ab56c98967085e7c26d9e60cd72e290dd5eb3ba462a3',100.0,1779031755,1,'2026-04-15T12:41:58Z',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[DE FACTO STANDARD]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T12:41:58Z", "gh_stars": 26}'); +INSERT INTO "resources" VALUES('https://github.com/nickjj/wait-until','github.com/nickjj/wait-until','','2016',3,'A lightweight shell utility designed to pause execution scripts until a target TCP port or system command registers a successful response. It is highly optimized for CI/CD pipeline synchronicity. Live Grounding confirms its role in orchestrating sequential container boots.','Shell','Tool','Intermediate',0,'online','manual','d4fd3e986c109f51dafb3b3cee2ef09542edca7f0a9560e22dcb7b6192468cea',100.0,1779031521,1,'2026-04-24T11:45:04Z',NULL,NULL,NULL,'["Container Orchestration", "Docker", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-24T11:45:04Z", "gh_stars": 65}'); +INSERT INTO "resources" VALUES('https://github.com/nicolai86/github-rebase-bot','github-rebase-bot','','2020',2,'A lightweight, Go-based automation daemon that responds to GitHub webhooks by automatically executing git rebase commands on active PRs. It eliminates manual rebase overhead, keeping pull requests structurally fresh relative to target master branches.','Go','Tool','Intermediate',0,'online','manual','8b3832b0d0a702b3805d34bc8ef2a46c961475eab2c8564d0c763ea6cfd2cabf',100.0,1779029704,1,'2017-08-25T23:18:09Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2017-08-25T23:18:09Z", "gh_stars": 29}'); +INSERT INTO "resources" VALUES('https://github.com/nicolaka/netshoot','nicolaka/netshoot','','2026',5,'Netshoot stands as the preeminent diagnostic container containerizing a massive suite of network troubleshooting binaries like tcpdump, tshark, and iperf. Designed to be injected directly as an ephemeral debugging container, it bypasses the constraints of distroless or minimal application pods. It is highly valued by system administrators for executing low-level network packet analyses without mutating running configurations.','Shell','Container Image','Beginner',0,'online','manual','a5b652e1771c279e4a442b821f61bb5df879ab3538c970409c7fdbe1ad38106c',100.0,1779033808,1,'2026-04-16T16:42:57Z',NULL,NULL,NULL,'["Troubleshooting", "Networking", "Diagnostics"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-16T16:42:57Z", "gh_stars": 10773}'); +INSERT INTO "resources" VALUES('https://github.com/nicolargo/glances','Glances','','2026',5,'A Python-based CLI and web tool providing real-time system resource visualization. Glances remains a beloved utility for terminal-driven infrastructure debugging and fast diagnostics on container platforms in 2026, without needing heavy visualization suites.','Python','Repository','Beginner',0,'online','manual','ffe33048440ce0e5df7761e72bc728efe5f40bd9fdb8dad0a74344c57d9c8a50',100.0,1779029483,1,'2026-06-13T14:48:45Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T14:48:45Z", "gh_stars": 32824}'); +INSERT INTO "resources" VALUES('https://github.com/nicolgit/azure-firewall-mon','github.com/nicolgit/azure-firewall-mon: az-firewall-mon','','2024',5,'Real-time log viewer utility for Azure Firewall. Parses JSON diagnostic streams directly from Log Analytics, providing colorized output detailing connection actions (allow/deny) on live terminals.','JavaScript','Repository','Intermediate',0,'online','manual','0ef95f6135710ec781595b7c927eb3d1b17ff035a1dd4a3018fa5b7acc12e81d',100.0,1779031021,1,'2026-04-17T22:21:27Z',NULL,NULL,NULL,'["Security", "Network Security", "Azure Firewall"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-17T22:21:27Z", "gh_stars": 91}'); +INSERT INTO "resources" VALUES('https://github.com/night-gold/armada','Armada kubectl plugin 🌟','','2021',1,'A specialized kubectl plugin designed to streamline the execution of commands across multiple clusters and namespaces simultaneously. It aims to reduce context-switching overhead for multi-cluster operators. 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This tool exposes diagnostic programs (like tcpdump, curl, dig) directly inside the target''s traffic environment without requiring any alterations to the application''s base container design.','Go','Tool','Intermediate',0,'online','manual','39ac4dc4f3af7758724f3338effe47f7ce2f2701ee7f0407b6743f295e30f50e',100.0,1779031541,1,'2026-03-06T13:17:06Z',NULL,NULL,NULL,'["Observability", "Network Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-06T13:17:06Z", "gh_stars": 206}'); +INSERT INTO "resources" VALUES('https://github.com/ninlil/kubectl-vpa','kubectl-vpa','','2021',1,'A developer-friendly CLI plugin extension for kubectl that simplifies inspecting, auditing, and troubleshooting Vertical Pod Autoscaler recommendations and status formats directly from terminal environments.','Go','Repository','Intermediate',0,'online','manual','b1c4dd070ac79d3ab34c49144ed2fc89fd242f0e32d1e334016e6484172a803a',100.0,1779030862,1,'2023-11-08T08:52:53Z',NULL,NULL,NULL,'["Kubernetes & Scaling", "Developer Tooling", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-08T08:52:53Z", "gh_stars": 4}'); +INSERT INTO "resources" VALUES('https://github.com/nirmata/kyverno','github Kyverno - Kubernetes Native Policy Management','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dbdbdef55b33c6c798a2cfb6c31cb5208c5dc12830a8e55e751a469dfaa02cd5',100.0,1779033789,1,'2026-05-17T18:03:09.313802+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/nirops/yakiapp','nirops/yakiapp','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0803fc16e1c26efda87445a9e8c7900a8bd104c7a64866f63830b9b983de0f65',100.0,1779030539,0,'2026-05-17T17:08:59.100628+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://github.com/vivekagate/yakiapp"}'); +INSERT INTO "resources" VALUES('https://github.com/nleiva/go-links','nleiva/go-links','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3812d15c45585a045dc8de814d5a370204d458b6da5307763f2ee0b05971b318',100.0,1779032117,1,'2026-05-17T17:35:17.848179+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/nmachine-io/kerbi','Kerbi 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','01e9dc3cec1501013946987b0da92089271ae2782bc3324bbbe2bc7cc44a77d2',100.0,1779032923,0,'2026-05-17T17:48:43.080815+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/nnellans/ado-pipelines-guide','github.com/nnellans/ado-pipelines-guide: Azure DevOps YAML Pipelines Guide'' 🌟','','2024',5,'A structured, community-created repository gathering YAML pipeline configurations and boilerplate templates. Focuses on standardized modular task integration and multi-stage configurations.','YAML','Repository','Intermediate',0,'online','manual','fde6a1ad70b76f7c11a6141bc8fd65a02a43c438bfca0c5c7b55b6584fa06796',100.0,1779032732,1,'2026-04-14T15:15:31Z',NULL,NULL,NULL,'["CI/CD Pipelines", "Template Reference", "Azure DevOps Pipelines"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-14T15:15:31Z", "gh_stars": 74}'); +INSERT INTO "resources" VALUES('https://github.com/nnellans/bicep-guide','github.com/nnellans/bicep-guide','','2022',2,'A structured walkthrough repository outlining best practices, modular structures, and orchestration techniques in Azure Bicep. It acts as a reference for constructing scalable, reusable IaC configurations with built-in parameterization and deployment scopes.','Bicep','Repository','Intermediate',0,'online','manual','ebb0f2920c7df43d2b0020249ef100405bd6df203081e0ec7cd35859401ad17a',100.0,1779034482,1,'2026-04-14T21:28:56Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Bicep"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-04-14T21:28:56Z", "gh_stars": 36}'); +INSERT INTO "resources" VALUES('https://github.com/nnrthota/podtnl','Access Pod Online using Podtnl','','2023',5,'Podtnl is a lightweight command-line utility designed to expose services running in remote Kubernetes pods over secure HTTP tunnels. Allows engineers to easily share, demo, and test internal endpoints without complex Ingress and DNS setups.','Go','CLI Tool','Intermediate',0,'online','manual','53795d4acf19eb4a267da8e85b5ad4409c554f6e7e718bb2b4f05f227b0e728e',100.0,1779130494,1,'2022-10-20T11:41:32Z',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-10-20T11:41:32Z", "gh_stars": 65}'); +INSERT INTO "resources" VALUES('https://github.com/noamraph/tqdm','tqdm: Instantly make your python loops show a progress meter - just wrap'' any iterator with "tqdm(iterator)", and you''re done!','','2015',4,'A fast, extensible progress bar library for Python loops and iterables. By wrapping any iterable with `tqdm(iterable)`, it outputs an overhead-minimal, smart-updating CLI progress meter with predictive ETA calculations. Live grounding confirms its ubiquity across modern ML training loops and data ingestion tasks.','Python','Library','Intermediate',0,'online','manual','41c2f53a30f75cf48770de3a2659fa8db7d7b28a4647f28cd12f00bd0a0884cc',100.0,1779031622,1,'2023-11-30T11:34:56Z',NULL,NULL,NULL,'["Software Development", "Python Utilities", "CLI Tools"]','["[ENTERPRISE-STABLE]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-30T11:34:56Z", "gh_stars": 2767}'); +INSERT INTO "resources" VALUES('https://github.com/nodejs/node','github.com/nodejs/node','','2009',5,'Core development branch of the Node.js runtime. Details foundational V8 updates, event loop mechanics (libuv integration), core module performance tweaks, and security updates essential for server-side architectures.','C++','Software','Advanced',0,'online','manual','df932aaf752f27623c036d4a3cbf565b8fe74faf9d049e88374726cc4d21c65b',100.0,1779033948,1,'2026-06-14T07:01:35Z',NULL,NULL,NULL,'["Runtime Environments", "Node.js Platform", "Source Repository"]','["[DE FACTO STANDARD]"]','["docs/javascript.md"]','["javascript.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T07:01:35Z", "gh_stars": 117761}'); +INSERT INTO "resources" VALUES('https://github.com/nokia/danm','Damn','','2026',5,'Nokia''s DANM (Damn Another Network Manager) CNI designed to facilitate telco-grade multi-network interfaces per pod inside Kubernetes, with support for SR-IOV, IPVLAN, and MACVLAN. Curator Insight vs Live Grounding: Although originally positioned as a dynamic multitenancy interface for telco workloads, live telemetry confirms the repository is now archived and considered a legacy architecture, with modern deployments utilizing Multus CNI.','Go','Repository','Advanced',0,'online','manual','b7253981d62ef25b497fa7e31f4d42dc3f536fb9ae700a6bb4455cd6070d7c9a',100.0,1779032878,1,'2022-09-19T15:31:17Z',NULL,NULL,NULL,'["Networking", "CNI", "Telco & Multi-Network"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2022-09-19T15:31:17Z", "gh_stars": 393}'); +INSERT INTO "resources" VALUES('https://github.com/noobaa/noobaa-core',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f6530e48f46dee2ed288b260ddaf0d4cc3d96083ae8482741b49cde7b28a1fba',100.0,1779130494,1,'2026-05-18T20:54:54.985376+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/norwoodj/helm-docs','helm-docs','','2025',4,'An automated utility designed to generate clear Markdown documentation from Helm chart metadata and schema structures. By analyzing values.yaml schema annotations, it produces clean, standardized configuration tables. This ensures chart configurations remain self-documenting and structurally valid within CI/CD pipelines.','Go','CLI Tool','Intermediate',0,'online','manual','878821a89dad52a0222fd0debb7db971bbd0d1661c0148bbc40ea1325b747842',100.0,1779031620,1,'2026-06-08T09:28:41Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Documentation"]','["[ENTERPRISE-STABLE]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-08T09:28:41Z", "gh_stars": 1745}'); +INSERT INTO "resources" VALUES('https://github.com/notaryproject/notary','Notary','','2026',2,'CNCF''s implementation of The Update Framework (TUF) for cryptographic image verification and trust. *Curator Insight vs. Live Grounding*: While structurally a highly robust foundation for Content Trust, Notary is categorized as legacy as the container ecosystem has overwhelmingly converged on Sigstore''s Cosign for OCI signing.','Go','Tool','Advanced',1,'online','manual','a05dbf19a41538a4984ef51502d9d4e26d50e66b6f78bbc4c363b0bf6b0442a0',100.0,1779030135,1,'2024-08-07T19:02:32Z',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-07T19:02:32Z", "gh_stars": 3289}'); +INSERT INTO "resources" VALUES('https://github.com/nsriram/lambda-the-terraform-way','AWS Lambda the Terraform Way','','2023',5,'A widely starred open-source template repository outlining best practices for packaging, versioning, and deploying AWS Lambda functions natively using Terraform. Eliminates dependencies on external serverless frameworks by leveraging HCL zip archiving capabilities.','HCL','Template Repository','Intermediate',1,'online','manual','9979adfa4cfc9364c24ec64aaa12365aac429853def9c5674468a72d7531bee9',100.0,1779031540,1,'2021-05-08T12:38:52Z',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-05-08T12:38:52Z", "gh_stars": 1260}'); +INSERT INTO "resources" VALUES('https://github.com/nubenetes/apache-reverse-proxy-jenkins','Apache Reverse Proxy for Jenkins','','2020',1,'A historical configuration repository detailing reverse-proxy deployment configurations for Jenkins behind Apache. Due to more than 4 years of inactivity, it is maintained as a legacy setup reference.','ApacheConf','Repository','Beginner',0,'online','manual','e85f734ff94eca0aae3de370067eec24058c2b4dcdfce99674fab0f8c0e3a979',100.0,1779130495,1,'2020-05-06T08:02:22Z',NULL,NULL,NULL,'["Infrastructure", "Web Servers", "CI/CD Integration"]','["[LEGACY]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-06T08:02:22Z", "gh_stars": 1}'); +INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf','My Dynatrace proof of concept 🌟','','2023',5,'A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. 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Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.','Dockerfile','Repository','Intermediate',0,'online','manual','ad63d6c9ae797360c1b6af9d5f0c89eaef77d3de760a3d8099f6cb2de5a085b6',100.0,1781736123,1,'2026-06-18T00:42:03.252209+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Applications", "Self-Hosting"]','["[LEGACY]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/nubenetes/jenkins-CasC-kubernetes-demo','Jenkins Configuration as Code on Kubernetes 🌟','','2021',0,'Curator Insight highlights this Nubenetes demo as a primary method for running JCasC on Kubernetes. Live Grounding confirms its effectiveness in eradicating persistent storage drift by configuring dynamic build agents via YAML definitions. This serves as an outstanding baseline architecture for cloud-native Jenkins execution environments.','YAML','Repository','Advanced',0,'online','manual','8402b4d85b11e8932946ba3a306ca5f2afbbd30520c2cade11e034476f981bbf',100.0,1779130494,1,'2020-05-24T09:43:12Z',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-24T09:43:12Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/nubenetes/nexus3-helm-chart','Proof of Concept: Nexus3 Chart configuration on Kubernetes','','2021',0,'Curator Insight presents this proof-of-concept Nexus3 Helm chart deployment pattern on Kubernetes. Live Grounding confirms that hosting a dedicated private repository manager inside the cluster remains critical for sovereign enterprise setups. The manifest coordinates dynamic ingress rules and persistent storage volume allocations.','Smarty','Repository','Intermediate',0,'online','manual','232f8b5fcd1a7182ad4c8f186823dc46623bc6fb8dfe1c460d1925ff0272fc2b',100.0,1779130494,1,'2020-05-24T10:17:50Z',NULL,NULL,NULL,'["Infrastructure", "Artifact Management", "Nexus3 Deployment", "Kubernetes Helm Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-24T10:17:50Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/nvucinic/kdbg','KDBG: Small Kubernetes debugging container','','2023',1,'A lightweight Kubernetes debugging container designed to simplify troubleshooting inside active pods. It packages key diagnostic tools (curl, dig, iproute2, etc.) for direct execution inside the cluster networking space, serving as an effective sidecar or ephemeral debugging agent.','Shell','Tool','Intermediate',0,'online','manual','a283739ff6f0a2ba99f63772ad77fa0a0617a733c517b5de2990b3e7c815453a',100.0,1779031753,1,'2026-04-15T13:42:11Z',NULL,NULL,NULL,'["Observability", "Debugging", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T13:42:11Z", "gh_stars": 36}'); +INSERT INTO "resources" VALUES('https://github.com/oauth2-proxy/oauth2-proxy','==oauth2-proxy/oauth2-proxy: OAuth2 Proxy== 🌟','','2026',4,'A highly resilient reverse-proxy written in Go that validates user identities using OAuth2, OpenID Connect, or third-party providers. Implements stateful session storage, upstream header propagation, and custom claims verification. *Curator Insight vs. Live Grounding*: Confirmed as a stable, ubiquitous standard in modern cloud-native topologies for securing raw backend endpoints without code modifications.','Go','Tool','Intermediate',1,'online','manual','acbfefcc656c6fc1955230131b231b05373951fd322cfee41c45843b22a0828e',100.0,1779029158,1,'2026-06-13T19:57:09Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Authentication Proxy"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T19:57:09Z", "gh_stars": 14517}'); +INSERT INTO "resources" VALUES('https://github.com/obitech/micro-obs','Jaeger Demo1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','26b47930bb9946f5a6caed8837af45a9d8ffac1a8e8963e5d256f03ad4e494fd',100.0,1779033213,1,'2026-05-17T17:53:33.587614+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "MIT"}'); +INSERT INTO "resources" VALUES('https://github.com/obot-platform/obot','acorn-io/acorn','','2022',3,'Acorn, which evolved towards the Obot platform under its maintainers, is a container-native application deployment framework. It simplifies standard Kubernetes complexity, packaging microservices, networks, and storage into clean, self-contained runtimes.','Go','Application Framework','High',1,'online','manual','97a8c5406165cedd7e6d65733bb9418c368cb35b61fd881703ddf3c49122bc41',100.0,1779130494,1,'2026-06-12T22:18:38Z',NULL,NULL,NULL,'["Application Delivery", "Packaging", "Developer Platforms"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T22:18:38Z", "gh_stars": 829}'); +INSERT INTO "resources" VALUES('https://github.com/obsidiandynamics/kafdrop','Kafdrop – Kafka Web UI 🌟','','2023',5,'Kafdrop is a popular, lightweight web UI for monitoring and managing Apache Kafka clusters. It renders real-time views of brokers, topic structures, partition offsets, consumer group lag, and permits active JSON/protobuf message payload inspection.','Java','Open Source Tool','Intermediate',0,'online','manual','9ecc39082499c770195c21d4161e8523b661fdfa053dadc0b62b4cb02be2b92a',100.0,1779030680,1,'2026-06-11T16:52:55Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Observability & UI"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md", "docs/monitoring.md"]','["message-queue.md", "monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T16:52:55Z", "gh_stars": 6137}'); +INSERT INTO "resources" VALUES('https://github.com/odedia/spring-petclinic-microservices','Distributed version of Spring Petclinic built with Spring Cloud 🌟','','2020',2,'A community-maintained fork of the distributed Spring PetClinic codebase focusing on alternative Spring Cloud configurations. Provides a lean reference for configuring multi-module Gradle/Maven setups for local microservice debugging.','Java','Repository','Intermediate',1,'online','manual','41f7267441433101f310f4ff1d7e9ba4409aefda911c7d1613d3082625c1aa1c',100.0,1779030306,1,'2024-12-27T15:42:53Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Spring Cloud"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-27T15:42:53Z", "gh_stars": 2}'); +INSERT INTO "resources" VALUES('https://github.com/odigos-io/odigos','odigos','','2026',4,'Odigos is a powerful distributed tracing auto-instrumentation engine that leverages eBPF technology to instrument microservice architectures without code changes. It automatically discovers active services, hooks into internal runtimes, and streams OpenTelemetry traces directly to collectors. It has emerged as a preferred solution for platform teams seeking zero-to-hero observability coverage.','Go','Observability Controller','Advanced',1,'online','manual','7fa766b851bcb6255a859c5e9685e73633a81b9d4415156688c6ddba321a8c85',100.0,1779029270,1,'2026-06-14T10:09:14Z',NULL,NULL,NULL,'["Observability", "eBPF Diagnostics", "Distributed Tracing"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T10:09:14Z", "gh_stars": 3657}'); +INSERT INTO "resources" VALUES('https://github.com/odoo/odoo/wiki/Mergebot','Odoo Mergebot','','2026',5,'Odoo''s foundational merge-bot built to orchestrate massive volume commits across multi-repository dependencies. It employs highly robust state-machine mechanics to validate test combinations and keep high-density deployments continuously updated.','Python','Tool','Advanced',0,'online','manual','5c57d4ce94918a8a910a106646474fa43d25d478ae50629a6e11903bc5bd3b7a',100.0,1779029556,1,'2026-06-14T10:01:21Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T10:01:21Z", "gh_stars": 52393}'); +INSERT INTO "resources" VALUES('https://github.com/ofek/csi-gcs','ofek/csi-gcs','','2019',2,'A CSI volume plugin executing secure file systems mounting directly to Google Cloud Storage (GCS) buckets. It provides container pods with localized, standard disk directory abstractions over GCS object storage.','Go','CSI Driver','Advanced',0,'online','manual','b6cb90159ae67c858da7d684ecf7d33622b9be8cc23a827355f11c57044c80a3',100.0,1779029295,1,'2025-10-19T17:05:36Z',NULL,NULL,NULL,'["Storage & Data", "CSI Plugins", "Google Cloud Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-19T17:05:36Z", "gh_stars": 159}'); +INSERT INTO "resources" VALUES('https://github.com/oils-for-unix/oils/wiki/Alternative-Shells','oilshell: Alternative shells','','2026',5,'An exceptional evaluation wiki comparing next-generation Unix shells (Oils, Nushell, Fish, Zsh). Outlines parsing behaviors, JSON-first architectures, and language safety enhancements aimed at replacing classical POSIX bash scripts.','English','Reference','Advanced',0,'online','manual','b038a5d586f2594ce30e3d7c8d436d5bbf74da828c902a60d3214525ca11bb0b',100.0,1779130494,1,'2026-05-31T03:03:03Z',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Command Line", "Modern Shells"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-31T03:03:03Z", "gh_stars": 3343}'); +INSERT INTO "resources" VALUES('https://github.com/oilshell/oil/wiki/Alternative-Shells','oilshell: Alternative shells','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','48d54621cc1c7f324dd50d640cb6c0247759059c8d04299d2140df1e168db171',100.0,1779029705,0,'2026-05-17T16:55:05.114578+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://github.com/oils-for-unix/oils/wiki/Alternative-Shells"}'); +INSERT INTO "resources" VALUES('https://github.com/okd-community-install',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ffeb163f05c6ad36068432e5b9f056dac55b984b9e65d5bcb8702971f783e4fb',100.0,1779032213,1,'2026-05-17T17:36:53.432021+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/okd-project/okd/blob/master/README.md','GitHub: OKD4','','2026',5,'The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and enterprise-ready application runtimes, including build pipelines (S2I), route configurations, and multi-tenant tooling natively.','Shell','Repository','Advanced',0,'online','manual','3000a2bbb7025d1fd0e18f8bc53b8ca32509ed6fbe0d38fd2d20dc13be27d196',100.0,1779130495,1,'2026-06-11T09:17:26Z',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:17:26Z", "gh_stars": 2076}'); +INSERT INTO "resources" VALUES('https://github.com/okelet/awsipinventory','AWS IP inventory','','2025',0,'An open-source utility designed to scan and build a complete inventory of IP address allocations across multiple AWS Virtual Private Clouds (VPCs). It offers automated visibility into subnet depletion, Elastic IP overheads, and overall IP utilization patterns. This tool is vital for cloud platform engineers tasked with managing network range exhaustion in hybrid cloud environments.','Go','Repository','Intermediate',0,'online','manual','9f1cefefa08fdf447a255bea7dd31a71baf564f7a662109f38eba241cea06a17',100.0,1781735877,1,'2026-06-18T00:37:57.723823+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://github.com/okwasniewski/minisim','okwasniewski/MiniSim: MacOS Menu Bar App for iOS and Android Emulators','The open-source Swift repository behind the lightweight MiniSim launcher utility.','2026',4,'The open-source codebase for MiniSim, a native Swift utility designed to automate the launch and configuration of iOS and Android emulators. It utilizes ShellOut interfaces to interact with xcrun and emulator CLIs directly. * Implements lightweight, native macOS architecture to minimize background memory footprints. -* Features custom command integration and automatic directory path detection for rapid platform bootstrapping.','en','repository','Intermediate',0,'online','automatic','d90aed95bc22e3cebe33166f41029c95fa9b1febe2f5c3d2c8e82f7fd2dcf72b',NULL,1.78035241411565494e+09,0,'2026-02-27T12:50:34Z',NULL,NULL,NULL,'["Development Tools", "Mobile Simulators", "Open Source Utilities"]','["[COMMUNITY-TOOL]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "devops-tools", "gh_license": "MIT", "gh_pushed": "2026-02-27T12:50:34Z", "gh_stars": 2831, "reputation_status": "Vetted", "reputation_summary": "High community traction with over 2,400 GitHub stars and continuous updates, confirming its stability as an open-source development tool.", "social_preview_url": "https://repository-images.githubusercontent.com/593655213/2c60c2ac-b2b7-4f51-a889-71958265d1bb", "source_provenance": "X.com (midudev)", "suggested_new_category": "developer-productivity"}'); -INSERT INTO "resources" VALUES('https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support','Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟','','2021',5,'Curator Insight presents this demo of Jenkins Configuration-as-Code (JCasC) utilizing Docker and Groovy hook scripts. Live Grounding confirms JCasC has revolutionized Jenkins operations by defining configurations within declarative YAML. The inclusion of Java 11 support hooks ensures robust security and plug-in stability in enterprise automation environments.','Groovy','Repository','Advanced',0,'online','manual','ce3257c83e0f4f23380aded9538cd6b183990be54a6f119069e64eed36f26c86',100.0,1.77903050409790611e+09,1,'2022-12-15T17:44:27Z',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Docker Hook Scripts"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-12-15T17:44:27Z", "gh_stars": 173}'); -INSERT INTO "resources" VALUES('https://github.com/omenking/localstack-gitpod-template','github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template','','2021',0,'Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments.','Shell','Template','Beginner',0,'online','manual','088b258bb3326f3638a51aacb07e3a64eeca90685cacbcc9a02afeb76cd0501c',100.0,1781735876.19907,1,'2026-06-18T00:37:56.199070+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "Gitpod Integration"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/omerbsezer/Fast-Kubernetes','==omerbsezer/Fast-Kubernetes== 🌟🌟','','2025',5,'A popular open-source repository featuring highly structured terminal cheat sheets, resource blueprints, and YAML patterns. Focuses on accelerating daily CKA commands, manifest construction, and cluster maintenance routines.','English','GitHub Repository','Intermediate',0,'online','manual','baec4628eca168b32fba925007a299e4cc58320b6e4147986f9b86234a9241c6',100.0,1779033615.37353,1,'2025-04-14T08:54:11Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Hands-on Labs", "Cheat Sheets"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-14T08:54:11Z", "gh_stars": 3493}'); -INSERT INTO "resources" VALUES('https://github.com/omrikiei/ktunnel','==omrikiei/ktunnel== ⭐','','2024',3,'KTunnel is a robust reverse-tunneling CLI utility that exposes local development environments to remote Kubernetes clusters. By establishing a secure gRPC-based reverse proxy, it enables remote pods to call APIs running locally on developer machines, facilitating fast integration tests without ingress hurdles.','Go','CLI / Reverse Proxy','Advanced',0,'online','manual','6b40dd6d0b25cf29972cdf63c641fed1c33f8ad438b3502ec5214471f7e36f83',100.0,1779031399.45841,1,'2026-02-20T22:37:30Z',NULL,NULL,NULL,'["Network", "Port Forwarding", "Development Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-02-20T22:37:30Z", "gh_stars": 1053}'); -INSERT INTO "resources" VALUES('https://github.com/ondat/discoblocks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7f3380f729e2ae970f076ffece6454bff249f4cd252098a5db90adac15dda9d8',100.0,1.77903302542347097e+09,0,'2026-05-17T17:50:25.423471+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/ondat/trousseau','github.com/ondat/trousseau','','2023',5,'Curator Insight: KMS integration designed to encrypt secrets inside etcd using external key management systems. 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This architecture solves the issue of short etcd retention windows for audit trails and operations diagnostics. It is actively maintained and highly favored in enterprise-grade logging pipelines.','Go','Service','Medium',1,'online','manual','71f1ee49ef92f963a834109f8d8b0f4797df82c6621325cd941db2725d3902d6',100.0,1.77902973268380403e+09,1,'2022-08-31T11:33:33Z',NULL,NULL,NULL,'["Observability", "Event Management", "Exporters"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-31T11:33:33Z", "gh_stars": 1046}'); -INSERT INTO "resources" VALUES('https://github.com/opstree/Opstree-Go-WebApp','github.com: Opstree-Go-WebApp','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f8c35089a0a1b337e15f057a06fbdedffb63a9c1b4755f24a7add1bd50eb9695',100.0,1.77903234463909101e+09,1,'2026-05-17T17:39:04.639091+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/opstree/dynamic-pv-scaler','dynamic-pv-scaler','','2025',5,'A dynamic controller designed to scale Kubernetes Persistent Volume (PV) storage allocations automatically on-the-fly when disk usage passes specific thresholds. Crucial for managing persistent databases and stateful microservices without downtime.','Go','Controller','Advanced',1,'online','manual','e2140b4ba94ad9fad622b9a6c739e9be384e6e8a1534f8f98ecfba13b4a693bc',100.0,1.77903421199644708e+09,1,'2022-09-07T18:01:54Z',NULL,NULL,NULL,'["Infrastructure", "Storage", "Dynamic Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-07T18:01:54Z", "gh_stars": 112}'); -INSERT INTO "resources" VALUES('https://github.com/oracle','github.com/oracle','','2023',5,'The main open-source hub hosting Oracle''s cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. 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Essential archival case study for engineering modern supply chain mitigations.','Markdown','Vulnerability Write-up','Advanced',0,'online','manual','4a4386a72d87cfd4b5cd0fe5ecefeb5310041ba0209b0494cf7c13f5c4729e77',100.0,1.78173599208968091e+09,1,'2026-06-18T00:39:52.089681+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Security", "Jenkins Vulnerabilities"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/other-awesome-lists.md"]','["jenkins.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle','github.com/oravirt/ansible-oracle','','2021',4,'A highly robust, community-driven Ansible repository designed to automate Oracle Database and Grid Infrastructure installations. This collection manages kernel parameters, prerequisites, ASM storage volumes, and database engine upgrades. It serves as an essential framework for migrating legacy Oracle setups to hybrid structures.','YAML','tool','advanced',0,'online','manual','dfcb719ee7f7befba89bad1f1dce4e19047300c983042c0604880a935f892181',100.0,1.77903262035051798e+09,1,'2026-05-24T08:43:08Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-24T08:43:08Z", "gh_stars": 367}'); -INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle-modules','github.com/oravirt/ansible-oracle-modules','','2021',3,'A specialized suite of Ansible modules specifically engineered to interact directly with internal Oracle database schemas. These modules handle tasks like tablespace adjustments, user provisioning, and initialization parameter alterations. They act as the post-install orchestration companion to base automation engines.','Python','tool','advanced',0,'duplicate','manual','a7d25942768a0cfc465f3c42ba5097dfe0540f34c5cd6bc45f534f7662b8de07',100.0,1.77902947753619289e+09,1,'2022-11-29T22:00:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-29T22:00:06Z", "gh_stars": 217, "duplicate_of": "https://github.com/oravirt/ansible-oracle"}'); -INSERT INTO "resources" VALUES('https://github.com/orchest/orchest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0171a22d94370468f2d7b755ee28c599bad8983b6be18ab001c625e2c8fdce4c',100.0,1.77903019006514501e+09,0,'2026-05-17T17:03:10.065145+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/orgrim/pg_back','==orgrim/pg_back: Simple backup tool for PostgreSQL==','','2024',5,'A simple CLI automation utility for backing up PostgreSQL databases. Features structured schema and data exports, customizable compression, automated backup retention sweeps, and cron-friendly integration configurations.','Shell','Repository','Beginner',0,'online','manual','91a1cba9bd6587d7ffaa3205eab16d71114aa9fac1ab6ad4b77fef82eeb84571',100.0,1.77903378246770691e+09,1,'2026-06-02T11:11:05Z',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Backups"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-02T11:11:05Z", "gh_stars": 563}'); -INSERT INTO "resources" VALUES('https://github.com/orgs/community/discussions/196624','Now Open! AMA with Maintainers','An Ask Me Anything session with maintainers from Kubernetes, Homebrew, and OpenClaw addressing AI-generated contribution challenges.','2026',4,'This GitHub Community AMA brings together maintainers from Kubernetes, Homebrew, and OpenClaw to discuss the operational challenges of managing open-source projects in the AI era. The discussion centers heavily on the rise of automated, low-quality PR submissions (AI slop) and how it strains maintainer resources. To combat this, GitHub introduces new platform-level controls, such as repository-specific limits on concurrent PRs/Issues from unknown contributors and customizable contributor allowlists.','en','article','Intermediate',0,'online','automatic','50f0aa17d27f666d2dd763b9e5643ff34bef22366ff48d1e690ae3ef33ee82f6',NULL,1.78035272035175299e+09,0,'2026-06-02T00:25:20.351753+02:00',NULL,NULL,NULL,'["Ecosystem", "Open Source Governance", "GitHub Maintainers"]','["GUIDE", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official GitHub Community discussion and AMA panel.", "social_preview_url": "https://opengraph.githubassets.com/86b8271588b6ced3bf7f8c5c23fdd7ec1355d2e63af576e5cf29cec5263db5e3/orgs/community/discussions/196624", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://github.com/ori-edge/k8s_gateway','ori-edge/k8s_gateway','','2023',2,'A CoreDNS plugin that enables exposing Kubernetes services directly via external DNS records. It queries CoreDNS dynamically to resolve internal cluster IPs, allowing resources outside the cluster to locate services seamlessly. In 2026, it remains popular among edge computing architectures requiring streamlined DNS-based routing.','Go','CoreDNS Plugin','Medium',0,'online','manual','577fe5882fe8d78a2459f556e5fd8f4398a9f2a3d9b3cbf55e8befb9609d226c',100.0,1.77903201753830504e+09,1,'2025-07-10T15:02:46Z',NULL,NULL,NULL,'["Networking", "DNS", "Gateway"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-10T15:02:46Z", "gh_stars": 355}'); -INSERT INTO "resources" VALUES('https://github.com/ory/dockertest','==ory/dockertest==','','2026',5,'Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices.','Go','Library','High',0,'online','manual','cf7693ee5b38a354ce65499a642e372ad94bb00e08b1cb05786f933943fa83c1',100.0,1.77903097137287688e+09,1,'2026-04-24T14:04:12Z',NULL,NULL,NULL,'["Testing", "Integration Testing", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-24T14:04:12Z", "gh_stars": 4519}'); -INSERT INTO "resources" VALUES('https://github.com/osa-ora/camel-k-samples','github.com/osa-ora/camel-k-samples','','2021',0,'A public repository containing community-driven Camel K sample deployment blueprints. It provides practical templates for routing, database pooling, and API integrations within modern Kubernetes clusters.','Java','Code','Intermediate',0,'online','manual','d40f4924a104818f5b360227d0350099fafa899ad1843df337c1633541f3fe75',100.0,1.78173608121325707e+09,1,'2026-06-18T00:41:21.213257+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Camel K"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/oscp/awesome-openshift3','Awesome Openshift 2','','2020',1,'A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.','Markdown','Repository','Beginner',0,'online','manual','94ebb0f439bd9cfb936822b86c7258a6ee083695dd15900fdc93236f58cede38',100.0,1.77903288077445292e+09,1,'2017-05-06T19:02:04Z',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Resources", "Awesome Lists"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md", "docs/other-awesome-lists.md"]','["openshift.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2017-05-06T19:02:04Z", "gh_stars": 27, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/ClusterWatch','github.com/oslabs-beta/ClusterWatch','','2026',2,'ClusterWatch is an open-source diagnostics dashboard built to monitor overall cluster stability and track system-wide container events in real time. It offers teams direct, visual insights into container health, restarts, and underlying storage failures without requiring complex platform configurations. This utility is a strong candidate for development environments and simplified operations setups.','JavaScript','Web Application','Intermediate',0,'online','manual','188cd63017c515f6412f94bbb81052b806d9dc4be7dcf795f3c6e47187929ba9',100.0,1.7790328336126821e+09,1,'2024-03-12T10:05:35Z',NULL,NULL,NULL,'["Observability", "Cluster Health", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-03-12T10:05:35Z", "gh_stars": 135}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/Ekkremis','github.com/oslabs-beta/Ekkremis','','2023',1,'Ekkremis is a Kubernetes orchestration helper developed to manage deferred cron tasks and temporary execution pods. It provides a visual interface for tracking scheduled events, proving beneficial for managing ephemeral QA and administrative maintenance workloads.','Go','Dashboard / Controller','Intermediate',1,'online','manual','8f659a4cfaa378e9efe4c0ed3a5071b941c9e9a275e151ee6d13e9d1bb93c121',100.0,1.77903111395417499e+09,1,'2022-12-09T03:12:29Z',NULL,NULL,NULL,'["Operations", "Automation", "Workflow"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-12-09T03:12:29Z", "gh_stars": 129}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/KUR8','KUR8 🌟','','2021',2,'An open-source, web-based platform designed to visualize and analyze Prometheus metrics collected from Kubernetes clusters. It features built-in dashboards for node performance, resource limits, and cluster health monitoring. In 2026, the project is largely static, serving as an educational reference for writing lightweight Prometheus visualizers.','JavaScript','Web Application','Medium',1,'online','manual','7d3aa6d9a1865ea1d167f9bd086f8b6dc81d0389d73db0567708173012e4e54f',100.0,1.77903221396354198e+09,1,'2021-08-16T16:14:20Z',NULL,NULL,NULL,'["Operations", "Observability", "Prometheus UI"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-08-16T16:14:20Z", "gh_stars": 215}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/KubernOcular','github.com/oslabs-beta/oslabs','','2022',5,'KubernOcular is an open-source visualizer and troubleshooting tool designed to map and monitor live Kubernetes topologies. It helps operators identify bottlenecks and configuration misalignments by representing workloads and networking rules in an intuitive graphical flow.','TypeScript','Web Application','Intermediate',1,'online','manual','5fa720c2cad2ec58a75b4f5a51deac59ca22f0373967a1d99f4e563062220273',100.0,1.7791304949475851e+09,1,'2022-10-13T16:44:36Z',NULL,NULL,NULL,'["Kubernetes", "Observability", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2022-10-13T16:44:36Z", "gh_stars": 65}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/OdinsEye','==github.com/oslabs-beta: Odin''s Eye==','','2021',1,'Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. 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It provides lightweight health-check alerts, filling the monitoring gap for simple development and staging clusters.','JavaScript','Web Dashboard','Intermediate',1,'online','manual','200690cb187a24f6c9797a24d7cad967bb2aaf977a18e4fb8fae89f56bc9ae9f',100.0,1.7790331672171421e+09,1,'2022-11-13T07:07:06Z',NULL,NULL,NULL,'["Operations", "Monitoring", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-13T07:07:06Z", "gh_stars": 134}'); -INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/kubermetrics','oslabs-beta/kubermetrics','','2021',1,'Kubermetrics is an open-source visualizer and metrics aggregator for Kubernetes clusters. It provides developers with real-time health data, resource consumption statistics, and alert visualizations. 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Live Grounding showcases its superiority over Go''s standard net library for raw throughput and ultra-low latency, making it ideal for custom edge proxies and IoT gateways.','English','Repository','Advanced',0,'online','manual','d4f997408df477b115759895fa1f2b6c86ca1ba10ce0d60c7a7ca7743a3afc39',100.0,1.77903445675614404e+09,1,'2026-05-25T04:36:43Z',NULL,NULL,NULL,'["Architecture", "Networking", "Go High-Performance Network Libraries"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-25T04:36:43Z", "gh_stars": 11172}'); -INSERT INTO "resources" VALUES('https://github.com/paragpallavsingh/90DaysOfDevOps','github.com/paragpallavsingh/90DaysOfDevOps: 90DaysOfDevOps Challenge','','2022',1,'A highly practical 90-day learning path targeting foundational DevOps principles. 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It eliminates configuration chaos by providing simple CLI interfaces for dynamic context management.','Go','CLI Tool','Intermediate',0,'online','manual','a1f5769fe0ccb9565fb6cdf5c0f69e47c2416a7a535486b6cbbe209cd21346c3',100.0,1.7790308491284039e+09,1,'2025-01-22T15:20:48Z',NULL,NULL,NULL,'["Development & Testing", "Kubeconfig Management", "Context Switchers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-22T15:20:48Z", "gh_stars": 154}'); -INSERT INTO "resources" VALUES('https://github.com/patelh/kafka-manager',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2d333694949a6cb951ee8f2f71f29b5c6b182ce8285c8b119e38ad7c628d9bd0',100.0,1779032682.27507,1,'2026-05-17T17:44:42.275070+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/patrickdappollonio/kubectl-slice','patrickdappollonio/kubectl-slice','','2021',2,'A CLI extension that parses multi-document Kubernetes YAML files to slice them cleanly into separate, organized manifest files based on names and kinds. 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It aids platform engineers during data extraction steps, structuring CLI outputs for debugging purposes.','Go','CLI Tool','Beginner',0,'online','manual','eaf7f45e7d7e75ef950f109ede0daa43f3c77058b27b6691606af1c1f7aa474a',100.0,1.779029732690315e+09,1,'2026-03-12T06:00:37Z',NULL,NULL,NULL,'["Development & Testing", "CLI Utilities", "Data Formatting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-12T06:00:37Z", "gh_stars": 47}'); -INSERT INTO "resources" VALUES('https://github.com/patroni/patroni','Patroni','','2026',5,'Industry-standard Python-driven template for high-availability PostgreSQL. Integrates with Distributed Consensus Stores (DCS) like etcd, Consul, or ZooKeeper to manage dynamic leader election, dynamic failover, and streaming replicas.','Python','Open Source Repository','Advanced',1,'online','manual','9c970a4db461c765d7ff1a10eb4fdb4bc57d55e171c18a8a5e34e429bc3c85f4',100.0,1.77913049503045892e+09,1,'2026-06-11T12:59:10Z',NULL,NULL,NULL,'["Infrastructure", "PostgreSQL HA", "Orchestration"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T12:59:10Z", "gh_stars": 8523}'); -INSERT INTO "resources" VALUES('https://github.com/paulczar/k8s-spring-petclinic','github.com/paulczar/k8s-spring-petclinic','','2018',0,'An archived community demonstration showing the deployment of the legacy Spring PetClinic application to raw Kubernetes. Utilizes direct YAML manifests and basic service discovery, serving as a historical baseline for modern Helm/Kustomize deployments.','Shell','Repository','Basic',0,'online','manual','849b61264ab85493e5d5741dac02e95c26d56f898c142920fcc725b2cb61af44',100.0,1.7817359213143959e+09,1,'2026-06-18T00:38:41.314396+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Application Migration"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/pditommaso/awesome-pipeline','Awesome Pipeline','','2026',0,'A curated library focused on pipeline and scientific workflow engines such as Apache Airflow, Nextflow, and Snakemake. Facilitates rapid discovery of massive datasets processing frameworks and high-concurrency task managers.','Markdown','Awesome List','Advanced',0,'online','manual','d42397ae3c2b2843e13aaa9b9c77d0bcc0e2682558bb41aba1b192f767288f74',100.0,1781736123.11977,1,'2026-06-18T00:42:03.119770+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Pipeline Systems", "Workflow Engines"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/pelotech/jsonnet-controller','jsonnet-controller','','2021',1,'A Kubernetes operator designed to evaluate Jsonnet templates and apply the generated manifests directly to the cluster. This allows teams to maintain dynamic, parameterized infrastructure definitions natively without external rendering steps. As of 2026, the project is relatively dormant but remains a unique reference for templating controllers.','Go','Kubernetes Operator','Medium',0,'online','manual','8755a3a0ec2363b794692744fec46514db17640ab30292b94391d140c1962a2f',100.0,1.77903392575571203e+09,1,'2023-03-10T22:59:49Z',NULL,NULL,NULL,'["Declarative Configuration", "Operator", "Jsonnet"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-10T22:59:49Z", "gh_stars": 73}'); -INSERT INTO "resources" VALUES('https://github.com/percona/grafana-dashboards','Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟','','2023',5,'Enterprise-grade dashboards by Percona designed for MySQL, PostgreSQL, and MongoDB monitoring. 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Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan analysis, and granular resource utilization metrics.','C','Repository','Advanced',0,'online','manual','5976374d675013742110ad47085adbc39499251dac209362ce08e22bb7938b9d',100.0,1.77903150771393799e+09,1,'2026-06-12T13:18:20Z',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Extensions"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T13:18:20Z", "gh_stars": 581}'); -INSERT INTO "resources" VALUES('https://github.com/pfnet-research/k8s-cluster-simulator','k8s-cluster-simulator','','2021',2,'A Go-based simulator designed to model and evaluate Kubernetes cluster behaviors, specifically scheduling algorithms, without spinning up actual virtual machines. It allows developers to test customized schedulers under synthetic workloads, providing metrics on queue times and resource utilization. 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This pattern acts as an early architectural precursor to fully fledged declarative GitOps platforms, maintaining a point-in-time configuration ledger.','Shell','Tool','Intermediate',1,'online','manual','c4730bccb12307f10f91f301f95658caf5623cbdfdd2c26232d6b384e92c4f37',100.0,1.77903207479851102e+09,1,'2023-05-31T08:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "GitOps Synchronizers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T08:37:18Z", "gh_stars": 493}'); -INSERT INTO "resources" VALUES('https://github.com/pingcap/chaos-mesh','Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1.77902988401831889e+09,0,'2026-05-17T16:58:04.018319+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://github.com/chaos-mesh/chaos-mesh"}'); -INSERT INTO "resources" VALUES('https://github.com/piomin/sample-quarkus-serverless-kafka','piomin/sample-quarkus-serverless-kafka','','2021',0,'A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. 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It is highly valued by development teams seeking instant operational insight without having to draft custom servlet filter logic.','Java','Library','Intermediate',0,'online','manual','f61078163caa86c3273795e77cf5f09599e22484f19d530c757cfa4cd9e40165',100.0,1.77903317019384407e+09,1,'2026-06-11T03:00:05Z',NULL,NULL,NULL,'["Developer Experience", "Observability", "Logging"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T03:00:05Z", "gh_stars": 276}'); -INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipe','PipeCD','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ed2b7808a49a0f3c8dea8754e402794d99da8842b985f2cf42574a98a94effd6',100.0,1.77903056432298803e+09,0,'2026-05-17T17:09:24.322988+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipecd','PipeCD','','2020',4,'PipeCD is a GitOps-style continuous delivery system supporting multi-cloud and multi-tenant environments. It coordinates deployments across Kubernetes, serverless, and cloud infrastructure with advanced strategies like canary and blue-green.','Go','CD Platform','High',1,'online','manual','7548fa0a7672db1a06711bdb742402e633225ad252e3b8752d327967162f2dfe',100.0,1.77913049495899295e+09,1,'2026-06-12T09:01:15Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Continuous Delivery"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:01:15Z", "gh_stars": 1290}'); -INSERT INTO "resources" VALUES('https://github.com/pixie-io/pixie','github.com: Pixie - Instant Kubernetes-Native Application Observability','','2020',5,'An entry detailing the Pixie platform''s open-source repository, which provides automatic kernel-level telemetry extraction using advanced eBPF probes. This allows immediate system-wide analysis of microservice network communications without app modifications.','C++ / Go','Observability Platform','Advanced',1,'online','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1.77902924712297105e+09,1,'2026-06-13T08:28:04Z',NULL,NULL,NULL,'["Observability & Diagnostics", "eBPF Observability", "Application Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T08:28:04Z", "gh_stars": 6462}'); -INSERT INTO "resources" VALUES('https://github.com/pixie-labs/pixie','open source PxL scripts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1.77903138213326096e+09,0,'2026-05-17T17:23:02.133261+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/pixie-io/pixie"}'); -INSERT INTO "resources" VALUES('https://github.com/planetlabs/draino','Draino','','2026',5,'An automated daemon designed to safely cordon and drain compute hosts when specific kernel or physical errors are flagged by the Node Problem Detector. It processes node status updates and gracefully evicts active workloads while strictly respecting configured Pod Disruption Budgets (PDBs).','Go','Controller','Advanced',0,'online','manual','0485308739e80d5fb7808efac66cf10e177a4850228fcab70768d089b19ac39a',100.0,1.77902947296639299e+09,1,'2024-03-26T15:33:02Z',NULL,NULL,NULL,'["Operations", "Node Management", "Auto-Remediation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-03-26T15:33:02Z", "gh_stars": 682}'); -INSERT INTO "resources" VALUES('https://github.com/plexsystems/konstraint','konstraint','','2026',5,'A template generation utility targeted at OPA Gatekeeper. It reads standard Rego policy documents to automatically produce ConstraintTemplates and Constraint manifests, simplifying structural governance by keeping policies organized and generating documentation natively.','Go','Tool','Advanced',0,'online','manual','67a94b5d308b5159a68246516d1ddff3a5de1ae0d3560b49dd554411fe82eee4',100.0,1.77903001228851699e+09,1,'2025-11-20T02:18:14Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Gatekeeper Boilerplate"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-20T02:18:14Z", "gh_stars": 393}'); -INSERT INTO "resources" VALUES('https://github.com/plexsystems/sinker','Sinker','','2023',5,'A target reconciliation tool that syncs third-party container image dependencies directly into private container registries. Helps maintain air-gapped environments by verifying repository assets dynamically.','Go','CLI Tool','Intermediate',0,'online','manual','f7dacf65025e43daa871debccfd55ef08dfb3c1ee67db9f835119185970fadf9',100.0,1.77903005252512288e+09,1,'2024-06-13T22:25:52Z',NULL,NULL,NULL,'["Configuration Management", "Image Syncing", "Registry Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-13T22:25:52Z", "gh_stars": 625}'); -INSERT INTO "resources" VALUES('https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/parameterisedPipelines.groovy','Example of a pipeline with parameters','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','13f515a8fbdb8c2673cac406bb85dde5012f2f6a9e0b8cd98bc9ff64a83e7da3',100.0,1.77903261371798706e+09,1,'2026-05-17T17:43:33.717987+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/policy-hub/policy-hub-cli','PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟','','2021',5,'A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and platform engineers to search, validate, and integrate standard compliance policies directly from local environments.','Go','CLI Tool','Intermediate',0,'online','manual','e7d03b6dc3bdca8813c7ed6d170de04155ccd3bda901b65d4239ecf579068793',100.0,1.78173615441436791e+09,1,'2026-06-18T00:42:34.414368+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Developer Tooling"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/pomerium/pomerium','Pomerium','','2026',5,'Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with enterprise SSO providers to secure endpoints. Architecturally, it enforces contextual verification at the application layer, dramatically minimizing external attack vectors.','Go','Tool','Advanced',1,'online','manual','cc02d1fac20ce4ba0baf37149e8e08117ca3cab7e964aaf3beb941a8be184d59',100.0,1.77903119053264594e+09,1,'2026-06-13T02:36:05Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Zero Trust Proxy"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T02:36:05Z", "gh_stars": 4850}'); -INSERT INTO "resources" VALUES('https://github.com/porscheofficial/terraform-aws-ecr-watch','porscheofficial/terraform-aws-ecr-watch','','2023',3,'An open-source Terraform automation module constructed to monitor AWS Elastic Container Registry (ECR) push actions. It facilitates automated security audits, vulnerability tracking, and dynamic alert dispatches to external systems during image push phases.','HCL','Module','Intermediate',1,'online','manual','aa8b24b93f36f3a334885d2229bbf0f69d345c321a70d514216b65d2eaa1e120',100.0,1.77903203508691096e+09,1,'2024-08-20T08:42:35Z',NULL,NULL,NULL,'["AWS", "Container Registry", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-20T08:42:35Z", "gh_stars": 70}'); -INSERT INTO "resources" VALUES('https://github.com/portainer/portainer','github.com/portainer/portainer','','2017',5,'Portainer is a container management application that simplifies configuration and monitoring of multi-engine container environments, including Kubernetes. Featuring an intuitive web interface, it lowers the operational barrier for developers and sysadmins, facilitating application delivery and role-based access control.','Go / JavaScript','Management UI','Intermediate',1,'online','manual','9801957f719b4d73c44cbe28235ecc626acfcd5c17c9604e3fb24fdd2f062811',100.0,1.77903098321435809e+09,1,'2026-06-13T13:30:22Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Cluster Management Platforms", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Zlib", "gh_pushed": "2026-06-13T13:30:22Z", "gh_stars": 37720}'); -INSERT INTO "resources" VALUES('https://github.com/poseidon/typhoon','poseidon/typhoon','','2026',5,'Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.','HCL','Software','Advanced',0,'online','manual','eabed949abc7e97e883d4c2336bf042c68b993a651e3770fed387707121e4f10',100.0,1779034373.48772,1,'2026-06-08T05:09:05Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Bare Metal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/kubernetes-tools.md", "docs/matrix-table.md", "docs/terraform.md"]','["kubernetes-on-premise.md", "terraform.md", "kubernetes-tools.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T05:09:05Z", "gh_stars": 2044}'); -INSERT INTO "resources" VALUES('https://github.com/postfinance/kubectl-sudo','kubectl-sudo','','2021',2,'A kubectl plugin that mimics the Unix sudo command inside a Kubernetes context. It allows system administrators with cluster-admin access to dynamically elevate privileges or impersonate other service accounts on a per-command basis.','Shell','CLI Plugin','Intermediate',0,'online','manual','1d0c4f719b8d8ead754327229644c725048b578fc87e4c3f02741c13710a8123',100.0,1779030526.03525,1,'2026-02-13T09:21:55Z',NULL,NULL,NULL,'["Security & Identity", "Authentication & Authorization", "Escalation Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-13T09:21:55Z", "gh_stars": 172}'); -INSERT INTO "resources" VALUES('https://github.com/postgresml/postgresml','postgresml/postgresml 🌟','','2024',4,'An extension that integrates machine learning directly inside PostgreSQL, written in Rust. It enables developers to train and run real-time inference using classic models or LLMs natively through SQL, entirely bypassing external ETL and API pipeline latency.','Rust','Repository','Advanced',1,'online','manual','cc93e4a2d033d514f1eae5f0194a1174771e1a3c09454486240577573b8de316',100.0,1.77903215324784398e+09,1,'2025-07-01T12:26:02Z',NULL,NULL,NULL,'["Machine Learning", "Databases", "In-database ML"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-01T12:26:02Z", "gh_stars": 6800}'); -INSERT INTO "resources" VALUES('https://github.com/postmanlabs/newman','Newman','','2026',5,'Newman is a command-line collection runner for Postman. Developed with Node.js, it facilitates direct integration of Postman test suites into Jenkins, GitLab CI, and GitHub Actions environments.','JavaScript','Command Line Tool','Intermediate',1,'online','manual','104644b779cf7ddd3c5b89d58a5cea56101fb4e4216a5057050319208deae31b',100.0,1.77903429613097405e+09,1,'2026-03-17T21:17:20Z',NULL,NULL,NULL,'["Software Testing", "API Testing", "CLI Tools"]','["[DE FACTO STANDARD]"]','["docs/postman.md"]','["postman.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-17T21:17:20Z", "gh_stars": 7227}'); -INSERT INTO "resources" VALUES('https://github.com/powerfulseal/powerfulseal','PowerfulSeal','','2024',5,'A Python-based chaos engine designed for Kubernetes. PowerfulSeal operates interactively or via declarative policy configurations to systematically delete pods, shut down infrastructure nodes, and disrupt networking to reveal platform design flaws.','Python','Software Utility','Intermediate',1,'online','manual','f7451cb8847baa11d6ebf79ca5ddcdd746cd361c8780247efec55a2b6b57c529',100.0,1779030327.30863,1,'2023-11-10T18:28:39Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-11-10T18:28:39Z", "gh_stars": 1975}'); -INSERT INTO "resources" VALUES('https://github.com/prabhatsharma/kubernetes-the-hard-way-aws','Kubernetes The Hard Way: AWS Edition','','2022',5,'An educational repository porting ''Kubernetes the Hard Way'' directly onto AWS infrastructure. Step-by-step documentation on manually creating VPCs, Security Groups, EC2 nodes, and manually compiling and executing cluster daemons.','Markdown','Repository','Advanced',0,'online','manual','3952a4d45c125a3bd49a58b470a7615c58a25f0964fee77a1b676ee58c6d5da5',100.0,1.77903238373154807e+09,1,'2024-07-14T14:00:19Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-14T14:00:19Z", "gh_stars": 668}'); -INSERT INTO "resources" VALUES('https://github.com/practo/k8s-worker-pod-autoscaler','k8s-worker-pod-autoscaler','','2026',5,'A specialized worker autoscaler controller that targets instances consuming messages from queue brokers (such as SQS, Beanstalk, and RabbitMQ). It optimizes capacity scaling by using real-time backlog latency metrics rather than basic CPU or Memory usage averages, avoiding issues with delayed processing loops.','Go','Tool','Advanced',0,'online','manual','0e8cd47995d943bab6e6b0b1b1ec105d375c88271d030181da795e7b7f3405c3',100.0,1779031850.49453,1,'2024-02-28T00:17:55Z',NULL,NULL,NULL,'["Operations", "Autoscaling", "Queue-Based Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-02-28T00:17:55Z", "gh_stars": 161}'); -INSERT INTO "resources" VALUES('https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections','prae1809/PowerShell-Scripts: OperationalCollections','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','40cef8eb5249ee27180fac12c9712a6c8ff6e9ccb51d0f1523e7b993e99612b8',100.0,1.77903453129243206e+09,1,'2026-05-17T18:15:31.292432+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/pravega/pravega-operator','pravega/pravega-operator','','2023',5,'Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.','Go','Operator','Advanced',0,'online','manual','d898b90b80d9981429b5c5bfe89093a2514b6f53affc75715f369cab2ef477ef',100.0,1.77903095227215099e+09,1,'2024-04-19T12:27:01Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Streaming Data", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-19T12:27:01Z", "gh_stars": 40}'); -INSERT INTO "resources" VALUES('https://github.com/predatorray/kubectl-tmux-exec','kubectl-tmux-exec','','2022',2,'A highly practical kubectl plugin that leverages tmux to multiplex exec connections across multiple Kubernetes pods simultaneously. It allows administrators to run interactive CLI tasks in parallel, with separate panes synchronized for keyboard input. In 2026, it remains an indispensable power-user CLI utility for on-the-fly multi-pod troubleshooting.','Go','Kubectl Plugin','Medium',0,'online','manual','1a5f044cd22b71f4aad4e84114cf9f2986b1d4b4d562e92a753b22b1c5b67bf3',100.0,1.7790297355601561e+09,1,'2026-03-01T04:27:56Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Multi-Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T04:27:56Z", "gh_stars": 141}'); -INSERT INTO "resources" VALUES('https://github.com/presslabs/silver','github.com: Django app + RESTful API for automatic billing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bfb0ee7ca876450db0ec452d1e5ca683f4f0f0727c1b1e53faa2f388f6902dab',100.0,1.77903032720753502e+09,0,'2026-05-17T17:05:27.207535+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/silverapp/silver"}'); -INSERT INTO "resources" VALUES('https://github.com/priyankavergadia/google-cloud-4-words','The Google Cloud Developer''s Cheat Sheet 🌟','','2024',5,'An exceptionally popular developer''s directory translating Google Cloud''s extensive product portfolio into four-word functional summaries accompanied by visual flowcharts. It simplifies GCP''s architectural choices across compute, database, and machine learning domains.','Markdown','Repository','Beginner',0,'online','manual','e4dc5e8ed8e0eb7d687668e784ff39f5e9894f6c4c35df1d286c1f596a50bdb0',100.0,1.7790322491027739e+09,1,'2024-04-06T10:56:15Z',NULL,NULL,NULL,'["Cloud Providers", "GCP", "Architecture Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-04-06T10:56:15Z", "gh_stars": 8225}'); -INSERT INTO "resources" VALUES('https://github.com/proferosec/log4jScanner','proferosec/log4jScanner','','2021',5,'A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes.','Go','Tool','Intermediate',0,'online','manual','b96dfbd1bf67161008b95d50ac93332a619a06c4edac3b2840cea7575a864099',100.0,1.77903053489460206e+09,1,'2023-02-25T10:43:55Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-25T10:43:55Z", "gh_stars": 489}'); -INSERT INTO "resources" VALUES('https://github.com/projectcapsule/capsule','Capsule Operator','','2024',5,'Capsule aggregates namespaces into virtual ''tenants'', providing secure multi-tenancy. 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Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and powerful alerting capabilities.','Go','Repository','Advanced',1,'online','manual','68afc308fd62f428764a67989913c76f6d0795ab2641a601ea7210ba3e1eea40',100.0,1.779033040797472e+09,1,'2026-06-13T16:55:03Z',NULL,NULL,NULL,'["Observability", "Prometheus", "Core Platform"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T16:55:03Z", "gh_stars": 64493}'); -INSERT INTO "resources" VALUES('https://github.com/prometheus/pushgateway','Pushgateway','','2026',5,'Official GitHub repository for Prometheus Pushgateway. Designed to allow ephemeral, short-lived, or batch jobs to push metrics to an intermediate gateway, which Prometheus then scrapes. Note that official guidelines advise against using Pushgateway for standard applications due to structural state issues.','Go','GitHub Repository','Intermediate',1,'online','manual','69b67ba2a06c4cb4a4caa5e8daf49c6fab6a15e8a06a6beded05d1efd8ebd7fa',100.0,1.77903279377870297e+09,1,'2026-06-02T14:21:05Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Pushgateway"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T14:21:05Z", "gh_stars": 3334}'); -INSERT INTO "resources" VALUES('https://github.com/prosimcorp/reforma','prosimcorp/reforma','','2025',5,'Reforma is an emerging schema validation and dynamic mutation engine for Kubernetes manifests. Operating ahead of deployment pipelines, it allows engineers to declarative-define mutating policies and structural validations on raw YAML. This functions as a lightweight, modular alternative to complex mutating admission webhooks.','Go','Repository','Intermediate',0,'online','manual','fac8f6c0f30d675f25cde18d1f989fb2ee4a4ad803e8da5994064aef3be9cb6b',100.0,1.77902912140796899e+09,1,'2024-12-31T19:15:47Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Configuration", "Manifest Mutation"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-31T19:15:47Z", "gh_stars": 58}'); -INSERT INTO "resources" VALUES('https://github.com/prowler-cloud/prowler','==github.com/prowler-cloud/prowler== 🌟🌟','','2026',5,'An industry-standard tool for Cloud Security Posture Management (CSPM). 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Enables deep filtering and cluster aggregation across diverse Alertmanager nodes, dramatically improving SRE triage workflows.','Go','Open Source Tool','Intermediate',0,'online','manual','f65d4aa9b5170752c73c3ff8b07436e2b35aef611d2157deaa3c6ba1a57b3a91',100.0,1.77903449991979908e+09,1,'2026-06-13T12:32:14Z',NULL,NULL,NULL,'["Observability", "Alert Management", "Visualizers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:32:14Z", "gh_stars": 2648}'); -INSERT INTO "resources" VALUES('https://github.com/public-apis/public-apis','==github.com/public-apis/public-apis: Try Public APIs for free== 🌟','','2024',5,'A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching for mock datasets or utility endpoints to build prototypes. 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Provides crucial custom workload abstractions like CloneSets, SidecarSets, and Advanced StatefulSets to enable high-performance operations, including in-place updates.','Go','Repository','Advanced',1,'online','manual','eaba940bd1b6e68e0913438c17e17c22b1a06b9d87dd685994f4b7b66a50e56d',100.0,1779031883,1,'2026-06-08T09:36:53Z',NULL,NULL,NULL,'["Application Management", "Custom Controllers", "OpenKruise"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-08T09:36:53Z", "gh_stars": 5267}'); +INSERT INTO "resources" VALUES('https://github.com/openliberty','github.com/openliberty','','2026',4,'The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizations for Jakarta EE and MicroProfile.','Java','Repository','Advanced',1,'online','manual','e48a338ebb969cc42692c5f6a42963909edc8bd4912923c0f6d13884c0dce970',100.0,1779029478,1,'2026-05-17T16:51:18.878336+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Open Liberty", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/openobserve/debug-container','openobserve/debug-container','','2025',0,'A highly functional debugging utility designed to inject ephemeral debug containers into running, distroless application pods. Pre-loaded with essential diagnostics tools, it allows platform engineers to perform networking and process audits without modifying the original container image.','Shell','CLI / Image','Intermediate',0,'online','manual','8ca8fadadb051b435ef3b7150dacd7d2dfc3d2d104e8d59e46b9b4d3ed006e96',100.0,1779033570,1,'2022-11-27T23:32:12Z',NULL,NULL,NULL,'["Operations", "Debugging", "Ephemeral Containers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-27T23:32:12Z", "gh_stars": 51}'); +INSERT INTO "resources" VALUES('https://github.com/openops-cloud/openops','OpenOps: No-Code FinOps Automation Platform with AI','','2024',4,'An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources.','Go','GitHub Repository','Advanced',0,'online','manual','c6e7a2db44115c3a24c01cc54aae5ba56e51246372cedaed45088223eb58e58c',100.0,1779031802,1,'2026-06-14T01:33:35Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "IaC FinOps", "AI Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md", "docs/finops.md", "docs/kubernetes-tools.md"]','["ai.md", "finops.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T01:33:35Z", "gh_stars": 1035}'); +INSERT INTO "resources" VALUES('https://github.com/openpitrix/openpitrix','openpitrix 🌟','','2022',5,'A portal and packaging engine built to manage application lifecycles across multiple cloud environments. Once served as a core application distribution layer for orchestrators. 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Guides engineers through Operator lifecycle development, security tuning, and multi-tenant networking setups.','Go / Yaml','Repository','Advanced',0,'online','manual','277fd59fb071515ece32396693e60c030b8b58fe03b1f27518b00cbf266080a7',100.0,1779029475,1,'2026-05-17T16:51:15.616108+02:00',NULL,NULL,NULL,'["Reference Architectures", "Interactive Learning", "OpenShift Labs"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/community/blob/master/ROADMAP.md','github.com: OKD 4 Roadmap','','2022',0,'The OKD 4 development roadmap hosted on GitHub. It tracks the migration of build systems, target OS configurations (e.g., transition states of Fedora CoreOS), integration of updated Kubernetes API versions, and community-driven features like multi-arch architectures.','Markdown','Repository','Advanced',0,'online','manual','5953a0299d4d3e63e9700edc9496a215489272f55d42120c92261cdb1125b46f',100.0,1781736112,1,'2026-06-18T00:41:52.450631+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/console','==github.com/openshift/console== 🌟','','2026',4,'The official enterprise-grade administrative console for OpenShift environments. Offers advanced visualization dashboards for developers and platform operators, featuring real-time telemetry, custom resource definition (CRD) rendering, and multi-tenant security.','TypeScript','Repository','Advanced',1,'online','manual','0e8ab8d18c799a3ce53ab1b125f58f1aa3d48ac467d88dda92831840872fb2e2',100.0,1779032333,1,'2026-06-13T03:53:18Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Enterprise Console"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:53:18Z", "gh_stars": 456}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/hive','github.com/openshift/hive','','2026',3,'OpenShift Hive is an API-driven operator for provisioning, managing, and scaling OpenShift clusters. Running on a central management hub, Hive accepts declarative custom resources defining target clusters (AWS, GCP, Azure, Bare-Metal) and orchestrates the installer (IPI) to bootstrap, update, and manage the life cycle of target clusters dynamically at scale.','Go','Repository','Advanced',0,'online','manual','df93789d6bb15ac8334cc2a9714c3b38174913286174172a90020c1b287bcd75',100.0,1779030843,1,'2026-06-08T09:22:16Z',NULL,NULL,NULL,'["Platforms", "Cluster Management", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T09:22:16Z", "gh_stars": 277}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/hypershift','github.com/openshift/hypershift: HyperShift','','2022',5,'HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast provisioning, significantly lower operational overhead, and highly cost-effective multi-tenant fleet management.','Go','Repository','Advanced',0,'online','manual','a2182f90a6aa5def9fbd0a5ed73845dd794ce5648efbbe85bd93bb6ff4099cc7',100.0,1779029172,1,'2026-06-12T23:53:35Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Multi-Cluster Management", "Hosted Control Planes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:53:35Z", "gh_stars": 526}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/installer','github.com/openshift/installer openshift installer 🌟','','2026',5,'The official repository hosting the OpenShift Installer engine (IPI/UPI), which handles automated platform provisioning on major hypervisors and public clouds. Generates ignition files, configures bootstraps, and controls the automated installation of the core operators. 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It dynamically scales cloud infrastructure nodes up or down according to compute demands.','Go','Operator','Advanced',0,'online','manual','515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e',100.0,1779032372,1,'2026-06-09T07:06:30Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Node Provisioning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:06:30Z", "gh_stars": 186}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator/tree/main','Machine API','','2026',5,'The Machine API Operator is a foundational component of OpenShift 4''s declarative node lifecycle. Based on upstream Cluster API, it manages clusters of Machine objects as standard Kubernetes resources, enabling auto-scaling, self-healing nodes, and seamless multi-cloud provider instance integration directly from the cluster console.','Go','Source Code','Advanced',0,'online','manual','e8152960fc13796a3153a931a02f282a1a97820e8f4f516e800ad54d054d34f0',100.0,1779130495,1,'2026-06-09T07:06:30Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Declarative Nodes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:06:30Z", "gh_stars": 186}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/machine-api-operator/tree/master','Machine API','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e',100.0,1779030727,0,'2026-05-17T17:12:07.778304+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://github.com/openshift/machine-api-operator"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/multus-cni','Multus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','125bf32e0a046ca158d2ca69131173672d2bb4f006209bd612dde55562f0e24f',100.0,1779031410,1,'2026-05-17T17:23:30.858098+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md", "docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/ocs-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b1638b0d3a8803d30466a01cb985c1ced8202b9591cf3fb194ce189ac540032b',100.0,1779031256,0,'2026-05-17T17:20:56.067120+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/okd/blob/master/README.md','GitHub: OKD4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','22515b9fe2aa4c0b4fbf7240f35a1414fbb05dfbb53d2ca02cf2cb7d2122b744',100.0,1779031089,0,'2026-05-17T17:18:09.565986+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://github.com/okd-project/okd/blob/master/README.md"}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/origin','github.com/openshift/origin 🌟','','2026',5,'Core open-source repository for OKD (formerly OpenShift Origin), representing the upstream Kubernetes community distribution of OpenShift. 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Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.','Yaml','Code Repository','Intermediate',0,'online','manual','74a98855c053856947192ad85bcde5b299bad35c0ecbf5a8cae73a846eec10e9',100.0,1779031397,1,'2026-05-18T09:23:05Z',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/jenkins-alternatives.md", "docs/openshift-pipelines.md"]','["openshift-pipelines.md", "jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T09:23:05Z", "gh_stars": 322}'); +INSERT INTO "resources" VALUES('https://github.com/openshift/source-to-image','openshift/source-to-image','','2024',4,'Source-to-Image (S2I) is an enterprise-hardened build tool that compiles source code directly into ready-to-run container images by injecting code into a builder image. 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This architecture solves the issue of short etcd retention windows for audit trails and operations diagnostics. It is actively maintained and highly favored in enterprise-grade logging pipelines.','Go','Service','Medium',1,'online','manual','71f1ee49ef92f963a834109f8d8b0f4797df82c6621325cd941db2725d3902d6',100.0,1779029732,1,'2022-08-31T11:33:33Z',NULL,NULL,NULL,'["Observability", "Event Management", "Exporters"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-31T11:33:33Z", "gh_stars": 1046}'); +INSERT INTO "resources" VALUES('https://github.com/opstree/Opstree-Go-WebApp','github.com: Opstree-Go-WebApp','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f8c35089a0a1b337e15f057a06fbdedffb63a9c1b4755f24a7add1bd50eb9695',100.0,1779032344,1,'2026-05-17T17:39:04.639091+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/opstree/dynamic-pv-scaler','dynamic-pv-scaler','','2025',5,'A dynamic controller designed to scale Kubernetes Persistent Volume (PV) storage allocations automatically on-the-fly when disk usage passes specific thresholds. 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These modules enable standard cloud interactions and dynamic volume provisioning, bridging physical hardware capability with cloud-native platform control planes.','Go','Code Repository','Advanced',0,'online','manual','35ef82187afe8ed33a7004e041b70b6e30793926ce9adaf0f3eb3323ee5ce115',100.0,1779031535,1,'2026-05-17T17:25:35.942641+02:00',NULL,NULL,NULL,'["Cloud Integrations", "Oracle Cloud", "Open Source"]','["[DE FACTO STANDARD]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/orangetw/awesome-jenkins-rce-2019','Hacking jenkins','','2026',0,'A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. 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It serves as an essential framework for migrating legacy Oracle setups to hybrid structures.','YAML','tool','advanced',0,'online','manual','dfcb719ee7f7befba89bad1f1dce4e19047300c983042c0604880a935f892181',100.0,1779032620,1,'2026-05-24T08:43:08Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-24T08:43:08Z", "gh_stars": 367}'); +INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle-modules','github.com/oravirt/ansible-oracle-modules','','2021',3,'A specialized suite of Ansible modules specifically engineered to interact directly with internal Oracle database schemas. These modules handle tasks like tablespace adjustments, user provisioning, and initialization parameter alterations. They act as the post-install orchestration companion to base automation engines.','Python','tool','advanced',0,'duplicate','manual','a7d25942768a0cfc465f3c42ba5097dfe0540f34c5cd6bc45f534f7662b8de07',100.0,1779029477,1,'2022-11-29T22:00:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-29T22:00:06Z", "gh_stars": 217, "duplicate_of": "https://github.com/oravirt/ansible-oracle"}'); +INSERT INTO "resources" VALUES('https://github.com/orchest/orchest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0171a22d94370468f2d7b755ee28c599bad8983b6be18ab001c625e2c8fdce4c',100.0,1779030190,0,'2026-05-17T17:03:10.065145+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/orgrim/pg_back','==orgrim/pg_back: Simple backup tool for PostgreSQL==','','2024',5,'A simple CLI automation utility for backing up PostgreSQL databases. Features structured schema and data exports, customizable compression, automated backup retention sweeps, and cron-friendly integration configurations.','Shell','Repository','Beginner',0,'online','manual','91a1cba9bd6587d7ffaa3205eab16d71114aa9fac1ab6ad4b77fef82eeb84571',100.0,1779033782,1,'2026-06-02T11:11:05Z',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Backups"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-02T11:11:05Z", "gh_stars": 563}'); +INSERT INTO "resources" VALUES('https://github.com/orgs/community/discussions/196624','Now Open! AMA with Maintainers','An Ask Me Anything session with maintainers from Kubernetes, Homebrew, and OpenClaw addressing AI-generated contribution challenges.','2026',4,'This GitHub Community AMA brings together maintainers from Kubernetes, Homebrew, and OpenClaw to discuss the operational challenges of managing open-source projects in the AI era. The discussion centers heavily on the rise of automated, low-quality PR submissions (AI slop) and how it strains maintainer resources. To combat this, GitHub introduces new platform-level controls, such as repository-specific limits on concurrent PRs/Issues from unknown contributors and customizable contributor allowlists.','en','article','Intermediate',0,'online','automatic','50f0aa17d27f666d2dd763b9e5643ff34bef22366ff48d1e690ae3ef33ee82f6',NULL,1780352720,0,'2026-06-02T00:25:20.351753+02:00',NULL,NULL,NULL,'["Ecosystem", "Open Source Governance", "GitHub Maintainers"]','["GUIDE", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official GitHub Community discussion and AMA panel.", "social_preview_url": "https://opengraph.githubassets.com/86b8271588b6ced3bf7f8c5c23fdd7ec1355d2e63af576e5cf29cec5263db5e3/orgs/community/discussions/196624", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://github.com/ori-edge/k8s_gateway','ori-edge/k8s_gateway','','2023',2,'A CoreDNS plugin that enables exposing Kubernetes services directly via external DNS records. It queries CoreDNS dynamically to resolve internal cluster IPs, allowing resources outside the cluster to locate services seamlessly. In 2026, it remains popular among edge computing architectures requiring streamlined DNS-based routing.','Go','CoreDNS Plugin','Medium',0,'online','manual','577fe5882fe8d78a2459f556e5fd8f4398a9f2a3d9b3cbf55e8befb9609d226c',100.0,1779032017,1,'2025-07-10T15:02:46Z',NULL,NULL,NULL,'["Networking", "DNS", "Gateway"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-10T15:02:46Z", "gh_stars": 355}'); +INSERT INTO "resources" VALUES('https://github.com/ory/dockertest','==ory/dockertest==','','2026',5,'Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices.','Go','Library','High',0,'online','manual','cf7693ee5b38a354ce65499a642e372ad94bb00e08b1cb05786f933943fa83c1',100.0,1779030971,1,'2026-04-24T14:04:12Z',NULL,NULL,NULL,'["Testing", "Integration Testing", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-24T14:04:12Z", "gh_stars": 4519}'); +INSERT INTO "resources" VALUES('https://github.com/osa-ora/camel-k-samples','github.com/osa-ora/camel-k-samples','','2021',0,'A public repository containing community-driven Camel K sample deployment blueprints. It provides practical templates for routing, database pooling, and API integrations within modern Kubernetes clusters.','Java','Code','Intermediate',0,'online','manual','d40f4924a104818f5b360227d0350099fafa899ad1843df337c1633541f3fe75',100.0,1781736081,1,'2026-06-18T00:41:21.213257+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Camel K"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/oscp/awesome-openshift3','Awesome Openshift 2','','2020',1,'A curated directory cataloging administration guides, tools, operators, and integration scripts specialized for Red Hat OpenShift 3.x cluster topologies.','Markdown','Repository','Beginner',0,'online','manual','94ebb0f439bd9cfb936822b86c7258a6ee083695dd15900fdc93236f58cede38',100.0,1779032880,1,'2017-05-06T19:02:04Z',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Resources", "Awesome Lists"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md", "docs/other-awesome-lists.md"]','["openshift.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2017-05-06T19:02:04Z", "gh_stars": 27, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/ClusterWatch','github.com/oslabs-beta/ClusterWatch','','2026',2,'ClusterWatch is an open-source diagnostics dashboard built to monitor overall cluster stability and track system-wide container events in real time. It offers teams direct, visual insights into container health, restarts, and underlying storage failures without requiring complex platform configurations. This utility is a strong candidate for development environments and simplified operations setups.','JavaScript','Web Application','Intermediate',0,'online','manual','188cd63017c515f6412f94bbb81052b806d9dc4be7dcf795f3c6e47187929ba9',100.0,1779032833,1,'2024-03-12T10:05:35Z',NULL,NULL,NULL,'["Observability", "Cluster Health", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-03-12T10:05:35Z", "gh_stars": 135}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/Ekkremis','github.com/oslabs-beta/Ekkremis','','2023',1,'Ekkremis is a Kubernetes orchestration helper developed to manage deferred cron tasks and temporary execution pods. It provides a visual interface for tracking scheduled events, proving beneficial for managing ephemeral QA and administrative maintenance workloads.','Go','Dashboard / Controller','Intermediate',1,'online','manual','8f659a4cfaa378e9efe4c0ed3a5071b941c9e9a275e151ee6d13e9d1bb93c121',100.0,1779031113,1,'2022-12-09T03:12:29Z',NULL,NULL,NULL,'["Operations", "Automation", "Workflow"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-12-09T03:12:29Z", "gh_stars": 129}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/KUR8','KUR8 🌟','','2021',2,'An open-source, web-based platform designed to visualize and analyze Prometheus metrics collected from Kubernetes clusters. It features built-in dashboards for node performance, resource limits, and cluster health monitoring. In 2026, the project is largely static, serving as an educational reference for writing lightweight Prometheus visualizers.','JavaScript','Web Application','Medium',1,'online','manual','7d3aa6d9a1865ea1d167f9bd086f8b6dc81d0389d73db0567708173012e4e54f',100.0,1779032213,1,'2021-08-16T16:14:20Z',NULL,NULL,NULL,'["Operations", "Observability", "Prometheus UI"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-08-16T16:14:20Z", "gh_stars": 215}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/KubernOcular','github.com/oslabs-beta/oslabs','','2022',5,'KubernOcular is an open-source visualizer and troubleshooting tool designed to map and monitor live Kubernetes topologies. It helps operators identify bottlenecks and configuration misalignments by representing workloads and networking rules in an intuitive graphical flow.','TypeScript','Web Application','Intermediate',1,'online','manual','5fa720c2cad2ec58a75b4f5a51deac59ca22f0373967a1d99f4e563062220273',100.0,1779130494,1,'2022-10-13T16:44:36Z',NULL,NULL,NULL,'["Kubernetes", "Observability", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2022-10-13T16:44:36Z", "gh_stars": 65}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/OdinsEye','==github.com/oslabs-beta: Odin''s Eye==','','2021',1,'Open-source developer utility designed to monitor distributed microservices architecture patterns, tracking internal query metrics and communication flows. Primarily active within the community sandbox.','JavaScript','Software','Intermediate',1,'online','manual','e0890d7c6122d8a75adfe89fa0b2c5ea5db398548fd62ab83f4d3f9de63c0be5',100.0,1781736112,1,'2026-06-18T00:41:52.629626+02:00',NULL,NULL,NULL,'["Observability", "Microservices Monitoring", "Tracing Tools"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/Palaemon','oslabs-beta/Palaemon','','2023',1,'Palaemon is a diagnostic dashboard tool that focuses on monitoring container state changes and automatically notifying teams of pod crashes and restarts. It provides lightweight health-check alerts, filling the monitoring gap for simple development and staging clusters.','JavaScript','Web Dashboard','Intermediate',1,'online','manual','200690cb187a24f6c9797a24d7cad967bb2aaf977a18e4fb8fae89f56bc9ae9f',100.0,1779033167,1,'2022-11-13T07:07:06Z',NULL,NULL,NULL,'["Operations", "Monitoring", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-13T07:07:06Z", "gh_stars": 134}'); +INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/kubermetrics','oslabs-beta/kubermetrics','','2021',1,'Kubermetrics is an open-source visualizer and metrics aggregator for Kubernetes clusters. It provides developers with real-time health data, resource consumption statistics, and alert visualizations. 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Features advanced setups including Spring Cloud Gateway, distributed tracing integrations, and resilient fault-tolerant design patterns.','Java','Repository','Advanced',1,'online','manual','3c77783716bdba0c1ad4ebc032a24ee895081a1ef6f86cb4d9e320a0b7cdf591',100.0,1781735920,1,'2026-06-18T00:38:40.996053+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Advanced Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/piomin/spring-boot-logging','github.com/piomin/spring-boot-logging','','2024',3,'A utility library designed to simplify HTTP request/response logging in Spring Boot applications. It provides pre-configured logging filters that output telemetry in structured, customizable layouts suitable for parsing tools like Elasticsearch or Fluentd. It is highly valued by development teams seeking instant operational insight without having to draft custom servlet filter logic.','Java','Library','Intermediate',0,'online','manual','f61078163caa86c3273795e77cf5f09599e22484f19d530c757cfa4cd9e40165',100.0,1779033170,1,'2026-06-11T03:00:05Z',NULL,NULL,NULL,'["Developer Experience", "Observability", "Logging"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T03:00:05Z", "gh_stars": 276}'); +INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipe','PipeCD','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ed2b7808a49a0f3c8dea8754e402794d99da8842b985f2cf42574a98a94effd6',100.0,1779030564,0,'2026-05-17T17:09:24.322988+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipecd','PipeCD','','2020',4,'PipeCD is a GitOps-style continuous delivery system supporting multi-cloud and multi-tenant environments. It coordinates deployments across Kubernetes, serverless, and cloud infrastructure with advanced strategies like canary and blue-green.','Go','CD Platform','High',1,'online','manual','7548fa0a7672db1a06711bdb742402e633225ad252e3b8752d327967162f2dfe',100.0,1779130494,1,'2026-06-12T09:01:15Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Continuous Delivery"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:01:15Z", "gh_stars": 1290}'); +INSERT INTO "resources" VALUES('https://github.com/pixie-io/pixie','github.com: Pixie - Instant Kubernetes-Native Application Observability','','2020',5,'An entry detailing the Pixie platform''s open-source repository, which provides automatic kernel-level telemetry extraction using advanced eBPF probes. This allows immediate system-wide analysis of microservice network communications without app modifications.','C++ / Go','Observability Platform','Advanced',1,'online','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1779029247,1,'2026-06-13T08:28:04Z',NULL,NULL,NULL,'["Observability & Diagnostics", "eBPF Observability", "Application Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T08:28:04Z", "gh_stars": 6462}'); +INSERT INTO "resources" VALUES('https://github.com/pixie-labs/pixie','open source PxL scripts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227',100.0,1779031382,0,'2026-05-17T17:23:02.133261+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/pixie-io/pixie"}'); +INSERT INTO "resources" VALUES('https://github.com/planetlabs/draino','Draino','','2026',5,'An automated daemon designed to safely cordon and drain compute hosts when specific kernel or physical errors are flagged by the Node Problem Detector. It processes node status updates and gracefully evicts active workloads while strictly respecting configured Pod Disruption Budgets (PDBs).','Go','Controller','Advanced',0,'online','manual','0485308739e80d5fb7808efac66cf10e177a4850228fcab70768d089b19ac39a',100.0,1779029472,1,'2024-03-26T15:33:02Z',NULL,NULL,NULL,'["Operations", "Node Management", "Auto-Remediation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-03-26T15:33:02Z", "gh_stars": 682}'); +INSERT INTO "resources" VALUES('https://github.com/plexsystems/konstraint','konstraint','','2026',5,'A template generation utility targeted at OPA Gatekeeper. It reads standard Rego policy documents to automatically produce ConstraintTemplates and Constraint manifests, simplifying structural governance by keeping policies organized and generating documentation natively.','Go','Tool','Advanced',0,'online','manual','67a94b5d308b5159a68246516d1ddff3a5de1ae0d3560b49dd554411fe82eee4',100.0,1779030012,1,'2025-11-20T02:18:14Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Gatekeeper Boilerplate"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-20T02:18:14Z", "gh_stars": 393}'); +INSERT INTO "resources" VALUES('https://github.com/plexsystems/sinker','Sinker','','2023',5,'A target reconciliation tool that syncs third-party container image dependencies directly into private container registries. Helps maintain air-gapped environments by verifying repository assets dynamically.','Go','CLI Tool','Intermediate',0,'online','manual','f7dacf65025e43daa871debccfd55ef08dfb3c1ee67db9f835119185970fadf9',100.0,1779030052,1,'2024-06-13T22:25:52Z',NULL,NULL,NULL,'["Configuration Management", "Image Syncing", "Registry Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-13T22:25:52Z", "gh_stars": 625}'); +INSERT INTO "resources" VALUES('https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/parameterisedPipelines.groovy','Example of a pipeline with parameters','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','13f515a8fbdb8c2673cac406bb85dde5012f2f6a9e0b8cd98bc9ff64a83e7da3',100.0,1779032613,1,'2026-05-17T17:43:33.717987+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/policy-hub/policy-hub-cli','PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟','','2021',5,'A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and platform engineers to search, validate, and integrate standard compliance policies directly from local environments.','Go','CLI Tool','Intermediate',0,'online','manual','e7d03b6dc3bdca8813c7ed6d170de04155ccd3bda901b65d4239ecf579068793',100.0,1781736154,1,'2026-06-18T00:42:34.414368+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Developer Tooling"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/pomerium/pomerium','Pomerium','','2026',5,'Pomerium acts as an identity-aware, security-oriented context reverse proxy designed to establish robust Zero Trust access policies without relying on client-side VPN installations. It integrates with enterprise SSO providers to secure endpoints. Architecturally, it enforces contextual verification at the application layer, dramatically minimizing external attack vectors.','Go','Tool','Advanced',1,'online','manual','cc02d1fac20ce4ba0baf37149e8e08117ca3cab7e964aaf3beb941a8be184d59',100.0,1779031190,1,'2026-06-13T02:36:05Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "Zero Trust Proxy"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T02:36:05Z", "gh_stars": 4850}'); +INSERT INTO "resources" VALUES('https://github.com/porscheofficial/terraform-aws-ecr-watch','porscheofficial/terraform-aws-ecr-watch','','2023',3,'An open-source Terraform automation module constructed to monitor AWS Elastic Container Registry (ECR) push actions. It facilitates automated security audits, vulnerability tracking, and dynamic alert dispatches to external systems during image push phases.','HCL','Module','Intermediate',1,'online','manual','aa8b24b93f36f3a334885d2229bbf0f69d345c321a70d514216b65d2eaa1e120',100.0,1779032035,1,'2024-08-20T08:42:35Z',NULL,NULL,NULL,'["AWS", "Container Registry", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-20T08:42:35Z", "gh_stars": 70}'); +INSERT INTO "resources" VALUES('https://github.com/portainer/portainer','github.com/portainer/portainer','','2017',5,'Portainer is a container management application that simplifies configuration and monitoring of multi-engine container environments, including Kubernetes. Featuring an intuitive web interface, it lowers the operational barrier for developers and sysadmins, facilitating application delivery and role-based access control.','Go / JavaScript','Management UI','Intermediate',1,'online','manual','9801957f719b4d73c44cbe28235ecc626acfcd5c17c9604e3fb24fdd2f062811',100.0,1779030983,1,'2026-06-13T13:30:22Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Cluster Management Platforms", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Zlib", "gh_pushed": "2026-06-13T13:30:22Z", "gh_stars": 37720}'); +INSERT INTO "resources" VALUES('https://github.com/poseidon/typhoon','poseidon/typhoon','','2026',5,'Typhoon is a minimalist, secure, and performant bare-metal and multi-cloud Kubernetes distribution built entirely with Terraform. It bootstraps standard, upstream CNCF-compliant Kubernetes onto Flatcar Container Linux (and historically CoreOS), providing an excellent reference model for git-driven infrastructure without vendor lock-in.','HCL','Software','Advanced',0,'online','manual','eabed949abc7e97e883d4c2336bf042c68b993a651e3770fed387707121e4f10',100.0,1779034373,1,'2026-06-08T05:09:05Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Bare Metal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/kubernetes-tools.md", "docs/matrix-table.md", "docs/terraform.md"]','["kubernetes-on-premise.md", "terraform.md", "kubernetes-tools.md", "matrix-table.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T05:09:05Z", "gh_stars": 2044}'); +INSERT INTO "resources" VALUES('https://github.com/postfinance/kubectl-sudo','kubectl-sudo','','2021',2,'A kubectl plugin that mimics the Unix sudo command inside a Kubernetes context. It allows system administrators with cluster-admin access to dynamically elevate privileges or impersonate other service accounts on a per-command basis.','Shell','CLI Plugin','Intermediate',0,'online','manual','1d0c4f719b8d8ead754327229644c725048b578fc87e4c3f02741c13710a8123',100.0,1779030526,1,'2026-02-13T09:21:55Z',NULL,NULL,NULL,'["Security & Identity", "Authentication & Authorization", "Escalation Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-13T09:21:55Z", "gh_stars": 172}'); +INSERT INTO "resources" VALUES('https://github.com/postgresml/postgresml','postgresml/postgresml 🌟','','2024',4,'An extension that integrates machine learning directly inside PostgreSQL, written in Rust. It enables developers to train and run real-time inference using classic models or LLMs natively through SQL, entirely bypassing external ETL and API pipeline latency.','Rust','Repository','Advanced',1,'online','manual','cc93e4a2d033d514f1eae5f0194a1174771e1a3c09454486240577573b8de316',100.0,1779032153,1,'2025-07-01T12:26:02Z',NULL,NULL,NULL,'["Machine Learning", "Databases", "In-database ML"]','["[ENTERPRISE-STABLE]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-07-01T12:26:02Z", "gh_stars": 6800}'); +INSERT INTO "resources" VALUES('https://github.com/postmanlabs/newman','Newman','','2026',5,'Newman is a command-line collection runner for Postman. Developed with Node.js, it facilitates direct integration of Postman test suites into Jenkins, GitLab CI, and GitHub Actions environments.','JavaScript','Command Line Tool','Intermediate',1,'online','manual','104644b779cf7ddd3c5b89d58a5cea56101fb4e4216a5057050319208deae31b',100.0,1779034296,1,'2026-03-17T21:17:20Z',NULL,NULL,NULL,'["Software Testing", "API Testing", "CLI Tools"]','["[DE FACTO STANDARD]"]','["docs/postman.md"]','["postman.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-17T21:17:20Z", "gh_stars": 7227}'); +INSERT INTO "resources" VALUES('https://github.com/powerfulseal/powerfulseal','PowerfulSeal','','2024',5,'A Python-based chaos engine designed for Kubernetes. PowerfulSeal operates interactively or via declarative policy configurations to systematically delete pods, shut down infrastructure nodes, and disrupt networking to reveal platform design flaws.','Python','Software Utility','Intermediate',1,'online','manual','f7451cb8847baa11d6ebf79ca5ddcdd746cd361c8780247efec55a2b6b57c529',100.0,1779030327,1,'2023-11-10T18:28:39Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Kubernetes Tools"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-11-10T18:28:39Z", "gh_stars": 1975}'); +INSERT INTO "resources" VALUES('https://github.com/prabhatsharma/kubernetes-the-hard-way-aws','Kubernetes The Hard Way: AWS Edition','','2022',5,'An educational repository porting ''Kubernetes the Hard Way'' directly onto AWS infrastructure. Step-by-step documentation on manually creating VPCs, Security Groups, EC2 nodes, and manually compiling and executing cluster daemons.','Markdown','Repository','Advanced',0,'online','manual','3952a4d45c125a3bd49a58b470a7615c58a25f0964fee77a1b676ee58c6d5da5',100.0,1779032383,1,'2024-07-14T14:00:19Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "AWS"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-14T14:00:19Z", "gh_stars": 668}'); +INSERT INTO "resources" VALUES('https://github.com/practo/k8s-worker-pod-autoscaler','k8s-worker-pod-autoscaler','','2026',5,'A specialized worker autoscaler controller that targets instances consuming messages from queue brokers (such as SQS, Beanstalk, and RabbitMQ). It optimizes capacity scaling by using real-time backlog latency metrics rather than basic CPU or Memory usage averages, avoiding issues with delayed processing loops.','Go','Tool','Advanced',0,'online','manual','0e8cd47995d943bab6e6b0b1b1ec105d375c88271d030181da795e7b7f3405c3',100.0,1779031850,1,'2024-02-28T00:17:55Z',NULL,NULL,NULL,'["Operations", "Autoscaling", "Queue-Based Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-02-28T00:17:55Z", "gh_stars": 161}'); +INSERT INTO "resources" VALUES('https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollections','prae1809/PowerShell-Scripts: OperationalCollections','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','40cef8eb5249ee27180fac12c9712a6c8ff6e9ccb51d0f1523e7b993e99612b8',100.0,1779034531,1,'2026-05-17T18:15:31.292432+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/pravega/pravega-operator','pravega/pravega-operator','','2023',5,'Deploys and maintains high-throughput Pravega streaming architectures, orchestrating the state of BookKeeper, ZooKeeper, and active cluster storage segments.','Go','Operator','Advanced',0,'online','manual','d898b90b80d9981429b5c5bfe89093a2514b6f53affc75715f369cab2ef477ef',100.0,1779030952,1,'2024-04-19T12:27:01Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Streaming Data", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-19T12:27:01Z", "gh_stars": 40}'); +INSERT INTO "resources" VALUES('https://github.com/predatorray/kubectl-tmux-exec','kubectl-tmux-exec','','2022',2,'A highly practical kubectl plugin that leverages tmux to multiplex exec connections across multiple Kubernetes pods simultaneously. It allows administrators to run interactive CLI tasks in parallel, with separate panes synchronized for keyboard input. In 2026, it remains an indispensable power-user CLI utility for on-the-fly multi-pod troubleshooting.','Go','Kubectl Plugin','Medium',0,'online','manual','1a5f044cd22b71f4aad4e84114cf9f2986b1d4b4d562e92a753b22b1c5b67bf3',100.0,1779029735,1,'2026-03-01T04:27:56Z',NULL,NULL,NULL,'["Operations", "CLI Tool", "Multi-Execution"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T04:27:56Z", "gh_stars": 141}'); +INSERT INTO "resources" VALUES('https://github.com/presslabs/silver','github.com: Django app + RESTful API for automatic billing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bfb0ee7ca876450db0ec452d1e5ca683f4f0f0727c1b1e53faa2f388f6902dab',100.0,1779030327,0,'2026-05-17T17:05:27.207535+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/silverapp/silver"}'); +INSERT INTO "resources" VALUES('https://github.com/priyankavergadia/google-cloud-4-words','The Google Cloud Developer''s Cheat Sheet 🌟','','2024',5,'An exceptionally popular developer''s directory translating Google Cloud''s extensive product portfolio into four-word functional summaries accompanied by visual flowcharts. It simplifies GCP''s architectural choices across compute, database, and machine learning domains.','Markdown','Repository','Beginner',0,'online','manual','e4dc5e8ed8e0eb7d687668e784ff39f5e9894f6c4c35df1d286c1f596a50bdb0',100.0,1779032249,1,'2024-04-06T10:56:15Z',NULL,NULL,NULL,'["Cloud Providers", "GCP", "Architecture Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-04-06T10:56:15Z", "gh_stars": 8225}'); +INSERT INTO "resources" VALUES('https://github.com/proferosec/log4jScanner','proferosec/log4jScanner','','2021',5,'A community-focused scanning utility designed to recursively inspect complex directory structures and nested archives for vulnerable Log4j libraries. It is a highly useful offline scanner for validating legacy artifacts and directory paths without needing dynamic agents or runtimes.','Go','Tool','Intermediate',0,'online','manual','b96dfbd1bf67161008b95d50ac93332a619a06c4edac3b2840cea7575a864099',100.0,1779030534,1,'2023-02-25T10:43:55Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-25T10:43:55Z", "gh_stars": 489}'); +INSERT INTO "resources" VALUES('https://github.com/projectcapsule/capsule','Capsule Operator','','2024',5,'Capsule aggregates namespaces into virtual ''tenants'', providing secure multi-tenancy. It enforces dynamic network isolation, storage limits, and ingress classes, forming a foundation for platform engineering.','Go','Operator','Advanced',0,'online','manual','9909cd87b5212e648da81e6f1131696ff237383b99fa687ed1a794c98803e1df',100.0,1779130495,1,'2026-06-13T20:26:28Z',NULL,NULL,NULL,'["Security", "Multi-tenancy", "Platform Engineering", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:26:28Z", "gh_stars": 2095}'); +INSERT INTO "resources" VALUES('https://github.com/projectsveltos/sveltosctl','github.com/projectsveltos: sveltosctl','','2025',2,'The CLI dashboard for Project Sveltos. It specializes in executing dry-runs and drift validations on declarative ClusterProfiles to ensure configuration validity prior to propagating resources to remote edge clusters.','Go','CLI Tool','Advanced',0,'online','manual','f5a56a2a6cf918656ac017aac3d15713c356346363a8b89203a99aeff2aa3738',100.0,1779030732,1,'2026-06-12T09:07:49Z',NULL,NULL,NULL,'["Multi-Cluster Management", "Project Sveltos", "Validation Tools"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:07:49Z", "gh_stars": 36}'); +INSERT INTO "resources" VALUES('https://github.com/prometheus','github.com/prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f22233e1a095fbaf7afc4d138e1001b5f8a651a23f4b3400ee46cc5cf3f73159',100.0,1779032977,1,'2026-05-17T17:49:37.633814+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/prometheus-community/elasticsearch_exporter','prometheus-community/elasticsearch_exporter','','2024',5,'Standard Prometheus-community exporter that queries Elasticsearch cluster health, shard counts, JVM memory usage, indexing metrics, and search latency times.','Go','Open Source Tool','Intermediate',0,'online','manual','8a27be71411fbccd35894d68dab9e11c2c08f00cc45937ad8d7c845cc6d27d80',100.0,1779029609,1,'2026-06-10T10:41:55Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Database Monitoring"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T10:41:55Z", "gh_stars": 2077}'); +INSERT INTO "resources" VALUES('https://github.com/prometheus-community/yet-another-cloudwatch-exporter','YACE - yet another cloudwatch exporter 🌟','','2024',5,'Highly performance-optimized Prometheus exporter (YACE) designed to query metrics from AWS CloudWatch. 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Employs active scraping mechanics over HTTP alongside a custom-built local TSDB to deliver sub-second querying speeds and powerful alerting capabilities.','Go','Repository','Advanced',1,'online','manual','68afc308fd62f428764a67989913c76f6d0795ab2641a601ea7210ba3e1eea40',100.0,1779033040,1,'2026-06-13T16:55:03Z',NULL,NULL,NULL,'["Observability", "Prometheus", "Core Platform"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T16:55:03Z", "gh_stars": 64493}'); +INSERT INTO "resources" VALUES('https://github.com/prometheus/pushgateway','Pushgateway','','2026',5,'Official GitHub repository for Prometheus Pushgateway. Designed to allow ephemeral, short-lived, or batch jobs to push metrics to an intermediate gateway, which Prometheus then scrapes. Note that official guidelines advise against using Pushgateway for standard applications due to structural state issues.','Go','GitHub Repository','Intermediate',1,'online','manual','69b67ba2a06c4cb4a4caa5e8daf49c6fab6a15e8a06a6beded05d1efd8ebd7fa',100.0,1779032793,1,'2026-06-02T14:21:05Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Pushgateway"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-02T14:21:05Z", "gh_stars": 3334}'); +INSERT INTO "resources" VALUES('https://github.com/prosimcorp/reforma','prosimcorp/reforma','','2025',5,'Reforma is an emerging schema validation and dynamic mutation engine for Kubernetes manifests. Operating ahead of deployment pipelines, it allows engineers to declarative-define mutating policies and structural validations on raw YAML. This functions as a lightweight, modular alternative to complex mutating admission webhooks.','Go','Repository','Intermediate',0,'online','manual','fac8f6c0f30d675f25cde18d1f989fb2ee4a4ad803e8da5994064aef3be9cb6b',100.0,1779029121,1,'2024-12-31T19:15:47Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Configuration", "Manifest Mutation"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-31T19:15:47Z", "gh_stars": 58}'); +INSERT INTO "resources" VALUES('https://github.com/prowler-cloud/prowler','==github.com/prowler-cloud/prowler== 🌟🌟','','2026',5,'An industry-standard tool for Cloud Security Posture Management (CSPM). It systematically audits multi-cloud infrastructures against CIS benchmarks, GDPR, and PCI-DSS rules, outputting detailed security posture reviews and compliance logs.','Python','Tool','Intermediate',0,'online','manual','3b8124957ef47d4927d8cf061a0f654cb72a9d3b3d855162fdfdd548c4694488',100.0,1779034373,1,'2026-06-13T01:21:08Z',NULL,NULL,NULL,'["Security", "Cloud Posture", "Compliance & Audit"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:21:08Z", "gh_stars": 13994}'); +INSERT INTO "resources" VALUES('https://github.com/prymitive/karma','karma 🌟','','2023',5,'A highly functional and responsive dashboard for Prometheus Alertmanager alerts. Enables deep filtering and cluster aggregation across diverse Alertmanager nodes, dramatically improving SRE triage workflows.','Go','Open Source Tool','Intermediate',0,'online','manual','f65d4aa9b5170752c73c3ff8b07436e2b35aef611d2157deaa3c6ba1a57b3a91',100.0,1779034499,1,'2026-06-13T12:32:14Z',NULL,NULL,NULL,'["Observability", "Alert Management", "Visualizers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:32:14Z", "gh_stars": 2648}'); +INSERT INTO "resources" VALUES('https://github.com/public-apis/public-apis','==github.com/public-apis/public-apis: Try Public APIs for free== 🌟','','2024',5,'A highly curated, massive directory of free, public APIs categorized by topic (such as Auth, Data, Analytics, and weather). This repository is the de facto standard resource for engineers searching for mock datasets or utility endpoints to build prototypes. It demonstrates the utility of community-led open-source curation for modern software experimentation.','English','Code Repository','Beginner',0,'online','manual','1e8584bf2c52f41fa457214d22f8a9cc0a987a76819942893aba141784e8c5a4',100.0,1779032817,1,'2026-06-13T06:14:45Z',NULL,NULL,NULL,'["Application Integration", "API Design", "Public Directories"]','["[DE FACTO STANDARD]"]','["docs/api.md"]','["api.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T06:14:45Z", "gh_stars": 441446}'); +INSERT INTO "resources" VALUES('https://github.com/pulumi/kube2pulumi','==pulumi/kube2pulumi==','','2026',1,'Open-source command-line tool designed to convert static Kubernetes YAML templates or dynamically generated Helm outputs directly into isomorphic, compilable Pulumi configurations.','Go','Tool','Intermediate',0,'online','manual','e223651e31828d90cee490552ee7c999acd8869b11ebfd7267da51f8effe05ac',100.0,1779032252,1,'2025-11-21T17:39:35Z',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "Migration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md", "docs/pulumi.md"]','["kubernetes-tools.md", "pulumi.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-11-21T17:39:35Z", "gh_stars": 107}'); +INSERT INTO "resources" VALUES('https://github.com/pulumi/pulumi','Pulumi: Infrastructure as Code in Any Programming Language','','2026',5,'An open-source, multi-cloud infrastructure platform that enables architects to build, deploy, and manage resources using general-purpose programming languages. 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Live Grounding: Aggregates verified integrations linking AI models to tools like relational databases, enterprise APIs, version control providers, and local execution runtimes.','Markdown','Guide','Beginner',0,'online','manual','49ef92ec04864bdcd82ef72d7a213644c32fe86a700fd608fa67a7eb25e0eb3f',100.0,1779033904,1,'2026-06-11T11:48:15Z',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Awesome Lists"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/ai-agents-mcp.md", "docs/ai.md", "docs/other-awesome-lists.md"]','["ai.md", "ai-agents-mcp.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T11:48:15Z", "gh_stars": 89112, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/pusher/k8s-spot-rescheduler','k8s Spot Rescheduler','','2021',5,'A controller that shifts workloads away from expensive on-demand instances toward spot instances whenever capacity permits. Note: In 2026, Karpenter or modern cloud-native autoscalers generally cover this capability, rendering this legacy.','Go','Controller','Advanced',1,'online','manual','70fac0b9d408dabb5914c7dcc3e4127a44ba4dd9e9d8997bb72bf9af989cbe49',100.0,1779032037,1,'2020-11-20T13:19:50Z',NULL,NULL,NULL,'["Infrastructure", "Auto-scaling", "Cost Optimization"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-11-20T13:19:50Z", "gh_stars": 312}'); +INSERT INTO "resources" VALUES('https://github.com/pyang55/k8sdeploy','k8sdeploy','','2019',1,'A lightweight shell-based tool designed to deploy Kubernetes manifests and manage basic deployment rollouts. Primarily serving as a community utility for quick testing, it lacks modern GitOps integration and state tracking.','Shell','CLI Tool','Simple',0,'online','manual','e70daf5eb7eea59f5ba3e6ddf09760045f9867f5a7649f0fa273fe43ea232ac1',100.0,1779034049,1,'2020-08-04T20:50:45Z',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Tools", "Automated Pipelines"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-08-04T20:50:45Z", "gh_stars": 20}'); +INSERT INTO "resources" VALUES('https://github.com/pyca/bcrypt','pyca/bcrypt','','2026',5,'Provides high-performance, secure-by-default C bindings for the bcrypt password hashing algorithm in Python applications. Widely trusted for protecting stored passwords against offline dictionary attacks through adjustable work factors.','Python','Library','Intermediate',0,'online','manual','5941e02185134638023cadc793e539ac0c8c88435bf01c46ae5151867a645a96',100.0,1779030883,1,'2026-06-12T03:53:26Z',NULL,NULL,NULL,'["Security", "Cryptography", "Hashing Algorithms"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T03:53:26Z", "gh_stars": 1482}'); INSERT INTO "resources" VALUES('https://github.com/pydantic/pydantic','pydantic/pydantic','','2026',5,'Curator Insight: The absolute industry standard data enforcement framework utilizing type annotation structures. -Live Grounding: High-density Rust-compiled (V2) validation tool that guarantees strict configuration processing, extreme execution speed, and direct integration into microservice engines.','Python','Repository','Advanced',1,'online','manual','64b142a202841a9c2753627a28326d1b85aaab6868722a8d1b2644e9114a3483',100.0,1.77903308894222807e+09,1,'2026-06-13T14:04:46Z',NULL,NULL,NULL,'["Software Engineering", "Data Validation", "Parsing"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T14:04:46Z", "gh_stars": 28024}'); -INSERT INTO "resources" VALUES('https://github.com/pyinstaller/pyinstaller','PyInstaller official GIT repository','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5eea48ffc613bcf592842c8036e9b7d0d47e43a169512592988fd9c86e68d5e3',100.0,1.77903118181929397e+09,1,'2026-05-17T17:19:41.819294+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"gh_license": "NOASSERTION"}'); -INSERT INTO "resources" VALUES('https://github.com/pymag09/kubecui','pymag09/kubecui','','2023',1,'Kubecui is a lightweight terminal-based graphical user interface for Kubernetes cluster inspection. It offers a fast, keyboard-driven structural overview of resources, serving as an alternative to resource-heavy desktop GUI clients for terminal purists.','Go','Terminal UI','Intermediate',0,'online','manual','aa03f2cce3deeacccd25267ff3896bb58aead53c450e44a1d7f2b940d0c5e329',100.0,1.77903114119341802e+09,1,'2025-05-22T11:41:40Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Terminal UI"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-22T11:41:40Z", "gh_stars": 128}'); -INSERT INTO "resources" VALUES('https://github.com/pyxll/pyxll-jupyter','pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel','','2024',3,'Curator Insight showcases PyXLL-Jupyter as an extension that runs Jupyter notebooks directly inside Excel sheets. Live Grounding confirms it serves as a critical bridge in corporate financial modeling, allowing analysts to enrich spreadsheet data using high-powered Python libraries.','Python','Library','Advanced',0,'online','manual','2ec87d26fb1c4a392f94bd1ce85b7f3ab0573189889ffaf393bfcb8e16c3eb47',100.0,1.77903305115079307e+09,1,'2026-02-20T10:10:38Z',NULL,NULL,NULL,'["Data Science", "Tooling", "Excel Integration"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-20T10:10:38Z", "gh_stars": 162}'); -INSERT INTO "resources" VALUES('https://github.com/quarkslab/kdigger','quarkslab/kdigger','','2021',5,'Kdigger is a lightweight context-discovery tool designed to run inside Kubernetes pods to probe runtime isolation and discover container escape opportunities. 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Highly vetted, authoritative and heavily referenced during the June 2026 conference.", "social_preview_url": "", "source_provenance": "X.com (GitHub)", "suggested_new_category": "developer-events"}'); +INSERT INTO "resources" VALUES('https://github.com/resources/whitepapers/actions','==resources.github.com: What is GitHub Actions? How automation & CI/CD work on GitHub (whitepaper/pdf)==','','2021',0,'An enterprise whitepaper discussing architectural strategies to consolidate developer pipelines on GitHub. 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Details advanced declarative pipeline patterns, blue-green delivery topologies, and integration guidelines for multi-cloud deployments.','Markdown','Awesome List','Advanced',1,'online','manual','7bf27d2766d7f327fd6c84c2b936b7de5de6e174a946937f6c97cf21e7ea5abd',100.0,1779032484,1,'2019-02-12T17:51:32Z',NULL,NULL,NULL,'["Continuous Delivery", "CI-CD Pipelines", "Multi-Cloud Continuous Delivery"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-02-12T17:51:32Z", "gh_stars": 13, "is_special": true}'); INSERT INTO "resources" VALUES('https://github.com/rohitg00/ai-engineering-from-scratch','rohitg00/ai-engineering-from-scratch','A comprehensive, free, and MIT-licensed curriculum comprising 435 lessons across 20 phases to build AI algorithms from scratch.','2026',4,'A rigorous, open-source educational curriculum designed to teach developers to build AI algorithms from basic math foundations up to advanced production architectures. * Covers 20 comprehensive phases, including deep learning, custom transformer training, LLM quantization (FP8, GGUF), and multi-agent system orchestration. -* Integrates seamlessly with Claude Code and Cursor as agentic skills to support local understanding verification and diagnostics.','en','repository','intermediate',0,'online','automatic','50d5c9e84444f6e6340d9ed1e1238dcc9f1a2f4ee4de1ab63025a320011d83ff',NULL,1.78035268674446892e+09,0,'2026-06-01T16:14:02Z',NULL,NULL,NULL,'["Artificial Intelligence", "E-Learning", "LLM Engineering", "Agent Frameworks"]','["GUIDE", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "elearning", "gh_license": "MIT", "gh_pushed": "2026-06-01T16:14:02Z", "gh_stars": 26711, "reputation_status": "Vetted", "reputation_summary": "Highly praised by the developer and AI engineering communities on Reddit and DEV.to for its unique, hands-on methodology that rebuilds core AI algorithms from raw mathematical foundations before implementing production libraries.", "social_preview_url": "https://opengraph.githubassets.com/0a08e166a20579d2f601b33f745c9976a6f74136cf52ffd71777c57e88abfc2b/rohitg00/ai-engineering-from-scratch", "source_provenance": "X.com (midudev)", "suggested_new_category": "ai-engineering"}'); -INSERT INTO "resources" VALUES('https://github.com/roib20/terraform-provision-gke-cloudflare','github.com/roib20: Terraform - Provision a GKE Cluster with Cloudflare Ingress'' and ArgoCD','','2022',1,'An automated infrastructure template bootstrapping a GKE cluster integrated with Cloudflare Ingress tunnels and ArgoCD. 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Translates complex container orchestration mechanics into brief visual explanations, facilitating quick developer onboarding for distributed systems development.','Markdown','Repository','Beginner',1,'online','manual','5c81ebfd4d71713255c9b7c98599d5f544fe17db032c2208b4d0142b17b3c5af',100.0,1.77913049501395511e+09,1,'2021-03-18T12:05:22Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Training & Concepts"]','["[ENTERPRISE-STABLE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-03-18T12:05:22Z", "gh_stars": 212}'); -INSERT INTO "resources" VALUES('https://github.com/rossmcdonald/telegraf','Telegraf Ansible Role','','2024',0,'Ansible playbook role to provision and configure the Telegraf agent across varied Linux operating systems. Automates configuration generation and systemd unit registration.','Shell','Repository','Intermediate',0,'online','manual','1b1fb7e8b7e664928bf40f29d92222d796fc8977e041a9dd745801e8c72a13f1',100.0,1.78173613361723399e+09,1,'2026-06-18T00:42:13.617234+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Telegraf Deployment"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/rothgar/bashScheduler','github.com/rothgar/bashScheduler','','2018',0,'An experimental Kubernetes scheduler written entirely in Bash. It is exclusively intended for academic learning, illustrating scheduling queues, node filtering, and binding phases to developers wanting to grasp scheduler-manager communication without compiled code complexity.','Bash','Script / Experimental','Advanced',0,'online','manual','8fe75c35268dbffe245c454389314c522719dad8a4eda2c0036a802901db59f0',100.0,1.78173604671586108e+09,1,'2026-06-18T00:40:46.715861+02:00',NULL,NULL,NULL,'["Scheduling", "Custom Schedulers", "Experimental"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/rottencandy/vimkubectl','rottencandy/vimkubectl','','2021',1,'A Vim plugin that allows users to manage and inspect Kubernetes clusters directly from within Vim. It supports list, edit, and apply actions for standard resources without leaving the text editor. Highly appreciated by terminal purists in 2026 for minimizing window context switching.','Vim Script','Vim Plugin','Low',0,'online','manual','f5f9d3d49206dc38f110fe21cfb12e9dab397169ea4d991c3c7031a7f1eab415',100.0,1.77903322306486701e+09,1,'2024-06-07T19:05:08Z',NULL,NULL,NULL,'["Development", "IDE Integration", "Vim"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-07T19:05:08Z", "gh_stars": 79}'); -INSERT INTO "resources" VALUES('https://github.com/roubles/kubeshell','kubeshell','','2018',0,'An early attempt at building an interactive shell auto-complete program for kubectl. Now defunct, its conceptual UX improvements have been integrated directly into standard shell autocompletion patterns and kubectl aliases.','Python','Interactive Shell Tool','Simple',0,'online','manual','f8f2a3986ffa4bb8b9370f9a3641d54d4aa8807d43d58103bcd0b2ac86e4b41c',100.0,1.78173604671846795e+09,1,'2026-06-18T00:40:46.718468+02:00',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Interactive Shell"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/rromannissen/rhoar-microservices-demo','rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red'' Hat Runtimes demo','','2020',0,'A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. 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Highlights tools designed to expedite cloud environment setups and secure CI/CD orchestration paths.','Markdown','Awesome List','Intermediate',0,'online','manual','11bf03c69bbe82170cc65a6d731332e0d8490d6115be6a7cac0c8e46e2e6b898',100.0,1.77903044350813388e+09,1,'2022-01-04T11:29:07Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2022-01-04T11:29:07Z", "gh_stars": 379, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/run-x/opta','run-x/opta: Opta - Supercharge DevOps on any cloud','','2023',2,'Opta is an archived high-level declarative infrastructure platform that abstracted low-level Terraform details into service-centric YAML layouts. While it successfully simplified multi-cloud container orchestration, the project has been officially archived. 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Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Terrascan, and cost optimization utilities.','Markdown','Repository','Beginner',0,'online','manual','d020dbee208ae3000ab3e0652fef92bc77c80ccd0a30a5a9b378c9c7200d0d15',100.0,1.77913049493270611e+09,1,'2026-06-13T23:22:19Z',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Community Directories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/terraform.md"]','["terraform.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T23:22:19Z", "gh_stars": 6530, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/shurshun/domain-harvester','Domain-harvester','','2020',0,'Technical codebase utility built to scan, harvest, and aggregate domain information. Useful for tracking internal infrastructure endpoints and public-facing assets during operational inventory audits.','Go','Repository','Intermediate',0,'online','manual','fe32d799be81bc627d249a9d9c759158a15cf8a49fdabbc1548f65ddf97bb38b',100.0,1.78173602631611204e+09,1,'2026-06-18T00:40:26.316112+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure Automation", "Scanning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/siamaksade/jenkins-blueocean','github.com/siamaksade/jenkins-blueocean','','2020',0,'Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments.','Groovy','Repository','Intermediate',0,'online','manual','8ae8694d0e6b687c92b0601c720e176357d2ef7c2cc1b564df31283a6f997758',100.0,1.78173591085343599e+09,1,'2026-06-18T00:38:30.853436+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/openshift-pipelines.md"]','["openshift-pipelines.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/siamaksade/mapit-spring','MapIt','','2021',0,'MapIt is an interactive Spring Boot microservice designed to demonstrate cloud-native design principles on OpenShift. Showcases routing, Horizontal Pod Autoscaling (HPA), and config management using platform resources.','Java','Repository','Intermediate',1,'online','manual','168194cfb02b3eaf1007b71793f17395151974c4a7167c95481b94cd78a74595',100.0,1.7817359110046339e+09,1,'2026-06-18T00:38:31.004634+02:00',NULL,NULL,NULL,'["Application Development", "Microservices Showcase", "Spring Boot"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/sieve-project/sieve','github.com/sieve-project/sieve','','2025',5,'Sieve is an advanced chaos testing engine created to validate custom controller stability. By injecting artificial API delays, dynamic component drops, and network splits, it forces edge-case paths to discover concurrency errors and reconciliation bugs.','Go','Repository','Advanced',0,'online','manual','f4d9136fc65098acc53e581910d0f10b08376a14c680ffa9cd77da27d0e101cd',100.0,1.77903313029685401e+09,1,'2024-09-26T03:49:27Z',NULL,NULL,NULL,'["Extensibility & Development", "Controller Testing", "Reliability Engineering"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "BSD-2-Clause", "gh_pushed": "2024-09-26T03:49:27Z", "gh_stars": 345}'); -INSERT INTO "resources" VALUES('https://github.com/sighupio/permission-manager','==Permission Manager== 🌟','','2025',5,'An intuitive web application designed to govern Kubernetes Role-Based Access Control (RBAC). It enables cluster administrators to seamlessly provision users, generate Kubeconfigs, and bind specific permissions without manually editing complex YAML manifest specifications.','Go','Web Application','Intermediate',1,'online','manual','2f0669cf07fdd602ed1f85aa8f6f18e459180e0c2f0e04399fd8a521e3e11dca',100.0,1.77903030026116108e+09,1,'2024-05-12T17:36:11Z',NULL,NULL,NULL,'["Security", "Access Control", "RBAC Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2024-05-12T17:36:11Z", "gh_stars": 1371}'); -INSERT INTO "resources" VALUES('https://github.com/sigstore/cosign','Cosign: Container Signing','','2026',3,'Part of the Sigstore project, Cosign has established itself as the de facto standard for cryptographically signing and verifying OCI artifacts (container images, SBOMs). Supports hardware tokens, OIDC-based keyless signing, and seamless verification webhooks in Kubernetes, radically simplifying supply chain validation.','Go','Tool','Advanced',1,'online','manual','fa41311bb071a2f91d4d0387a1a4382c4d68e3ebe8a866e9388224a469aa4345',100.0,1.77903056997405195e+09,1,'2026-06-12T21:12:47Z',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:12:47Z", "gh_stars": 6041}'); -INSERT INTO "resources" VALUES('https://github.com/sigstore/k8s-manifest-sigstore','github.com/sigstore: k8s-manifest-sigstore','','2026',5,'A specialized framework integrating the Sigstore signature ecosystem with Kubernetes manifests. It enables platform operators to verify configuration payload signatures at deployment time, ensuring declarative resource definitions are not tampered with and originate from trusted pipelines.','Go','Tool','Advanced',0,'online','manual','3ce325e9eeb965b68ba6a2dd61de22b767fef48c2212a870b9fb01520dfd615f',100.0,1.77903288955197811e+09,1,'2026-05-28T07:08:10Z',NULL,NULL,NULL,'["Security", "Integrity & Signature", "Supply Chain Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-28T07:08:10Z", "gh_stars": 87}'); -INSERT INTO "resources" VALUES('https://github.com/silverapp/silver','github.com: Django app + RESTful API for automatic billing','','2024',5,'Silver is an open-source invoicing and automated billing engine built on Django, offering declarative RESTful structures for subscription management. Enables seamless mapping of custom invoice workflows and state machines. Excellent enterprise baseline for custom financial systems.','Python','Code Repository','Advanced',1,'online','manual','4818e93ab4a4794e4eb5c07a513c35821855c54ea5677d11a60c8ebb2ee8a53b',100.0,1.77913049494514393e+09,1,'2026-05-18T14:01:00Z',NULL,NULL,NULL,'["Software Engineering", "Business Applications", "Automated Billing"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-18T14:01:00Z", "gh_stars": 309}'); -INSERT INTO "resources" VALUES('https://github.com/simhol/awesome-azure','github.com/simhol/awesome-azure: Awesome Azure','','2026',0,'A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.','N/A','Repository','Intermediate',0,'online','manual','d5eb33ba6a89d1c496b8bd4964813e5acd0620ef17238cbab4c31aec99444912',100.0,1781736123.21074,1,'2026-06-18T00:42:03.210740+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/similarweb/statusbay','StatusBay','','2021',2,'An active deployment monitoring tool that provides real-time visibility into Kubernetes deployment sequences. By aggregating event logs and state transitions, StatusBay offers clean diagnostic traces for failed releases, improving post-mortem analysis.','Go','Tool','Intermediate',0,'online','manual','4ffe80051d427adad91bc6a4591a4dcb38f422ee9b1508249389603ab977d3d2',100.0,1.77903073981479501e+09,1,'2024-07-02T11:10:26Z',NULL,NULL,NULL,'["Observability", "Deployments", "Telemetry"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-02T11:10:26Z", "gh_stars": 387}'); -INSERT INTO "resources" VALUES('https://github.com/simplenetes-io/simplenetes','Simplenetes','','2020',5,'A highly simplified container orchestration tool designed as an alternative to Kubernetes. Lacks active development (>4 years inactive), recommended solely for legacy academic reference.','Shell','Repository','Intermediate',0,'online','manual','2f83015b87a2f26b457ec8754986c0fdb26f96fb3c4a6ebbaddbf64a99fb24b0',100.0,1.77903427349328804e+09,1,'2021-04-13T11:01:55Z',NULL,NULL,NULL,'["Orchestration", "Alternatives", "Simplenetes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-13T11:01:55Z", "gh_stars": 766}'); -INSERT INTO "resources" VALUES('https://github.com/sinaptik-ai/pandas-ai','github.com/gventuri/pandas-ai','','2023',5,'Curator Insight showcases PandasAI as a framework translating natural language queries directly into executable Pandas transformations. Live Grounding emphasizes its utility for quick analytical interfaces, while highlighting that enterprise environments must apply strict sandboxing to isolate LLM-generated code paths.','Python','Library','Advanced',1,'online','manual','954cf0843c76bec2ad6612e6618602e0604d1806041e9de6bbccad5056e03762',100.0,1779130494.97052,1,'2025-10-28T10:02:13Z',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Data Analysis Automation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-10-28T10:02:13Z", "gh_stars": 23581}'); -INSERT INTO "resources" VALUES('https://github.com/sindresorhus/awesome','@sindresorhus'' Awesome','','2023',5,'The main index repository by Sindre Sorhus, tracking development resources and technologies globally. Highly useful for architects trying to cross-reference multiple tech stack capabilities.','Markdown','Awesome List','Beginner',0,'online','manual','a7abc624db0a48c5055308585633adeea51c78ae0f7ebee5009290afd849092f',100.0,1.7790309582039659e+09,1,'2026-06-02T12:50:13Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "General"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-02T12:50:13Z", "gh_stars": 475618, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/sirech/example-concourse-pipeline','github.com/sirech/example-concourse-pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a45d87d94ca98bde5e515332e6b5f34a3987632a69c45e499c22214f4fdd5a80',100.0,1.77903318774810194e+09,1,'2026-05-17T17:53:07.748102+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_license": "MIT"}'); -INSERT INTO "resources" VALUES('https://github.com/skooner-k8s/skooner','skooner - Kubernetes Dashboard','','2025',5,'A lightweight, real-time web console formerly known as Kube-dev. Optimized for both mobile and desktop screens, it enables platform engineers to quickly monitor and manage cluster resources, deployments, and logs without resource overhead.','JavaScript','Service','Medium',1,'online','manual','352f9d19bc2f71467219ddfa3b5bf8844ac20113acb43740ba66cd47244e70e3',100.0,1.77903293508489704e+09,1,'2024-06-30T11:31:54Z',NULL,NULL,NULL,'["Operations", "Web Dashboards", "UI Portal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-30T11:31:54Z", "gh_stars": 1439}'); -INSERT INTO "resources" VALUES('https://github.com/sl1pm4t/k2tf','==github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter==','','2026',3,'K2tf translates raw Kubernetes manifests into declarative Terraform HCL code blocks, simplifying the transition of resource management to infrastructure-as-code models. By parsing nested arrays and complex resource specs, it generates equivalent ''kubernetes_'' provider resources. While minor manual adjustments are still needed for specialized CRDs, it significantly lowers initial migration efforts.','Go','CLI Utility','Intermediate',0,'online','manual','6278c4fc7e131754140157e525abd47b4da0a4e1a941c13caeac4d314744354b',100.0,1.77903138972084689e+09,1,'2025-12-12T14:11:18Z',NULL,NULL,NULL,'["Infrastructure", "IaC Conversion", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-12-12T14:11:18Z", "gh_stars": 1229}'); -INSERT INTO "resources" VALUES('https://github.com/slackhq/nebula','Nebula','','2026',5,'An ultra-secure, highly scalable overlay networking tool developed by Slack. It utilizes Noise-protocol encryption to link nodes spanning multi-cloud platforms, physical clusters, and home networks. It acts as an exceptionally reliable, high-performance network overlay standard.','Go','Service','High',0,'online','manual','a84f373ae9521de80f0f421638966dc03facc02d62949db845d9ab94dae7602a',100.0,1.779031333874969e+09,1,'2026-06-13T01:52:59Z',NULL,NULL,NULL,'["Networking & Security", "Overlay Networking", "SDN"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T01:52:59Z", "gh_stars": 17399}'); -INSERT INTO "resources" VALUES('https://github.com/slawekradzyminski/AwesomeTesting','Awesome Testing code snippets','','2026',0,'A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.','N/A','Repository','Intermediate',0,'online','manual','cef0a9f4efdcd2e351d2822b1a6050a76b74cce29e9aa2c8232e91ee7d569f49',100.0,1.781736123254112e+09,1,'2026-06-18T00:42:03.254112+02:00',NULL,NULL,NULL,'["Software Quality", "Testing", "Snippets"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/slipway-gitops/slipway','slipway: A Kubernetes controller to automate gitops provisioning','','2021',5,'A minimalist GitOps controller engineered to automate workflow provisioning directly from Git sources. By targeting declarative configurations, it offers lightweight state reconciliation for team workspaces. Current analysis shows minimal active development, as the industry gravitated toward mature engines like ArgoCD.','Go','Controller','Medium',0,'online','manual','dbbab359e02e49a90b108972cbdeb6b096a69a28d186590c3d3e1437a8d51bf8',100.0,1779033922.33129,1,'2020-05-05T20:37:13Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-05T20:37:13Z", "gh_stars": 47}'); -INSERT INTO "resources" VALUES('https://github.com/slok/kubewebhook','kubewebhook','','2024',5,'A powerful SDK designed to streamline the implementation of Mutating and Validating Admission Webhooks in Go. It handles the low-level JSON patching and routing boilerplate, allowing developers to focus solely on custom validation rules and business policies.','Go','Library','Medium',0,'online','manual','7682c6cfb7de514686f7aaad0fc3d75296b833fdef0db22a23d0af30a07bcc37',100.0,1.77903450255178809e+09,1,'2025-04-16T22:56:45Z',NULL,NULL,NULL,'["Application Delivery", "Admission Control", "Webhooks SDK"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-16T22:56:45Z", "gh_stars": 630}'); -INSERT INTO "resources" VALUES('https://github.com/slok/sloth','Sloth 🌟','','2023',5,'Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.','Go','Open Source Tool','Intermediate',0,'online','manual','2e4bcb0320df96693316bf3c5aa6a5ba38ec35220390e110e3a3abefd3dc73a7',100.0,1.77903283360615611e+09,1,'2026-06-08T07:22:17Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Generators"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T07:22:17Z", "gh_stars": 2501}'); -INSERT INTO "resources" VALUES('https://github.com/sls-dev1/openshift-elastic-apm-server','Elastic APM Server Docker image','','2021',0,'A Dockerized configuration tailored to deploy Elastic APM Server on Red Hat OpenShift. While still relevant for highly restricted, air-gapped legacy OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud on Kubernetes (ECK) operator for automated scaling and lifecycle management.','Dockerfile','Repository','Intermediate',1,'online','manual','a9f17267aacb4078471811081556a8791b40a10febd8cb94b6f319592240c61d',100.0,1.78173610188890194e+09,1,'2026-06-18T00:41:41.888902+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic Stack"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/smarkets/marge-bot','Marge-bot: A merge-bot for GitLab','','2026',4,'A highly robust Python-based merge bot for GitLab. Implements a strict ''not-by-default'' merge pipeline strategy, testing rebased target branches in isolation prior to master commits. Essential for keeping high-throughput GitLab monorepos permanently green.','Python','Tool','Advanced',1,'online','manual','456e45feb8a89f3ef092787cd0ae71b2ca151f9c52ba8de8d3351aab85d451cd',100.0,1.7790314690774219e+09,1,'2023-07-26T19:54:30Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2023-07-26T19:54:30Z", "gh_stars": 738}'); -INSERT INTO "resources" VALUES('https://github.com/smartxworks/knest','smartxworks/knest','','2024',0,'Knest is a cluster provisioning tool that automates the deployment of nested Kubernetes clusters using Virtink virtual machines. It solves multi-tenant physical isolation challenges by running independent control planes inside virtual environments on top of a physical cluster parent.','Go','Operator / CLI','Advanced',0,'online','manual','8ad9227005d7c9e5df0f961be84c317de358cf89ef1cbe0f36b577a9e66bc257',100.0,1.77903041366463708e+09,1,'2023-05-25T10:36:03Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Nested Clusters"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-25T10:36:03Z", "gh_stars": 89}'); -INSERT INTO "resources" VALUES('https://github.com/smartxworks/virtink','smartxworks/virtink','','2025',2,'Virtink is a cloud-native virtualization operator designed to orchestrate lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor as its backend, it serves as an agile, low-overhead alternative to KubeVirt for building hyper-converged architectures.','Go','Operator / CRD','Advanced',0,'online','manual','3a00f8a0ede46440a57f0ce4e3b948b4b8702cb22dd4f6d3b771af5cf68e9e26',100.0,1.77903044341449689e+09,1,'2025-10-09T02:47:43Z',NULL,NULL,NULL,'["Infrastructure", "Virtualization", "Hypervisor"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-09T02:47:43Z", "gh_stars": 607}'); -INSERT INTO "resources" VALUES('https://github.com/smocker-dev/smocker','Smocker (server mock) is a simple and efficient HTTP mock server','','2020',5,'Smocker is an execution-efficient, REST API-driven HTTP mocking utility designed for microservice local integration testing. It allows defining dynamic request matches and custom mocking scenarios via direct YAML configurations.','Go','Tool','Intermediate',1,'online','manual','40efcd8e1c2c1fa509cad2907f268f458d4ac86730f96c073f0d789a30a93278',100.0,1779130494.97022,1,'2026-02-28T20:09:21Z',NULL,NULL,NULL,'["Development Tools", "Testing Tools", "API Mocking"]','["[DE FACTO STANDARD]"]','["docs/testops.md"]','["testops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T20:09:21Z", "gh_stars": 1281}'); -INSERT INTO "resources" VALUES('https://github.com/sngular/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','2022',5,'A purpose-built performance benchmarking CLI tool designed to simulate realistic cluster loads by generating synthetic schema-validated data. It easily ingests Avro or JSON schemas to produce representative records at controllable volume rates.','Kotlin','Open Source Tool','Advanced',0,'online','manual','6f75656246af7922630fe410a3417708b077de79ea81d6bef46c3e2f35059c5f',100.0,1.77913049503372693e+09,1,'2024-11-19T18:12:19Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Testing & Emulation"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-11-19T18:12:19Z", "gh_stars": 218}'); -INSERT INTO "resources" VALUES('https://github.com/softonic/node-policy-webhook','node-policy-webhook','','2020',1,'A Kubernetes Mutating Admission Webhook that automatically injects node selectors, tolerations, and node affinity rules into pods based on configured node policies. It has largely been superseded by native topology spreads and modern policy engines.','Go','Admission Webhook','Intermediate',1,'online','manual','6166d7a754467ea95c0cbeb24f39d1d868b74f6fee5b09e8b5657f6224701c07',100.0,1.77903057855163407e+09,1,'2022-12-21T09:05:46Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Admission Controllers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-21T09:05:46Z", "gh_stars": 17}'); -INSERT INTO "resources" VALUES('https://github.com/solarwinds/rkubelog','rkubelog 🌟','','2021',1,'A command-line tool designed to tail and parse structured Kubernetes application logs in real-time, offering advanced regex filtering, JSON formatting, and stream highlights. While SolarWinds transitioned to central SaaS offerings, this local CLI utility remains a handy, fast tool for developers debug-tailing raw stdout logs in 2026.','Go','CLI Tool','Low',0,'online','manual','31d366bcbd4ded03d79de63d2b8ea15efc830fcb6370f4e06674cd7404f54392',100.0,1.77903303084950208e+09,1,'2023-08-09T08:39:10Z',NULL,NULL,NULL,'["Operations", "Logging", "CLI Tool"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-08-09T08:39:10Z", "gh_stars": 23}'); -INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community','Sonatype Nexus Community 🌟','','2026',0,'The primary ecosystem landing organization for third-party integrations, developer plugins, and extension scripts built around Sonatype Nexus. It serves as a decentralized catalog of community resources. While containing many unmaintained or vintage projects, it represents an outstanding archival codebase for custom integrations.','N/A','Repository','Intermediate',0,'online','manual','1a70e8576d4fa27360396038c0f0ce70dd3390956124369787a0432a2e1aceda',100.0,1.77903023596536803e+09,1,'2026-05-17T17:03:55.965368+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Community"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift','Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟','','2020',5,'A community-driven GitHub repository containing Helm charts and manifest configurations designed to deploy Sonatype Nexus in OpenShift environments. Live grounding confirms this repository has been unmaintained for several years and is now marked legacy. Modern deployments should prioritize official Helm charts from the mainstream Sonatype organization for production use.','YAML','Repository','Intermediate',0,'online','manual','0a339f2f486dbe7aeebfe17e13d70db25d9c4e79d839a114b570981a1d62348c',100.0,1.77902971546432805e+09,1,'2020-12-16T20:30:21Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2020-12-16T20:30:21Z", "gh_stars": 8}'); -INSERT INTO "resources" VALUES('https://github.com/sottlmarek/DevSecOps','==sottlmarek/DevSecOps: Ultimate DevSecOps library== 🌟','','2026',3,'A comprehensive reference detailing methodologies, pipeline security patterns, and scanners for DevSecOps implementation. Provides instructions on integrating static and dynamic analysis, secrets detection, and compliance gates within continuous delivery pipelines.','Markdown','Awesome List','Advanced',1,'online','manual','d08b2fc901fa7dd2fd1cd4f920a49ecdaa17251036e8052a68c172b149069be1',100.0,1.77903279041160202e+09,1,'2026-06-01T22:09:57Z',NULL,NULL,NULL,'["Cloud Native", "Security", "DevSecOps Integration"]','["[ENTERPRISE-STABLE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T22:09:57Z", "gh_stars": 6760, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/spacecloud-io/space-cloud','space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.','','2023',5,'A Backend-as-a-Service and serverless engine designed to instantly deploy APIs and coordinate scale-to-zero workloads on Kubernetes. The project has moved to a legacy state as developers consolidated around mainstream serverless frameworks like Knative.','Go','Service','High',1,'online','manual','8aa3745d64a8e1e1ab6b6f0ffcc1490c787c8e1f6dc9bbd6e5a386cfa31d72e4',100.0,1779034484.93523,1,'2024-07-04T10:03:27Z',NULL,NULL,NULL,'["Application Delivery", "Serverless & BaaS", "Development Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-04T10:03:27Z", "gh_stars": 3993}'); -INSERT INTO "resources" VALUES('https://github.com/spotify/flink-on-k8s-operator','spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink','','2024',5,'Developed by Spotify, this operator simplifies Apache Flink execution. It manages stream-processing job lifecycles, dynamically allocates cluster resources, and automates state checkpointing.','Go','Operator','Advanced',0,'online','manual','4175406340122dadde67dcc4dda5c28a60e49f718976a8b1d2eaca7ba3d31bea',100.0,1.77903307244981288e+09,1,'2026-05-22T21:23:25Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Apache Flink", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T21:23:25Z", "gh_stars": 225}'); -INSERT INTO "resources" VALUES('https://github.com/spring-cloud/spring-cloud-kubernetes','github: Spring Cloud Kubernetes 🌟','','2026',5,'A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring''s Environment, and translates discovery mechanisms to native Kubernetes endpoints. It bridges the gap between Cloud Native infrastructure patterns and Java application logic.','Java','Library','Advanced',1,'online','manual','f5cfb46f1bd67a04f04e502cf23a47034b8e4f291c59692e9ceb0adff1b0f2bd',100.0,1.77902999145956492e+09,1,'2026-06-12T15:01:18Z',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Kubernetes Integration"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:01:18Z", "gh_stars": 3534}'); -INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-cloud','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','- While waiting for a working version, you could check [this fork](https://github.com/odedia/spring-petclinic-microservices)','2024',5,'A benchmark microservices architecture implementation demonstrating Spring Cloud and Spring Boot integration on Kubernetes. Demonstrates externalized configuration via Spring Cloud Config, service discovery, API gateway routing, and distributed tracing. Ideal reference for containerizing JVM monoliths.','Java','Repository','Advanced',1,'online','manual','163ddf8abcab78d55da91c0529337d7ebe0aaece51bbf9f40c94afdf0ba7526c',100.0,1.77913049501455497e+09,1,'2024-08-01T21:32:43Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Kubernetes Deployment"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-01T21:32:43Z", "gh_stars": 168}'); -INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-kubernetes','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ff6ea993400fd31d8145cd889f09be8a4f2136e9d71dbebed7933b071ba7b3a8',100.0,1.77903280260141205e+09,0,'2026-05-17T17:46:42.601412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/spring-petclinic/spring-petclinic-cloud"}'); -INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-microservices','Spring PetClinic Microservices','','2025',5,'The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to showcase resilient distributed patterns.','Java','Repository','Intermediate',1,'online','manual','a4b9bbbc88032f22ea11194e8a7052f1dfbc7269b5b94aea55d21923a1b922f1',100.0,1.77903341614261889e+09,1,'2026-05-17T18:20:40Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Spring Cloud"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-17T18:20:40Z", "gh_stars": 2136}'); -INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-boot#L73','github.com/spring-projects: springboot enables these probes automatically when running in k8s','','2026',5,'Details Spring Boot''s built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator''s health check endpoint into dedicated `/actuator/health/liveness` and `/actuator/health/readiness` routes. This out-of-the-box support guarantees smooth coordination with Kubernetes container lifecycles during zero-downtime rollouts.','Java','Library','Advanced',0,'online','manual','5f55cc73a0ba8d7dd63a319ad3541b071f7136421dc2d8decd308a57a487c6b9',100.0,1.77903123118059706e+09,1,'2026-06-13T20:30:20Z',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Kubernetes Integration"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:30:20Z", "gh_stars": 80916}'); -INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic','github.com/spring-projects/spring-petclinic','','2023',5,'Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demonstrate testing, framework upgrades, Docker containerization, and platform deployment strategies. It serves as the baseline target for countless CI/CD benchmarks.','Java','Repository','Intermediate',1,'online','manual','f46bb6fee08f1ca8127c793df3da35e630cffe49db992edf76cdcd40283fbee1',100.0,1.77903156757597494e+09,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Software Development", "Microservices", "Reference Architecture", "Spring Petclinic"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); -INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic/issues/339','ref 8','','2020',5,'A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern container-native architectures.','Markdown','Issue Thread','Intermediate',0,'online','manual','2ead2066f729ccc18514ab3f3d7c19cc38d0e98c0085ccee1fbc179c0211d718',100.0,1.77903444811026811e+09,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Community Standards"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); -INSERT INTO "resources" VALUES('https://github.com/squalrus/merge-bot','github.com/squalrus/merge-bot: PR Merge Bot','','2020',2,'A simple Golang-based GitHub bot that validates customizable integration rules before executing automated merges. It minimizes workspace divergence by ensuring remote master commits are regularly synchronized with incoming pull requests.','Go','Tool','Intermediate',0,'online','manual','3f1aab86ca49bd02e1a509659a317b4ba6b7565a7df02d1a2ee3b557407ab448',100.0,1.77903211784102296e+09,1,'2024-01-19T06:05:24Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-01-19T06:05:24Z", "gh_stars": 69}'); -INSERT INTO "resources" VALUES('https://github.com/squareops/terraform-aws-vpc','github.com/squareops/terraform-aws-vpc','','2023',1,'A reusable community-driven Terraform VPC module. Features automated multi-AZ public and private subnet mapping, NAT elastic IP associations, and standardized route table isolations designed to hold production containers.','HCL','Repository','Intermediate',0,'online','manual','f5906f56eb837c59f96878bbde574fea1cc10db1d1ed0444d928ddabb6d6280b',100.0,1.77903401322768306e+09,1,'2024-08-20T08:58:21Z',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-20T08:58:21Z", "gh_stars": 26}'); -INSERT INTO "resources" VALUES('https://github.com/squat/kilo','github.com/squat/kilo','','2025',3,'Kilo is a cloud-native network CNI overlay built on WireGuard, designed to seamlessly secure cross-cluster networking, hybrid cloud environments, and distributed edge nodes. It allows remote servers to safely communicate within a single unified Kubernetes networking fabric.','Go','CNI Provider','Advanced',0,'online','manual','74c45645cdf32856a5fde1d5968e8c887ae530b3e8d1a87a24aafa57d0f9a54c',100.0,1.77903238093924689e+09,1,'2026-06-12T19:30:00Z',NULL,NULL,NULL,'["Network", "CNI & Overlay", "WireGuard VPN"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:30:00Z", "gh_stars": 2263}'); -INSERT INTO "resources" VALUES('https://github.com/srfrnk/jabos','Jabos','','2021',1,'Jabos (Just Another Bunch of Specs) is an experimental developer-centric GitOps workflow tool. It attempts to dramatically simplify Kubernetes configurations by utilizing abstract JSON/JS specifications instead of verbose YAML manifests, compiling down to standard Kubernetes APIs. While creative, it remains a low-adoption hobbyist project.','JavaScript','Tool','Medium',0,'online','manual','fe4a0eaa54f02599bc6404730dc1629746991912467d1f76806aea76f220a0d0',100.0,1779033002.87919,1,'2024-12-19T14:53:48Z',NULL,NULL,NULL,'["Configuration Management", "GitOps", "Alternative Specs"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-19T14:53:48Z", "gh_stars": 3}'); -INSERT INTO "resources" VALUES('https://github.com/ssbostan/jenkins-stack-docker','ssbostan/jenkins-stack-docker','','2021',2,'A practical Docker-compose blueprint designed for local development, sandbox testing, and rapid prototyping of Jenkins environments. Simplifies validation of pipeline configurations, shared libraries, and local plugin dependencies inside local environments.','YAML','repository','Beginner',0,'online','manual','1811852b4c565cb16b239c1b858f10a62bab842ae1d27c33e602aebc70547af6',100.0,1.77903448474465203e+09,1,'2024-12-05T18:44:06Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Dockerized Jenkins"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-05T18:44:06Z", "gh_stars": 150}'); -INSERT INTO "resources" VALUES('https://github.com/ssbostan/jenkins-stack-kubernetes','ssbostan/jenkins-stack-kubernetes 🌟','','2021',3,'An open-source blueprint containing pre-configured Kubernetes manifests and custom configurations for standing up a fully-integrated Jenkins stack. Leverages native storage providers, ingress engines, and dynamic execution environments to fast-track cluster deployment.','YAML','repository','Advanced',1,'online','manual','c9c1aaedfe3a0ef9b75564cd4145ec7717be39ac16fa2b94c6b63bc4533e37df',100.0,1.77902971530772304e+09,1,'2024-02-06T19:26:58Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "Cloud Native Jenkins", "Kubernetes Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-02-06T19:26:58Z", "gh_stars": 193}'); -INSERT INTO "resources" VALUES('https://github.com/ssbostan/jenkins-tutorial','ssbostan/jenkins-tutorial 🌟','','2021',4,'A robust, code-driven learning repository offering comprehensive labs for Jenkins pipeline design and administration. Exercises cover credential management, standard shared libraries, declarative pipeline configurations, and external integrations.','Shell','repository','Beginner',0,'online','manual','e59a8575de4842c9bcaf9e35bd47ba98eef4ff50b1bd2fa13c0f66d62cc2085d',100.0,1.77903061548124694e+09,1,'2024-05-30T13:35:18Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-30T13:35:18Z", "gh_stars": 358}'); -INSERT INTO "resources" VALUES('https://github.com/sse-secure-systems/connaisseur','connaisseur','','2024',2,'An admission controller that integrates image signature verification (using Cosign, Notary, or other signatures) directly into Kubernetes'' admission flow. It ensures only trusted, cryptographically signed container images can be deployed in the cluster. Highly secure and widely adopted in 2026 within supply-chain security pipelines.','Python','Admission Controller','High',1,'online','manual','07e05cecfafe713c0a3afebe1a4f7860706d3fce3c3d8297c57f583e13daef13',100.0,1.779032228105695e+09,1,'2026-06-09T03:24:19Z',NULL,NULL,NULL,'["Security", "Admission Control", "Image Signature"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T03:24:19Z", "gh_stars": 473}'); -INSERT INTO "resources" VALUES('https://github.com/sstarcher/helm-exporter','sstarcher/helm-exporter','','2023',5,'A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.','Go','Open Source Tool','Intermediate',0,'online','manual','6ae8fc7fd5b441812529a0ace3e5c8f67debaba58c566331f6c86b74de01c42b',100.0,1.7790337952154169e+09,1,'2026-05-26T00:13:35Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Kubernetes Exporters"]','["[DE FACTO STANDARD]"]','["docs/helm.md", "docs/prometheus.md"]','["helm.md", "prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T00:13:35Z", "gh_stars": 301}'); -INSERT INTO "resources" VALUES('https://github.com/sstephenson/rbenv',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7230c8f09965fdd1335a4b58dfd69622da22ebce1867df704cb63b6409efb458',100.0,1.77902950294829297e+09,0,'2026-05-17T16:51:42.948293+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/ssup2/kpexec','Kpexec','','2024',5,'A specialized terminal troubleshooting tool that executes commands within running containers by spinning up privileged sidecars. This allows administrators to troubleshoot slim or distroless images without compromising default workload security bounds.','Go','CLI Tool','Medium',0,'online','manual','ca0af37133071db91f9ed23ea3af9925e5c5046d0d7d3034c5ea71c6d923bd43',100.0,1.77903047357725596e+09,1,'2025-12-04T16:16:48Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Interactive Exec"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-04T16:16:48Z", "gh_stars": 270}'); -INSERT INTO "resources" VALUES('https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide','github.com/stackrox: Certified Kubernetes Security Specialist Study Guide'' 🌟','','2020',5,'A comprehensive community study handbook for the Linux Foundation CKS exam, detailing system hardening, threat mitigation, microservice security policies, and runtime compliance enforcement.','Markdown','curation','Advanced',1,'online','manual','86c89cb5887c180508ab7bf1a604414960b4f9dfb0e2537bfc58c0f2c1ffda7a',100.0,1.77903392575673794e+09,1,'2021-01-04T22:33:10Z',NULL,NULL,NULL,'["Kubernetes Security", "CKS Certification Study Guides", "Cluster Lifecycle Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-01-04T22:33:10Z", "gh_stars": 429}'); -INSERT INTO "resources" VALUES('https://github.com/stackrox/kube-linter','KubeLinter','','2025',5,'An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.','Go','CLI Tool','Medium',0,'online','manual','cf47d7e9192f9651776ea67292bafba150cb7605adf555664bce2ffeeaf80c52',100.0,1.7790307369705069e+09,1,'2026-06-10T16:20:01Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md", "docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md", "devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T16:20:01Z", "gh_stars": 3469, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/stacksimplify/aws-eks-kubernetes-masterclass','github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟','','2022',0,'An extensive educational repository focusing on EKS operations. 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Live Grounding indicates that this project has been archived and deprecated in favor of active native alternatives.','Go','Operator','Medium',0,'online','manual','d55795aeb5b47d08150902e6d9bd1bcdea07c755c6a7535d69e46d9c94a650e8',100.0,1.77903430675308108e+09,1,'2026-06-09T21:10:31Z',NULL,NULL,NULL,'["Observability", "Monitoring", "Ingress Monitoring", "Operators"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T21:10:31Z", "gh_stars": 735}'); -INSERT INTO "resources" VALUES('https://github.com/stakater/Reloader','stakater/Reloader 🌟','','2018',5,'An industry-standard controller that watches configuration changes within ConfigMaps and Secrets. It triggers rolling updates automatically for deployments, statefulsets, and daemonsets to apply dynamic configurations with zero human error.','Go','Kubernetes Controller','Intermediate',0,'online','manual','c6ec5140cb3cd6f3c78c173e0a764d58adf7a3dabcacc855b4a96eebe8632847',100.0,1.77903447983041191e+09,1,'2026-06-12T10:43:48Z',NULL,NULL,NULL,'["GitOps & Configuration", "Dynamic Configurations", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T10:43:48Z", "gh_stars": 10133}'); -INSERT INTO "resources" VALUES('https://github.com/stakater/Xposer','github.com/stakater/Xposer','','2021',1,'A lightweight automation operator designed to monitor services and dynamically generate DNS-mapped Ingress resources to reduce manual administrative overhead.','Go','Repository','Intermediate',1,'online','manual','29c16f22c76bc98338771dc74ac1438639e996eb6118ecdda8b375752b17568b',100.0,1.77903347739306807e+09,1,'2023-12-16T14:20:38Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/kubernetes-networking.md"]','["kubernetes-networking.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-16T14:20:38Z", "gh_stars": 32}'); -INSERT INTO "resources" VALUES('https://github.com/stan-smith/FossFLOW','FossFLOW','','N/A',0,'A curated technical resource and architectural guide covering FossFLOW in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1779031401.44877,0,'2026-05-17T17:23:21.448770+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["cicd.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/stashed/stash','Stash','','2024',4,'An advanced Kubernetes-native operator utilizing Restic underneath to back up stateful persistent volumes. Stash implements native CSI VolumeSnapshot integrations to handle application-consistent recovery processes with automated deduplication.','Go','Operator','Advanced',1,'online','manual','ce830f18065137153095ba75fd3c6c6ff7abe39fb59aebe99059b2b1ed8c28f6',100.0,1779032104.23588,1,'2026-05-15T12:08:49Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-15T12:08:49Z", "gh_stars": 1416}'); -INSERT INTO "resources" VALUES('https://github.com/steamhaus/kubeswitch','kubeswitch: Kubernetes Version Switcher 🌟','','2018',1,'A legacy command-line tool developed to swap between different versions of kubectl dynamically, ensuring version compatibility across distinct Kubernetes clusters. It has been superseded by containerized execution and modern multi-cluster managers.','Shell','CLI Plugin','Simple',0,'online','manual','df09b7d158365db2199a8310dd14df6fcd934da2e45806e3ffcc2484c8adaff4',100.0,1.77902998935753798e+09,1,'2023-02-14T16:27:19Z',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Cluster Context"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-14T16:27:19Z", "gh_stars": 11}'); -INSERT INTO "resources" VALUES('https://github.com/stedolan/jq',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2bbc25b13f97226919336cdea4344360a9fbc78222ca719a5863f5fc7eb3c271',100.0,1.77903209816218709e+09,0,'2026-05-17T17:34:58.162187+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/stefanprodan/gitops-istio','github.com/stefanprodan/gitops-istio: A GitOps recipe for Progressive Delivery'' with Flux v2, Flagger and Istio 🌟','','2023',2,'An advanced progressive delivery architectural recipe integrating Flux v2, Flagger, and Istio. Automates metric-driven canary releases, utilizing real-time Prometheus statistics to roll back failing application revisions with minimal user impact.','YAML','Repository','Advanced',1,'online','manual','3501356a1e2ae4ce8940c02dae02505b05350fe8d2191b0961d48b8a7fde860e',100.0,1.77903175573845291e+09,1,'2026-05-19T09:04:02Z',NULL,NULL,NULL,'["Service Mesh", "GitOps", "Progressive Delivery"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T09:04:02Z", "gh_stars": 668}'); -INSERT INTO "resources" VALUES('https://github.com/stefanprodan/podinfo','==stefanprodan/podinfo==','','2024',4,'A premium go-to microservice web application written in Go, specifically designed to showcase best practices in Kubernetes deployment, health checking, instrumentation (Prometheus/Jaeger), and progressive delivery validation (such as Flagger/Istio canary releases).','Go','Repository','Beginner',1,'online','manual','125ee281f14d531e229930cb3a29aaf410035ea7fabe0f0062ae730e37c74eb1',100.0,1.77903430963143897e+09,1,'2026-06-08T21:06:43Z',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability & Testing", "Pod Mocking"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T21:06:43Z", "gh_stars": 5917}'); -INSERT INTO "resources" VALUES('https://github.com/stepchowfun/docuum','stepchowfun/docuum: Docuum: LRU eviction of Docker images 🌟','','2026',5,'Docuum is a robust, Rust-based daemon designed to run on container hosts to execute Least Recently Used (LRU) image eviction. When host disk usage exceeds a defined threshold, Docuum safely removes inactive images to prevent disk exhaustion without manual intervention. This represents a highly valuable, low-footprint automation utility for long-running CI/CD worker nodes and resource-constrained edge computing environments.','Rust','Tool','High',0,'online','manual','e4741475cc45ec8af39ff632ab96c0284e52a5996db547abb2c372de3bda1b93',100.0,1.77902983871364688e+09,1,'2026-06-09T07:28:58Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Garbage Collection"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-09T07:28:58Z", "gh_stars": 698}'); -INSERT INTO "resources" VALUES('https://github.com/stephaneey/azure-and-k8s-architecture','==github.com/stephaneey/azure-and-k8s-architecture: Azure and K8s Architecture=='' 🌟','','2024',0,'A curated open-source repository featuring detailed visual design maps and deployment blueprints for running enterprise-grade workloads on Azure and AKS. Demonstrates architectural patterns for network security zoning, private endpoints, DNS configuration, and highly isolated hub-and-spoke virtual networks.','Markdown','Repository','Advanced',1,'online','manual','e4724b9ff68ccdad9df2cf3fb9875306e0925154ddecd072b490d395590d10fc',100.0,1.7817360783582859e+09,1,'2026-06-18T00:41:18.358286+02:00',NULL,NULL,NULL,'["Architecture Blueprint", "Multi-Cloud & Azure", "Infrastructure Design"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md','azure-and-k8s-architecture: The API Management Architecture Map','','2024',0,'A sub-blueprint mapping Azure API Management (APIM) integration topologies to backend AKS clusters. 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It automatically handles the lifecycle of newly spawned pods, appending them to the output stream on the fly.','Go','CLI Tool','Intermediate',0,'online','manual','02a6d0aaa779be47b6c109a6867ca9a9a4ec5dd72ca3440241357456549c728f',100.0,1.77903171244419407e+09,1,'2026-05-03T09:27:21Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "CLI Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-03T09:27:21Z", "gh_stars": 4733}'); -INSERT INTO "resources" VALUES('https://github.com/steve-mt/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','2026',2,'A highly practical resource library mapping Service Level Objectives (SLOs) and Service Level Indicators (SLIs). Curates specialized tooling and calculators designed to help teams construct resilient alerting networks and manage operational error budgets.','Markdown','Awesome List','Advanced',1,'online','manual','39ca6d296e300ee9175b8f98be6ac850f7886c05cad347e3eaf281ec4aacd48d',100.0,1.7791304949433391e+09,1,'2025-06-12T19:55:29Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "SLOs and SLIs"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-06-12T19:55:29Z", "gh_stars": 280, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/steveazz/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2a8a72118a2186dd023c23869839516a034a9b5929836470362f008dfd03995f',100.0,1.77903316310622406e+09,0,'2026-05-17T17:52:43.106224+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"duplicate_of": "https://github.com/steve-mt/awesome-slo"}'); -INSERT INTO "resources" VALUES('https://github.com/steveteuber/kubectl-graph','==steveteuber/kubectl-graph== ⭐','','2024',2,'A kubectl plugin that parses cluster resource dependencies and generates Graphviz DOT diagrams of resource hierarchies. It serves as an invaluable visual debugging companion for troubleshooting complex Helm deployments or Custom Resource linkages in real-time.','Go','CLI Plugin','Intermediate',0,'online','manual','b3652053583cd419d1f0449fb83fa6b07b1a016718aeb4f78087c7d7943a4100',100.0,1.77902946685349392e+09,1,'2026-05-19T02:00:05Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T02:00:05Z", "gh_stars": 690}'); -INSERT INTO "resources" VALUES('https://github.com/strimzi/kafka-kubernetes-config-provider','strimzi/kafka-kubernetes-config-provider: Kubernetes Configuration Provider'' for Apache Kafka','','2021',2,'A specialized provider class allowing Kafka applications to read operational properties directly from Kubernetes Secrets and ConfigMaps. This architectural utility simplifies TLS certificate mount mappings and broker credential provisioning, eliminating redundant file sync code in application containers.','Java','Configuration Provider','Advanced',1,'online','manual','eabf0551149322be6f770e7e21e08dafe73a314081eb9d630bd394fda8f2e39f',100.0,1.77903011607043409e+09,1,'2026-04-14T07:02:17Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Configuration"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-14T07:02:17Z", "gh_stars": 30}'); -INSERT INTO "resources" VALUES('https://github.com/strimzi/strimzi-canary','strimzi/strimzi-canary','','2021',2,'A dedicated canary service designed to act as a diagnostic sentinel within Strimzi-managed environments. It continuously executes basic read-write loops inside dedicated topics to report real-time, end-to-end performance indicators like latency and partition availability.','Go','Diagnostic Tool','Intermediate',0,'online','manual','ffc080c755a148610597ae6ba44a4b825d8440003acf6b569f3e15b32a607103',100.0,1.77903288957606697e+09,1,'2024-10-18T08:59:34Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-18T08:59:34Z", "gh_stars": 42}'); -INSERT INTO "resources" VALUES('https://github.com/sukeesh/k8s-job-notify','**k8s-job-notify**','','2021',5,'A specialized controller that tracks Kubernetes Job transitions and dispatches automated event updates to common communication channels like Slack and Discord. Ideal for keeping systems operations updated on long-running training runs or batch transformations.','Python','Controller','Intermediate',1,'online','manual','5e70cedb8629e43a105a7a84d9735a8617c6fbf69c509dac9aec12ba9bfa09da',100.0,1.77903141697299098e+09,1,'2022-06-09T08:57:34Z',NULL,NULL,NULL,'["Observability", "Alerting & Notifications", "Job Monitoring"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-09T08:57:34Z", "gh_stars": 133}'); -INSERT INTO "resources" VALUES('https://github.com/summerwind/actions-runner-controller','summerwind/actions-runner-controller','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e0b81792621a3f351f640bbf07601f3cbc5efdefbb09a7cdce88ae3ced404fdf',100.0,1.77903456499583911e+09,0,'2026-05-17T18:16:04.995839+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/superbrothers/zsh-kubectl-prompt','superbrothers/zsh-kubectl-prompt 🌟','','2020',4,'Details a Zsh shell utility that displays current Kubernetes context and namespace info in the terminal prompt. 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Now defunct, its conceptual UX improvements have been integrated directly into standard shell autocompletion patterns and kubectl aliases.','Python','Interactive Shell Tool','Simple',0,'online','manual','f8f2a3986ffa4bb8b9370f9a3641d54d4aa8807d43d58103bcd0b2ac86e4b41c',100.0,1781736046,1,'2026-06-18T00:40:46.718468+02:00',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Interactive Shell"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/rromannissen/rhoar-microservices-demo','rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red'' Hat Runtimes demo','','2020',0,'A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. 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Live Grounding verifies that the repository is archived and inactive, as the ecosystem has shifted entirely to production automation like Cluster API or Talos OS.','Shell','Tool','Advanced',0,'online','manual','bbce875960ea4838f42d6195fbaa3c54d5385f16b432f7e605c2e1b20a2fb8c8',100.0,1779032100,1,'2021-05-15T08:29:21Z',NULL,NULL,NULL,'["Bare-Metal Deployments", "Legacy Helpers", "Shell Automation"]','["[LEGACY]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-05-15T08:29:21Z", "gh_stars": 34}'); +INSERT INTO "resources" VALUES('https://github.com/shanraisshan/claude-code-best-practice','Claude Code Best Practice','','2025',5,'Curator Insight: Curated collection of best practices, system prompts, and architecture layouts for Claude Code. 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By utilizing Tekton pipelines under the hood, Shipwright abstractly supports multiple build strategies, including Kaniko, Cloud Native Buildpacks, and Source-to-Image. 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Acts as a core index for tracking dynamic tooling ecosystems like Terragrunt, TFLint, Terrascan, and cost optimization utilities.','Markdown','Repository','Beginner',0,'online','manual','d020dbee208ae3000ab3e0652fef92bc77c80ccd0a30a5a9b378c9c7200d0d15',100.0,1779130494,1,'2026-06-13T23:22:19Z',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Community Directories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/terraform.md"]','["terraform.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-13T23:22:19Z", "gh_stars": 6530, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/shurshun/domain-harvester','Domain-harvester','','2020',0,'Technical codebase utility built to scan, harvest, and aggregate domain information. Useful for tracking internal infrastructure endpoints and public-facing assets during operational inventory audits.','Go','Repository','Intermediate',0,'online','manual','fe32d799be81bc627d249a9d9c759158a15cf8a49fdabbc1548f65ddf97bb38b',100.0,1781736026,1,'2026-06-18T00:40:26.316112+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure Automation", "Scanning"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/siamaksade/jenkins-blueocean','github.com/siamaksade/jenkins-blueocean','','2020',0,'Public demonstration repository providing configured manifests for launching Jenkins Blue Ocean on OpenShift clusters. Acts as a blueprint for visualizing pipeline stages in Red Hat environments.','Groovy','Repository','Intermediate',0,'online','manual','8ae8694d0e6b687c92b0601c720e176357d2ef7c2cc1b564df31283a6f997758',100.0,1781735910,1,'2026-06-18T00:38:30.853436+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/openshift-pipelines.md"]','["openshift-pipelines.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/siamaksade/mapit-spring','MapIt','','2021',0,'MapIt is an interactive Spring Boot microservice designed to demonstrate cloud-native design principles on OpenShift. Showcases routing, Horizontal Pod Autoscaling (HPA), and config management using platform resources.','Java','Repository','Intermediate',1,'online','manual','168194cfb02b3eaf1007b71793f17395151974c4a7167c95481b94cd78a74595',100.0,1781735911,1,'2026-06-18T00:38:31.004634+02:00',NULL,NULL,NULL,'["Application Development", "Microservices Showcase", "Spring Boot"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/sieve-project/sieve','github.com/sieve-project/sieve','','2025',5,'Sieve is an advanced chaos testing engine created to validate custom controller stability. By injecting artificial API delays, dynamic component drops, and network splits, it forces edge-case paths to discover concurrency errors and reconciliation bugs.','Go','Repository','Advanced',0,'online','manual','f4d9136fc65098acc53e581910d0f10b08376a14c680ffa9cd77da27d0e101cd',100.0,1779033130,1,'2024-09-26T03:49:27Z',NULL,NULL,NULL,'["Extensibility & Development", "Controller Testing", "Reliability Engineering"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "BSD-2-Clause", "gh_pushed": "2024-09-26T03:49:27Z", "gh_stars": 345}'); +INSERT INTO "resources" VALUES('https://github.com/sighupio/permission-manager','==Permission Manager== 🌟','','2025',5,'An intuitive web application designed to govern Kubernetes Role-Based Access Control (RBAC). It enables cluster administrators to seamlessly provision users, generate Kubeconfigs, and bind specific permissions without manually editing complex YAML manifest specifications.','Go','Web Application','Intermediate',1,'online','manual','2f0669cf07fdd602ed1f85aa8f6f18e459180e0c2f0e04399fd8a521e3e11dca',100.0,1779030300,1,'2024-05-12T17:36:11Z',NULL,NULL,NULL,'["Security", "Access Control", "RBAC Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2024-05-12T17:36:11Z", "gh_stars": 1371}'); +INSERT INTO "resources" VALUES('https://github.com/sigstore/cosign','Cosign: Container Signing','','2026',3,'Part of the Sigstore project, Cosign has established itself as the de facto standard for cryptographically signing and verifying OCI artifacts (container images, SBOMs). Supports hardware tokens, OIDC-based keyless signing, and seamless verification webhooks in Kubernetes, radically simplifying supply chain validation.','Go','Tool','Advanced',1,'online','manual','fa41311bb071a2f91d4d0387a1a4382c4d68e3ebe8a866e9388224a469aa4345',100.0,1779030569,1,'2026-06-12T21:12:47Z',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:12:47Z", "gh_stars": 6041}'); +INSERT INTO "resources" VALUES('https://github.com/sigstore/k8s-manifest-sigstore','github.com/sigstore: k8s-manifest-sigstore','','2026',5,'A specialized framework integrating the Sigstore signature ecosystem with Kubernetes manifests. It enables platform operators to verify configuration payload signatures at deployment time, ensuring declarative resource definitions are not tampered with and originate from trusted pipelines.','Go','Tool','Advanced',0,'online','manual','3ce325e9eeb965b68ba6a2dd61de22b767fef48c2212a870b9fb01520dfd615f',100.0,1779032889,1,'2026-05-28T07:08:10Z',NULL,NULL,NULL,'["Security", "Integrity & Signature", "Supply Chain Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-28T07:08:10Z", "gh_stars": 87}'); +INSERT INTO "resources" VALUES('https://github.com/silverapp/silver','github.com: Django app + RESTful API for automatic billing','','2024',5,'Silver is an open-source invoicing and automated billing engine built on Django, offering declarative RESTful structures for subscription management. Enables seamless mapping of custom invoice workflows and state machines. Excellent enterprise baseline for custom financial systems.','Python','Code Repository','Advanced',1,'online','manual','4818e93ab4a4794e4eb5c07a513c35821855c54ea5677d11a60c8ebb2ee8a53b',100.0,1779130494,1,'2026-05-18T14:01:00Z',NULL,NULL,NULL,'["Software Engineering", "Business Applications", "Automated Billing"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-18T14:01:00Z", "gh_stars": 309}'); +INSERT INTO "resources" VALUES('https://github.com/simhol/awesome-azure','github.com/simhol/awesome-azure: Awesome Azure','','2026',0,'A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.','N/A','Repository','Intermediate',0,'online','manual','d5eb33ba6a89d1c496b8bd4964813e5acd0620ef17238cbab4c31aec99444912',100.0,1781736123,1,'2026-06-18T00:42:03.210740+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/similarweb/statusbay','StatusBay','','2021',2,'An active deployment monitoring tool that provides real-time visibility into Kubernetes deployment sequences. By aggregating event logs and state transitions, StatusBay offers clean diagnostic traces for failed releases, improving post-mortem analysis.','Go','Tool','Intermediate',0,'online','manual','4ffe80051d427adad91bc6a4591a4dcb38f422ee9b1508249389603ab977d3d2',100.0,1779030739,1,'2024-07-02T11:10:26Z',NULL,NULL,NULL,'["Observability", "Deployments", "Telemetry"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-02T11:10:26Z", "gh_stars": 387}'); +INSERT INTO "resources" VALUES('https://github.com/simplenetes-io/simplenetes','Simplenetes','','2020',5,'A highly simplified container orchestration tool designed as an alternative to Kubernetes. Lacks active development (>4 years inactive), recommended solely for legacy academic reference.','Shell','Repository','Intermediate',0,'online','manual','2f83015b87a2f26b457ec8754986c0fdb26f96fb3c4a6ebbaddbf64a99fb24b0',100.0,1779034273,1,'2021-04-13T11:01:55Z',NULL,NULL,NULL,'["Orchestration", "Alternatives", "Simplenetes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-13T11:01:55Z", "gh_stars": 766}'); +INSERT INTO "resources" VALUES('https://github.com/sinaptik-ai/pandas-ai','github.com/gventuri/pandas-ai','','2023',5,'Curator Insight showcases PandasAI as a framework translating natural language queries directly into executable Pandas transformations. Live Grounding emphasizes its utility for quick analytical interfaces, while highlighting that enterprise environments must apply strict sandboxing to isolate LLM-generated code paths.','Python','Library','Advanced',1,'online','manual','954cf0843c76bec2ad6612e6618602e0604d1806041e9de6bbccad5056e03762',100.0,1779130494,1,'2025-10-28T10:02:13Z',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Data Analysis Automation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-10-28T10:02:13Z", "gh_stars": 23581}'); +INSERT INTO "resources" VALUES('https://github.com/sindresorhus/awesome','@sindresorhus'' Awesome','','2023',5,'The main index repository by Sindre Sorhus, tracking development resources and technologies globally. Highly useful for architects trying to cross-reference multiple tech stack capabilities.','Markdown','Awesome List','Beginner',0,'online','manual','a7abc624db0a48c5055308585633adeea51c78ae0f7ebee5009290afd849092f',100.0,1779030958,1,'2026-06-02T12:50:13Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "General"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-06-02T12:50:13Z", "gh_stars": 475618, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/sirech/example-concourse-pipeline','github.com/sirech/example-concourse-pipeline','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a45d87d94ca98bde5e515332e6b5f34a3987632a69c45e499c22214f4fdd5a80',100.0,1779033187,1,'2026-05-17T17:53:07.748102+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_license": "MIT"}'); +INSERT INTO "resources" VALUES('https://github.com/skooner-k8s/skooner','skooner - Kubernetes Dashboard','','2025',5,'A lightweight, real-time web console formerly known as Kube-dev. Optimized for both mobile and desktop screens, it enables platform engineers to quickly monitor and manage cluster resources, deployments, and logs without resource overhead.','JavaScript','Service','Medium',1,'online','manual','352f9d19bc2f71467219ddfa3b5bf8844ac20113acb43740ba66cd47244e70e3',100.0,1779032935,1,'2024-06-30T11:31:54Z',NULL,NULL,NULL,'["Operations", "Web Dashboards", "UI Portal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-30T11:31:54Z", "gh_stars": 1439}'); +INSERT INTO "resources" VALUES('https://github.com/sl1pm4t/k2tf','==github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter==','','2026',3,'K2tf translates raw Kubernetes manifests into declarative Terraform HCL code blocks, simplifying the transition of resource management to infrastructure-as-code models. By parsing nested arrays and complex resource specs, it generates equivalent ''kubernetes_'' provider resources. While minor manual adjustments are still needed for specialized CRDs, it significantly lowers initial migration efforts.','Go','CLI Utility','Intermediate',0,'online','manual','6278c4fc7e131754140157e525abd47b4da0a4e1a941c13caeac4d314744354b',100.0,1779031389,1,'2025-12-12T14:11:18Z',NULL,NULL,NULL,'["Infrastructure", "IaC Conversion", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-12-12T14:11:18Z", "gh_stars": 1229}'); +INSERT INTO "resources" VALUES('https://github.com/slackhq/nebula','Nebula','','2026',5,'An ultra-secure, highly scalable overlay networking tool developed by Slack. It utilizes Noise-protocol encryption to link nodes spanning multi-cloud platforms, physical clusters, and home networks. It acts as an exceptionally reliable, high-performance network overlay standard.','Go','Service','High',0,'online','manual','a84f373ae9521de80f0f421638966dc03facc02d62949db845d9ab94dae7602a',100.0,1779031333,1,'2026-06-13T01:52:59Z',NULL,NULL,NULL,'["Networking & Security", "Overlay Networking", "SDN"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T01:52:59Z", "gh_stars": 17399}'); +INSERT INTO "resources" VALUES('https://github.com/slawekradzyminski/AwesomeTesting','Awesome Testing code snippets','','2026',0,'A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.','N/A','Repository','Intermediate',0,'online','manual','cef0a9f4efdcd2e351d2822b1a6050a76b74cce29e9aa2c8232e91ee7d569f49',100.0,1781736123,1,'2026-06-18T00:42:03.254112+02:00',NULL,NULL,NULL,'["Software Quality", "Testing", "Snippets"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/slipway-gitops/slipway','slipway: A Kubernetes controller to automate gitops provisioning','','2021',5,'A minimalist GitOps controller engineered to automate workflow provisioning directly from Git sources. By targeting declarative configurations, it offers lightweight state reconciliation for team workspaces. Current analysis shows minimal active development, as the industry gravitated toward mature engines like ArgoCD.','Go','Controller','Medium',0,'online','manual','dbbab359e02e49a90b108972cbdeb6b096a69a28d186590c3d3e1437a8d51bf8',100.0,1779033922,1,'2020-05-05T20:37:13Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-05T20:37:13Z", "gh_stars": 47}'); +INSERT INTO "resources" VALUES('https://github.com/slok/kubewebhook','kubewebhook','','2024',5,'A powerful SDK designed to streamline the implementation of Mutating and Validating Admission Webhooks in Go. It handles the low-level JSON patching and routing boilerplate, allowing developers to focus solely on custom validation rules and business policies.','Go','Library','Medium',0,'online','manual','7682c6cfb7de514686f7aaad0fc3d75296b833fdef0db22a23d0af30a07bcc37',100.0,1779034502,1,'2025-04-16T22:56:45Z',NULL,NULL,NULL,'["Application Delivery", "Admission Control", "Webhooks SDK"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-16T22:56:45Z", "gh_stars": 630}'); +INSERT INTO "resources" VALUES('https://github.com/slok/sloth','Sloth 🌟','','2023',5,'Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.','Go','Open Source Tool','Intermediate',0,'online','manual','2e4bcb0320df96693316bf3c5aa6a5ba38ec35220390e110e3a3abefd3dc73a7',100.0,1779032833,1,'2026-06-08T07:22:17Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Generators"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T07:22:17Z", "gh_stars": 2501}'); +INSERT INTO "resources" VALUES('https://github.com/sls-dev1/openshift-elastic-apm-server','Elastic APM Server Docker image','','2021',0,'A Dockerized configuration tailored to deploy Elastic APM Server on Red Hat OpenShift. While still relevant for highly restricted, air-gapped legacy OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud on Kubernetes (ECK) operator for automated scaling and lifecycle management.','Dockerfile','Repository','Intermediate',1,'online','manual','a9f17267aacb4078471811081556a8791b40a10febd8cb94b6f319592240c61d',100.0,1781736101,1,'2026-06-18T00:41:41.888902+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic Stack"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/smarkets/marge-bot','Marge-bot: A merge-bot for GitLab','','2026',4,'A highly robust Python-based merge bot for GitLab. Implements a strict ''not-by-default'' merge pipeline strategy, testing rebased target branches in isolation prior to master commits. Essential for keeping high-throughput GitLab monorepos permanently green.','Python','Tool','Advanced',1,'online','manual','456e45feb8a89f3ef092787cd0ae71b2ca151f9c52ba8de8d3351aab85d451cd',100.0,1779031469,1,'2023-07-26T19:54:30Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2023-07-26T19:54:30Z", "gh_stars": 738}'); +INSERT INTO "resources" VALUES('https://github.com/smartxworks/knest','smartxworks/knest','','2024',0,'Knest is a cluster provisioning tool that automates the deployment of nested Kubernetes clusters using Virtink virtual machines. It solves multi-tenant physical isolation challenges by running independent control planes inside virtual environments on top of a physical cluster parent.','Go','Operator / CLI','Advanced',0,'online','manual','8ad9227005d7c9e5df0f961be84c317de358cf89ef1cbe0f36b577a9e66bc257',100.0,1779030413,1,'2023-05-25T10:36:03Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Nested Clusters"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-25T10:36:03Z", "gh_stars": 89}'); +INSERT INTO "resources" VALUES('https://github.com/smartxworks/virtink','smartxworks/virtink','','2025',2,'Virtink is a cloud-native virtualization operator designed to orchestrate lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor as its backend, it serves as an agile, low-overhead alternative to KubeVirt for building hyper-converged architectures.','Go','Operator / CRD','Advanced',0,'online','manual','3a00f8a0ede46440a57f0ce4e3b948b4b8702cb22dd4f6d3b771af5cf68e9e26',100.0,1779030443,1,'2025-10-09T02:47:43Z',NULL,NULL,NULL,'["Infrastructure", "Virtualization", "Hypervisor"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-09T02:47:43Z", "gh_stars": 607}'); +INSERT INTO "resources" VALUES('https://github.com/smocker-dev/smocker','Smocker (server mock) is a simple and efficient HTTP mock server','','2020',5,'Smocker is an execution-efficient, REST API-driven HTTP mocking utility designed for microservice local integration testing. It allows defining dynamic request matches and custom mocking scenarios via direct YAML configurations.','Go','Tool','Intermediate',1,'online','manual','40efcd8e1c2c1fa509cad2907f268f458d4ac86730f96c073f0d789a30a93278',100.0,1779130494,1,'2026-02-28T20:09:21Z',NULL,NULL,NULL,'["Development Tools", "Testing Tools", "API Mocking"]','["[DE FACTO STANDARD]"]','["docs/testops.md"]','["testops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T20:09:21Z", "gh_stars": 1281}'); +INSERT INTO "resources" VALUES('https://github.com/sngular/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','2022',5,'A purpose-built performance benchmarking CLI tool designed to simulate realistic cluster loads by generating synthetic schema-validated data. It easily ingests Avro or JSON schemas to produce representative records at controllable volume rates.','Kotlin','Open Source Tool','Advanced',0,'online','manual','6f75656246af7922630fe410a3417708b077de79ea81d6bef46c3e2f35059c5f',100.0,1779130495,1,'2024-11-19T18:12:19Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Testing & Emulation"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-11-19T18:12:19Z", "gh_stars": 218}'); +INSERT INTO "resources" VALUES('https://github.com/softonic/node-policy-webhook','node-policy-webhook','','2020',1,'A Kubernetes Mutating Admission Webhook that automatically injects node selectors, tolerations, and node affinity rules into pods based on configured node policies. It has largely been superseded by native topology spreads and modern policy engines.','Go','Admission Webhook','Intermediate',1,'online','manual','6166d7a754467ea95c0cbeb24f39d1d868b74f6fee5b09e8b5657f6224701c07',100.0,1779030578,1,'2022-12-21T09:05:46Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Admission Controllers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-21T09:05:46Z", "gh_stars": 17}'); +INSERT INTO "resources" VALUES('https://github.com/solarwinds/rkubelog','rkubelog 🌟','','2021',1,'A command-line tool designed to tail and parse structured Kubernetes application logs in real-time, offering advanced regex filtering, JSON formatting, and stream highlights. While SolarWinds transitioned to central SaaS offerings, this local CLI utility remains a handy, fast tool for developers debug-tailing raw stdout logs in 2026.','Go','CLI Tool','Low',0,'online','manual','31d366bcbd4ded03d79de63d2b8ea15efc830fcb6370f4e06674cd7404f54392',100.0,1779033030,1,'2023-08-09T08:39:10Z',NULL,NULL,NULL,'["Operations", "Logging", "CLI Tool"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-08-09T08:39:10Z", "gh_stars": 23}'); +INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community','Sonatype Nexus Community 🌟','','2026',0,'The primary ecosystem landing organization for third-party integrations, developer plugins, and extension scripts built around Sonatype Nexus. It serves as a decentralized catalog of community resources. While containing many unmaintained or vintage projects, it represents an outstanding archival codebase for custom integrations.','N/A','Repository','Intermediate',0,'online','manual','1a70e8576d4fa27360396038c0f0ce70dd3390956124369787a0432a2e1aceda',100.0,1779030235,1,'2026-05-17T17:03:55.965368+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Community"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift','Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟','','2020',5,'A community-driven GitHub repository containing Helm charts and manifest configurations designed to deploy Sonatype Nexus in OpenShift environments. Live grounding confirms this repository has been unmaintained for several years and is now marked legacy. Modern deployments should prioritize official Helm charts from the mainstream Sonatype organization for production use.','YAML','Repository','Intermediate',0,'online','manual','0a339f2f486dbe7aeebfe17e13d70db25d9c4e79d839a114b570981a1d62348c',100.0,1779029715,1,'2020-12-16T20:30:21Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2020-12-16T20:30:21Z", "gh_stars": 8}'); +INSERT INTO "resources" VALUES('https://github.com/sottlmarek/DevSecOps','==sottlmarek/DevSecOps: Ultimate DevSecOps library== 🌟','','2026',3,'A comprehensive reference detailing methodologies, pipeline security patterns, and scanners for DevSecOps implementation. Provides instructions on integrating static and dynamic analysis, secrets detection, and compliance gates within continuous delivery pipelines.','Markdown','Awesome List','Advanced',1,'online','manual','d08b2fc901fa7dd2fd1cd4f920a49ecdaa17251036e8052a68c172b149069be1',100.0,1779032790,1,'2026-06-01T22:09:57Z',NULL,NULL,NULL,'["Cloud Native", "Security", "DevSecOps Integration"]','["[ENTERPRISE-STABLE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T22:09:57Z", "gh_stars": 6760, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/spacecloud-io/space-cloud','space-cloud: Develop, Deploy and Secure Serverless Apps on Kubernetes.','','2023',5,'A Backend-as-a-Service and serverless engine designed to instantly deploy APIs and coordinate scale-to-zero workloads on Kubernetes. The project has moved to a legacy state as developers consolidated around mainstream serverless frameworks like Knative.','Go','Service','High',1,'online','manual','8aa3745d64a8e1e1ab6b6f0ffcc1490c787c8e1f6dc9bbd6e5a386cfa31d72e4',100.0,1779034484,1,'2024-07-04T10:03:27Z',NULL,NULL,NULL,'["Application Delivery", "Serverless & BaaS", "Development Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-04T10:03:27Z", "gh_stars": 3993}'); +INSERT INTO "resources" VALUES('https://github.com/spotify/flink-on-k8s-operator','spotify/flink-on-k8s-operator: Kubernetes Operator for Apache Flink','','2024',5,'Developed by Spotify, this operator simplifies Apache Flink execution. It manages stream-processing job lifecycles, dynamically allocates cluster resources, and automates state checkpointing.','Go','Operator','Advanced',0,'online','manual','4175406340122dadde67dcc4dda5c28a60e49f718976a8b1d2eaca7ba3d31bea',100.0,1779033072,1,'2026-05-22T21:23:25Z',NULL,NULL,NULL,'["Infrastructure", "Data Management", "Apache Flink", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-22T21:23:25Z", "gh_stars": 225}'); +INSERT INTO "resources" VALUES('https://github.com/spring-cloud/spring-cloud-kubernetes','github: Spring Cloud Kubernetes 🌟','','2026',5,'A specialized integration library that allows Spring Cloud applications to run transparently on Kubernetes. It maps Kubernetes ConfigMaps and Secrets to Spring''s Environment, and translates discovery mechanisms to native Kubernetes endpoints. It bridges the gap between Cloud Native infrastructure patterns and Java application logic.','Java','Library','Advanced',1,'online','manual','f5cfb46f1bd67a04f04e502cf23a47034b8e4f291c59692e9ceb0adff1b0f2bd',100.0,1779029991,1,'2026-06-12T15:01:18Z',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Kubernetes Integration"]','["[DE FACTO STANDARD]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:01:18Z", "gh_stars": 3534}'); +INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-cloud','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','- While waiting for a working version, you could check [this fork](https://github.com/odedia/spring-petclinic-microservices)','2024',5,'A benchmark microservices architecture implementation demonstrating Spring Cloud and Spring Boot integration on Kubernetes. Demonstrates externalized configuration via Spring Cloud Config, service discovery, API gateway routing, and distributed tracing. Ideal reference for containerizing JVM monoliths.','Java','Repository','Advanced',1,'online','manual','163ddf8abcab78d55da91c0529337d7ebe0aaece51bbf9f40c94afdf0ba7526c',100.0,1779130495,1,'2024-08-01T21:32:43Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Kubernetes Deployment"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-01T21:32:43Z", "gh_stars": 168}'); +INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-kubernetes','github.com/spring-petclinic/spring-petclinic-kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ff6ea993400fd31d8145cd889f09be8a4f2136e9d71dbebed7933b071ba7b3a8',100.0,1779032802,0,'2026-05-17T17:46:42.601412+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/spring-petclinic/spring-petclinic-cloud"}'); +INSERT INTO "resources" VALUES('https://github.com/spring-petclinic/spring-petclinic-microservices','Spring PetClinic Microservices','','2025',5,'The canonical reference implementation of the Spring PetClinic application decomposed into microservices. It leverages Spring Cloud Eureka, Spring Cloud Gateway, and Spring Cloud Config Server to showcase resilient distributed patterns.','Java','Repository','Intermediate',1,'online','manual','a4b9bbbc88032f22ea11194e8a7052f1dfbc7269b5b94aea55d21923a1b922f1',100.0,1779033416,1,'2026-05-17T18:20:40Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Spring Cloud"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-17T18:20:40Z", "gh_stars": 2136}'); +INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-boot#L73','github.com/spring-projects: springboot enables these probes automatically when running in k8s','','2026',5,'Details Spring Boot''s built-in Kubernetes-native integration features, specifically the auto-detection of container platform hosting. Once identified, it splits Spring Actuator''s health check endpoint into dedicated `/actuator/health/liveness` and `/actuator/health/readiness` routes. This out-of-the-box support guarantees smooth coordination with Kubernetes container lifecycles during zero-downtime rollouts.','Java','Library','Advanced',0,'online','manual','5f55cc73a0ba8d7dd63a319ad3541b071f7136421dc2d8decd308a57a487c6b9',100.0,1779031231,1,'2026-06-13T20:30:20Z',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Kubernetes Integration"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T20:30:20Z", "gh_stars": 80916}'); +INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic','github.com/spring-projects/spring-petclinic','','2023',5,'Curator Insight targets the actual source code repository for the Spring Petclinic community project. Live Grounding confirms this project is an invaluable asset across the software industry to demonstrate testing, framework upgrades, Docker containerization, and platform deployment strategies. It serves as the baseline target for countless CI/CD benchmarks.','Java','Repository','Intermediate',1,'online','manual','f46bb6fee08f1ca8127c793df3da35e630cffe49db992edf76cdcd40283fbee1',100.0,1779031567,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Software Development", "Microservices", "Reference Architecture", "Spring Petclinic"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); +INSERT INTO "resources" VALUES('https://github.com/spring-projects/spring-petclinic/issues/339','ref 8','','2020',5,'A major architectural discussion issue thread in the official Spring Petclinic repository. Explores the design decisions, trade-offs, and container integration requirements leading up to modern container-native architectures.','Markdown','Issue Thread','Intermediate',0,'online','manual','2ead2066f729ccc18514ab3f3d7c19cc38d0e98c0085ccee1fbc179c0211d718',100.0,1779034448,1,'2026-06-09T07:57:57Z',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Community Standards"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T07:57:57Z", "gh_stars": 9303}'); +INSERT INTO "resources" VALUES('https://github.com/squalrus/merge-bot','github.com/squalrus/merge-bot: PR Merge Bot','','2020',2,'A simple Golang-based GitHub bot that validates customizable integration rules before executing automated merges. 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It allows remote servers to safely communicate within a single unified Kubernetes networking fabric.','Go','CNI Provider','Advanced',0,'online','manual','74c45645cdf32856a5fde1d5968e8c887ae530b3e8d1a87a24aafa57d0f9a54c',100.0,1779032380,1,'2026-06-12T19:30:00Z',NULL,NULL,NULL,'["Network", "CNI & Overlay", "WireGuard VPN"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T19:30:00Z", "gh_stars": 2263}'); +INSERT INTO "resources" VALUES('https://github.com/srfrnk/jabos','Jabos','','2021',1,'Jabos (Just Another Bunch of Specs) is an experimental developer-centric GitOps workflow tool. It attempts to dramatically simplify Kubernetes configurations by utilizing abstract JSON/JS specifications instead of verbose YAML manifests, compiling down to standard Kubernetes APIs. While creative, it remains a low-adoption hobbyist project.','JavaScript','Tool','Medium',0,'online','manual','fe4a0eaa54f02599bc6404730dc1629746991912467d1f76806aea76f220a0d0',100.0,1779033002,1,'2024-12-19T14:53:48Z',NULL,NULL,NULL,'["Configuration Management", "GitOps", "Alternative Specs"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-12-19T14:53:48Z", "gh_stars": 3}'); +INSERT INTO "resources" VALUES('https://github.com/ssbostan/jenkins-stack-docker','ssbostan/jenkins-stack-docker','','2021',2,'A practical Docker-compose blueprint designed for local development, sandbox testing, and rapid prototyping of Jenkins environments. 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Exercises cover credential management, standard shared libraries, declarative pipeline configurations, and external integrations.','Shell','repository','Beginner',0,'online','manual','e59a8575de4842c9bcaf9e35bd47ba98eef4ff50b1bd2fa13c0f66d62cc2085d',100.0,1779030615,1,'2024-05-30T13:35:18Z',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-30T13:35:18Z", "gh_stars": 358}'); +INSERT INTO "resources" VALUES('https://github.com/sse-secure-systems/connaisseur','connaisseur','','2024',2,'An admission controller that integrates image signature verification (using Cosign, Notary, or other signatures) directly into Kubernetes'' admission flow. It ensures only trusted, cryptographically signed container images can be deployed in the cluster. Highly secure and widely adopted in 2026 within supply-chain security pipelines.','Python','Admission Controller','High',1,'online','manual','07e05cecfafe713c0a3afebe1a4f7860706d3fce3c3d8297c57f583e13daef13',100.0,1779032228,1,'2026-06-09T03:24:19Z',NULL,NULL,NULL,'["Security", "Admission Control", "Image Signature"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T03:24:19Z", "gh_stars": 473}'); +INSERT INTO "resources" VALUES('https://github.com/sstarcher/helm-exporter','sstarcher/helm-exporter','','2023',5,'A Prometheus exporter designed to surface real-time metrics for deployed Helm releases. It monitors charts metadata, tracking status, revisions, and health states across namespaces to empower advanced alert rules.','Go','Open Source Tool','Intermediate',0,'online','manual','6ae8fc7fd5b441812529a0ace3e5c8f67debaba58c566331f6c86b74de01c42b',100.0,1779033795,1,'2026-05-26T00:13:35Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Kubernetes Exporters"]','["[DE FACTO STANDARD]"]','["docs/helm.md", "docs/prometheus.md"]','["helm.md", "prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T00:13:35Z", "gh_stars": 301}'); +INSERT INTO "resources" VALUES('https://github.com/sstephenson/rbenv',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7230c8f09965fdd1335a4b58dfd69622da22ebce1867df704cb63b6409efb458',100.0,1779029502,0,'2026-05-17T16:51:42.948293+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/ssup2/kpexec','Kpexec','','2024',5,'A specialized terminal troubleshooting tool that executes commands within running containers by spinning up privileged sidecars. This allows administrators to troubleshoot slim or distroless images without compromising default workload security bounds.','Go','CLI Tool','Medium',0,'online','manual','ca0af37133071db91f9ed23ea3af9925e5c5046d0d7d3034c5ea71c6d923bd43',100.0,1779030473,1,'2025-12-04T16:16:48Z',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Interactive Exec"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-04T16:16:48Z", "gh_stars": 270}'); +INSERT INTO "resources" VALUES('https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide','github.com/stackrox: Certified Kubernetes Security Specialist Study Guide'' 🌟','','2020',5,'A comprehensive community study handbook for the Linux Foundation CKS exam, detailing system hardening, threat mitigation, microservice security policies, and runtime compliance enforcement.','Markdown','curation','Advanced',1,'online','manual','86c89cb5887c180508ab7bf1a604414960b4f9dfb0e2537bfc58c0f2c1ffda7a',100.0,1779033925,1,'2021-01-04T22:33:10Z',NULL,NULL,NULL,'["Kubernetes Security", "CKS Certification Study Guides", "Cluster Lifecycle Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-01-04T22:33:10Z", "gh_stars": 429}'); +INSERT INTO "resources" VALUES('https://github.com/stackrox/kube-linter','KubeLinter','','2025',5,'An enterprise-grade static analyzer for raw Kubernetes manifest files and Helm charts. Translates security benchmarks, privileged container checks, and missing resource limits into actionable DevOps signals.','Go','CLI Tool','Medium',0,'online','manual','cf47d7e9192f9651776ea67292bafba150cb7605adf555664bce2ffeeaf80c52',100.0,1779030736,1,'2026-06-10T16:20:01Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md", "docs/kubernetes-tools.md", "docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md", "devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T16:20:01Z", "gh_stars": 3469, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/stacksimplify/aws-eks-kubernetes-masterclass','github.com/stacksimplify/aws-eks-kubernetes-masterclass 🌟','','2022',0,'An extensive educational repository focusing on EKS operations. Showcases production patterns including IAM Roles for Service Accounts (IRSA), configuring AWS Load Balancer Controller, external DNS integrations, and persistent cluster volume setups.','YAML','Repository','Advanced',1,'duplicate','manual','d5163f19d2b40ed07e72bcf44900e6342df8f5f0792555c8753298823ff51f0c',100.0,1781735910,1,'2026-06-18T00:38:30.826364+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Masterclass"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/stacksimplify/azure-aks-kubernetes-masterclass"}'); +INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass','github.com/stacksimplify/azure-aks-kubernetes-masterclass 🌟','','2023',4,'A highly comprehensive masterclass repository containing declarative HCL files and manifests to deploy AKS with Azure Disks, Azure Files, Application Gateway ingress, and active Azure AD integration.','HCL','Repository','Intermediate',1,'online','manual','5aa5f77ffa2cb7e6a5b6b7b247da6e75b951ea474975085f85c4ebd117f52a18',100.0,1781735910,1,'2026-06-18T00:38:30.696183+02:00',NULL,NULL,NULL,'["Orchestration", "AKS", "Masterclass"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/terraform.md"]','["terraform.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25-Azure-DevOps-Terraform-Azure-AKS','**Boilerplate: 25-Azure-DevOps-Terraform-Azure-AKS** 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','047cb7a87781eb910c358053dcbc997cdd2231a0eb8f27bc610ee154bb2f24d1',100.0,1779029883,1,'2026-05-17T16:58:03.778285+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/ppt-presentation','PDF presentation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','71d3362e0796df8d9f9d6f1986c67b834869ab8e741a23af5ecc001ffa62bd99',100.0,1779033974,1,'2026-05-17T18:06:14.124367+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/stakater/Forecastle','stakater/Forecastle','','2025',2,'Forecastle is a web-based portal dashboard that dynamically aggregates Ingress resources across a cluster to display a directory of running services. Utilizing annotations to identify and group target URLs, it provides platform teams with an elegant internal developer portal (IDP) entrance.','Go','Web UI / Controller','Intermediate',1,'online','manual','1d66014024c686b95fa4b93439cfb3d92e8b2eb491e6d35864346f6813b1034b',100.0,1779032098,1,'2026-06-12T21:05:30Z',NULL,NULL,NULL,'["Operations", "Visualization", "Dashboard"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:05:30Z", "gh_stars": 799}'); +INSERT INTO "resources" VALUES('https://github.com/stakater/IngressMonitorController','IngressMonitorController (Deprecated)','','2023',5,'An older monitoring operator designed to orchestrate uptime checks across multiple external platforms. Live Grounding indicates that this project has been archived and deprecated in favor of active native alternatives.','Go','Operator','Medium',0,'online','manual','d55795aeb5b47d08150902e6d9bd1bcdea07c755c6a7535d69e46d9c94a650e8',100.0,1779034306,1,'2026-06-09T21:10:31Z',NULL,NULL,NULL,'["Observability", "Monitoring", "Ingress Monitoring", "Operators"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T21:10:31Z", "gh_stars": 735}'); +INSERT INTO "resources" VALUES('https://github.com/stakater/Reloader','stakater/Reloader 🌟','','2018',5,'An industry-standard controller that watches configuration changes within ConfigMaps and Secrets. It triggers rolling updates automatically for deployments, statefulsets, and daemonsets to apply dynamic configurations with zero human error.','Go','Kubernetes Controller','Intermediate',0,'online','manual','c6ec5140cb3cd6f3c78c173e0a764d58adf7a3dabcacc855b4a96eebe8632847',100.0,1779034479,1,'2026-06-12T10:43:48Z',NULL,NULL,NULL,'["GitOps & Configuration", "Dynamic Configurations", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T10:43:48Z", "gh_stars": 10133}'); +INSERT INTO "resources" VALUES('https://github.com/stakater/Xposer','github.com/stakater/Xposer','','2021',1,'A lightweight automation operator designed to monitor services and dynamically generate DNS-mapped Ingress resources to reduce manual administrative overhead.','Go','Repository','Intermediate',1,'online','manual','29c16f22c76bc98338771dc74ac1438639e996eb6118ecdda8b375752b17568b',100.0,1779033477,1,'2023-12-16T14:20:38Z',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/kubernetes-networking.md"]','["kubernetes-networking.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-12-16T14:20:38Z", "gh_stars": 32}'); +INSERT INTO "resources" VALUES('https://github.com/stan-smith/FossFLOW','FossFLOW','','N/A',0,'A curated technical resource and architectural guide covering FossFLOW in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1779031401,0,'2026-05-17T17:23:21.448770+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["cicd.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/stashed/stash','Stash','','2024',4,'An advanced Kubernetes-native operator utilizing Restic underneath to back up stateful persistent volumes. Stash implements native CSI VolumeSnapshot integrations to handle application-consistent recovery processes with automated deduplication.','Go','Operator','Advanced',1,'online','manual','ce830f18065137153095ba75fd3c6c6ff7abe39fb59aebe99059b2b1ed8c28f6',100.0,1779032104,1,'2026-05-15T12:08:49Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-15T12:08:49Z", "gh_stars": 1416}'); +INSERT INTO "resources" VALUES('https://github.com/steamhaus/kubeswitch','kubeswitch: Kubernetes Version Switcher 🌟','','2018',1,'A legacy command-line tool developed to swap between different versions of kubectl dynamically, ensuring version compatibility across distinct Kubernetes clusters. 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It automatically handles the lifecycle of newly spawned pods, appending them to the output stream on the fly.','Go','CLI Tool','Intermediate',0,'online','manual','02a6d0aaa779be47b6c109a6867ca9a9a4ec5dd72ca3440241357456549c728f',100.0,1779031712,1,'2026-05-03T09:27:21Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Log Aggregation", "CLI Utilities"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-03T09:27:21Z", "gh_stars": 4733}'); +INSERT INTO "resources" VALUES('https://github.com/steve-mt/awesome-slo','steveazz/awesome-slo: Awesome SLOs','','2026',2,'A highly practical resource library mapping Service Level Objectives (SLOs) and Service Level Indicators (SLIs). 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It continuously executes basic read-write loops inside dedicated topics to report real-time, end-to-end performance indicators like latency and partition availability.','Go','Diagnostic Tool','Intermediate',0,'online','manual','ffc080c755a148610597ae6ba44a4b825d8440003acf6b569f3e15b32a607103',100.0,1779032889,1,'2024-10-18T08:59:34Z',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-18T08:59:34Z", "gh_stars": 42}'); +INSERT INTO "resources" VALUES('https://github.com/sukeesh/k8s-job-notify','**k8s-job-notify**','','2021',5,'A specialized controller that tracks Kubernetes Job transitions and dispatches automated event updates to common communication channels like Slack and Discord. 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Grounding showcases its fast-growing appeal for companies seeking to build bespoke self-service capabilities without locking into heavy commercial portals.','Go','Framework','Advanced',0,'online','manual','4f6fc89ef4767dd324889cc96f9f9b978e653b08a6e35cc5a98ea4a29b9dde86',100.0,1.77903088316015291e+09,1,'2026-06-10T12:36:21Z',NULL,NULL,NULL,'["Platform Engineering", "Internal Developer Platforms", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T12:36:21Z", "gh_stars": 753}'); -INSERT INTO "resources" VALUES('https://github.com/systemcraftsman/lab-tekton-pipelines','systemcraftsman/lab-tekton-pipelines: OpenShift Pipelines workshop','','2021',1,'A structured hands-on workshop focused on OpenShift Pipelines (Tekton). 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Utilizing a unique ''one table per data source'' structure, TDengine offers extremely fast writing speeds and high-efficiency query execution, challenging traditional solutions in 2026.','C','Repository','Advanced',0,'online','manual','549d54ac1f8b0fee5cb9f5675523be0e7c23b85078ffdcdb2e005aa3b31ee315',100.0,1.77903086200069093e+09,1,'2026-06-12T12:30:52Z',NULL,NULL,NULL,'["Data Engineering", "Time Series Databases"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T12:30:52Z", "gh_stars": 24903}'); -INSERT INTO "resources" VALUES('https://github.com/target/pod-reaper','target/pod-reaper','','2018',2,'An automated reaper utility designed to sweep, terminate, and clean up pods based on custom-defined schedules and rule parameters. 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It provides granular visibility into topics, payloads, schema registries, and consumer group offsets without requiring complex CLI interactions.','Java','Tool','Intermediate',0,'online','manual','67f35e0828fff7ba0c4662ffdb54b71e6f29dfbb99ff4f8d87737df215c68fe1',100.0,1.779029472948848e+09,1,'2026-06-13T01:16:31Z',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "UI Consoles"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:16:31Z", "gh_stars": 3819}'); -INSERT INTO "resources" VALUES('https://github.com/tcnksm/awesome-container','Awesome Container','','2023',5,'A specialized index investigating low-level container building, runtimes (runc, containerd, CRI-O), image specification standards, and isolation platforms. 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By mapping relationships between Users, Groups, ServiceAccounts, Roles, and ClusterRoles, it assists security auditors in identifying privilege escalation paths. In 2026, it is highly valued for rapid security auditing.','Go','CLI Tool','Medium',0,'online','manual','150c057ef86abcfb4523d95c03df03bc427de822f68398807e1fc9b6def4de24',100.0,1.77903394798665308e+09,1,'2021-01-04T12:59:14Z',NULL,NULL,NULL,'["Security", "RBAC", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-01-04T12:59:14Z", "gh_stars": 401}'); -INSERT INTO "resources" VALUES('https://github.com/teamcode-inc/kubeorbit','teamcode-inc/kubeorbit','','2026',2,'Kubeorbit is a specialized service routing tool focused on creating isolated testing channels within shared microservice topologies. By injecting dynamic headers into requests, it allows engineers to test unstable feature versions without duplicating entire clusters. 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Features real-world deployment playbooks using Terraform, Ansible, and Kubernetes for cloud architectures.','English','GitHub Repository','Advanced',1,'online','manual','297a8442638797fa98363d63903f491e018c9759a1d1ce56fa095c869aa8c90e',100.0,1.78173594032385396e+09,1,'2026-06-18T00:39:00.323854+02:00',NULL,NULL,NULL,'["Orchestration", "Infrastructure as Code", "Real-World Architecture"]','["[DE FACTO STANDARD]"]','["docs/elearning.md"]','["elearning.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/techiescamp/kubernetes-learning-path','==github.com/techiescamp/kubernetes-learning-path== 🌟🌟','','2026',4,'A massive, community-backed repository organizing study plans, code repositories, structural templates, and practice exercises. Ideal for self-taught DevOps engineers transitioning to system automation roles.','English','GitHub Repository','Intermediate',1,'online','manual','671752463b99aa84b82e66d4a4f67c9f4f882d81b93c09d5e958577c19192559',100.0,1.78173605737652301e+09,1,'2026-06-18T00:40:57.376523+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Learning Pathways", "GitHub Repository"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/techno-tim/k3s-ansible','techno-tim/k3s-ansible','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3c34d83014e44e8c17aa06bce355f18ed35d6dc539c360107c99c947cfc14c33',100.0,1.77902998924449396e+09,0,'2026-05-17T16:59:49.244494+02:00',NULL,NULL,NULL,'[]','[]','["docs/rancher.md"]','[]','{}','{"duplicate_of": "https://github.com/timothystewart6/k3s-ansible"}'); -INSERT INTO "resources" VALUES('https://github.com/techpivot/terraform-module-releaser','Terraform Module Releaser GitHub Action','','2026',2,'An automated GitHub Action that manages release tagging, semantic version tracking, and registration publication processes for Terraform modules. Mitigates distribution overhead by auto-generating changelogs and managing tags.','TypeScript','GitHub Action','Intermediate',0,'online','manual','950704da59b499a2579d6e7bcc2e4a2c50f07b6ac789932c8bbfd7de372097ab',100.0,1.77903281796403098e+09,1,'2026-06-13T01:24:45Z',NULL,NULL,NULL,'["DevOps & CI/CD", "CI/CD Automation", "Terraform Release Management"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/iac.md", "docs/kubernetes-tools.md"]','["cicd.md", "iac.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T01:24:45Z", "gh_stars": 223}'); -INSERT INTO "resources" VALUES('https://github.com/tektoncd','github.com/tektoncd','','2024',5,'Provides access to the central GitHub repository ecosystem of the Tekton project, housing core pipeline controllers, CLI tools (tkn), trigger mechanisms, and catalog components. Serves as the primary source for inspecting Tekton''s open-source Go implementations and resource definitions.','Go','Repository','Advanced',1,'online','manual','5c460d842a7936c0726c8865b93c5b0c7b1dadf3972c70a52c303a5bcd103a2e',100.0,1.77903162532966089e+09,1,'2026-05-17T17:27:05.329661+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Platform"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/tektoncd/chains','tektoncd/chains','','2021',2,'A custom controller from the Tekton project that handles supply chain security by signing tasks and pipeline run artifacts. Integrated with Sigstore, it generates cryptographic proof and provenance data to secure continuous delivery pipelines.','Go','Kubernetes Controller','Advanced',0,'online','manual','2cdbd293843a82fe6216d9cab2c8fd41a58eb28fd1957dd1bbf04b90ca71c7b0',100.0,1.77902959081832289e+09,1,'2026-06-12T09:36:31Z',NULL,NULL,NULL,'["CI/CD & Delivery", "Supply Chain Security", "Artifact Signing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:36:31Z", "gh_stars": 271}'); -INSERT INTO "resources" VALUES('https://github.com/tektoncd/community','Tekton community','','2024',4,'Features the repository hosting governance, contribution guidelines, design proposals (TEPs), and meeting schedules for the Tekton open-source ecosystem. 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Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-stage workflows natively inside Kubernetes nodes without relying on heavy external build servers.','Go','Repository','Advanced',1,'online','manual','9228a9fc5e9b946dff4963314729e0fac644c1d4329be1f2beb33017fd8a27e4',100.0,1.77903024094539189e+09,1,'2026-06-14T09:33:11Z',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Pipelines"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:33:11Z", "gh_stars": 8985}'); -INSERT INTO "resources" VALUES('https://github.com/telekom/das-schiff','telekom/das-schiff','','2023',3,'Das Schiff is Deutsche Telekom''s production-grade engine for bootstrapping and operating bare-metal, highly resilient Kubernetes clusters designed for telecom and network functions virtualization (NFV). Utilizing declarative GitOps principles, it enables robust infrastructure management at scale, complying with extreme security and low-latency network constraints.','Go','Platform','High',0,'online','manual','b2086cfe7f173a84cf74c31476d2757aec6a2b8ff511cc79355cd3c6cfcc5116',100.0,1.77903110753642892e+09,1,'2025-09-04T15:01:23Z',NULL,NULL,NULL,'["Cluster Management", "Bare Metal", "Telecom Platforms"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-04T15:01:23Z", "gh_stars": 366}'); -INSERT INTO "resources" VALUES('https://github.com/teleskopeView/teleskope_k8s','Teleskope','','2023',5,'A visual workspace client offering simple layout views of running pods, services, and configuration objects. Designed to provide dynamic cluster analytics for local developers and platform engineers trying to understand live workloads.','TypeScript','Web Application','Intermediate',0,'online','manual','30fd093abbbc74f5ae7e6bfb1b238351bc34aa260195c2cd5dd708a01a758cdb',100.0,1.77903445055635905e+09,1,'2022-10-12T06:42:24Z',NULL,NULL,NULL,'["Observability", "UI Dashboards", "Visual Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T06:42:24Z", "gh_stars": 24}'); -INSERT INTO "resources" VALUES('https://github.com/tellerops/helm-teller','tellerops/helm-teller','','2024',2,'A highly specialized security plugin that interfaces with vault and KMS solutions to fetch secret values dynamically during deployment runtime. It eliminates the risk of committing sensitive configuration details to public code repositories.','Go','CLI Plugin','Intermediate',0,'online','manual','667b488d327089249eb627b829390544306434528cddfe2362bc716f7a837b79',100.0,1779031825.6215,1,'2022-11-14T17:37:27Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-14T17:37:27Z", "gh_stars": 69}'); -INSERT INTO "resources" VALUES('https://github.com/tenable/access-undenied-aws','ermetic/access-undenied-aws 🌟','','2026',5,'Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS ''Access Denied'' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grounding confirms its acquisition and active hosting under the Tenable GitHub organization. This remains a cornerstone tool for platform engineers troubleshooting complex IAM evaluation logic.','Python','Repository','Advanced',0,'online','manual','5cd4779809c3a5be1f92b632b94713ff45d077ac96b8fee49a0c9852a852ac2d',100.0,1.77913049498803496e+09,1,'2026-04-13T18:19:16Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-13T18:19:16Z", "gh_stars": 272}'); -INSERT INTO "resources" VALUES('https://github.com/tensorchord/Awesome-LLMOps','github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps','','2023',3,'An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.','Markdown','Repository','Intermediate',0,'online','manual','1243fd67e4ccd3df802d78acca929307444150337f6181a0e5394cd6fcf2ad71',100.0,1779033617.85776,1,'2026-05-21T09:12:50Z',NULL,NULL,NULL,'["Artificial Intelligence", "LLMOps & MLOps", "Curated Ecosystems"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md", "docs/other-awesome-lists.md"]','["ai.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-21T09:12:50Z", "gh_stars": 5843, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/tensorchord/envd','tensorchord/envd: Reproducible development environment for AI/ML 🌟','','2023',3,'An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip dependency trees, and IDE plugins without writing complex Dockerfiles.','Go','Repository','Intermediate',0,'online','manual','770a6424a70e025fdbe5b649f3def28c5cfc8e66d2c960c676fb128629f4656c',100.0,1.77903313025169491e+09,1,'2026-05-21T22:05:25Z',NULL,NULL,NULL,'["MLOps", "Development Environments", "Containerization"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T22:05:25Z", "gh_stars": 2209}'); -INSERT INTO "resources" VALUES('https://github.com/termkit/gama','Gama: Terminal UI for GitHub Actions','','2021',2,'Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.','Go','Repository','Intermediate',0,'online','manual','abfa175c30347a2cca923cb7b2b2e6abf01d8bf16dd7b9c1cbf3301df80f76b9',100.0,1.7790332591642189e+09,1,'2025-11-08T08:37:03Z',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Tooling"]','["[LEGACY]"]','["docs/cicd.md", "docs/git.md", "docs/kubernetes-tools.md"]','["cicd.md", "git.md", "kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-11-08T08:37:03Z", "gh_stars": 480}'); -INSERT INTO "resources" VALUES('https://github.com/terraform-aws-modules','==github.com/terraform-aws-modules==','','2025',5,'The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level security.','HCL','Repository','Intermediate',0,'online','manual','e7121402995f4a77600c9675a673757e5ebbe21198f581c401f2b997cee862b1',100.0,1.77902964107438707e+09,1,'2026-05-17T16:54:01.074387+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS", "Terraform Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/terraform-aws-modules/terraform-aws-eks','github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module','','2026',5,'The industry-standard, community-maintained Terraform module for Amazon EKS. 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Represents vintage configuration patterns before the containerized, operator-managed microservices architecture became the default delivery method.','HCL','Source Code','Intermediate',0,'online','manual','04751b2261fe8913910d78df5d46f11492e078b0b7660220c0020e3e8707e3ef',100.0,1781735865.90057,1,'2026-06-18T00:37:45.900570+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Packer", "Machine Images"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/tomhuang12/awesome-k8s-resources','==tomhuang12: Awesome Kubernetes Resources==','','2023',5,'An exceptional index featuring top-tier educational materials, reference setups, architectural slides, and video tutorials on Kubernetes operations. Designed to help SREs and cloud architects gain advanced master-level understanding of orchestration internals.','Markdown','Awesome List','Intermediate',0,'online','manual','5acdafea400c9d5ecf18db7776ccdb79a9cd7ea2c50db5e7de83793d5b4a91d4',100.0,1.77903207725761199e+09,1,'2025-05-20T14:54:06Z',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-05-20T14:54:06Z", "gh_stars": 4161, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/tommeramber/ocp-automations','tommeramber/ocp-automations','','2021',0,'A community repository of automation playbooks and scripts designed to streamline configuration, security hardening, and deployment procedures across diverse OpenShift Container Platform clusters.','Shell','Library','Advanced',0,'online','manual','47ac144b55fb5e58ada327ec610aa1a96a6c3065c41f628a8e2060b90235324d',100.0,1.78173612315127301e+09,1,'2026-06-18T00:42:03.151273+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Ansible"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/tomnomnom/gron','github.com/tomnomnom/gron 🌟','','2025',5,'A CLI utility that flattens JSON documents into raw path-assignment patterns. Simplifies schema manipulation by allowing developers to query and filter JSON structures directly with classic grep, awk, or sed commands.','Go','CLI Tool','Low',0,'online','manual','b6c2204a36ada475f9bfec943b71e1d65d527102b0aded6c91e8d013a6eb7590',100.0,1779031796.78935,1,'2025-05-31T15:00:47Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-31T15:00:47Z", "gh_stars": 14456, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate','tomwechsler/HashiCorp_Certified_Terraform_Associate','','2023',1,'This laboratory and practice repository contains practical resources for preparing for the HashiCorp Certified: Terraform Associate syllabus. It provides direct exposure to essential state management commands and variable configuration setups through reproducible workspace examples.','HCL','Reference Implementation','Beginner',0,'online','manual','1bbbc75164c82f5a9a1e427c4b5eefcc847aa44e2b18c30924f9c5135acf6c37',100.0,1.78173623521400499e+09,1,'2026-06-18T00:43:55.214005+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Terraform Associate"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/toniblyx/my-arsenal-of-aws-security-tools','github.com/toniblyx/my-arsenal-of-aws-security-tools','','2026',5,'An exceptional collection of open-source security tools, auditing frameworks, and penetration testing scripts specifically curated for AWS environments. It includes foundational systems for IAM scanning, network path analysis, and continuous compliance. This repository is widely recognized by security teams as a must-have resource for AWS vulnerability assessments.','N/A','Repository','Advanced',0,'online','manual','de94c9d57468f9afb9c3fb089284b8905d2ee86b39c0430f3400a19fc683f2e5',100.0,1.77903085207822895e+09,1,'2026-04-17T13:45:09Z',NULL,NULL,NULL,'["Cloud Security", "AWS", "SecOps"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-17T13:45:09Z", "gh_stars": 9458, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/topics/gitops','==github.com/topics/gitops== 🌟','','2026',0,'A dynamically aggregated index of GitOps-related source code repositories and tooling hosted on GitHub. It connects engineers to reconciliation agents, helper plugins, and template engines. It serves as a great source for discovering emerging, community-driven deployment automation utilities.','Go','Open Source Index','Beginner',1,'online','manual','b95552aeb95693ca8c3d04ee9caa28db22be0f6fa352e918426db82393c4e594',100.0,1781736235.27994,1,'2026-06-18T00:43:55.279940+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Source Code"]','["[EMERGING]"]','["docs/gitops.md"]','["gitops.md", "index.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/topics/yaml-processor','github.com/topics/yaml-processor','','2022',3,'A curated GitHub topic index tracking popular open-source YAML parsers, processors, and linters. It acts as a helpful starting point for developers looking for specialized CLI libraries, Python engines, and IDE validation tools.','N/A','documentation','beginner',0,'online','manual','e88e3f74875008020a7018e9f33194dff6953eb4fab4a4aba39ae094048c0d12',100.0,1.78173618091918396e+09,1,'2026-06-18T00:43:00.919184+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "Tooling Catalog"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/topolvm/pvc-autoresizer','pvc-autoresizer','','2026',2,'Pvc-autoresizer dynamically expands PVC capacities before they hit threshold limits. By monitoring Prometheus volume metrics and modifying API descriptors on the fly, it prevents disk exhaustion failures automatically.','Go','Operator','Advanced',1,'online','manual','b4f20c7708f1c411842092ae28c91d4884bc40ff87237a989c2c5ea7a1e95021',100.0,1779031540.20149,1,'2026-06-09T05:41:31Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Capacity Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T05:41:31Z", "gh_stars": 398}'); -INSERT INTO "resources" VALUES('https://github.com/towardsthecloud/cloudburn','Cloudburn: An Open-Source Policy Engine for AWS Spending','','2024',4,'Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits.','Go','GitHub Repository','Intermediate',0,'online','manual','be89f14b1199276bf0dadec18444513e5ce19deb23b8a3dc40b4b8b1f96e3b48',100.0,1.77903123148035407e+09,1,'2026-04-09T11:47:52Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Policy Engines"]','["[ENTERPRISE-STABLE]"]','["docs/aws.md", "docs/devops.md", "docs/finops.md"]','["finops.md", "aws.md", "devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-09T11:47:52Z", "gh_stars": 1765}'); -INSERT INTO "resources" VALUES('https://github.com/trimstray/test-your-sysadmin-skills','==trimstray/test-your-sysadmin-skills==','','2018',4,'An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.','Shell','Repository','Intermediate',0,'online','manual','c40b7f77bf9281f6edfc80ff1582d0f7cd4841fef91e8a0443a2d83b13487fa7',100.0,1.77903278043914794e+09,1,'2024-11-19T14:07:11Z',NULL,NULL,NULL,'["Infrastructure & Operations", "System Administration", "Interview Prep"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md", "docs/other-awesome-lists.md"]','["linux.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-11-19T14:07:11Z", "gh_stars": 11657, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/trimstray/the-book-of-secret-knowledge','The Book of Secret Knowledge 🌟','','2023',5,'A massive, high-density repository of DevOps command cheatsheets, diagnostic scripts, network testing algorithms, and configuration templates. Highly useful for site reliability engineers performing active cluster incident responses and systems troubleshooting under pressure.','Markdown','Cheat Sheet','Intermediate',0,'online','manual','7a9824a2bd59525ff7107cc1756f06d7d7a674f3ed9956973b87f31c0fa933f0',100.0,1.77903359234775495e+09,1,'2024-11-19T14:00:38Z',NULL,NULL,NULL,'["Curation", "Cheat Sheets", "DevOps"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-11-19T14:00:38Z", "gh_stars": 228298, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/trisberg/spring-petclinic','ref 9 - I have a branch that adds Docker, Kubernetes and Knative into the mix - planning on submitting a PR at some point','','2021',0,'A specific fork''s branching model implementing Knative and serverless attributes onto the Spring Petclinic application. Showcases scale-to-zero configurations and event-driven architectures running on top of Kubernetes.','Java','Repository','Advanced',0,'online','manual','43baa4392328322cd370b17e6eb8505929c853e87c2ff3680d81a621a7d2bc91',100.0,1.77903238376222395e+09,1,'2023-10-10T17:46:57Z',NULL,NULL,NULL,'["Serverless Architectures", "Knative", "Spring Boot"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-10T17:46:57Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/trstringer/kubectl-example','github.com/trstringer/kubectl-example','','2026',5,'A reference repository providing curated template patterns and concrete command-line configurations for common ''kubectl'' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.','Go','Repository','Beginner',0,'online','manual','30b813372ccbb846c5ce74fcaee25ca7092f9a613c83807f269030827f9d8735',100.0,1.77903408483361101e+09,1,'2023-02-20T13:29:22Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-02-20T13:29:22Z", "gh_stars": 13}'); -INSERT INTO "resources" VALUES('https://github.com/tsenart/vegeta','tsenart/vegeta 🌟','','2025',5,'Vegeta is an incredibly fast, highly optimized command-line HTTP load-testing tool and library written in Go. From an architectural perspective, it excels at maintaining a constant request rate (RPS) to pinpoint precisely when and where services break down, generating highly customizable text or vector graphic reports.','Go','Tool','Intermediate',0,'online','manual','c6d5ec0010812fadfa733df494f24d2475847713da40cfb7e5a9afa09b0a25bb',100.0,1.77903110386507201e+09,1,'2026-02-16T14:07:07Z',NULL,NULL,NULL,'["Testing", "Performance Testing", "Vegeta"]','["[DE FACTO STANDARD]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-16T14:07:07Z", "gh_stars": 25067}'); -INSERT INTO "resources" VALUES('https://github.com/tutorialworks/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','2020',0,'Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean.','Groovy','Code Repository','Advanced',0,'online','manual','35bfb0c2216ed6d04ca932e28b0f9c73bd0bd5058328ceceb51a42bef87ca6b9',100.0,1.78173591106458711e+09,1,'2026-06-18T00:38:31.064587+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Shared Libraries"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/twintproject/twint','TWINT - Twitter Intelligence Tool','','2023',3,'Curator Insight highlights Twint as an advanced tool designed to extract social datasets without API authentication. Live Grounding confirms that due to aggressive structural mutations and API restrictions on Twitter/X, Twint is largely non-functional, serving as an indicator of the end of unauthenticated scrapers.','Python','Library / Tool','Advanced',0,'online','manual','68eb5a98642fab7142087dba546a0568cefe4f347326a555256723ab8c934c68',100.0,1.77903222414036798e+09,1,'2023-02-23T13:58:09Z',NULL,NULL,NULL,'["Cybersecurity", "OSINT", "Social Media Mining"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-23T13:58:09Z", "gh_stars": 16383}'); -INSERT INTO "resources" VALUES('https://github.com/txn2/kubefwd','==txn2/kubefwd==','','2025',5,'Kubefwd is an advanced CLI tool that forwards bulk ports from multi-namespace Kubernetes services straight to a local workstation, mapping loopback IP addresses to local DNS names in /etc/hosts. This permits developers to run local integration workflows against actual remote cluster dependencies seamlessly, bypassing complex ingress or VPN settings.','Go','CLI Tool','Medium',0,'online','manual','37e2cd9b04ccf9b31f68d3cc050ac9f80111b44638b5d59238242957bb23ebfc',100.0,1.7790309760139811e+09,1,'2026-06-09T22:50:36Z',NULL,NULL,NULL,'["Developer Experience", "Networking", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T22:50:36Z", "gh_stars": 4119}'); -INSERT INTO "resources" VALUES('https://github.com/typescript-cheatsheets/react','React+TypeScript Cheatsheets','','2026',5,'The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanced context configurations.','TypeScript','Documentation','Advanced',0,'online','manual','6ff545935398c8b9cb2c9265f6cfacd220e3164ec310c8348e2ff55c0cc9ecd4',100.0,1.77903279838470411e+09,1,'2026-05-29T19:52:44Z',NULL,NULL,NULL,'["Frontend Development", "Frameworks", "React & TypeScript"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T19:52:44Z", "gh_stars": 47065}'); -INSERT INTO "resources" VALUES('https://github.com/ua-nick/Data-Structures-and-Algorithms','==github.com/paliimx: Data Structures and Algorithms implementation in Go==','','2020',3,'Provides clear native Go implementations of foundational data structures and computer science algorithms. Excellent reference code for technical optimization tasks. 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It remains a historical reference for complex peer-to-peer registry orchestration patterns.','Go','Repository','Advanced',0,'online','manual','31ed194cf67cc22bc6aa3766dd5402720a8b2bb64dc4cb9718ffa19873242572',100.0,1779031393.4221,1,'2026-06-12T15:37:44Z',NULL,NULL,NULL,'["Container Management", "P2P Container Distribution", "Kraken"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:37:44Z", "gh_stars": 6699}'); +* Standardizes the deployment of system-hardening skills, helping developers turn fragile, ''vibe-coded'' prototypes into production-ready repositories.','en','repository','intermediate',0,'online','automatic','c6179cda302c3e7a12583395855ac27f81e7c23dedc3207770ee8853f86f4a23',NULL,1780352686,0,'2026-06-02T00:24:46.744644+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Claude Code Skills", "Automated Scraping"]','["EMERGING", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly regarded as a pragmatic, local automation skill constructed by Shawn Wang (swyx), which aligns with current open standards for agent-native developer workflows.", "social_preview_url": "https://opengraph.githubassets.com/b33e769912ec1bcca0d1ddcb8e3a464d3a90cb9fd5030c2fb10dc358e8a9bfdc/swyxio/skills", "source_provenance": "X.com (swyx)", "suggested_new_category": "agent-skills"}'); +INSERT INTO "resources" VALUES('https://github.com/syntasso/kratix','syntasso/kratix','','2026',3,'Kratix is a modular framework built to help platform engineering teams construct customized Internal Developer Platforms (IDPs). Using the concept of ''Promises'', it permits engineers to define declarative APIs that generate multi-step orchestration workflows across multiple infrastructure planes. Grounding showcases its fast-growing appeal for companies seeking to build bespoke self-service capabilities without locking into heavy commercial portals.','Go','Framework','Advanced',0,'online','manual','4f6fc89ef4767dd324889cc96f9f9b978e653b08a6e35cc5a98ea4a29b9dde86',100.0,1779030883,1,'2026-06-10T12:36:21Z',NULL,NULL,NULL,'["Platform Engineering", "Internal Developer Platforms", "Frameworks"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T12:36:21Z", "gh_stars": 753}'); +INSERT INTO "resources" VALUES('https://github.com/systemcraftsman/lab-tekton-pipelines','systemcraftsman/lab-tekton-pipelines: OpenShift Pipelines workshop','','2021',1,'A structured hands-on workshop focused on OpenShift Pipelines (Tekton). Teaches engineers how to write tasks, manage resources, and deploy production-level continuous integration workflows.','Yaml','Repository','Intermediate',0,'online','manual','7ffb7ddc84fcc8e7c5eb4384685b765f14cf951e772846a31fad784651aff823',100.0,1779032762,1,'2020-09-11T13:43:37Z',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-09-11T13:43:37Z", "gh_stars": 1}'); +INSERT INTO "resources" VALUES('https://github.com/taosdata/TDengine','TDengine','','2026',5,'An open-source time-series database optimized specifically for IoT and telemetry data storage. Utilizing a unique ''one table per data source'' structure, TDengine offers extremely fast writing speeds and high-efficiency query execution, challenging traditional solutions in 2026.','C','Repository','Advanced',0,'online','manual','549d54ac1f8b0fee5cb9f5675523be0e7c23b85078ffdcdb2e005aa3b31ee315',100.0,1779030862,1,'2026-06-12T12:30:52Z',NULL,NULL,NULL,'["Data Engineering", "Time Series Databases"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-06-12T12:30:52Z", "gh_stars": 24903}'); +INSERT INTO "resources" VALUES('https://github.com/target/pod-reaper','target/pod-reaper','','2018',2,'An automated reaper utility designed to sweep, terminate, and clean up pods based on custom-defined schedules and rule parameters. It ensures platform efficiency by pruning dead workloads or stale containers.','Go','Kubernetes Operator','Intermediate',0,'online','manual','710c1d725f3ae960da570d03d7cf72e4f144cdd07206f5cb897e86b092043a69',100.0,1779031541,1,'2026-06-01T14:31:25Z',NULL,NULL,NULL,'["Cluster Management", "Resource Lifecycle", "Pod Reaper"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T14:31:25Z", "gh_stars": 210}'); +INSERT INTO "resources" VALUES('https://github.com/taubyte/dream','dreamland','','2026',5,'A developer tool designed to spin up localized Taubyte nodes on a single laptop. 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By mapping relationships between Users, Groups, ServiceAccounts, Roles, and ClusterRoles, it assists security auditors in identifying privilege escalation paths. In 2026, it is highly valued for rapid security auditing.','Go','CLI Tool','Medium',0,'online','manual','150c057ef86abcfb4523d95c03df03bc427de822f68398807e1fc9b6def4de24',100.0,1779033947,1,'2021-01-04T12:59:14Z',NULL,NULL,NULL,'["Security", "RBAC", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-01-04T12:59:14Z", "gh_stars": 401}'); +INSERT INTO "resources" VALUES('https://github.com/teamcode-inc/kubeorbit','teamcode-inc/kubeorbit','','2026',2,'Kubeorbit is a specialized service routing tool focused on creating isolated testing channels within shared microservice topologies. By injecting dynamic headers into requests, it allows engineers to test unstable feature versions without duplicating entire clusters. Live engineering checks indicate the project has suffered low maintenance recently, making it a reference rather than a production candidate.','Go','Service Mesh Utility','Advanced',1,'online','manual','bdf3311904289520ce33142a90fc9b2d554fc34600ab788ef886b81cac40397a',100.0,1779030205,1,'2023-02-17T08:40:47Z',NULL,NULL,NULL,'["Networking", "Microservices Routing", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-17T08:40:47Z", "gh_stars": 454}'); +INSERT INTO "resources" VALUES('https://github.com/techiescamp/devops-projects','==techiescamp/devops-projects==:Real-World DevOps Projects For Learning','','2026',5,'A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. 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Mitigates distribution overhead by auto-generating changelogs and managing tags.','TypeScript','GitHub Action','Intermediate',0,'online','manual','950704da59b499a2579d6e7bcc2e4a2c50f07b6ac789932c8bbfd7de372097ab',100.0,1779032817,1,'2026-06-13T01:24:45Z',NULL,NULL,NULL,'["DevOps & CI/CD", "CI/CD Automation", "Terraform Release Management"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md", "docs/iac.md", "docs/kubernetes-tools.md"]','["cicd.md", "iac.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T01:24:45Z", "gh_stars": 223}'); +INSERT INTO "resources" VALUES('https://github.com/tektoncd','github.com/tektoncd','','2024',5,'Provides access to the central GitHub repository ecosystem of the Tekton project, housing core pipeline controllers, CLI tools (tkn), trigger mechanisms, and catalog components. Serves as the primary source for inspecting Tekton''s open-source Go implementations and resource definitions.','Go','Repository','Advanced',1,'online','manual','5c460d842a7936c0726c8865b93c5b0c7b1dadf3972c70a52c303a5bcd103a2e',100.0,1779031625,1,'2026-05-17T17:27:05.329661+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Platform"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/tektoncd/chains','tektoncd/chains','','2021',2,'A custom controller from the Tekton project that handles supply chain security by signing tasks and pipeline run artifacts. Integrated with Sigstore, it generates cryptographic proof and provenance data to secure continuous delivery pipelines.','Go','Kubernetes Controller','Advanced',0,'online','manual','2cdbd293843a82fe6216d9cab2c8fd41a58eb28fd1957dd1bbf04b90ca71c7b0',100.0,1779029590,1,'2026-06-12T09:36:31Z',NULL,NULL,NULL,'["CI/CD & Delivery", "Supply Chain Security", "Artifact Signing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:36:31Z", "gh_stars": 271}'); +INSERT INTO "resources" VALUES('https://github.com/tektoncd/community','Tekton community','','2024',4,'Features the repository hosting governance, contribution guidelines, design proposals (TEPs), and meeting schedules for the Tekton open-source ecosystem. Vital for understanding the community-driven roadmap, architecture reviews, and technical steering decisions shaping the future of Tekton CI/CD.','None','Repository','Intermediate',1,'online','manual','155e11a94e516cc34edab1e2e3071bbca822d651ead9ccb0cae7bb5f6181e6f3',100.0,1779032572,1,'2026-06-11T13:30:31Z',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Governance & Community"]','["[ENTERPRISE-STABLE]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T13:30:31Z", "gh_stars": 396}'); +INSERT INTO "resources" VALUES('https://github.com/tektoncd/pipeline','github: Tekton Pipelines','','2024',5,'A secondary reference to Tekton''s core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-stage workflows natively inside Kubernetes nodes without relying on heavy external build servers.','Go','Repository','Advanced',1,'online','manual','9228a9fc5e9b946dff4963314729e0fac644c1d4329be1f2beb33017fd8a27e4',100.0,1779030240,1,'2026-06-14T09:33:11Z',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Pipelines"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:33:11Z", "gh_stars": 8985}'); +INSERT INTO "resources" VALUES('https://github.com/telekom/das-schiff','telekom/das-schiff','','2023',3,'Das Schiff is Deutsche Telekom''s production-grade engine for bootstrapping and operating bare-metal, highly resilient Kubernetes clusters designed for telecom and network functions virtualization (NFV). Utilizing declarative GitOps principles, it enables robust infrastructure management at scale, complying with extreme security and low-latency network constraints.','Go','Platform','High',0,'online','manual','b2086cfe7f173a84cf74c31476d2757aec6a2b8ff511cc79355cd3c6cfcc5116',100.0,1779031107,1,'2025-09-04T15:01:23Z',NULL,NULL,NULL,'["Cluster Management", "Bare Metal", "Telecom Platforms"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-09-04T15:01:23Z", "gh_stars": 366}'); +INSERT INTO "resources" VALUES('https://github.com/teleskopeView/teleskope_k8s','Teleskope','','2023',5,'A visual workspace client offering simple layout views of running pods, services, and configuration objects. Designed to provide dynamic cluster analytics for local developers and platform engineers trying to understand live workloads.','TypeScript','Web Application','Intermediate',0,'online','manual','30fd093abbbc74f5ae7e6bfb1b238351bc34aa260195c2cd5dd708a01a758cdb',100.0,1779034450,1,'2022-10-12T06:42:24Z',NULL,NULL,NULL,'["Observability", "UI Dashboards", "Visual Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-10-12T06:42:24Z", "gh_stars": 24}'); +INSERT INTO "resources" VALUES('https://github.com/tellerops/helm-teller','tellerops/helm-teller','','2024',2,'A highly specialized security plugin that interfaces with vault and KMS solutions to fetch secret values dynamically during deployment runtime. It eliminates the risk of committing sensitive configuration details to public code repositories.','Go','CLI Plugin','Intermediate',0,'online','manual','667b488d327089249eb627b829390544306434528cddfe2362bc716f7a837b79',100.0,1779031825,1,'2022-11-14T17:37:27Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Secrets Management"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-11-14T17:37:27Z", "gh_stars": 69}'); +INSERT INTO "resources" VALUES('https://github.com/tenable/access-undenied-aws','ermetic/access-undenied-aws 🌟','','2026',5,'Access Undenied on AWS is a highly sophisticated CLI tool that parses AWS ''Access Denied'' errors and CloudTrail events, pointing specifically to the policy boundary or SCP causing the block. Live Grounding confirms its acquisition and active hosting under the Tenable GitHub organization. This remains a cornerstone tool for platform engineers troubleshooting complex IAM evaluation logic.','Python','Repository','Advanced',0,'online','manual','5cd4779809c3a5be1f92b632b94713ff45d077ac96b8fee49a0c9852a852ac2d',100.0,1779130494,1,'2026-04-13T18:19:16Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-13T18:19:16Z", "gh_stars": 272}'); +INSERT INTO "resources" VALUES('https://github.com/tensorchord/Awesome-LLMOps','github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps','','2023',3,'An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.','Markdown','Repository','Intermediate',0,'online','manual','1243fd67e4ccd3df802d78acca929307444150337f6181a0e5394cd6fcf2ad71',100.0,1779033617,1,'2026-05-21T09:12:50Z',NULL,NULL,NULL,'["Artificial Intelligence", "LLMOps & MLOps", "Curated Ecosystems"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md", "docs/other-awesome-lists.md"]','["ai.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-21T09:12:50Z", "gh_stars": 5843, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/tensorchord/envd','tensorchord/envd: Reproducible development environment for AI/ML 🌟','','2023',3,'An innovative local development environment generator for ML engineering. Envd translates Python declarations into isolated container definitions, ensuring high reproducibility for CUDA packages, pip dependency trees, and IDE plugins without writing complex Dockerfiles.','Go','Repository','Intermediate',0,'online','manual','770a6424a70e025fdbe5b649f3def28c5cfc8e66d2c960c676fb128629f4656c',100.0,1779033130,1,'2026-05-21T22:05:25Z',NULL,NULL,NULL,'["MLOps", "Development Environments", "Containerization"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-21T22:05:25Z", "gh_stars": 2209}'); +INSERT INTO "resources" VALUES('https://github.com/termkit/gama','Gama: Terminal UI for GitHub Actions','','2021',2,'Terminal UI built to monitor and coordinate GitHub Actions workloads from the CLI. Classified as legacy under MVQ parameters because the repository has been inactive since late 2021 and was superseded by official GitHub CLI `run` commands.','Go','Repository','Intermediate',0,'online','manual','abfa175c30347a2cca923cb7b2b2e6abf01d8bf16dd7b9c1cbf3301df80f76b9',100.0,1779033259,1,'2025-11-08T08:37:03Z',NULL,NULL,NULL,'["CI/CD Pipeline", "GitHub Actions", "Developer Tooling"]','["[LEGACY]"]','["docs/cicd.md", "docs/git.md", "docs/kubernetes-tools.md"]','["cicd.md", "git.md", "kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2025-11-08T08:37:03Z", "gh_stars": 480}'); +INSERT INTO "resources" VALUES('https://github.com/terraform-aws-modules','==github.com/terraform-aws-modules==','','2025',5,'The foundational registry ecosystem comprising highly standardized, battle-tested community AWS modules. Essential for orchestrating EKS, VPC, RDS, and standard IAM setups with enterprise-level security.','HCL','Repository','Intermediate',0,'online','manual','e7121402995f4a77600c9675a673757e5ebbe21198f581c401f2b997cee862b1',100.0,1779029641,1,'2026-05-17T16:54:01.074387+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS", "Terraform Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/terraform-aws-modules/terraform-aws-eks','github.com/terraform-aws-modules/terraform-aws-eks: AWS EKS Terraform module','','2026',5,'The industry-standard, community-maintained Terraform module for Amazon EKS. 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Live Grounding validates its status as an excellent tool for architectural decomposition, enabling teams to trace cyclic dependencies and plan clean decoupling pathways.','Python','CLI Tool','Intermediate',1,'online','manual','f0e1c9c5e6930614e1d9690248b4d0a2181ec6faed3d9c9d95bea6f8e6d6123d',100.0,1779031474,1,'2026-06-09T09:10:28Z',NULL,NULL,NULL,'["Software Engineering", "Python", "Static Analysis"]','["[ENTERPRISE-STABLE]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "BSD-2-Clause", "gh_pushed": "2026-06-09T09:10:28Z", "gh_stars": 2096}'); +INSERT INTO "resources" VALUES('https://github.com/theforeman/foreman-ansible-modules','Foreman Ansible Modules (FAM)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9296794cfa8620972a8787dbdd7142df7278240ec87a317107603f0026cfed3f',100.0,1779031962,1,'2026-05-17T17:32:42.829712+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"gh_license": "GPL-3.0"}'); +INSERT INTO "resources" VALUES('https://github.com/theketchio/ketch','theketchio/ketch 🌟','','2020',2,'An application-focused interface that delivers PaaS-like abstractions directly on top of raw Kubernetes API layers. Ketch handles networking, domain configurations, and ingress controls through unified application interfaces.','Go','Application Platform','Advanced',1,'online','manual','c1ebb74798226b8004b5a89a4e70d8693ace5a23b5e00efeae98c481a1da578b',100.0,1779029138,1,'2025-04-09T09:20:30Z',NULL,NULL,NULL,'["Application Platforms", "PaaS Frameworks", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-09T09:20:30Z", "gh_stars": 662, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/theonedev/onedev','onedev','','2026',5,'An all-in-one, highly scalable self-hosted Git service and CI/CD platform. Features visual pipeline construction, interactive code navigation, and issue-tracking, optimized to run as a single-node setup or distributed across Kubernetes environments.','Java','Platform','Medium',0,'online','manual','918d29ab158d62c79133ccb48e992dd6f52da6ec0575eb185247de09126938ce',100.0,1779033162,1,'2026-06-14T04:50:11Z',NULL,NULL,NULL,'["Software Delivery", "Self-Hosted Git", "Unified Platforms"]','["[DE FACTO STANDARD]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-14T04:50:11Z", "gh_stars": 15041}'); +INSERT INTO "resources" VALUES('https://github.com/thomast1906/DevOps-Journey-Using-Azure-DevOps/tree/main/labs',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ba8efa18735acf1f083245785759e886d1cfa9afb2c694e675abd65a8e4c30bd',100.0,1779030534,0,'2026-05-17T17:08:54.491209+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/thomast1906/DevOps-The-Hard-Way-Azure','thomast1906/DevOps-The-Hard-Way-Azure 🌟','','2022',5,'A hands-on, end-to-end sandbox guide mapping out ''The Hard Way'' of deploying infrastructure and applications on Azure. 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Simplifies schema manipulation by allowing developers to query and filter JSON structures directly with classic grep, awk, or sed commands.','Go','CLI Tool','Low',0,'online','manual','b6c2204a36ada475f9bfec943b71e1d65d527102b0aded6c91e8d013a6eb7590',100.0,1779031796,1,'2025-05-31T15:00:47Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-31T15:00:47Z", "gh_stars": 14456, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate','tomwechsler/HashiCorp_Certified_Terraform_Associate','','2023',1,'This laboratory and practice repository contains practical resources for preparing for the HashiCorp Certified: Terraform Associate syllabus. It provides direct exposure to essential state management commands and variable configuration setups through reproducible workspace examples.','HCL','Reference Implementation','Beginner',0,'online','manual','1bbbc75164c82f5a9a1e427c4b5eefcc847aa44e2b18c30924f9c5135acf6c37',100.0,1781736235,1,'2026-06-18T00:43:55.214005+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Terraform Associate"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/toniblyx/my-arsenal-of-aws-security-tools','github.com/toniblyx/my-arsenal-of-aws-security-tools','','2026',5,'An exceptional collection of open-source security tools, auditing frameworks, and penetration testing scripts specifically curated for AWS environments. It includes foundational systems for IAM scanning, network path analysis, and continuous compliance. This repository is widely recognized by security teams as a must-have resource for AWS vulnerability assessments.','N/A','Repository','Advanced',0,'online','manual','de94c9d57468f9afb9c3fb089284b8905d2ee86b39c0430f3400a19fc683f2e5',100.0,1779030852,1,'2026-04-17T13:45:09Z',NULL,NULL,NULL,'["Cloud Security", "AWS", "SecOps"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-17T13:45:09Z", "gh_stars": 9458, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/topics/gitops','==github.com/topics/gitops== 🌟','','2026',0,'A dynamically aggregated index of GitOps-related source code repositories and tooling hosted on GitHub. It connects engineers to reconciliation agents, helper plugins, and template engines. It serves as a great source for discovering emerging, community-driven deployment automation utilities.','Go','Open Source Index','Beginner',1,'online','manual','b95552aeb95693ca8c3d04ee9caa28db22be0f6fa352e918426db82393c4e594',100.0,1781736235,1,'2026-06-18T00:43:55.279940+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Source Code"]','["[EMERGING]"]','["docs/gitops.md"]','["gitops.md", "index.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/topics/yaml-processor','github.com/topics/yaml-processor','','2022',3,'A curated GitHub topic index tracking popular open-source YAML parsers, processors, and linters. It acts as a helpful starting point for developers looking for specialized CLI libraries, Python engines, and IDE validation tools.','N/A','documentation','beginner',0,'online','manual','e88e3f74875008020a7018e9f33194dff6953eb4fab4a4aba39ae094048c0d12',100.0,1781736180,1,'2026-06-18T00:43:00.919184+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "Tooling Catalog"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/topolvm/pvc-autoresizer','pvc-autoresizer','','2026',2,'Pvc-autoresizer dynamically expands PVC capacities before they hit threshold limits. By monitoring Prometheus volume metrics and modifying API descriptors on the fly, it prevents disk exhaustion failures automatically.','Go','Operator','Advanced',1,'online','manual','b4f20c7708f1c411842092ae28c91d4884bc40ff87237a989c2c5ea7a1e95021',100.0,1779031540,1,'2026-06-09T05:41:31Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Capacity Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T05:41:31Z", "gh_stars": 398}'); +INSERT INTO "resources" VALUES('https://github.com/towardsthecloud/cloudburn','Cloudburn: An Open-Source Policy Engine for AWS Spending','','2024',4,'Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits.','Go','GitHub Repository','Intermediate',0,'online','manual','be89f14b1199276bf0dadec18444513e5ce19deb23b8a3dc40b4b8b1f96e3b48',100.0,1779031231,1,'2026-04-09T11:47:52Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Policy Engines"]','["[ENTERPRISE-STABLE]"]','["docs/aws.md", "docs/devops.md", "docs/finops.md"]','["finops.md", "aws.md", "devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-09T11:47:52Z", "gh_stars": 1765}'); +INSERT INTO "resources" VALUES('https://github.com/trimstray/test-your-sysadmin-skills','==trimstray/test-your-sysadmin-skills==','','2018',4,'An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.','Shell','Repository','Intermediate',0,'online','manual','c40b7f77bf9281f6edfc80ff1582d0f7cd4841fef91e8a0443a2d83b13487fa7',100.0,1779032780,1,'2024-11-19T14:07:11Z',NULL,NULL,NULL,'["Infrastructure & Operations", "System Administration", "Interview Prep"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md", "docs/other-awesome-lists.md"]','["linux.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-11-19T14:07:11Z", "gh_stars": 11657, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/trimstray/the-book-of-secret-knowledge','The Book of Secret Knowledge 🌟','','2023',5,'A massive, high-density repository of DevOps command cheatsheets, diagnostic scripts, network testing algorithms, and configuration templates. Highly useful for site reliability engineers performing active cluster incident responses and systems troubleshooting under pressure.','Markdown','Cheat Sheet','Intermediate',0,'online','manual','7a9824a2bd59525ff7107cc1756f06d7d7a674f3ed9956973b87f31c0fa933f0',100.0,1779033592,1,'2024-11-19T14:00:38Z',NULL,NULL,NULL,'["Curation", "Cheat Sheets", "DevOps"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-11-19T14:00:38Z", "gh_stars": 228298, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/trisberg/spring-petclinic','ref 9 - I have a branch that adds Docker, Kubernetes and Knative into the mix - planning on submitting a PR at some point','','2021',0,'A specific fork''s branching model implementing Knative and serverless attributes onto the Spring Petclinic application. Showcases scale-to-zero configurations and event-driven architectures running on top of Kubernetes.','Java','Repository','Advanced',0,'online','manual','43baa4392328322cd370b17e6eb8505929c853e87c2ff3680d81a621a7d2bc91',100.0,1779032383,1,'2023-10-10T17:46:57Z',NULL,NULL,NULL,'["Serverless Architectures", "Knative", "Spring Boot"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-10T17:46:57Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/trstringer/kubectl-example','github.com/trstringer/kubectl-example','','2026',5,'A reference repository providing curated template patterns and concrete command-line configurations for common ''kubectl'' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.','Go','Repository','Beginner',0,'online','manual','30b813372ccbb846c5ce74fcaee25ca7092f9a613c83807f269030827f9d8735',100.0,1779034084,1,'2023-02-20T13:29:22Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-02-20T13:29:22Z", "gh_stars": 13}'); +INSERT INTO "resources" VALUES('https://github.com/tsenart/vegeta','tsenart/vegeta 🌟','','2025',5,'Vegeta is an incredibly fast, highly optimized command-line HTTP load-testing tool and library written in Go. From an architectural perspective, it excels at maintaining a constant request rate (RPS) to pinpoint precisely when and where services break down, generating highly customizable text or vector graphic reports.','Go','Tool','Intermediate',0,'online','manual','c6d5ec0010812fadfa733df494f24d2475847713da40cfb7e5a9afa09b0a25bb',100.0,1779031103,1,'2026-02-16T14:07:07Z',NULL,NULL,NULL,'["Testing", "Performance Testing", "Vegeta"]','["[DE FACTO STANDARD]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-16T14:07:07Z", "gh_stars": 25067}'); +INSERT INTO "resources" VALUES('https://github.com/tutorialworks/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','2020',0,'Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean.','Groovy','Code Repository','Advanced',0,'online','manual','35bfb0c2216ed6d04ca932e28b0f9c73bd0bd5058328ceceb51a42bef87ca6b9',100.0,1781735911,1,'2026-06-18T00:38:31.064587+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Shared Libraries"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/twintproject/twint','TWINT - Twitter Intelligence Tool','','2023',3,'Curator Insight highlights Twint as an advanced tool designed to extract social datasets without API authentication. Live Grounding confirms that due to aggressive structural mutations and API restrictions on Twitter/X, Twint is largely non-functional, serving as an indicator of the end of unauthenticated scrapers.','Python','Library / Tool','Advanced',0,'online','manual','68eb5a98642fab7142087dba546a0568cefe4f347326a555256723ab8c934c68',100.0,1779032224,1,'2023-02-23T13:58:09Z',NULL,NULL,NULL,'["Cybersecurity", "OSINT", "Social Media Mining"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-23T13:58:09Z", "gh_stars": 16383}'); +INSERT INTO "resources" VALUES('https://github.com/txn2/kubefwd','==txn2/kubefwd==','','2025',5,'Kubefwd is an advanced CLI tool that forwards bulk ports from multi-namespace Kubernetes services straight to a local workstation, mapping loopback IP addresses to local DNS names in /etc/hosts. This permits developers to run local integration workflows against actual remote cluster dependencies seamlessly, bypassing complex ingress or VPN settings.','Go','CLI Tool','Medium',0,'online','manual','37e2cd9b04ccf9b31f68d3cc050ac9f80111b44638b5d59238242957bb23ebfc',100.0,1779030976,1,'2026-06-09T22:50:36Z',NULL,NULL,NULL,'["Developer Experience", "Networking", "Port Forwarding"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T22:50:36Z", "gh_stars": 4119}'); +INSERT INTO "resources" VALUES('https://github.com/typescript-cheatsheets/react','React+TypeScript Cheatsheets','','2026',5,'The premier open-source guide for integrating React with TypeScript securely. Resolves complex enterprise type-safety challenges, targeting typed props, generic components, hook lifecycles, and advanced context configurations.','TypeScript','Documentation','Advanced',0,'online','manual','6ff545935398c8b9cb2c9265f6cfacd220e3164ec310c8348e2ff55c0cc9ecd4',100.0,1779032798,1,'2026-05-29T19:52:44Z',NULL,NULL,NULL,'["Frontend Development", "Frameworks", "React & TypeScript"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T19:52:44Z", "gh_stars": 47065}'); +INSERT INTO "resources" VALUES('https://github.com/ua-nick/Data-Structures-and-Algorithms','==github.com/paliimx: Data Structures and Algorithms implementation in Go==','','2020',3,'Provides clear native Go implementations of foundational data structures and computer science algorithms. Excellent reference code for technical optimization tasks. [SPANISH CONTENT]','es','Repository','Advanced',0,'online','manual','4a1b4883647be04f84cce064fd6a5cca5c3471e9a80e22717a97869481956907',100.0,1779130494,1,'2024-05-10T19:40:23Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]", "[LEGACY]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-10T19:40:23Z", "gh_stars": 2773}'); +INSERT INTO "resources" VALUES('https://github.com/ualter/awsbe-site','github.com/ualter: AwsBe','','2023',0,'AwsBe is a dedicated backend development mockup tool aimed at accelerating testing of AWS CLI and API-driven clients. It reduces dependency on direct AWS connections for dev feedback loops, enhancing local workspace efficiency. 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It remains a historical reference for complex peer-to-peer registry orchestration patterns.','Go','Repository','Advanced',0,'online','manual','31ed194cf67cc22bc6aa3766dd5402720a8b2bb64dc4cb9718ffa19873242572',100.0,1779031393,1,'2026-06-12T15:37:44Z',NULL,NULL,NULL,'["Container Management", "P2P Container Distribution", "Kraken"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:37:44Z", "gh_stars": 6699}'); INSERT INTO "resources" VALUES('https://github.com/unagex/kondense','kondense 🌟','','2023',5,'Kondense is an open-source, lightweight auto-tuning utility for Kubernetes. - Runs asynchronously to analyze workload consumption and dynamically update resource definitions. -- Aims to reduce idle node overhead with minimal configuration.','Go','Repository','Intermediate',0,'online','manual','9a33404e5719a240f24a1c99c34b6cd307d1589ef3c7a993be7b3a36d795ad87',100.0,1.77903139725362706e+09,1,'2024-11-05T04:02:08Z',NULL,NULL,NULL,'["Resource Management", "Automation & Tools", "Rightsizing Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2024-11-05T04:02:08Z", "gh_stars": 368}'); -INSERT INTO "resources" VALUES('https://github.com/unitypark/aws-serverless-demos','github.com/unitypark/aws-serverless-demos','','2020',0,'A playground containing several serverless infrastructure designs compiled via AWS CDK. Serves as reference implementations for combining DynamoDB, API Gateway, and Lambda.','TypeScript','Repository','Intermediate',0,'online','manual','dd7ebe29eac8c72b61a5fda9a104202c5896c457feb4527780544ba90f5d59de',100.0,1.78173592112867498e+09,1,'2026-06-18T00:38:41.128675+02:00',NULL,NULL,NULL,'["Serverless Architectures", "AWS Serverless", "Cloud-Native Demo"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/unitypark/aws-serverless-demos/tree/main/serverless-web-hosting/cloudfront-http-api-cognito','github.com/unitypark: AWS Serverless Demos - cloudfront-http-api-cognito','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','dedb9c69693ec93c671fc05ffea3bc0409b3ded53882a490efca7d6e1130c36d',100.0,1.77903033572251605e+09,1,'2026-05-17T17:05:35.722516+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/unixorn/awesome-zsh-plugins','unixorn/awesome-zsh-plugins','','2026',4,'An extensive index of Zsh themes, performance plugins, and CLI integrations designed to improve operational throughput. Streamlines developer environment workflows, integrating native shell helpers for Kubernetes, Git, and Docker operations.','Markdown','Awesome List','Beginner',0,'online','manual','5bc3f053f69bd75111b467e5643d3410f0a2e5d681cbbb00eeb91dd91b5e9eef',100.0,1.7790295077872889e+09,1,'2026-06-13T16:12:57Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Developer Productivity", "Shell Ecosystems"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T16:12:57Z", "gh_stars": 17762, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/unxsist/jet-pilot','github.com/unxsist/jet-pilot','','2024',3,'An open-source desktop client designed for rapid cluster inspection and diagnosis. Features specialized diagnostic tools to track real-time pod failures, trace internal network routes, and analyze real-time container event logs.','TypeScript','Repository','Intermediate',0,'online','manual','4043a8a110577ec40f5e5e13440e3a8f6966f1986e0c8005ae3ba3190df6dad8',100.0,1.7790335796600449e+09,1,'2026-03-09T18:34:55Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-09T18:34:55Z", "gh_stars": 624}'); -INSERT INTO "resources" VALUES('https://github.com/up9inc/mizu','==up9inc/mizu==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6',100.0,1.7790305749244349e+09,0,'2026-05-17T17:09:34.924435+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubeshark/kubeshark"}'); -INSERT INTO "resources" VALUES('https://github.com/upbound/platform-ref-multi-k8s','upbound/platform-ref-multi-k8s: Upbound''s reference platform for multi-cloud'' Kubernetes with Crossplane','','2023',1,'A blueprint repository illustrating standard compositions and platform-ref layouts for deploying multi-cloud Kubernetes clusters using Crossplane. Provides direct, working configurations for credential partitioning, identity federation, and modular configuration hierarchies that conform to the Upbound control plane architecture.','YAML','Code Repository','Advanced',0,'online','manual','d9ec688cbd0cfad5ca5cba779b3a6e382e5b86f567e5a1ac91d49eaf29f0122b',100.0,1779032182.43422,1,'2026-02-09T19:39:18Z',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "Reference Architectures"]','["[COMMUNITY-TOOL]"]','["docs/crossplane.md"]','["crossplane.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-09T19:39:18Z", "gh_stars": 66}'); -INSERT INTO "resources" VALUES('https://github.com/updatecli/updatecli','github.com/updatecli/updatecli','','2021',5,'Updatecli is a declarative dependency management engine designed to automate updates across infrastructure manifests and Dockerfiles. It uses configuration files to track external sources (like GitHub releases) and apply updates to Git targets. It reduces manual maintenance chores in GitOps repositories.','Go','CLI Tool / Agent','Intermediate',0,'online','manual','a0ddaa815b7eb5748af02f8a3b557813abe23e8df6b176936284569da780320d',100.0,1779029148.0778,1,'2026-06-13T12:48:15Z',NULL,NULL,NULL,'["GitOps & Delivery", "Dependency Management", "Automated Workflows"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:48:15Z", "gh_stars": 930}'); -INSERT INTO "resources" VALUES('https://github.com/upgundecha/howtheysre','How they SRE','','2026',3,'An invaluable reference listing real-world operational workflows from major software companies. Provides technical insights into telemetry design, high-concurrency database setups, cluster failovers, and on-call team topologies.','Markdown','Reference Guide','Advanced',0,'online','manual','6b98956605a909afb281d43770967a5be99c3ad0f098b1b5b98599b6f50ba798',100.0,1.77903282021213293e+09,1,'2025-11-17T18:57:19Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "Case Studies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-11-17T18:57:19Z", "gh_stars": 9731, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/upmc-enterprises/registry-creds','upmc-enterprises/registry-creds: Registry Credentials ⭐','','2024',1,'Registry Credentials is a Kubernetes controller designed to propagate private container registry secrets across multiple namespaces dynamically. It automates credential synchronization for AWS ECR, GCP GCR, and custom Docker registries, resolving pull secret distribution friction.','Go','Controller','Intermediate',1,'online','manual','8ba4416b0bc3d48227f381a062644c3aa306db2f4817dc18dc0d612c2e391543',100.0,1.77903295049275803e+09,1,'2023-07-31T12:30:03Z',NULL,NULL,NULL,'["Security", "Secret Management", "Image Registry"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-07-31T12:30:03Z", "gh_stars": 348}'); -INSERT INTO "resources" VALUES('https://github.com/utilitywarehouse/kube-applier','utilitywarehouse/kube-applier','','2016',1,'A declarative GitOps loop utility that periodically reads configurations from a Git host and applies them directly. Kube-applier serves as a lightweight, historical predecessor to larger systems like ArgoCD.','Go','GitOps Controller','Intermediate',0,'online','manual','ce9dbbb85e131a172a2e3272861cceac1462b0c6081daad29da53a3b4edf25c6',100.0,1.77903122685167598e+09,1,'2026-05-19T11:40:18Z',NULL,NULL,NULL,'["GitOps & Configuration", "Continuous Deployment", "Declarative GitOps"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T11:40:18Z", "gh_stars": 28}'); -INSERT INTO "resources" VALUES('https://github.com/utterance/utterances',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8c4d9e9280c3dca2018dd510df103e0bbfdddc5cb9fdf23ac92ad30282bc9282',100.0,1.77903301997141599e+09,0,'2026-05-17T17:50:19.971416+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/vbouchaud/k8s-ldap-auth','vbouchaud/k8s-ldap-auth','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','277c5ddfa6aff857e9279d3f6abfda4c5c77aa768b96739fe9b713184524c666',100.0,1.77903245771353697e+09,0,'2026-05-17T17:40:57.713537+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/HopopOps/k8s-ldap-auth"}'); -INSERT INTO "resources" VALUES('https://github.com/vchinnipilli/kubestriker','kubestriker 🌟','','2024',5,'A dedicated pentesting tool designed to audit, explore, and report vulnerabilities inside Kubernetes environments. It probes misconfigured webhooks, open API endpoints, and insecure ports to locate potential compromise vectors. Essential for red-teaming exercises.','Python','Tool','Medium',0,'online','manual','e55f13d800b10c97bf50c73f1e1989ac7c70e2ab10ca65f36419769c0286115e',100.0,1.779030052612226e+09,1,'2024-04-06T11:34:17Z',NULL,NULL,NULL,'["Networking & Security", "Vulnerability Scanning", "Pentesting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-06T11:34:17Z", "gh_stars": 1003}'); -INSERT INTO "resources" VALUES('https://github.com/veggiemonk/awesome-docker','Awesome Docker 🌟','','2025',5,'The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.','N/A','repository','Beginner',0,'online','manual','7f56cb78ef8ebf36cc286fffaa4fc12b4e68609342e0f810ea05e3cf3551bfa5',100.0,1779030658.78896,1,'2026-06-14T09:44:52Z',NULL,NULL,NULL,'["Containers", "Curation", "Reference Frameworks"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:44:52Z", "gh_stars": 36214, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/velero-io/velero','github.com/vmware-tanzu/velero','','2026',5,'Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.','Go','Tool','Intermediate',1,'online','manual','d5ae04bd0672ae5a9bad5255c2d129a796af52aff3371e337b1ba7dced637c05',100.0,1.779130494969383e+09,1,'2026-06-12T02:14:04Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-backup-migrations.md", "docs/ocp4.md"]','["kubernetes-backup-migrations.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T02:14:04Z", "gh_stars": 10062}'); -INSERT INTO "resources" VALUES('https://github.com/venkateshk111/terraform-beginners-guide','==github.com/venkateshk111/terraform-beginners-guide== 🌟','','2021',2,'A structured, accessible community repository offering clear code snippets, common commands, and hands-on scenarios designed to accelerate early learning curves for DevOps engineers adopting HashiCorp Terraform.','HCL','Repository','Beginner',0,'online','manual','d0b84dd3a19688a5a5ababf4fb8c9affb4f1a2c41cdf1df2617899ffb893a80f',100.0,1.77903458047580409e+09,1,'2026-01-09T05:33:03Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Beginner Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-09T05:33:03Z", "gh_stars": 107}'); -INSERT INTO "resources" VALUES('https://github.com/vetyy/helm-ecr','helm-ecr 🌟','','2018',1,'A legacy helper tool designed to authenticate Helm and local installations with AWS Elastic Container Registry (ECR). Native Helm 3 OCI capabilities and integrated AWS IRSA have made direct external credential management tools obsolete.','Shell','Helper Script','Simple',0,'online','manual','3e7e7221a056185382cb7644fcca5c1c3dac522b15458a0fa17a4fb5ea5d7a3f',100.0,1.77903377093366503e+09,1,'2023-03-07T03:45:27Z',NULL,NULL,NULL,'["Security & Identity", "Authentication & Authorization", "Image Registry Creds"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-07T03:45:27Z", "gh_stars": 24}'); -INSERT INTO "resources" VALUES('https://github.com/viaduct-ai/kustomize-sops','viaduct-ai/kustomize-sops','','2021',3,'An open-source generator and transformer plugin that natively integrates Mozilla SOPS into Kustomize workflows. It resolves the problem of committing sensitive plaintext files by decrypting configuration values on-the-fly inside deployment cycles.','Go','Kustomize Plugin','Intermediate',0,'online','manual','91e309cf0c5aa3e3cceceab84e46c7816495a889b9c7967a3278613a9ee9abd4',100.0,1.7790331302300651e+09,1,'2026-04-14T03:42:39Z',NULL,NULL,NULL,'["GitOps & Configuration", "Secret Management", "Kustomize Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-14T03:42:39Z", "gh_stars": 836}'); -INSERT INTO "resources" VALUES('https://github.com/viatsko/awesome-vscode','Awesome Visual Studio Code','','2026',5,'A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams.','N/A','Repository','Beginner',0,'online','manual','f51abc78c6867afc4cbfb7557e5e61c4193f50577da46bb7199dca850c6b8046',100.0,1.77903413202194499e+09,1,'2024-06-21T09:46:41Z',NULL,NULL,NULL,'["Developer Tools", "IDE", "VS Code"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/visual-studio.md"]','["architectural-foundations.md", "other-awesome-lists.md", "visual-studio.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2024-06-21T09:46:41Z", "gh_stars": 28747, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/vidispine/hull','HULL','','2025',2,'The Helm Utility Library Layer (HULL) is an innovative templating library designed to drastically reduce boilerplate code. It allows platform engineers to define Kubernetes resources declaratively within JSON/YAML schemas, minimizing redundant YAML scripting.','Go','Library','Advanced',0,'online','manual','f474f3988468199e315107485e8d22fd4000db98ce3340c72d85333ff26f8e6b',100.0,1.77903456473534488e+09,1,'2026-05-13T16:51:01Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Templates"]','["[COMMUNITY-TOOL]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-13T16:51:01Z", "gh_stars": 288}'); -INSERT INTO "resources" VALUES('https://github.com/vijaykedar/jenkins-setup-using-terraform','github.com/vijaykedar/jenkins-setup-using-terraform','','2023',0,'Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.','HCL','Code Repository','Intermediate',0,'online','manual','9fd7a26562b9e0568889384497f9e3febd67a847d785cbdf92854431bb12cc76',100.0,1.78173623225469207e+09,1,'2026-06-18T00:43:52.254692+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Jenkins"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/vimwiki/vimwiki','VimWiki','','2024',5,'An incredibly powerful, native Vim plugin that transforms Vim into a personal wiki engine. It manages plain-text files, automates list formatting, links diary entries, and exports to HTML dynamically. Double-Evidence: The repository establishes local, high-speed terminal note-taking; live grounding shows it is a legendary choice for terminal-based power users who value zero-latency knowledge capture.','VimL','Repository','Intermediate',0,'online','manual','d72fe3560fe8d53a6e3e58b66d8396abb4ab908366e7f371a3d0a7ab3acd86d2',100.0,1.77902906370603394e+09,1,'2026-04-30T18:15:10Z',NULL,NULL,NULL,'["Productivity", "Text Editors", "Vim Plugins"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-30T18:15:10Z", "gh_stars": 9468}'); -INSERT INTO "resources" VALUES('https://github.com/vincentserpoul/kubench','kubench','','2020',0,'Orchestration framework for benchmark testing execution on Kubernetes. Measures cluster CPU, memory, and network performance, though currently dormant.','Go','Tool','Advanced',0,'online','manual','82bc92760401c2cf7d1910cbb4473bd6d418ba3ddcf258d439835a3463625de2',100.0,1779029121.40198,1,'2021-10-12T21:39:22Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Benchmarking"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-10-12T21:39:22Z", "gh_stars": 0}'); -INSERT INTO "resources" VALUES('https://github.com/vinta/awesome-python','Awesome Python 🌟','','2014',5,'The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.','Markdown','Awesome List','Intermediate',0,'online','manual','aa7ca6e855edb7ada6cb90248be05e7572fde01f05c100afbcbbea728c480af8',100.0,1.77903052955628395e+09,1,'2026-06-12T04:11:12Z',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Resource Curation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/python.md"]','["python.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T04:11:12Z", "gh_stars": 302828, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/viralpoetry/kubesurveyor','Kubesurveyor 🌟','','2021',0,'A tool designed to scan and map namespaces, workloads, and running pods in a Kubernetes cluster, providing an overview of configuration layouts and potential drift. By 2026, this unmaintained project has been archived, with its core inventory and mapping functions fully replaced by native Prometheus/Grafana or modern platform engineering portal features.','Go','CLI Tool','Low',0,'online','manual','228c7ac748e747f91e740e3252504ca50af675968c35204b11fefa0015e0d1de',100.0,1.78173604674256896e+09,1,'2026-06-18T00:40:46.742569+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Resource Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/visenger/awesome-mlops','visenger/awesome-mlops: Awesome MLOps','','2026',0,'A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.','N/A','Repository','Advanced',1,'online','manual','74e8d0bc6f88778e87c6e2231b41a1e4504cba02393fa9be2d2502da4f7c6644',100.0,1.78173612328270411e+09,1,'2026-06-18T00:42:03.282704+02:00',NULL,NULL,NULL,'["AI & Machine Learning", "MLOps", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/vitobotta/velero-notifications','vitobotta/velero-notifications','','2024',5,'A specialized alerting utility designed to track and publish execution metrics of Velero backups. It monitors backup Custom Resources within the cluster to push real-time success, failure, or warning logs straight to ChatOps integrations including Slack, Discord, and arbitrary HTTP webhooks.','Go','Repository','Intermediate',0,'online','manual','7b97042cdcb35fc0de9a6ce154eecbed5f4ec0b921a618e69260f00985167271',100.0,1779032587.42561,1,'2023-12-28T14:37:29Z',NULL,NULL,NULL,'["Operations & Reliability", "Data Protection & Backup", "Observability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-12-28T14:37:29Z", "gh_stars": 36}'); -INSERT INTO "resources" VALUES('https://github.com/vivekagate/yakiapp','nirops/yakiapp','','2022',2,'An early community-built visual client for Kubernetes. *Live Grounding*: This project is no longer actively maintained and has been archived, but it offers interesting historical design schemas for lightweight cluster inspectors.','JavaScript','Repository','Intermediate',0,'online','manual','175e549b01241094b70c17e5aff56537776273e0ce13feec7fbe035d4095ecb8',100.0,1.77913049501963591e+09,1,'2022-09-03T16:26:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[LEGACY]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-03T16:26:36Z", "gh_stars": 102}'); -INSERT INTO "resources" VALUES('https://github.com/viveksinghggits/kuui','KuUI (Kubernetes UI)','','2021',5,'An experimental visual management utility designed to make resource visualization intuitive. Aims to help junior developers navigate local clusters by listing deployments, services, and running pod instances clearly.','Go','Web Application','Beginner',0,'online','manual','6788c7bb55f35cf572d0841ab584dac6f461ce624cb61b36426e8c941337652a',100.0,1.77903092832509493e+09,1,'2023-02-06T23:50:25Z',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Local Development"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-06T23:50:25Z", "gh_stars": 18}'); -INSERT INTO "resources" VALUES('https://github.com/vladimirvivien/ktop','vladimirvivien/ktop','','2026',3,'Ktop is an interactive command-line tool modeled directly after classic system monitoring commands like ''top'' and ''htop'', tailored for Kubernetes environments. It queries cluster APIs to provide dynamic views of node memory utilization, pod health, and resource request ratios. It serves as a fast, accessible option for developers who need quick cluster diagnostics without deploying Prometheus.','Go','CLI Tool','Beginner',0,'online','manual','a16c596f0b8d1c73a1f8e27a7f11b226c5637771f32b0bceb412119b3ede29f0',100.0,1.77903061118347811e+09,1,'2026-05-16T15:49:51Z',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Resource Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T15:49:51Z", "gh_stars": 1093}'); -INSERT INTO "resources" VALUES('https://github.com/vllm-project/vllm','vLLM on Kubernetes','','2025',5,'Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integration with Kubernetes HPA (Horizontal Pod Autoscaler) and native Prometheus performance scraping.','Python','Software','Expert',1,'online','manual','abfd3d7ffbe9328f492535dfc208fdb36fe7c845798cd6700fc6c8e4b47e466d',100.0,1.77903180239260888e+09,1,'2026-06-14T08:44:57Z',NULL,NULL,NULL,'["AI Infrastructure", "LLM Serving", "vLLM"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:44:57Z", "gh_stars": 82816}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/buildkit-cli-for-kubectl','vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)','','2021',5,'A kubectl plugin designed to execute container builds directly on remote BuildKit instances inside clusters. Live grounding confirms the project has been archived under VMware, steering teams to direct BuildKit operators or Kaniko.','Go','CLI Tool','Advanced',0,'online','manual','35c19c8e640735ba6ff2a7908a40fbbd61533c1daa91b034f8fb9f440ff0964e',100.0,1.77913049494046902e+09,1,'2023-09-28T03:00:47Z',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "Container Builds"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubectl-commands.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-09-28T03:00:47Z", "gh_stars": 505}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/ktx','ktx 🌟','','2020',1,'A context-switching helper for Kubernetes clusters, similar to kubectx. Note: This project is archived by VMware, rendering it legacy; users should migrate to active alternatives like kubectx or native kubectl context switching.','Go','CLI Tool','Low',0,'online','manual','d31edd7b5a04464fb8efb9a77ce0abee5fa9685551cd504140c11d4a73864f1f',100.0,1.77913049494641494e+09,1,'2021-09-28T00:05:59Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Context Switching"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-09-28T00:05:59Z", "gh_stars": 140}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kube-fluentd-operator','kube-fluentd-operator 🌟','','2024',2,'A now-archived operator designed to dynamically construct namespace-specific Fluentd logging pipelines in Kubernetes. Modern platform engineering architectures have largely transitioned to standardized OpenTelemetry or Fluent Bit routing setups.','Go','Repository','Advanced',0,'online','manual','228db722cc7cfe844a1e96caae6ee58f8b37ee09f6807b470ec7eb8f345199b4',100.0,1.779130495011276e+09,1,'2025-12-18T19:17:59Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Observability"]','["[LEGACY]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-18T19:17:59Z", "gh_stars": 321}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubecfg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f2d2fc37ea444a3c4110a4b9bc0e83230545947f7e964f819106edb6e720833a',100.0,1.77913049492991495e+09,1,'2026-05-18T20:54:54.929915+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubewatch','bitnami-labs/kubewatch','','2016',3,'A popular event-driven Kubernetes watcher that monitors cluster resources and broadcasts real-time changes directly to webhooks and team workspaces like Slack. Note: The project has been archived by VMware; users are urged to migrate to active tools like Botkube.','Go','Event Watcher','Medium',1,'online','manual','7e55730487f021d5ef54e438e2225afd74a4a845ba1e29b7954221e7cd54078e',100.0,1.7791304949399991e+09,1,'2022-09-17T08:58:53Z',NULL,NULL,NULL,'["Observability", "Event Management", "Notifications"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-17T08:58:53Z", "gh_stars": 2426}'); -INSERT INTO "resources" VALUES('https://github.com/vmware-archive/octant','vmware-tanzu/octant','','2023',5,'Octant was an open-source, extensible developer dashboard designed to visualize local and remote Kubernetes cluster states, resource dependencies, and logs. 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It runs FIO operations inside containers to analyze read/write IOPS and latency behaviors across storage classes.','Go','Benchmarking Suite','High',0,'online','manual','d7291e919a819ac3438a5c3a6f32d74d5df2efd07e1f3b24c4e3e0627d6b461f',100.0,1.77913049502643799e+09,1,'2026-03-12T03:44:16Z',NULL,NULL,NULL,'["Performance & Testing", "Benchmarking", "Storage Performance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-12T03:44:16Z", "gh_stars": 408}'); -INSERT INTO "resources" VALUES('https://github.com/vmware/kube-fluentd-operator','kube-fluentd-operator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b35a102eb9d881d4f01ac6369fc4a528130abeffc552c314da5ad6291892f32d',100.0,1.77903164590438604e+09,0,'2026-05-17T17:27:25.904386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kube-fluentd-operator"}'); -INSERT INTO "resources" VALUES('https://github.com/vmware/octant','VMware octant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921',100.0,1.77903185072963905e+09,0,'2026-05-17T17:30:50.729639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-tanzu/octant"}'); -INSERT INTO "resources" VALUES('https://github.com/vmware/pinniped',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','febd0a05d74d6b53d2e642fb8c17c27d61ab5b483f60a66c877f544d89c10bbe',100.0,1.77913049494898891e+09,1,'2026-05-18T20:54:54.948989+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); -INSERT INTO "resources" VALUES('https://github.com/volatiletech/sqlboiler','volatiletech/sqlboiler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','87c8942edba2b92c75468c2d02bb3394489c1e9782a58312d3a19cdc51b50f3a',100.0,1.77903258931870198e+09,0,'2026-05-17T17:43:09.318702+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://github.com/aarondl/sqlboiler"}'); -INSERT INTO "resources" VALUES('https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools','Azure/vscode-kubernetes-tools 🌟','','2017',5,'Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operations.','TypeScript','Extension','Intermediate',0,'online','manual','648ef2b897f1fd389d81aa2bbb2513f28cc3326b3ed407bd0a9b8ac7cb47956e',100.0,1.7791304950195651e+09,1,'2026-06-13T01:13:50Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:13:50Z", "gh_stars": 762}'); -INSERT INTO "resources" VALUES('https://github.com/wagoodman/dive','dive 🌟','','2026',5,'Dive is an indispensable terminal-based tool designed to inspect Docker images, analyze layer contents, and discover ways to shrink image size. 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Developed to map and check system-level execution, it helps identify container runtime escape attempts.','Go','Security Utility','Advanced',0,'online','manual','f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef',100.0,1.77903157667258906e+09,1,'2022-08-24T04:45:13Z',NULL,NULL,NULL,'["Security & Compliance", "Runtime Security", "System Calls"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-24T04:45:13Z", "gh_stars": 19}'); -INSERT INTO "resources" VALUES('https://github.com/wangjia184/pod-inspector','wangjia184/pod-inspector','','2020',0,'A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.','Go','Diagnostic Tool','Intermediate',0,'online','manual','8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878',100.0,1.78173604686048293e+09,1,'2026-06-18T00:40:46.860483+02:00',NULL,NULL,NULL,'["Observability & Performance", "Pod Diagnostics", "Inspection Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/wardviaene','github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟','','2025',0,'A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. 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Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker''s pipeline GUI. It remains a reliable hands-on learning lab.','Shell','Repository','Advanced',0,'online','manual','00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3',100.0,1.78173591078501701e+09,1,'2026-06-18T00:38:30.785017+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/wardviaene/jenkins-course','wardviaene/jenkins-course','','2020',0,'A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. 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(Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).','YAML/Go','Code Repository','Intermediate',1,'online','manual','155e7375547c1616e34a4f6c86e5469a201d48f1daed273856ae084cf677328d',100.0,1.77903058786234688e+09,1,'2023-03-17T15:48:10Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Courses"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-17T15:48:10Z", "gh_stars": 1732}'); -INSERT INTO "resources" VALUES('https://github.com/we-dcode/kubetunnel','github.com/we-dcode/kubetunnel','','2026',2,'Kubetunnel is an elegant CLI utility that establishes secure bi-directional tunnels, connecting local developer machines with active remote namespaces. 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By treating lifecycle events as spans, it enables operators to visualize cluster events inside APM tracing backends like Jaeger or Zipkin. With Weaveworks'' exit from active development, the project remains an archived but highly influential conceptual reference in 2026.','Go','Event Translator','High',1,'online','manual','e3d1e2e3c362d84d8e03336b387691b0561644dd4882705a8f2aa7b05cf23392',100.0,1779030739.75657,1,'2023-06-24T11:56:27Z',NULL,NULL,NULL,'["Operations", "Observability", "Distributed Tracing"]','["[EMERGING]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-24T11:56:27Z", "gh_stars": 807}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/awesome-gitops','Awesome-GitOps','','2026',3,'The canonical index of GitOps tools, configuration structures, and continuous deployment runtimes originally compiled by Weaveworks. While Weaveworks itself shifted, this directory remains structurally fundamental for ArgoCD and Flux setups.','Markdown','Awesome List','Advanced',1,'online','manual','14e7315e6fe04f90d20b18a9d4fb9c9996736db192364f9fa3554bb6e86c62d7',100.0,1.77903126676593899e+09,1,'2025-12-10T07:29:20Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Continuous Delivery Operators"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-10T07:29:20Z", "gh_stars": 1696, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/cluster-api-provider-existinginfra','weaveworks/cluster-api-provider-existinginfra','','2023',5,'Formerly known as CAPE, this Cluster API provider enabled declarative cluster bootstrap over pre-existing SSH-accessible infrastructure (bare-metal or legacy virtual machines). Following the shutdown of Weaveworks in 2024, the project was officially archived, yet it continues to serve as an engineering reference for building custom SSH-driven infrastructure control loops.','Go','Tool','Advanced',0,'online','manual','2f84416867b5e9b16beac4486022391f29edb9661db5636b2f733ccd76cbbc55',100.0,1.77903279362642908e+09,1,'2022-09-23T16:07:25Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Cluster API Providers"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-23T16:07:25Z", "gh_stars": 45}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/eksctl','ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','95e763d5c392dfca92162a2287805a43b0a40517f9818c4cb07ddef48cb2b47b',100.0,1.77903238379457902e+09,0,'2026-05-17T17:39:43.794579+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md", "docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/kubediff','kubediff 🌟','','2019',4,'A pioneering utility from Weaveworks that compared declarative Kubernetes manifests on disk with live cluster state to highlight drift. Historically important as a foundational GitOps tool, now superseded by automated reconciliation loops.','Python','CLI Tool','Intermediate',0,'online','manual','adc1dca09a4aba6f33c26682b72ea20b995e5c267076ea7569d6d463c1d0589c',100.0,1.77903370492469191e+09,1,'2023-10-24T15:14:24Z',NULL,NULL,NULL,'["Operations & UX", "GitOps Verification", "State Difference"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-24T15:14:24Z", "gh_stars": 1181}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/kured','weaveworks: kured - Kubernetes Reboot Daemon 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1.77903280075564098e+09,0,'2026-05-17T17:46:40.755641+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubereboot/kured"}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/tf-controller','weaveworks/tf-controller: Weave GitOps Terraform Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1.77903229030671191e+09,0,'2026-05-17T17:38:10.306712+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/flux-iac/tofu-controller"}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/weave','github: Weave Net - Weaving Containers into Applications','','2024',5,'Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.','Go','Tool','Advanced',0,'online','manual','1f69911f39474f4490279732d9001d534358fb2dcce5a45d4763660c952008df',100.0,1.77903258749661588e+09,1,'2024-08-09T08:45:55Z',NULL,NULL,NULL,'["Networking", "CNI Plugins", "Overlay Networks"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-09T08:45:55Z", "gh_stars": 6612}'); -INSERT INTO "resources" VALUES('https://github.com/weaveworks/wksctl','Weave Kubernetes System Control - wksctl','','2026',5,'Weaveworks'' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks'' operational shutdown, this tool has been archived and is considered historical legacy.','Go','Repository','Advanced',0,'online','manual','d25ae3245b5037cb51e5ff35f8e9c8da2923268e8149a3dc7af46358dfe60703',100.0,1.77903086543585109e+09,1,'2023-03-31T12:32:52Z',NULL,NULL,NULL,'["Provisioning", "GitOps", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "gitops.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-31T12:32:52Z", "gh_stars": 389}'); -INSERT INTO "resources" VALUES('https://github.com/webmeshproj/webmesh-vdi','kVDI','','2023',3,'Duplicated reference of the peer-to-peer cloud-native VDI platform. It enables scalable running of interactive virtual desktops inside standard Kubernetes pods via automated remote-protocol streaming.','Go','VDI Platform','High',1,'online','manual','b33746153e732c810999240e093ebfdbe7489d0348fc6fde2fbc78d253880650',100.0,1.77913049496716499e+09,1,'2023-10-20T18:30:30Z',NULL,NULL,NULL,'["Infrastructure", "Virtual Desktop Infrastructure", "Edge Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-10-20T18:30:30Z", "gh_stars": 459}'); -INSERT INTO "resources" VALUES('https://github.com/welldone-cloud/aws-list-resources','github.com/welldone-cloud/aws-list-resources','','2025',5,'A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean, actionable reports. Extremely useful for platform engineers cleaning up stale testing environments and auditing cloud billing leakages.','Python','Repository','Intermediate',0,'online','manual','6eaff4e9e8e0115065c334f50c585f49ef824d7c1dcf9d4b823f397cd8ec28d8',100.0,1.77903390680349302e+09,1,'2025-12-21T19:45:27Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Resource Querying"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-12-21T19:45:27Z", "gh_stars": 184}'); -INSERT INTO "resources" VALUES('https://github.com/werf/kubedog','werf/kubedog','','2026',3,'Kubedog is an open-source Go library designed to track and stream real-time logs and events from Kubernetes resources during active rollouts. By operating directly inside pipelines, it allows tools like Werf to react immediately to failing Pods or failing startup probes. Real-world validation highlights its utility for building customized deployment dashboards and intelligent pipeline gates.','Go','Library','Intermediate',0,'online','manual','4d23eeed18c53fb55c029d3b4be0be9f75dd5283873de96af2fc3fd999b7e6f7',100.0,1.77902970503163599e+09,1,'2026-05-26T15:26:53Z',NULL,NULL,NULL,'["Observability", "Deployment Monitoring", "Libraries"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T15:26:53Z", "gh_stars": 745}'); -INSERT INTO "resources" VALUES('https://github.com/werf/nelm','Nelm: A Helm Alternative for Kubernetes Deployments','','2026',4,'A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm''s native state validation limitations by offering deep, real-time resource validation and status monitoring.','Go','CLI Tool','Advanced',0,'online','manual','cac2c808282f7ec7c8cfe05e75cbab1f2dd41cc01763c93e962c302aa642032f',100.0,1.77903032351133799e+09,1,'2026-06-11T11:21:07Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Alternative Deployment Engines"]','["[ENTERPRISE-STABLE]"]','["docs/gitops.md", "docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-11T11:21:07Z", "gh_stars": 1083}'); -INSERT INTO "resources" VALUES('https://github.com/werf/werf','==werf/werf==','','2026',4,'Werf is a mature, GitOps-driven deployment tool that bridges the gap between raw application code and active Kubernetes clusters. By handling container builds, Helm chart execution, and multi-tier rollout monitoring under a single interface, it simplifies continuous integration pipelines. Live grounding shows robust enterprise adoption due to its deterministic rebuild prevention and active build caching.','Go','CLI Tool','Intermediate',0,'online','manual','4cae4bc2290f403f6e2b4bf9c0a93e365801686e965328098585a4e5205963ab',100.0,1.77903261374994492e+09,1,'2026-06-11T21:18:12Z',NULL,NULL,NULL,'["Application Delivery", "CI/CD", "GitOps"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T21:18:12Z", "gh_stars": 4694}'); -INSERT INTO "resources" VALUES('https://github.com/widdix/aws-cf-templates',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f9233c1dcc737bf8f5f2fd6ca6045bb0aa668c35c9e8695ab73b3a74e41d5ac5',100.0,1.77903431932629609e+09,0,'2026-05-17T18:11:59.326296+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-iac.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/willdady/aws-resource-based-policy-collector','willdady/aws-resource-based-policy-collector: AWS resource-based policy'' collector','','2024',5,'A dedicated security utility that scans and aggregates resource-based policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS accounts. It aims to surface overly permissive access matrices that violate least privilege models. The script serves as an important compliance utility for scanning public and cross-account configuration leakage.','Go','Repository','Intermediate',0,'online','manual','4234aeaaac78b509344a09f998bb73de80034955f6520f5b01d1d3f7d5427e2a',100.0,1.77902957376021695e+09,1,'2022-09-17T08:08:58Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-17T08:08:58Z", "gh_stars": 24}'); -INSERT INTO "resources" VALUES('https://github.com/willdady/cdk-iam-credentials-rotator','willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator','','2021',5,'An AWS CDK construct designed to automatically rotate IAM credentials using AWS Lambda. This tool mitigates security risks of long-lived access keys by orchestrating automated rotation policies via Amazon EventBridge scheduler rules. While a community-focused tool, it provides a functional baseline template for serverless compliance automation.','TypeScript','Repository','Intermediate',0,'online','manual','13943a272ac11061fb6f4a4e83d673fb0fa65ea5402fc603d9d801282f33e962',100.0,1.77903316702080202e+09,1,'2022-08-28T12:14:19Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Credential Management"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-28T12:14:19Z", "gh_stars": 17}'); -INSERT INTO "resources" VALUES('https://github.com/wincent/git-cipher','git-cipher','','2020',1,'An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations.','Ruby','Tool','Intermediate',0,'online','manual','b2766a3476638a9911845e998a2e6ae6d7213642a229cc77f566a67f8c4e3ad5',100.0,1.77903067409851098e+09,1,'2025-12-29T11:35:38Z',NULL,NULL,NULL,'["Security", "Developer Tooling", "Git Secrets Security"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-29T11:35:38Z", "gh_stars": 90}'); -INSERT INTO "resources" VALUES('https://github.com/windup','windup','','2013',0,'Windup (upstream source for Red Hat Migration Toolkit for Applications) is an extensible, rule-based modernization engine. It analyzes Java application bytecode and source files to generate detailed cloud-readiness and microservice conversion reports.','Java','CLI Tool','Advanced',0,'online','manual','4f773a2dd1cbd9554616a588b79b6f859e6811185dc399b1bea69201a7a24892',100.0,1.77903203698802399e+09,1,'2026-05-17T17:33:56.988024+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Java Migration"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/winfordlin/Compass','Compass 🌟','','2018',0,'An early monitoring-adjacent helper tool built to observe pod scheduling metrics and identify suboptimal deployment sizes. Long since abandoned, modern alternatives like Kubecost and OpenCost provide the comprehensive telemetry required.','Go','Monitoring Utility','Intermediate',1,'online','manual','c3fa36d8a9e8502aca01ed879598cab4b297470b0df9d2b844fe488deda703a2',100.0,1.78173604686419606e+09,1,'2026-06-18T00:40:46.864196+02:00',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Metrics Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/witchery-project/witchery','witchery-project/witchery','','2020',2,'A security chaos engineering framework designed to simulate security compromises and platform exploits inside clusters. It tests detection alerts, runtime defense mechanisms, and operational response procedures.','Go','Chaos Engineering Framework','Advanced',0,'online','manual','87f4eeefa7b7e2125d27b9e10def3f7512363926dfe8e31a295a240686cb9259',100.0,1.77903166966052293e+09,1,'2022-05-17T15:07:34Z',NULL,NULL,NULL,'["Security & Compliance", "Chaos Engineering", "Intrusion Simulation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-05-17T15:07:34Z", "gh_stars": 130}'); -INSERT INTO "resources" VALUES('https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman','Jenkins Pipeline Maven build demo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e8e3fcf507d0aaa6d021b39bd9cdd9204de01fa4ea7de2902bd69c7a58244f02',100.0,1.77903251897968101e+09,1,'2026-05-17T17:41:58.979681+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://github.com/wongcyrus/aws-account-cloud9-visualizer','AWS Account Cloud9 Visualizer','','2021',0,'A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE.','Python','Tool','Intermediate',0,'online','manual','0de832aa4685b4a6a979b74c840e5620cfa1d007eb072f5f32de6692b9e9f0a4',100.0,1.78173590072979402e+09,1,'2026-06-18T00:38:20.729794+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Integration", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/wsargent/docker-cheat-sheet','github.com: Docker cheat Sheet','','2025',5,'One of the most popular, extensive open-source community references for Docker command lines and runtime configurations. Meticulously compiles network setups, volume bindings, Dockerfile directives, and diagnostic debugging tricks into a highly accessible repository.','Markdown','Repository','Intermediate',0,'online','manual','2ac73793d9a89ca8761050f93bb5a9ba40678d5baeba2f8d597c62ec25ccd65a',100.0,1.7790296790585761e+09,1,'2024-12-31T03:00:47Z',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-12-31T03:00:47Z", "gh_stars": 22528}'); -INSERT INTO "resources" VALUES('https://github.com/wunderio/csi-rclone','csi-rclone: CSI rclone mount plugin','','2023',2,'A Container Storage Interface (CSI) plugin that allows mounting a wide variety of cloud storage providers (such as Google Drive, S3, OneDrive, and Dropbox) as volumes in Kubernetes pods using rclone. It abstracts back-end storage services into standard PVs. In 2026, it continues to be actively utilized for niche, multi-cloud storage access requirements.','Go','CSI Plugin','High',0,'online','manual','cc524fedd811472bda123374fd1a7936b720248985a7905555cd8d120a5f26a9',100.0,1779031255.83913,1,'2024-09-12T06:37:10Z',NULL,NULL,NULL,'["Storage", "CSI", "Cloud Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-12T06:37:10Z", "gh_stars": 259}'); -INSERT INTO "resources" VALUES('https://github.com/xUnholy/k8s-gitops','Raspbernetes - Kubernetes Cluster: k8s-gitops','','2025',5,'A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observability stacks. Serves as a great architectural resource.','YAML','Repository','Medium',0,'online','manual','5759d8430876ceaa891b982f6a3d9d5098914598c8d6105ed24b4c3f300eb041',100.0,1.77902970488358807e+09,1,'2026-06-14T09:15:39Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Edge Deployments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:15:39Z", "gh_stars": 634}'); -INSERT INTO "resources" VALUES('https://github.com/xavier-mt/kerbi','Kerbi 🌟','','2020',1,'A lightweight Ruby-based framework to generate, validate, and manage Kubernetes configurations. It allows writing clean, reusable Ruby manifests instead of raw YAML structures to simplify application templates.','Ruby','Configuration Tool','Medium',0,'online','manual','cd9ebd380852f5789e18dbacca52b04a66f72fe5ad63a943a91f9c036093bdee',100.0,1.77913049501726794e+09,1,'2022-06-16T09:03:15Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Templating"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-16T09:03:15Z", "gh_stars": 14}'); -INSERT INTO "resources" VALUES('https://github.com/xiaods/k8e','xiaods/k8e','','2023',5,'A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.','Go','Software','Intermediate',1,'online','manual','f166032c3373af095febf14fd28e54a972c33cd2c57bce9db59e826eb3b1389a',100.0,1.77903311866967391e+09,1,'2026-06-06T10:04:34Z',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T10:04:34Z", "gh_stars": 449}'); -INSERT INTO "resources" VALUES('https://github.com/xiaopeng163/docker-compose-tpg','docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments','','2022',0,'A streamlined Docker Compose setup establishing a local monitoring stack with Telegraf, Prometheus, and Grafana. Excellent for local telemetry testing, dashboard debugging, and metric ingestion trials before scaling to Kubernetes systems.','YAML','Repository','Beginner',0,'online','manual','4b3f0288c1337bd68fa980e20734d7a2ff291809d3be6d0cf9cb013485419e08',100.0,1.7817359212202351e+09,1,'2026-06-18T00:38:41.220235+02:00',NULL,NULL,NULL,'["Observability & Testing", "Metrics Monitoring", "TPG Monitoring Stack"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); -INSERT INTO "resources" VALUES('https://github.com/yahoo/check-log4j','yahoo/check-log4j','','2021',5,'Yahoo''s archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools.','Go','Tool','Intermediate',0,'online','manual','6c2ee18602a80f1526ee082d3c4db6ef93f63554fd29e8c079a5903ca221dcc9',100.0,1.77903084725778698e+09,1,'2026-03-08T19:43:51Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-08T19:43:51Z", "gh_stars": 169}'); -INSERT INTO "resources" VALUES('https://github.com/yandex-cloud/k8s-csi-s3','github.com/yandex-cloud: CSI for S3','','2026',5,'An open-source CSI driver that allows mounting Amazon S3 object buckets directly as filesystems within Kubernetes pods using local FUSE drivers. This interface permits legacy applications expecting flat directory paths to consume S3 storage backends with minimal code refactoring.','Go','CSI Driver','Medium',0,'online','manual','0c9118b0bb755f9e4d66fafc9c40a708c36261f37a187a76b64f3c1469b058d1',100.0,1779031099.5623,1,'2026-05-05T12:23:53Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "S3 Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-05T12:23:53Z", "gh_stars": 859}'); -INSERT INTO "resources" VALUES('https://github.com/yangshun/tech-interview-handbook','Tech Interview Handbook','','2026',5,'The definitive prep suite for engineering roles, focusing on algorithms, practical system design topologies, behavioral matrices, and resume optimizations. Provides actionable code structures and design templates built to satisfy high-bar technical interview pipelines.','TypeScript','Educational Repository','Intermediate',0,'online','manual','6a235dd3393fe945bb3152c0ae242a7037b3ab53750ab982ed840c998eb25d47',100.0,1.7790302204840331e+09,1,'2026-04-05T23:58:25Z',NULL,NULL,NULL,'["Software Engineering", "Career Development", "Interview Preparation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-05T23:58:25Z", "gh_stars": 140289, "is_special": true}'); -INSERT INTO "resources" VALUES('https://github.com/yangtao309/awesome-api-gateway','Awesome API Gateway','','2026',0,'An extensive catalog mapping API Gateway engines, ingress controllers, and edge proxy configurations (including Envoy, Kong, and APISIX). Essential for routing microservice traffic safely across network partitions. 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It reduces manual maintenance chores in GitOps repositories.','Go','CLI Tool / Agent','Intermediate',0,'online','manual','a0ddaa815b7eb5748af02f8a3b557813abe23e8df6b176936284569da780320d',100.0,1779029148,1,'2026-06-13T12:48:15Z',NULL,NULL,NULL,'["GitOps & Delivery", "Dependency Management", "Automated Workflows"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T12:48:15Z", "gh_stars": 930}'); +INSERT INTO "resources" VALUES('https://github.com/upgundecha/howtheysre','How they SRE','','2026',3,'An invaluable reference listing real-world operational workflows from major software companies. Provides technical insights into telemetry design, high-concurrency database setups, cluster failovers, and on-call team topologies.','Markdown','Reference Guide','Advanced',0,'online','manual','6b98956605a909afb281d43770967a5be99c3ad0f098b1b5b98599b6f50ba798',100.0,1779032820,1,'2025-11-17T18:57:19Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Site Reliability Engineering", "Case Studies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2025-11-17T18:57:19Z", "gh_stars": 9731, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/upmc-enterprises/registry-creds','upmc-enterprises/registry-creds: Registry Credentials ⭐','','2024',1,'Registry Credentials is a Kubernetes controller designed to propagate private container registry secrets across multiple namespaces dynamically. It automates credential synchronization for AWS ECR, GCP GCR, and custom Docker registries, resolving pull secret distribution friction.','Go','Controller','Intermediate',1,'online','manual','8ba4416b0bc3d48227f381a062644c3aa306db2f4817dc18dc0d612c2e391543',100.0,1779032950,1,'2023-07-31T12:30:03Z',NULL,NULL,NULL,'["Security", "Secret Management", "Image Registry"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-07-31T12:30:03Z", "gh_stars": 348}'); +INSERT INTO "resources" VALUES('https://github.com/utilitywarehouse/kube-applier','utilitywarehouse/kube-applier','','2016',1,'A declarative GitOps loop utility that periodically reads configurations from a Git host and applies them directly. Kube-applier serves as a lightweight, historical predecessor to larger systems like ArgoCD.','Go','GitOps Controller','Intermediate',0,'online','manual','ce9dbbb85e131a172a2e3272861cceac1462b0c6081daad29da53a3b4edf25c6',100.0,1779031226,1,'2026-05-19T11:40:18Z',NULL,NULL,NULL,'["GitOps & Configuration", "Continuous Deployment", "Declarative GitOps"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-19T11:40:18Z", "gh_stars": 28}'); +INSERT INTO "resources" VALUES('https://github.com/utterance/utterances',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8c4d9e9280c3dca2018dd510df103e0bbfdddc5cb9fdf23ac92ad30282bc9282',100.0,1779033019,0,'2026-05-17T17:50:19.971416+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/vbouchaud/k8s-ldap-auth','vbouchaud/k8s-ldap-auth','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','277c5ddfa6aff857e9279d3f6abfda4c5c77aa768b96739fe9b713184524c666',100.0,1779032457,0,'2026-05-17T17:40:57.713537+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/HopopOps/k8s-ldap-auth"}'); +INSERT INTO "resources" VALUES('https://github.com/vchinnipilli/kubestriker','kubestriker 🌟','','2024',5,'A dedicated pentesting tool designed to audit, explore, and report vulnerabilities inside Kubernetes environments. It probes misconfigured webhooks, open API endpoints, and insecure ports to locate potential compromise vectors. Essential for red-teaming exercises.','Python','Tool','Medium',0,'online','manual','e55f13d800b10c97bf50c73f1e1989ac7c70e2ab10ca65f36419769c0286115e',100.0,1779030052,1,'2024-04-06T11:34:17Z',NULL,NULL,NULL,'["Networking & Security", "Vulnerability Scanning", "Pentesting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-06T11:34:17Z", "gh_stars": 1003}'); +INSERT INTO "resources" VALUES('https://github.com/veggiemonk/awesome-docker','Awesome Docker 🌟','','2025',5,'The premier community directory compiling top-tier runtimes, base images, build extensions, registries, and runtime protection systems. An indispensable reference manual for Cloud Native architects.','N/A','repository','Beginner',0,'online','manual','7f56cb78ef8ebf36cc286fffaa4fc12b4e68609342e0f810ea05e3cf3551bfa5',100.0,1779030658,1,'2026-06-14T09:44:52Z',NULL,NULL,NULL,'["Containers", "Curation", "Reference Frameworks"]','["[DE FACTO STANDARD]"]','["docs/docker.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:44:52Z", "gh_stars": 36214, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/velero-io/velero','github.com/vmware-tanzu/velero','','2026',5,'Velero is the standard open-source utility for safely backing up and restoring entire Kubernetes cluster structures and persistent volumes. Deeply integrates with both raw cloud APIs and file-level utilities like Kopia and Restic.','Go','Tool','Intermediate',1,'online','manual','d5ae04bd0672ae5a9bad5255c2d129a796af52aff3371e337b1ba7dced637c05',100.0,1779130494,1,'2026-06-12T02:14:04Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-backup-migrations.md", "docs/ocp4.md"]','["kubernetes-backup-migrations.md", "ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T02:14:04Z", "gh_stars": 10062}'); +INSERT INTO "resources" VALUES('https://github.com/venkateshk111/terraform-beginners-guide','==github.com/venkateshk111/terraform-beginners-guide== 🌟','','2021',2,'A structured, accessible community repository offering clear code snippets, common commands, and hands-on scenarios designed to accelerate early learning curves for DevOps engineers adopting HashiCorp Terraform.','HCL','Repository','Beginner',0,'online','manual','d0b84dd3a19688a5a5ababf4fb8c9affb4f1a2c41cdf1df2617899ffb893a80f',100.0,1779034580,1,'2026-01-09T05:33:03Z',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Beginner Blueprints"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-09T05:33:03Z", "gh_stars": 107}'); +INSERT INTO "resources" VALUES('https://github.com/vetyy/helm-ecr','helm-ecr 🌟','','2018',1,'A legacy helper tool designed to authenticate Helm and local installations with AWS Elastic Container Registry (ECR). Native Helm 3 OCI capabilities and integrated AWS IRSA have made direct external credential management tools obsolete.','Shell','Helper Script','Simple',0,'online','manual','3e7e7221a056185382cb7644fcca5c1c3dac522b15458a0fa17a4fb5ea5d7a3f',100.0,1779033770,1,'2023-03-07T03:45:27Z',NULL,NULL,NULL,'["Security & Identity", "Authentication & Authorization", "Image Registry Creds"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-07T03:45:27Z", "gh_stars": 24}'); +INSERT INTO "resources" VALUES('https://github.com/viaduct-ai/kustomize-sops','viaduct-ai/kustomize-sops','','2021',3,'An open-source generator and transformer plugin that natively integrates Mozilla SOPS into Kustomize workflows. It resolves the problem of committing sensitive plaintext files by decrypting configuration values on-the-fly inside deployment cycles.','Go','Kustomize Plugin','Intermediate',0,'online','manual','91e309cf0c5aa3e3cceceab84e46c7816495a889b9c7967a3278613a9ee9abd4',100.0,1779033130,1,'2026-04-14T03:42:39Z',NULL,NULL,NULL,'["GitOps & Configuration", "Secret Management", "Kustomize Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-14T03:42:39Z", "gh_stars": 836}'); +INSERT INTO "resources" VALUES('https://github.com/viatsko/awesome-vscode','Awesome Visual Studio Code','','2026',5,'A massive directory of extensions, themes, and configuration recipes designed to turn VS Code into a productivity powerhouse. Highly relevant for cloud-native developers seeking extensions for Kubernetes, Terraform, Docker, and remote workspace development. Serves as a daily driver resource for developer enablement teams.','N/A','Repository','Beginner',0,'online','manual','f51abc78c6867afc4cbfb7557e5e61c4193f50577da46bb7199dca850c6b8046',100.0,1779034132,1,'2024-06-21T09:46:41Z',NULL,NULL,NULL,'["Developer Tools", "IDE", "VS Code"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/visual-studio.md"]','["architectural-foundations.md", "other-awesome-lists.md", "visual-studio.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2024-06-21T09:46:41Z", "gh_stars": 28747, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/vidispine/hull','HULL','','2025',2,'The Helm Utility Library Layer (HULL) is an innovative templating library designed to drastically reduce boilerplate code. It allows platform engineers to define Kubernetes resources declaratively within JSON/YAML schemas, minimizing redundant YAML scripting.','Go','Library','Advanced',0,'online','manual','f474f3988468199e315107485e8d22fd4000db98ce3340c72d85333ff26f8e6b',100.0,1779034564,1,'2026-05-13T16:51:01Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Helm Templates"]','["[COMMUNITY-TOOL]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-13T16:51:01Z", "gh_stars": 288}'); +INSERT INTO "resources" VALUES('https://github.com/vijaykedar/jenkins-setup-using-terraform','github.com/vijaykedar/jenkins-setup-using-terraform','','2023',0,'Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.','HCL','Code Repository','Intermediate',0,'online','manual','9fd7a26562b9e0568889384497f9e3febd67a847d785cbdf92854431bb12cc76',100.0,1781736232,1,'2026-06-18T00:43:52.254692+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Jenkins"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/vimwiki/vimwiki','VimWiki','','2024',5,'An incredibly powerful, native Vim plugin that transforms Vim into a personal wiki engine. It manages plain-text files, automates list formatting, links diary entries, and exports to HTML dynamically. Double-Evidence: The repository establishes local, high-speed terminal note-taking; live grounding shows it is a legendary choice for terminal-based power users who value zero-latency knowledge capture.','VimL','Repository','Intermediate',0,'online','manual','d72fe3560fe8d53a6e3e58b66d8396abb4ab908366e7f371a3d0a7ab3acd86d2',100.0,1779029063,1,'2026-04-30T18:15:10Z',NULL,NULL,NULL,'["Productivity", "Text Editors", "Vim Plugins"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-04-30T18:15:10Z", "gh_stars": 9468}'); +INSERT INTO "resources" VALUES('https://github.com/vincentserpoul/kubench','kubench','','2020',0,'Orchestration framework for benchmark testing execution on Kubernetes. Measures cluster CPU, memory, and network performance, though currently dormant.','Go','Tool','Advanced',0,'online','manual','82bc92760401c2cf7d1910cbb4473bd6d418ba3ddcf258d439835a3463625de2',100.0,1779029121,1,'2021-10-12T21:39:22Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Benchmarking"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-10-12T21:39:22Z", "gh_stars": 0}'); +INSERT INTO "resources" VALUES('https://github.com/vinta/awesome-python','Awesome Python 🌟','','2014',5,'The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.','Markdown','Awesome List','Intermediate',0,'online','manual','aa7ca6e855edb7ada6cb90248be05e7572fde01f05c100afbcbbea728c480af8',100.0,1779030529,1,'2026-06-12T04:11:12Z',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Resource Curation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/python.md"]','["python.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T04:11:12Z", "gh_stars": 302828, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/viralpoetry/kubesurveyor','Kubesurveyor 🌟','','2021',0,'A tool designed to scan and map namespaces, workloads, and running pods in a Kubernetes cluster, providing an overview of configuration layouts and potential drift. By 2026, this unmaintained project has been archived, with its core inventory and mapping functions fully replaced by native Prometheus/Grafana or modern platform engineering portal features.','Go','CLI Tool','Low',0,'online','manual','228c7ac748e747f91e740e3252504ca50af675968c35204b11fefa0015e0d1de',100.0,1781736046,1,'2026-06-18T00:40:46.742569+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Resource Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/visenger/awesome-mlops','visenger/awesome-mlops: Awesome MLOps','','2026',0,'A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.','N/A','Repository','Advanced',1,'online','manual','74e8d0bc6f88778e87c6e2231b41a1e4504cba02393fa9be2d2502da4f7c6644',100.0,1781736123,1,'2026-06-18T00:42:03.282704+02:00',NULL,NULL,NULL,'["AI & Machine Learning", "MLOps", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/vitobotta/velero-notifications','vitobotta/velero-notifications','','2024',5,'A specialized alerting utility designed to track and publish execution metrics of Velero backups. It monitors backup Custom Resources within the cluster to push real-time success, failure, or warning logs straight to ChatOps integrations including Slack, Discord, and arbitrary HTTP webhooks.','Go','Repository','Intermediate',0,'online','manual','7b97042cdcb35fc0de9a6ce154eecbed5f4ec0b921a618e69260f00985167271',100.0,1779032587,1,'2023-12-28T14:37:29Z',NULL,NULL,NULL,'["Operations & Reliability", "Data Protection & Backup", "Observability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-12-28T14:37:29Z", "gh_stars": 36}'); +INSERT INTO "resources" VALUES('https://github.com/vivekagate/yakiapp','nirops/yakiapp','','2022',2,'An early community-built visual client for Kubernetes. *Live Grounding*: This project is no longer actively maintained and has been archived, but it offers interesting historical design schemas for lightweight cluster inspectors.','JavaScript','Repository','Intermediate',0,'online','manual','175e549b01241094b70c17e5aff56537776273e0ce13feec7fbe035d4095ecb8',100.0,1779130495,1,'2022-09-03T16:26:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[LEGACY]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-03T16:26:36Z", "gh_stars": 102}'); +INSERT INTO "resources" VALUES('https://github.com/viveksinghggits/kuui','KuUI (Kubernetes UI)','','2021',5,'An experimental visual management utility designed to make resource visualization intuitive. Aims to help junior developers navigate local clusters by listing deployments, services, and running pod instances clearly.','Go','Web Application','Beginner',0,'online','manual','6788c7bb55f35cf572d0841ab584dac6f461ce624cb61b36426e8c941337652a',100.0,1779030928,1,'2023-02-06T23:50:25Z',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Local Development"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-06T23:50:25Z", "gh_stars": 18}'); +INSERT INTO "resources" VALUES('https://github.com/vladimirvivien/ktop','vladimirvivien/ktop','','2026',3,'Ktop is an interactive command-line tool modeled directly after classic system monitoring commands like ''top'' and ''htop'', tailored for Kubernetes environments. It queries cluster APIs to provide dynamic views of node memory utilization, pod health, and resource request ratios. It serves as a fast, accessible option for developers who need quick cluster diagnostics without deploying Prometheus.','Go','CLI Tool','Beginner',0,'online','manual','a16c596f0b8d1c73a1f8e27a7f11b226c5637771f32b0bceb412119b3ede29f0',100.0,1779030611,1,'2026-05-16T15:49:51Z',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Resource Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-16T15:49:51Z", "gh_stars": 1093}'); +INSERT INTO "resources" VALUES('https://github.com/vllm-project/vllm','vLLM on Kubernetes','','2025',5,'Curator Insight: Integration guides and deployment schemas for hosting vLLM on Kubernetes clusters. Live Grounding: Standardizes memory-efficient LLM serving using PagedAttention. Features rapid integration with Kubernetes HPA (Horizontal Pod Autoscaler) and native Prometheus performance scraping.','Python','Software','Expert',1,'online','manual','abfd3d7ffbe9328f492535dfc208fdb36fe7c845798cd6700fc6c8e4b47e466d',100.0,1779031802,1,'2026-06-14T08:44:57Z',NULL,NULL,NULL,'["AI Infrastructure", "LLM Serving", "vLLM"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T08:44:57Z", "gh_stars": 82816}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/buildkit-cli-for-kubectl','vmware-tanzu/buildkit-cli-for-kubectl (kubectl plugin)','','2021',5,'A kubectl plugin designed to execute container builds directly on remote BuildKit instances inside clusters. Live grounding confirms the project has been archived under VMware, steering teams to direct BuildKit operators or Kaniko.','Go','CLI Tool','Advanced',0,'online','manual','35c19c8e640735ba6ff2a7908a40fbbd61533c1daa91b034f8fb9f440ff0964e',100.0,1779130494,1,'2023-09-28T03:00:47Z',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "Container Builds"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubectl-commands.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubectl-commands.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-09-28T03:00:47Z", "gh_stars": 505}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/ktx','ktx 🌟','','2020',1,'A context-switching helper for Kubernetes clusters, similar to kubectx. Note: This project is archived by VMware, rendering it legacy; users should migrate to active alternatives like kubectx or native kubectl context switching.','Go','CLI Tool','Low',0,'online','manual','d31edd7b5a04464fb8efb9a77ce0abee5fa9685551cd504140c11d4a73864f1f',100.0,1779130494,1,'2021-09-28T00:05:59Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Context Switching"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-09-28T00:05:59Z", "gh_stars": 140}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kube-fluentd-operator','kube-fluentd-operator 🌟','','2024',2,'A now-archived operator designed to dynamically construct namespace-specific Fluentd logging pipelines in Kubernetes. Modern platform engineering architectures have largely transitioned to standardized OpenTelemetry or Fluent Bit routing setups.','Go','Repository','Advanced',0,'online','manual','228db722cc7cfe844a1e96caae6ee58f8b37ee09f6807b470ec7eb8f345199b4',100.0,1779130495,1,'2025-12-18T19:17:59Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Observability"]','["[LEGACY]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-18T19:17:59Z", "gh_stars": 321}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubecfg',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f2d2fc37ea444a3c4110a4b9bc0e83230545947f7e964f819106edb6e720833a',100.0,1779130494,1,'2026-05-18T20:54:54.929915+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/kubewatch','bitnami-labs/kubewatch','','2016',3,'A popular event-driven Kubernetes watcher that monitors cluster resources and broadcasts real-time changes directly to webhooks and team workspaces like Slack. Note: The project has been archived by VMware; users are urged to migrate to active tools like Botkube.','Go','Event Watcher','Medium',1,'online','manual','7e55730487f021d5ef54e438e2225afd74a4a845ba1e29b7954221e7cd54078e',100.0,1779130494,1,'2022-09-17T08:58:53Z',NULL,NULL,NULL,'["Observability", "Event Management", "Notifications"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-17T08:58:53Z", "gh_stars": 2426}'); +INSERT INTO "resources" VALUES('https://github.com/vmware-archive/octant','vmware-tanzu/octant','','2023',5,'Octant was an open-source, extensible developer dashboard designed to visualize local and remote Kubernetes cluster states, resource dependencies, and logs. 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It runs FIO operations inside containers to analyze read/write IOPS and latency behaviors across storage classes.','Go','Benchmarking Suite','High',0,'online','manual','d7291e919a819ac3438a5c3a6f32d74d5df2efd07e1f3b24c4e3e0627d6b461f',100.0,1779130495,1,'2026-03-12T03:44:16Z',NULL,NULL,NULL,'["Performance & Testing", "Benchmarking", "Storage Performance"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-03-12T03:44:16Z", "gh_stars": 408}'); +INSERT INTO "resources" VALUES('https://github.com/vmware/kube-fluentd-operator','kube-fluentd-operator 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b35a102eb9d881d4f01ac6369fc4a528130abeffc552c314da5ad6291892f32d',100.0,1779031645,0,'2026-05-17T17:27:25.904386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-archive/kube-fluentd-operator"}'); +INSERT INTO "resources" VALUES('https://github.com/vmware/octant','VMware octant','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921',100.0,1779031850,0,'2026-05-17T17:30:50.729639+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/vmware-tanzu/octant"}'); +INSERT INTO "resources" VALUES('https://github.com/vmware/pinniped',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','febd0a05d74d6b53d2e642fb8c17c27d61ab5b483f60a66c877f544d89c10bbe',100.0,1779130494,1,'2026-05-18T20:54:54.948989+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_license": "Apache-2.0"}'); +INSERT INTO "resources" VALUES('https://github.com/volatiletech/sqlboiler','volatiletech/sqlboiler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','87c8942edba2b92c75468c2d02bb3394489c1e9782a58312d3a19cdc51b50f3a',100.0,1779032589,0,'2026-05-17T17:43:09.318702+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://github.com/aarondl/sqlboiler"}'); +INSERT INTO "resources" VALUES('https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools','Azure/vscode-kubernetes-tools 🌟','','2017',5,'Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operations.','TypeScript','Extension','Intermediate',0,'online','manual','648ef2b897f1fd389d81aa2bbb2513f28cc3326b3ed407bd0a9b8ac7cb47956e',100.0,1779130495,1,'2026-06-13T01:13:50Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:13:50Z", "gh_stars": 762}'); +INSERT INTO "resources" VALUES('https://github.com/wagoodman/dive','dive 🌟','','2026',5,'Dive is an indispensable terminal-based tool designed to inspect Docker images, analyze layer contents, and discover ways to shrink image size. By calculating the efficiency metric of individual layers and identifying wasted space from modified or deleted files, it gives platform teams precise insight into image build processes. In 2026, it remains a de facto standard tool for CI/CD optimization pipelines to keep enterprise container sizes lean and secure.','Go','Tool','Medium',0,'online','manual','c1155c8f1bc813e276d2dda0671128eb0419a310d3cfe74945163603212b7240',100.0,1779030779,1,'2025-12-15T17:20:36Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Optimization"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-15T17:20:36Z", "gh_stars": 54224}'); +INSERT INTO "resources" VALUES('https://github.com/wallarm/sysbindings','wallarm/sysbindings','','2019',1,'A security auditing library tracking underlying operating system bindings and kernel integrations. Developed to map and check system-level execution, it helps identify container runtime escape attempts.','Go','Security Utility','Advanced',0,'online','manual','f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef',100.0,1779031576,1,'2022-08-24T04:45:13Z',NULL,NULL,NULL,'["Security & Compliance", "Runtime Security", "System Calls"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-24T04:45:13Z", "gh_stars": 19}'); +INSERT INTO "resources" VALUES('https://github.com/wangjia184/pod-inspector','wangjia184/pod-inspector','','2020',0,'A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.','Go','Diagnostic Tool','Intermediate',0,'online','manual','8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878',100.0,1781736046,1,'2026-06-18T00:40:46.860483+02:00',NULL,NULL,NULL,'["Observability & Performance", "Pod Diagnostics", "Inspection Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene','github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟','','2025',0,'A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. (Live Grounding: Continually referenced by global practitioners transitioning to cloud infrastructure specialties).','HCL/YAML','Code Repository','Intermediate',0,'online','manual','447179f1e113a43ea28a199a27e97a83c8c4c2f3c3a2eb66e570539391e4a55c',100.0,1779029513,1,'2026-05-17T16:51:53.691228+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course','wardviaene/advanced-kubernetes-course','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f',100.0,1779032579,1,'2026-05-17T17:42:59.138742+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{"duplicate_of": "https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker"}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker','wardviaene/advanced-kubernetes-course/spinnaker 🌟','','2020',0,'Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker''s pipeline GUI. It remains a reliable hands-on learning lab.','Shell','Repository','Advanced',0,'online','manual','00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3',100.0,1781735910,1,'2026-06-18T00:38:30.785017+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene/jenkins-course','wardviaene/jenkins-course','','2020',0,'A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.','Shell','repository','Beginner',0,'online','manual','ca038c96e82bd2f05ad48674b128ec330a3cb2a4b1f0485555a9a0bcd60e8dfa',100.0,1781735992,1,'2026-06-18T00:39:52.205152+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/wardviaene/kubernetes-course','wardviaene/kubernetes-course','','2024',4,'Accompanying codebase for Ward Viaene''s comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).','YAML/Go','Code Repository','Intermediate',1,'online','manual','155e7375547c1616e34a4f6c86e5469a201d48f1daed273856ae084cf677328d',100.0,1779030587,1,'2023-03-17T15:48:10Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Courses"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-17T15:48:10Z", "gh_stars": 1732}'); +INSERT INTO "resources" VALUES('https://github.com/we-dcode/kubetunnel','github.com/we-dcode/kubetunnel','','2026',2,'Kubetunnel is an elegant CLI utility that establishes secure bi-directional tunnels, connecting local developer machines with active remote namespaces. It enables local microservices to resolve cluster-internal DNS and receive traffic as if they were running inside the virtual network. This capability dramatically accelerates development cycles by eliminating the need for constant remote deployments.','Go','CLI Tool','Intermediate',0,'online','manual','9d4d5b0269e92c304f9ef91f3529cf29605a82113d23d6d6914e8ec2d4457ca9',100.0,1779031898,1,'2023-02-21T10:26:19Z',NULL,NULL,NULL,'["Operations", "Port Forwarding", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-21T10:26:19Z", "gh_stars": 200}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks-experiments/kspan','Kspan - Turning Kubernetes Events into spans 🌟','','2022',3,'An experimental tool designed to consume Kubernetes events and convert them into OpenTelemetry-compliant spans. By treating lifecycle events as spans, it enables operators to visualize cluster events inside APM tracing backends like Jaeger or Zipkin. With Weaveworks'' exit from active development, the project remains an archived but highly influential conceptual reference in 2026.','Go','Event Translator','High',1,'online','manual','e3d1e2e3c362d84d8e03336b387691b0561644dd4882705a8f2aa7b05cf23392',100.0,1779030739,1,'2023-06-24T11:56:27Z',NULL,NULL,NULL,'["Operations", "Observability", "Distributed Tracing"]','["[EMERGING]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-24T11:56:27Z", "gh_stars": 807}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/awesome-gitops','Awesome-GitOps','','2026',3,'The canonical index of GitOps tools, configuration structures, and continuous deployment runtimes originally compiled by Weaveworks. While Weaveworks itself shifted, this directory remains structurally fundamental for ArgoCD and Flux setups.','Markdown','Awesome List','Advanced',1,'online','manual','14e7315e6fe04f90d20b18a9d4fb9c9996736db192364f9fa3554bb6e86c62d7',100.0,1779031266,1,'2025-12-10T07:29:20Z',NULL,NULL,NULL,'["Cloud Native", "GitOps", "Continuous Delivery Operators"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-10T07:29:20Z", "gh_stars": 1696, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/cluster-api-provider-existinginfra','weaveworks/cluster-api-provider-existinginfra','','2023',5,'Formerly known as CAPE, this Cluster API provider enabled declarative cluster bootstrap over pre-existing SSH-accessible infrastructure (bare-metal or legacy virtual machines). Following the shutdown of Weaveworks in 2024, the project was officially archived, yet it continues to serve as an engineering reference for building custom SSH-driven infrastructure control loops.','Go','Tool','Advanced',0,'online','manual','2f84416867b5e9b16beac4486022391f29edb9661db5636b2f733ccd76cbbc55',100.0,1779032793,1,'2022-09-23T16:07:25Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Cluster API Providers"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-23T16:07:25Z", "gh_stars": 45}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/eksctl','ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','95e763d5c392dfca92162a2287805a43b0a40517f9818c4cb07ddef48cb2b47b',100.0,1779032383,0,'2026-05-17T17:39:43.794579+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md", "docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/kubediff','kubediff 🌟','','2019',4,'A pioneering utility from Weaveworks that compared declarative Kubernetes manifests on disk with live cluster state to highlight drift. Historically important as a foundational GitOps tool, now superseded by automated reconciliation loops.','Python','CLI Tool','Intermediate',0,'online','manual','adc1dca09a4aba6f33c26682b72ea20b995e5c267076ea7569d6d463c1d0589c',100.0,1779033704,1,'2023-10-24T15:14:24Z',NULL,NULL,NULL,'["Operations & UX", "GitOps Verification", "State Difference"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-24T15:14:24Z", "gh_stars": 1181}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/kured','weaveworks: kured - Kubernetes Reboot Daemon 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc',100.0,1779032800,0,'2026-05-17T17:46:40.755641+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/kubereboot/kured"}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/tf-controller','weaveworks/tf-controller: Weave GitOps Terraform Controller','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42',100.0,1779032290,0,'2026-05-17T17:38:10.306712+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://github.com/flux-iac/tofu-controller"}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/weave','github: Weave Net - Weaving Containers into Applications','','2024',5,'Weave Net is a widely adopted container CNI plugin that creates an autonomous peer-to-peer overlay network with no external database requirements. The repository was archived by Weaveworks in 2024, prompting enterprise engineering teams to migrate to active, high-performance CNIs like Cilium (eBPF-driven) or Calico.','Go','Tool','Advanced',0,'online','manual','1f69911f39474f4490279732d9001d534358fb2dcce5a45d4763660c952008df',100.0,1779032587,1,'2024-08-09T08:45:55Z',NULL,NULL,NULL,'["Networking", "CNI Plugins", "Overlay Networks"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md", "gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-09T08:45:55Z", "gh_stars": 6612}'); +INSERT INTO "resources" VALUES('https://github.com/weaveworks/wksctl','Weave Kubernetes System Control - wksctl','','2026',5,'Weaveworks'' Weave Kubernetes System Control (wksctl) was a GitOps-based tool for cluster creation, configuring infrastructure directly from a declared state stored in git. Curator Insight vs Live Grounding: Following Weaveworks'' operational shutdown, this tool has been archived and is considered historical legacy.','Go','Repository','Advanced',0,'online','manual','d25ae3245b5037cb51e5ff35f8e9c8da2923268e8149a3dc7af46358dfe60703',100.0,1779030865,1,'2023-03-31T12:32:52Z',NULL,NULL,NULL,'["Provisioning", "GitOps", "Legacy Tools"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/gitops.md", "docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "gitops.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-31T12:32:52Z", "gh_stars": 389}'); +INSERT INTO "resources" VALUES('https://github.com/webmeshproj/webmesh-vdi','kVDI','','2023',3,'Duplicated reference of the peer-to-peer cloud-native VDI platform. It enables scalable running of interactive virtual desktops inside standard Kubernetes pods via automated remote-protocol streaming.','Go','VDI Platform','High',1,'online','manual','b33746153e732c810999240e093ebfdbe7489d0348fc6fde2fbc78d253880650',100.0,1779130494,1,'2023-10-20T18:30:30Z',NULL,NULL,NULL,'["Infrastructure", "Virtual Desktop Infrastructure", "Edge Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-10-20T18:30:30Z", "gh_stars": 459}'); +INSERT INTO "resources" VALUES('https://github.com/welldone-cloud/aws-list-resources','github.com/welldone-cloud/aws-list-resources','','2025',5,'A targeted utility designed to list all active resources inside an AWS account, bypassing the visibility gaps of typical inventory tools. It scans all supported services and regions, returning clean, actionable reports. Extremely useful for platform engineers cleaning up stale testing environments and auditing cloud billing leakages.','Python','Repository','Intermediate',0,'online','manual','6eaff4e9e8e0115065c334f50c585f49ef824d7c1dcf9d4b823f397cd8ec28d8',100.0,1779033906,1,'2025-12-21T19:45:27Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Resource Querying"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2025-12-21T19:45:27Z", "gh_stars": 184}'); +INSERT INTO "resources" VALUES('https://github.com/werf/kubedog','werf/kubedog','','2026',3,'Kubedog is an open-source Go library designed to track and stream real-time logs and events from Kubernetes resources during active rollouts. By operating directly inside pipelines, it allows tools like Werf to react immediately to failing Pods or failing startup probes. Real-world validation highlights its utility for building customized deployment dashboards and intelligent pipeline gates.','Go','Library','Intermediate',0,'online','manual','4d23eeed18c53fb55c029d3b4be0be9f75dd5283873de96af2fc3fd999b7e6f7',100.0,1779029705,1,'2026-05-26T15:26:53Z',NULL,NULL,NULL,'["Observability", "Deployment Monitoring", "Libraries"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T15:26:53Z", "gh_stars": 745}'); +INSERT INTO "resources" VALUES('https://github.com/werf/nelm','Nelm: A Helm Alternative for Kubernetes Deployments','','2026',4,'A high-performance deployment engine embedded in Werf that provides a drop-in, robust alternative to standard Helm tracking. It addresses Helm''s native state validation limitations by offering deep, real-time resource validation and status monitoring.','Go','CLI Tool','Advanced',0,'online','manual','cac2c808282f7ec7c8cfe05e75cbab1f2dd41cc01763c93e962c302aa642032f',100.0,1779030323,1,'2026-06-11T11:21:07Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Alternative Deployment Engines"]','["[ENTERPRISE-STABLE]"]','["docs/gitops.md", "docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-11T11:21:07Z", "gh_stars": 1083}'); +INSERT INTO "resources" VALUES('https://github.com/werf/werf','==werf/werf==','','2026',4,'Werf is a mature, GitOps-driven deployment tool that bridges the gap between raw application code and active Kubernetes clusters. By handling container builds, Helm chart execution, and multi-tier rollout monitoring under a single interface, it simplifies continuous integration pipelines. Live grounding shows robust enterprise adoption due to its deterministic rebuild prevention and active build caching.','Go','CLI Tool','Intermediate',0,'online','manual','4cae4bc2290f403f6e2b4bf9c0a93e365801686e965328098585a4e5205963ab',100.0,1779032613,1,'2026-06-11T21:18:12Z',NULL,NULL,NULL,'["Application Delivery", "CI/CD", "GitOps"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T21:18:12Z", "gh_stars": 4694}'); +INSERT INTO "resources" VALUES('https://github.com/widdix/aws-cf-templates',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f9233c1dcc737bf8f5f2fd6ca6045bb0aa668c35c9e8695ab73b3a74e41d5ac5',100.0,1779034319,0,'2026-05-17T18:11:59.326296+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-iac.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/willdady/aws-resource-based-policy-collector','willdady/aws-resource-based-policy-collector: AWS resource-based policy'' collector','','2024',5,'A dedicated security utility that scans and aggregates resource-based policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS accounts. It aims to surface overly permissive access matrices that violate least privilege models. The script serves as an important compliance utility for scanning public and cross-account configuration leakage.','Go','Repository','Intermediate',0,'online','manual','4234aeaaac78b509344a09f998bb73de80034955f6520f5b01d1d3f7d5427e2a',100.0,1779029573,1,'2022-09-17T08:08:58Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-17T08:08:58Z", "gh_stars": 24}'); +INSERT INTO "resources" VALUES('https://github.com/willdady/cdk-iam-credentials-rotator','willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator','','2021',5,'An AWS CDK construct designed to automatically rotate IAM credentials using AWS Lambda. This tool mitigates security risks of long-lived access keys by orchestrating automated rotation policies via Amazon EventBridge scheduler rules. While a community-focused tool, it provides a functional baseline template for serverless compliance automation.','TypeScript','Repository','Intermediate',0,'online','manual','13943a272ac11061fb6f4a4e83d673fb0fa65ea5402fc603d9d801282f33e962',100.0,1779033167,1,'2022-08-28T12:14:19Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Credential Management"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-28T12:14:19Z", "gh_stars": 17}'); +INSERT INTO "resources" VALUES('https://github.com/wincent/git-cipher','git-cipher','','2020',1,'An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations.','Ruby','Tool','Intermediate',0,'online','manual','b2766a3476638a9911845e998a2e6ae6d7213642a229cc77f566a67f8c4e3ad5',100.0,1779030674,1,'2025-12-29T11:35:38Z',NULL,NULL,NULL,'["Security", "Developer Tooling", "Git Secrets Security"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-29T11:35:38Z", "gh_stars": 90}'); +INSERT INTO "resources" VALUES('https://github.com/windup','windup','','2013',0,'Windup (upstream source for Red Hat Migration Toolkit for Applications) is an extensible, rule-based modernization engine. It analyzes Java application bytecode and source files to generate detailed cloud-readiness and microservice conversion reports.','Java','CLI Tool','Advanced',0,'online','manual','4f773a2dd1cbd9554616a588b79b6f859e6811185dc399b1bea69201a7a24892',100.0,1779032036,1,'2026-05-17T17:33:56.988024+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Java Migration"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/winfordlin/Compass','Compass 🌟','','2018',0,'An early monitoring-adjacent helper tool built to observe pod scheduling metrics and identify suboptimal deployment sizes. Long since abandoned, modern alternatives like Kubecost and OpenCost provide the comprehensive telemetry required.','Go','Monitoring Utility','Intermediate',1,'online','manual','c3fa36d8a9e8502aca01ed879598cab4b297470b0df9d2b844fe488deda703a2',100.0,1781736046,1,'2026-06-18T00:40:46.864196+02:00',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Metrics Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/witchery-project/witchery','witchery-project/witchery','','2020',2,'A security chaos engineering framework designed to simulate security compromises and platform exploits inside clusters. It tests detection alerts, runtime defense mechanisms, and operational response procedures.','Go','Chaos Engineering Framework','Advanced',0,'online','manual','87f4eeefa7b7e2125d27b9e10def3f7512363926dfe8e31a295a240686cb9259',100.0,1779031669,1,'2022-05-17T15:07:34Z',NULL,NULL,NULL,'["Security & Compliance", "Chaos Engineering", "Intrusion Simulation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-05-17T15:07:34Z", "gh_stars": 130}'); +INSERT INTO "resources" VALUES('https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman','Jenkins Pipeline Maven build demo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e8e3fcf507d0aaa6d021b39bd9cdd9204de01fa4ea7de2902bd69c7a58244f02',100.0,1779032518,1,'2026-05-17T17:41:58.979681+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://github.com/wongcyrus/aws-account-cloud9-visualizer','AWS Account Cloud9 Visualizer','','2021',0,'A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE.','Python','Tool','Intermediate',0,'online','manual','0de832aa4685b4a6a979b74c840e5620cfa1d007eb072f5f32de6692b9e9f0a4',100.0,1781735900,1,'2026-06-18T00:38:20.729794+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Integration", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/wsargent/docker-cheat-sheet','github.com: Docker cheat Sheet','','2025',5,'One of the most popular, extensive open-source community references for Docker command lines and runtime configurations. Meticulously compiles network setups, volume bindings, Dockerfile directives, and diagnostic debugging tricks into a highly accessible repository.','Markdown','Repository','Intermediate',0,'online','manual','2ac73793d9a89ca8761050f93bb5a9ba40678d5baeba2f8d597c62ec25ccd65a',100.0,1779029679,1,'2024-12-31T03:00:47Z',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-12-31T03:00:47Z", "gh_stars": 22528}'); +INSERT INTO "resources" VALUES('https://github.com/wunderio/csi-rclone','csi-rclone: CSI rclone mount plugin','','2023',2,'A Container Storage Interface (CSI) plugin that allows mounting a wide variety of cloud storage providers (such as Google Drive, S3, OneDrive, and Dropbox) as volumes in Kubernetes pods using rclone. It abstracts back-end storage services into standard PVs. In 2026, it continues to be actively utilized for niche, multi-cloud storage access requirements.','Go','CSI Plugin','High',0,'online','manual','cc524fedd811472bda123374fd1a7936b720248985a7905555cd8d120a5f26a9',100.0,1779031255,1,'2024-09-12T06:37:10Z',NULL,NULL,NULL,'["Storage", "CSI", "Cloud Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-12T06:37:10Z", "gh_stars": 259}'); +INSERT INTO "resources" VALUES('https://github.com/xUnholy/k8s-gitops','Raspbernetes - Kubernetes Cluster: k8s-gitops','','2025',5,'A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observability stacks. Serves as a great architectural resource.','YAML','Repository','Medium',0,'online','manual','5759d8430876ceaa891b982f6a3d9d5098914598c8d6105ed24b4c3f300eb041',100.0,1779029704,1,'2026-06-14T09:15:39Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Edge Deployments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:15:39Z", "gh_stars": 634}'); +INSERT INTO "resources" VALUES('https://github.com/xavier-mt/kerbi','Kerbi 🌟','','2020',1,'A lightweight Ruby-based framework to generate, validate, and manage Kubernetes configurations. It allows writing clean, reusable Ruby manifests instead of raw YAML structures to simplify application templates.','Ruby','Configuration Tool','Medium',0,'online','manual','cd9ebd380852f5789e18dbacca52b04a66f72fe5ad63a943a91f9c036093bdee',100.0,1779130495,1,'2022-06-16T09:03:15Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Templating"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-16T09:03:15Z", "gh_stars": 14}'); +INSERT INTO "resources" VALUES('https://github.com/xiaods/k8e','xiaods/k8e','','2023',5,'A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.','Go','Software','Intermediate',1,'online','manual','f166032c3373af095febf14fd28e54a972c33cd2c57bce9db59e826eb3b1389a',100.0,1779033118,1,'2026-06-06T10:04:34Z',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T10:04:34Z", "gh_stars": 449}'); +INSERT INTO "resources" VALUES('https://github.com/xiaopeng163/docker-compose-tpg','docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments','','2022',0,'A streamlined Docker Compose setup establishing a local monitoring stack with Telegraf, Prometheus, and Grafana. Excellent for local telemetry testing, dashboard debugging, and metric ingestion trials before scaling to Kubernetes systems.','YAML','Repository','Beginner',0,'online','manual','4b3f0288c1337bd68fa980e20734d7a2ff291809d3be6d0cf9cb013485419e08',100.0,1781735921,1,'2026-06-18T00:38:41.220235+02:00',NULL,NULL,NULL,'["Observability & Testing", "Metrics Monitoring", "TPG Monitoring Stack"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://github.com/yahoo/check-log4j','yahoo/check-log4j','','2021',5,'Yahoo''s archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools.','Go','Tool','Intermediate',0,'online','manual','6c2ee18602a80f1526ee082d3c4db6ef93f63554fd29e8c079a5903ca221dcc9',100.0,1779030847,1,'2026-03-08T19:43:51Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-08T19:43:51Z", "gh_stars": 169}'); +INSERT INTO "resources" VALUES('https://github.com/yandex-cloud/k8s-csi-s3','github.com/yandex-cloud: CSI for S3','','2026',5,'An open-source CSI driver that allows mounting Amazon S3 object buckets directly as filesystems within Kubernetes pods using local FUSE drivers. This interface permits legacy applications expecting flat directory paths to consume S3 storage backends with minimal code refactoring.','Go','CSI Driver','Medium',0,'online','manual','0c9118b0bb755f9e4d66fafc9c40a708c36261f37a187a76b64f3c1469b058d1',100.0,1779031099,1,'2026-05-05T12:23:53Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "S3 Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-05T12:23:53Z", "gh_stars": 859}'); +INSERT INTO "resources" VALUES('https://github.com/yangshun/tech-interview-handbook','Tech Interview Handbook','','2026',5,'The definitive prep suite for engineering roles, focusing on algorithms, practical system design topologies, behavioral matrices, and resume optimizations. Provides actionable code structures and design templates built to satisfy high-bar technical interview pipelines.','TypeScript','Educational Repository','Intermediate',0,'online','manual','6a235dd3393fe945bb3152c0ae242a7037b3ab53750ab982ed840c998eb25d47',100.0,1779030220,1,'2026-04-05T23:58:25Z',NULL,NULL,NULL,'["Software Engineering", "Career Development", "Interview Preparation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-05T23:58:25Z", "gh_stars": 140289, "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/yangtao309/awesome-api-gateway','Awesome API Gateway','','2026',0,'An extensive catalog mapping API Gateway engines, ingress controllers, and edge proxy configurations (including Envoy, Kong, and APISIX). Essential for routing microservice traffic safely across network partitions. Serves as a great architectural guide for configuring traffic shaping, rate limiting, and authentication.','N/A','Repository','Advanced',1,'online','manual','6d62ffc18ab304cbe5bbbb78b7e687572c5bc3372d797648992211bbebdb9b97',100.0,1781736123,1,'2026-06-18T00:42:03.210626+02:00',NULL,NULL,NULL,'["API Development", "API Gateway", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}'); +INSERT INTO "resources" VALUES('https://github.com/yankils/Simple-DevOps-Project','yankils/Simple-DevOps-Project','','2021',0,'A practical demonstration codebase combining core DevOps components, including automated provisioning scripts and simple pipeline files, to launch a basic application stack. Designed for educational labs. 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Live Grounding Note: Because development has remained inactive for years, it is considered legacy; modern engineers typically use tools like K9s or Stern in active production.','Go','Repository','Intermediate',0,'online','manual','7ab05ef49b587ea38c10c86b9b9efb6d9a3ae7fbcf07fca26c3233d600c30c9d',100.0,1779031802,1,'2024-05-23T09:31:41Z',NULL,NULL,NULL,'["Log Management & Diagnostics", "Command Line Tools", "Terminal Interfaces"]','["[LEGACY]"]','["docs/container-managers.md", "docs/kubernetes-monitoring.md", "docs/kubernetes-tools.md"]','["kubernetes-monitoring.md", "container-managers.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-23T09:31:41Z", "gh_stars": 16}'); +INSERT INTO "resources" VALUES('https://github.com/ynqa/jnv','github.com/ynqa/jnv 🌟','','2025',5,'An interactive, terminal-based JSON parser and path finder built with Rust. 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Integrates Complex Event Processing (CEP) engine features, showcasing declarative state orchestration within microservice platforms.','Java','Repo','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Business Process Management", "RHPAM"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/14595','Provide merge bot functionality','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bda1fe4653758a0f475455c4c310380af1bf20a236bb7c650c9d4cde9e9e9f2',100.0,1779029138.54569,0,'2026-05-17T16:45:38.545690+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/2785','Auto-merge between release branches','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15',100.0,1.77903410197915291e+09,0,'2026-05-17T18:08:21.979153+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com/jackatbancast/manifesto','Manifesto 🌟','','2022',0,'A template compilation utility hosted on GitLab. It parses raw configuration definitions into valid YAML files ready for ingestion by standard GitOps tools. Offers a lightweight templating workflow for smaller operations.','Go','Tool','Low',0,'online','manual','e33a57ba47b0cb2eb9f9d6d94d58d7d4975c4e8d0dcfddd00db51a0733545a36',100.0,1.77903404176732301e+09,1,'2026-05-17T18:07:21.767323+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Manifest Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/14595','Provide merge bot functionality','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','7bda1fe4653758a0f475455c4c310380af1bf20a236bb7c650c9d4cde9e9e9f2',100.0,1779029138,0,'2026-05-17T16:45:38.545690+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com/gitlab-org/gitlab/-/issues/2785','Auto-merge between release branches','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15',100.0,1779034101,0,'2026-05-17T18:08:21.979153+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com/jackatbancast/manifesto','Manifesto 🌟','','2022',0,'A template compilation utility hosted on GitLab. It parses raw configuration definitions into valid YAML files ready for ingestion by standard GitOps tools. Offers a lightweight templating workflow for smaller operations.','Go','Tool','Low',0,'online','manual','e33a57ba47b0cb2eb9f9d6d94d58d7d4975c4e8d0dcfddd00db51a0733545a36',100.0,1779034041,1,'2026-05-17T18:07:21.767323+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Manifest Generation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/k3s_hetzner/k3s_hetzner','k3s_hetzner','','2024',3,'A highly optimized Terraform and shell module to quickly provision high-availability, low-cost K3s clusters on Hetzner Cloud virtual infrastructure, including private network bridging.','HCL','IaC','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Cluster Provisioning", "Hetzner Cloud"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/mrman/k8s-storage-provider-benchmarks','gitlab.com: Kubernetes storage provider benchmarks','','2020',0,'A highly practical benchmarking repository comparing IOPS, latency, and throughput metrics across multiple Kubernetes CSI providers. Though individual hardware baselines vary, the structured methodology offers an essential framework for verifying storage performance prior to deployment.','Markdown','Benchmark','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com/purelb/purelb','purelb/purelb','','2026',0,'PureLB is an open-source LoadBalancer provider for bare-metal Kubernetes environments that integrates directly with standard Linux routing tables. Unlike alternatives relying on complex BGP routing or ARP spoofing, it assigns physical address blocks dynamically to interface routing setups. This approach ensures high compatibility with virtualization networks and standard network monitoring tools.','Go','Network Controller','Advanced',0,'online','manual','5191c3ded57a8caa89741912bfcb4164bb9af2bd32f2f26e059d11a8c636b0ad',100.0,1.77902947560909509e+09,1,'2026-05-17T16:51:15.609095+02:00',NULL,NULL,NULL,'["Networking", "Load Balancing", "Bare Metal"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com/purelb/purelb','purelb/purelb','','2026',0,'PureLB is an open-source LoadBalancer provider for bare-metal Kubernetes environments that integrates directly with standard Linux routing tables. Unlike alternatives relying on complex BGP routing or ARP spoofing, it assigns physical address blocks dynamically to interface routing setups. This approach ensures high compatibility with virtualization networks and standard network monitoring tools.','Go','Network Controller','Advanced',0,'online','manual','5191c3ded57a8caa89741912bfcb4164bb9af2bd32f2f26e059d11a8c636b0ad',100.0,1779029475,1,'2026-05-17T16:51:15.609095+02:00',NULL,NULL,NULL,'["Networking", "Load Balancing", "Bare Metal"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/redhatdemocentral','gitlab.com/redhatdemocentral 🌟','','2022',0,'A foundational Git ecosystem containing reference architectures, workshop resources, and interactive deployment scenarios for Red Hat''s core platforms. Designed for architects needing to spin up reproducible, full-stack configurations on OpenShift and middleware stacks.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reference Architectures", "Enterprise Demos", "Red Hat Demo Central"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/redhatdemocentral/portfolio-architecture-examples','gitlab.com: Portfolio Architecture Examples','','2025',4,'Code repository hosting deployment configurations, GitOps profiles, and infrastructure-as-code scripts matching Red Hat''s standardized portfolio architectures. Ideal for platform administrators looking to stand up robust multi-cloud environments rapidly.','YAML','Code Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Architectural Insights", "Red Hat Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/redhatdemocentral/portfolio-architecture-examples/-/blob/main/healthcare.adoc','gitlab.com/redhatdemocentral: Healthcare','','2022',0,'A highly specialized reference architecture covering the integration of healthcare workflows, real-time messaging, and patient record databases on OpenShift. Explains how to reconcile strict data compliance directives (HL7/FHIR) with highly-scalable container orchestrations.','Asciidoc','Repository','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reference Architectures", "Industry Verticals", "Healthcare"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/redhatdemocentral/rhcs-rhdm-install-demo','CodeReady Containers - Red Hat Decision Manager Install Demo','','2020',0,'An automated installation demo for launching Red Hat Decision Manager on CodeReady Containers (CRC). While valuable for understanding legacy deployment footprints, modern architectures replace CRC with Red Hat OpenShift Local and migrate Decision Manager patterns onto newer cloud-native rule engines.','Shell','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Development", "Red Hat OpenShift Local", "Process Automation"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.com/rosarior/awesome-django','Awesome Django. A curated list of awesome Django apps, projects and resources','','2015',0,'A comprehensive, curated catalog targeting Django extensions, applications, utility libraries, and pedagogical materials designed to scale monolithic web applications.','Markdown','Awesome List','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Web Frameworks", "Django"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.com/xavki/devopsland/-/tree/master/ansible',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cface6a334618d78d8fa110d8b352156fd2340e2a9eca9e4ad934617535df54b',100.0,1.77903017235478901e+09,0,'2026-05-17T17:02:52.354789+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.comquent.de/petclinic/spring-petclinic-microservices','gitlab.comquent.de: Microservices branch','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903142253428196e+09,0,'2026-05-17T17:23:42.534282+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.com/xavki/devopsland/-/tree/master/ansible',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cface6a334618d78d8fa110d8b352156fd2340e2a9eca9e4ad934617535df54b',100.0,1779030172,0,'2026-05-17T17:02:52.354789+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gitlab.comquent.de/petclinic/spring-petclinic-microservices','gitlab.comquent.de: Microservices branch','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031422,0,'2026-05-17T17:23:42.534282+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://gitlab.freedesktop.org/gstreamer-merge-bot','Example: GStreamer Merge Bot','','2021',2,'A real-world production reference analyzing the deployment of a dedicated GitLab merge bot within the GStreamer ecosystem. Details structural optimizations for automating extensive suite tests across complex multimedia pipelines.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gitlab.gnome.org/marge-merge-bot','Example: gitlab.gnome.org/marge-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903056984870696e+09,0,'2026-05-17T17:09:29.848707+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://gitlab.gnome.org/users/sign_in"}'); +INSERT INTO "resources" VALUES('https://gitlab.gnome.org/marge-merge-bot','Example: gitlab.gnome.org/marge-merge-bot','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779030569,0,'2026-05-17T17:09:29.848707+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://gitlab.gnome.org/users/sign_in"}'); INSERT INTO "resources" VALUES('https://gitlab.gnome.org/users/sign_in','Example: gitlab.gnome.org/marge-merge-bot','','2022',2,'Practical real-world case study showcasing the implementation of the Smarkets Marge-bot inside GNOME''s GitLab infrastructure. Examines performance outcomes when maintaining high-volume open-source codebases under automated review queues.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533','gizmodo.com: Google Calendar''s New Feature Can Figure Out When Your Friends'' Don''t Have an Excuse to Flake','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902937422191691e+09,0,'2026-05-17T16:49:34.221917+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b','gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟','','N/A',0,'A curated technical resource and architectural guide covering gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903361907207298e+09,0,'2026-05-17T18:00:19.072073+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533','gizmodo.com: Google Calendar''s New Feature Can Figure Out When Your Friends'' Don''t Have an Excuse to Flake','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029374,0,'2026-05-17T16:49:34.221917+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gkovan.medium.com/a-zero-trust-approach-for-securing-the-supply-chain-of-microservices-packaged-as-container-images-89d2f5b7293b','gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟','','N/A',0,'A curated technical resource and architectural guide covering gkovan.medium.com: A Zero Trust Approach for Securing the Supply Chain of'' Microservices Packaged as Container Images (sigstore, kyverno, openshift tekton, quarkus) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033619,0,'2026-05-17T18:00:19.072073+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://glasskube.dev','glasskube.dev 🌟','','2024',0,'Glasskube.dev represents the homepage and core operational documentation hub for Glasskube, a modern enterprise-grade package manager for Kubernetes. Designed to eliminate Helm syntax overhead, it provides an intuitive visual UI and CLI setup for streamlining complex cluster component lifecycles.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Package Management", "Glasskube"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://globaldatanet.com/blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4',100.0,1.77902911345195293e+09,0,'2026-05-17T16:45:13.451953+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://globaldatanet.com/tech-blog/terraform-cicd-best-practices"}'); +INSERT INTO "resources" VALUES('https://globaldatanet.com/blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4',100.0,1779029113,0,'2026-05-17T16:45:13.451953+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://globaldatanet.com/tech-blog/terraform-cicd-best-practices"}'); INSERT INTO "resources" VALUES('https://globaldatanet.com/tech-blog/aws-iam-identity-center-permission-management-at-scale-part-2','globaldatanet.com: .AWS IAM Identity Center Permission Management at Scale Part 2','','2023',0,'An in-depth guide focusing on the programmatic management of AWS IAM Identity Center (formerly AWS SSO). It explains how to deploy and scale permission sets, assignments, and identity mappings across multi-account AWS Organizations using infrastructure-as-code, drastically reducing manual administration and configuration drift.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Single Sign-On"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://globaldatanet.com/tech-blog/terraform-cicd-best-practices','globaldatanet.com: Terraform CI/CD Best Practices','','2023',0,'Outlines architectural patterns for executing automated provisioning steps. Discusses proper configuration mapping, plan verification stages, transient state lock handling, secure key authentication, and cloud drift assessment strategies.','None','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD", "Automation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gmaster.io','gmaster','','2022',0,'A visualization client designed to resolve merge conflicts using code-structure maps rather than flat text comparisons. Provides refactoring-aware merges to streamline alignments, though widely considered a legacy specialized tool in modern workflows.','English','Product','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Desktop Git Clients"]','["[LEGACY]"]','[]','["git.md"]','{}','{}'); @@ -7691,28 +7691,28 @@ INSERT INTO "resources" VALUES('https://gmaster.io/mergedroid','gmaster.io - Mer INSERT INTO "resources" VALUES('https://go.atlassian.com/ijvzec','Creating with Rovo: How We Built a Collaborative AI Canvas','A technical architectural deep-dive into how Atlassian constructed a collaborative canvas allowing real-time, bidirectional human-AI teamwork.','2026',4,'This engineering post breaks down the streaming infrastructure and data schemas behind Atlassian Rovo''s collaborative AI canvas. It details how the team moved away from static, one-shot prompt interfaces into an active, multi-user workspace. * **Rich Format Support**: Uses Atlassian Document Format (ADF), SVG, and CSV-based data schemas to synthesize pages, whiteboards, and databases. -* **Real-time Streaming**: Provides low-latency content generation and live editing synchronized directly inside active chat conversations.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1.78040115231570196e+09,0,'2026-06-02T13:52:32.315702+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Integrations", "Collaborative Canvases"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 85, "reputation_status": "Vetted", "reputation_summary": "Official Atlassian shortlink redirecting to their engineering publication about Rovo''s collaborative AI canvas architecture.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "ai"}'); -INSERT INTO "resources" VALUES('https://go.atomist.com','Atomist','','N/A',0,'A curated technical resource and architectural guide covering Atomist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790309811950829e+09,0,'2026-05-17T17:16:21.195083+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/scaffolding.md"]','["scaffolding.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.aws/4eFRwIt','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d',100.0,1.77903162072026705e+09,0,'2026-05-17T17:27:00.720267+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el"}'); +* **Real-time Streaming**: Provides low-latency content generation and live editing synchronized directly inside active chat conversations.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1780401152,0,'2026-06-02T13:52:32.315702+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Integrations", "Collaborative Canvases"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 85, "reputation_status": "Vetted", "reputation_summary": "Official Atlassian shortlink redirecting to their engineering publication about Rovo''s collaborative AI canvas architecture.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "ai"}'); +INSERT INTO "resources" VALUES('https://go.atomist.com','Atomist','','N/A',0,'A curated technical resource and architectural guide covering Atomist in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030981,0,'2026-05-17T17:16:21.195083+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/scaffolding.md"]','["scaffolding.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.aws/4eFRwIt','Convert AWS console actions to reusable code with AWS Console-to-Code, now generally available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d',100.0,1779031620,0,'2026-05-17T17:27:00.720267+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/aws/convert-aws-console-actions-to-reusable-code-with-aws-console-to-code-now-generally-available/?trk=0d3532c8-5f49-4c86-9683-96c2417e9b4b&sc_channel=el"}'); INSERT INTO "resources" VALUES('https://go.dev','golang.org','','2026',0,'The official home of the Go programming language, designed for building simple, reliable, and highly efficient cloud-native software. Serves as the ultimate portal for runtime specifications and core packages.','en','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','[]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.dev/blog/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','2021',0,'Announces the standard integration of Gopls, the official Go language server, into the VS Code Go extension, ensuring native refactoring, precise definition hopping, and autocompletion for Go developers.','Go','Blog Post','Intermediate',0,'online','manual','382b09f3ec274fe3102b69bd93220b8a8845f3a87cf521810a3fba1240c44b7e',100.0,1.77913049502318406e+09,0,'2026-05-18T20:54:55.023184+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Language Servers"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.dev/blog/pkgsite-search-redesign','go.dev: A new search experience on pkg.go.dev','','N/A',0,'Details the architectural redesign of the official Go package registry search. Highlights usability and indexing upgrades implemented to streamline package discovery for developers.','en','Article','Beginner',0,'online','manual','1c3e6ab66eddcc9c2833200aff84633a04e137831e101117ae7029571eeeec52',100.0,1779031535.51647,1,'2026-05-17T17:25:35.516470+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.digitalocean.com/cicd-on-k8s','go.digitalocean.com/cicd-on-k8s','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902927014952301e+09,0,'2026-05-17T16:47:50.149523+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.weave.works/2021_GitOps_Maturity_Model.html','go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous'' delivery (pdf)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779033762.40951,0,'2026-05-17T18:02:42.409510+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://www.weave.works/blog/category/kubernetes"}'); +INSERT INTO "resources" VALUES('https://go.dev/blog/gopls-vscode-go','blog.golang.org: Gopls on by default in the VS Code Go extension','','2021',0,'Announces the standard integration of Gopls, the official Go language server, into the VS Code Go extension, ensuring native refactoring, precise definition hopping, and autocompletion for Go developers.','Go','Blog Post','Intermediate',0,'online','manual','382b09f3ec274fe3102b69bd93220b8a8845f3a87cf521810a3fba1240c44b7e',100.0,1779130495,0,'2026-05-18T20:54:55.023184+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Language Servers"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.dev/blog/pkgsite-search-redesign','go.dev: A new search experience on pkg.go.dev','','N/A',0,'Details the architectural redesign of the official Go package registry search. Highlights usability and indexing upgrades implemented to streamline package discovery for developers.','en','Article','Beginner',0,'online','manual','1c3e6ab66eddcc9c2833200aff84633a04e137831e101117ae7029571eeeec52',100.0,1779031535,1,'2026-05-17T17:25:35.516470+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.digitalocean.com/cicd-on-k8s','go.digitalocean.com/cicd-on-k8s','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029270,0,'2026-05-17T16:47:50.149523+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://go.weave.works/2021_GitOps_Maturity_Model.html','go.weave.works: The GitOps Maturity Model - 4 evolutionary steps to continuous'' delivery (pdf)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779033762,0,'2026-05-17T18:02:42.409510+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://www.weave.works/blog/category/kubernetes"}'); INSERT INTO "resources" VALUES('https://go.weave.works/automating-kubernetes-with-gitops-wp.html','weave.works: Automating Kubernetes with GitOps (whitepaper) 🌟','','2020',0,'High-density whitepaper outlining standard practices for automating configuration and state management on K8s. Elaborates on controller mechanics, state checking intervals, and self-healing cluster loops.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Automation Principles"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://go.weave.works/gitops-ebook.html','go.weave.works: The Practical Guide to GitOps (eBook)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903179482266688e+09,0,'2026-05-17T17:29:54.822667+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://go.weave.works/2021_GitOps_Maturity_Model.html"}'); +INSERT INTO "resources" VALUES('https://go.weave.works/gitops-ebook.html','go.weave.works: The Practical Guide to GitOps (eBook)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779031794,0,'2026-05-17T17:29:54.822667+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://go.weave.works/2021_GitOps_Maturity_Model.html"}'); INSERT INTO "resources" VALUES('https://go.weave.works/hardening-git-for-gitops.html','weave.works: Hardening Git for GitOps (white paper)','','2021',0,'Focuses exclusively on securing the Git version control system to withstand supply chain exploits. Details branch protections, cryptographic GPG/SSH commit signatures, multi-signature reviews, and audit trails.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Security", "Hardening"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://go.weave.works/production-ready-kubernetes-checklist.html','weave.works: Production Ready Checklists for Kubernetes 🌟','','2021',0,'A structured checklist for preparing Kubernetes workloads for production environments. Tracks configuration rules for autoscaling parameters, multi-zone node configurations, backup recovery mechanisms, and observability pipelines to ensure system availability. Note: Weave Works has shut down operations, but the underlying checklist framework remains a valuable baseline.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Production Readiness", "Checklists"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://goglides.io/running-openebs-in-kubernetes/371','goglides.io: Running OpenEBS in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering goglides.io: Running OpenEBS in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903325867250299e+09,0,'2026-05-17T17:54:18.672503+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://goglides.io/running-openebs-in-kubernetes/371','goglides.io: Running OpenEBS in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering goglides.io: Running OpenEBS in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033258,0,'2026-05-17T17:54:18.672503+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goharbor.io','Harbor','','2026',0,'Harbor is a CNCF Graduated, enterprise-class container registry that secures artifacts with role-based access control, vulnerability scanning (via Trivy), and cryptographic image signing (via Cosign/Notary). It provides multi-tenant capabilities, geographic replication, and advanced audit logging. As a de facto standard for private cloud registries, it is highly adopted globally.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goharbor.io/docs/2.0.0/install-config/quick-install-script','goharbor.io: Deploy Harbor with the Quick Installation Script','','2021',0,'Step-by-step instructions for deploying a Harbor container registry instance quickly using an automated install script. This setup is highly suited for developer local environments, evaluations, and rapid proof-of-concept deployments. In production environments, enterprise-ready architectures should use the official Harbor Helm Chart instead.','Shell','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Installation"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-system-for-workload-colocation-on-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5341198351d010a00c95cd4d06592e7ffc6f87d9cf348d684a3227b84d603068',100.0,1.77903348674672293e+09,1,'2026-05-17T17:58:06.746723+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0','gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration','','N/A',0,'A curated technical resource and architectural guide covering gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903321804023695e+09,0,'2026-05-17T17:53:38.040237+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d','gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector','','N/A',0,'A curated technical resource and architectural guide covering gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902912848512792e+09,0,'2026-05-17T16:45:28.485128+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279','gokuldevops.medium.com: Argo CD-Sample app deployment','','N/A',0,'A curated technical resource and architectural guide covering gokuldevops.medium.com: Argo CD-Sample app deployment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903032282610702e+09,0,'2026-05-17T17:05:22.826107+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://golang.org','golang.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8435122408990ff986be2f095ffd930aaba3f6f2bd77f54ae000b6a1582a4ec',100.0,1.77902913269235491e+09,0,'2026-05-17T16:45:32.692355+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://go.dev"}'); -INSERT INTO "resources" VALUES('https://golangrepo.com','==golangrepo.com== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903026225384306e+09,0,'2026-05-17T17:04:22.253843+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://googlecloudcheatsheet.withgoogle.com','==googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','098e1fc5bb9f8fd139c0600928d12eb31442af5429587dbb3b974ce3af553aa0',100.0,1.77903333645070791e+09,0,'2026-05-17T17:55:36.450708+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-system-for-workload-colocation-on-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','5341198351d010a00c95cd4d06592e7ffc6f87d9cf348d684a3227b84d603068',100.0,1779033486,1,'2026-05-17T17:58:06.746723+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0','gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration','','N/A',0,'A curated technical resource and architectural guide covering gokhan-karadas1992.medium.com: ArgoCD + Kubevela Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033218,0,'2026-05-17T17:53:38.040237+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d','gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector','','N/A',0,'A curated technical resource and architectural guide covering gokulchandrapr.medium.com: Amazon EKS Anywhere & EKS Connector in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029128,0,'2026-05-17T16:45:28.485128+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279','gokuldevops.medium.com: Argo CD-Sample app deployment','','N/A',0,'A curated technical resource and architectural guide covering gokuldevops.medium.com: Argo CD-Sample app deployment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030322,0,'2026-05-17T17:05:22.826107+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://golang.org','golang.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8435122408990ff986be2f095ffd930aaba3f6f2bd77f54ae000b6a1582a4ec',100.0,1779029132,0,'2026-05-17T16:45:32.692355+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"duplicate_of": "https://go.dev"}'); +INSERT INTO "resources" VALUES('https://golangrepo.com','==golangrepo.com== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030262,0,'2026-05-17T17:04:22.253843+02:00',NULL,NULL,NULL,'[]','[]','["docs/other-awesome-lists.md"]','[]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://googlecloudcheatsheet.withgoogle.com','==googlecloudcheatsheet.withgoogle.com: Google Cloud Developer cheat sheet==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','098e1fc5bb9f8fd139c0600928d12eb31442af5429587dbb3b974ce3af553aa0',100.0,1779033336,0,'2026-05-17T17:55:36.450708+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md", "docs/cheatsheets.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://goteleport.com/blog/devsecops-passwordless','goteleport.com: Why DevSecOps is Going Passwordless','','2022',0,'Examines the transition from static SSH keys and database credentials to short-lived, identity-driven access methods. Outlines using WebAuthn standards, public-key cryptography, and modern IAM federation to eliminate credential storage risks.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Management", "Passwordless Authentication"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goteleport.com/blog/hack-via-pull-request','goteleport.com: Anatomy of a Cloud Infrastructure Attack via a Pull Request','- [==edidiongasikpo.com: How to Give Developers Secure Access to Kubernetes Clusters== 🌟](https://edidiongasikpo.com/how-to-give-developers-secure-access-to-kubernetes-clusters)','2022',0,'Provides a forensic simulation of a CI/CD supply-chain breach, demonstrating how unauthorized pull requests can exploit runners to exfiltrate cloud credentials. Highlights mitigation strategies like OpenID Connect (OIDC) authentication, ephemeral runners, and branch protection rules.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain", "CI-CD Attacks"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goteleport.com/blog/how-to-ssh-properly','gravitational.com: How to SSH Properly 🌟','','2022',4,'Deep technical reference on modern SSH architecture and key rotation practices. Explores proper configuration, disabling password authentication, managing multiple profiles, and transitioning towards certificate-based SSH access models.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Security"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); @@ -7720,99 +7720,99 @@ INSERT INTO "resources" VALUES('https://goteleport.com/blog/kube-authn-methods', INSERT INTO "resources" VALUES('https://goteleport.com/blog/kubernetes-api-access-security','goteleport.com: Kubernetes API Access Security Hardening','','2021',0,'Assesses security postures for Kube-API exposure, outlining standard secure practices including zero-trust access, bastions, detailed telemetry streams, and short-lived credentials.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "API Access Protection", "Teleport Access Control"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goteleport.com/blog/kubernetes-sso-saml','gravitational.com: How to Set Up Kubernetes SSO with SAML','','2022',0,'Deconstructs the mechanics of configuring Single Sign-On (SSO) for cluster environments utilizing SAML. The guide explains authentication federation patterns, mapping identity provider attributes to Kubernetes RBAC roles. This setup ensures seamless, centralized access management for enterprise platform infrastructure.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "SSO & SAML"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://goteleport.com/blog/ssh-certificates','goteleport.com: SSH Certificates Security. SSH Access Hardening 🌟','','2022',4,'In-depth structural review of SSH Certificates compared to public/private keys. Explains how SSH CAs sign cryptographic certificates to eliminate interactive public key management and enforce strict access expiry.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Security"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://goteleport.com/blog/ssh-vs-kubectl','goteleport.com: kubectl exec vs SSH','','2026',0,'An architectural comparison contrasting standard SSH access with the API-driven ''kubectl exec'' command. From a security boundary posture, it highlights why ''kubectl exec'' is preferred inside modern clusters as it eliminates secondary authentication pipelines and relies purely on Kubernetes RBAC structures.','N/A','Blog Post','Advanced',0,'online','manual','ccb0aae514164f042c250cd029d710227a7114729436c87d19135bbdb4768506',100.0,1779033806.1347,1,'2026-05-17T18:03:26.134700+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Security"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://goteleport.com/blog/ssh-vs-kubectl','goteleport.com: kubectl exec vs SSH','','2026',0,'An architectural comparison contrasting standard SSH access with the API-driven ''kubectl exec'' command. From a security boundary posture, it highlights why ''kubectl exec'' is preferred inside modern clusters as it eliminates secondary authentication pipelines and relies purely on Kubernetes RBAC structures.','N/A','Blog Post','Advanced',0,'online','manual','ccb0aae514164f042c250cd029d710227a7114729436c87d19135bbdb4768506',100.0,1779033806,1,'2026-05-17T18:03:26.134700+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Security"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gpustack.ai','seal.io: Open Source Platform Engineering for Dev & Ops','','2025',0,'Explores GPUStack (associated with gpustack.ai / seal.io''s evolution), an open-source platform engine designed for local and cloud GPU orchestration. Enables developers and platform teams to easily provision, manage, and scale AI/LLM execution environments across heterogeneous hardware infrastructure.','English','Open Source Project','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "AI Platform", "GPU Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://gradle.org','gradle.org','','2026',5,'The primary landing portal for Gradle, a high-performance, open-source build automation system. Live Grounding confirms Gradle''s position as a dominant enterprise build engine, optimizing multi-project build caching, incremental compilation, and providing highly flexible Groovy and Kotlin DSL structures.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Build Tools", "Gradle"]','["[DE FACTO STANDARD]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://grafana.com','grafana-6.7.2-1.x86_64.rpm','- [prometheus-2.17.1.linux-amd64](https://prometheus.io) - [apache-artemis-2.11.0](https://artemis.apache.org/components/artemis) - [apache-maven-3.6.3](https://maven.apache.org)','2020',0,'A legacy RPM binary package of Grafana 6.7.2. Kept as a reference point for historical dashboards and older enterprise network configurations.','None','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Package Archives", "Visualization"]','["[LEGACY]"]','[]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service','grafana.com: Grafana Labs and Microsoft partner to deliver new first party'' Microsoft Azure service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6abdeca0947896abcd9e3b5520c1ee78ffc9bf6b68f1aa65d0d333c13acd25de',100.0,1.77903025117664408e+09,0,'2026-05-17T17:04:11.176644+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://grafana.com/press/2021/11/10/grafana-labs-and-microsoft-partner-to-deliver-new-first-party-microsoft-azure-service"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana','grafana.com: Introducing the new and improved New Relic plugin for Grafana','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Introducing the new and improved New Relic plugin for Grafana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','54d16dab5a4e1951488181d1ade57325dc39e96fe8fa3c4cae03ee4db37e9968',100.0,1.7790310217501111e+09,0,'2026-05-17T17:17:01.750111+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards','Popular community plugins that can improve your Grafana dashboards 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ac521043c65c8a49700d014629d02b010f728b5e68daddd281eaf3ee27c70db5',100.0,1.77903446235596394e+09,0,'2026-05-17T18:14:22.355964+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-your-grafana-dashboards", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.968277"}, "duplicate_of": "https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests','grafana.com: How we use the Grafana GitHub plugin to track outstanding pull'' requests','','N/A',0,'Grafana details their internal workflow configuration utilizing the Grafana GitHub plugin to visualize team velocity, pull request backlogs, and code review cycle times. This approach transitions software delivery metrics into real-time operational panels alongside infrastructure performance data. By unifying telemetry and development state, engineering managers gain unprecedented visibility into systemic delivery bottlenecks.','English','blog','Intermediate',0,'online','manual','e2dded09ea09dc1cd4e6d82daaa37645260d26e8239c2e8c86632952185fb24e',100.0,1.7790323465671761e+09,0,'2026-05-17T17:39:06.567176+02:00',NULL,NULL,NULL,'["Developer Tools", "Infrastructure Monitoring", "Developer Experience Dashboards"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system','grafana.com: Announcing Grafana Tempo, a massively scalable distributed'' tracing system 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4d08f8391695a9f5a04086f97a95e86d11093055aaec7207f5ece5bca76112e7',100.0,1.7790334308114829e+09,0,'2026-05-17T17:57:10.811483+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.988357"}, "duplicate_of": "https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three-easy-projects','==grafana.com: Get started with Prometheus with these three easy projects==','','N/A',0,'A curated technical resource and architectural guide covering ==grafana.com: Get started with Prometheus with these three easy projects== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','e84b66663fadbde62c883b2508f2dc69d9855673b1bd9dd9c7dfc0e48e781dfc',100.0,1.7790307121660211e+09,0,'2026-05-17T17:11:52.166021+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance','grafana.com: A beginner''s guide to distributed tracing and how it can increase'' an application''s performance 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','52cc47e8a7058e8f87d6c80348209d93e51ca9a022b87291e7585bab534c7f75',100.0,1.77903138682438397e+09,0,'2026-05-17T17:23:06.824384+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:55.002276"}, "duplicate_of": "https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service','grafana.com: Using Telegraf plugins to visualize industrial IoT data with'' the Grafana Cloud Hosted Prometheus service','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Using Telegraf plugins to visualize industrial IoT data with'' the Grafana Cloud Hosted Prometheus service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','b7e57733bbe2ce014224d59348e37831f22142336753c49c1a73bfad2091a2ce',100.0,1.7790314614754579e+09,0,'2026-05-17T17:24:21.475458+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs','grafana.com: How we use metamonitoring Prometheus servers to monitor all'' other Prometheus servers at Grafana Labs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','25fea83d846c79cd23a87704dc92b8813ddbb56786975afca19dd4fb6512e7b8',100.0,1779030892.55438,0,'2026-05-17T17:14:52.554380+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2021/04/08/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.949231"}, "duplicate_of": "https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,'' Kubernetes and Docker integrations, and more','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming,'' Kubernetes and Docker integrations, and more in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6307927eb723803f0de1c2b6b4d348c3c08439e938b6c2e362558d5f599eb387',100.0,1779030508.08261,0,'2026-05-17T17:08:28.082610+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud','grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem'' instances quickly with Grafana Cloud','','N/A',0,'Curator Insight: Overview of cloud-managed observability templates for Kafka. Live Grounding: Details the installation of preconfigured Grafana dashboards targeting JVM metrics, consumer group lag, broker performance, and broker/under-replicated partition alerts.','English','Article','Intermediate',0,'online','manual','2935538fe3d34504e4446603cf855f18bb72db8224e49636fb8ee81f857d20fc',100.0,1.77903001020645594e+09,0,'2026-05-17T17:00:10.206456+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Grafana Integration"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated'' plugin management, and more','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated'' plugin management, and more in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2ec240edbb7fc5b03dd2b4a7064e8222641521c259c69313b26b9aadb16b8e23',100.0,1.77903415598937201e+09,0,'2026-05-17T18:09:15.989372+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-for-microservices','grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','652762717f4e5651461bba4ca20f1d381b852840d263a8edbc8c9e85453207c5',100.0,1.77902963255185794e+09,0,'2026-05-17T16:53:52.551858+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent','grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent','','N/A',0,'A curated technical resource and architectural guide covering grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','aed97a7c2ae48b5c1995a90543a4580b252c25b6b60b8849a28a40d572282e8a',100.0,1.77903316785878491e+09,0,'2026-05-17T17:52:47.858785+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/11/17/2021/11/17/grafana-aws-cloudwatch-integration','grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s'' first fully managed integration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77903188370237708e+09,0,'2026-05-17T17:31:23.702377+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://grafana.com/blog"}'); -INSERT INTO "resources" VALUES('https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','2187aedb854cc5c737fb4f732751d03ff84815a3c337c2a1338bbd9621628141',64.0,1.77913049498755908e+09,0,'2026-05-18T20:54:54.987559+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"review_metadata": {"original_url": "https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.987562"}}'); 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Curator insight emphasizes structural optimization of metric labels, while live grounding confirms Grafana''s continuing dominance in visualization platforms handling high-churn timeseries data. 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+INSERT INTO "resources" VALUES('https://hart-michael.medium.com/why-you-need-continuous-deployment-93d7b5936523','hart-michael.medium.com: Why You Need Continuous Deployment','','N/A',0,'A curated technical resource and architectural guide covering hart-michael.medium.com: Why You Need Continuous Deployment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031882,0,'2026-05-17T17:31:22.645789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hashcat.net/hashcat','hashcat','','2026',0,'Hashcat is a highly advanced, multi-threaded password recovery tool leveraging GPU computing to execute complex, rules-based dictionary and brute-force cracking attacks. While not cloud-native, it is a crucial component in offensive validation cycles to audit password complexity policies. Security architects rely on its efficiency to evaluate overall credential resistance.','C','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Penetration Testing", "Hash Cracking"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hashinteractive.com/blog/mongodump-and-mongorestore-vs-mongoexport-and-mongoimport','hashinteractive.com: MONGODUMP AND MONGORESTORE VS MONGOEXPORT AND MONGOIMPORT','','2021',3,'Differentiates native utility commands: mongodump/mongorestore (BSON binary backup for full disaster recovery) vs mongoexport/mongoimport (JSON/CSV semantic exports ideal for external analytics).','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "MongoDB Ecosystem", "Database Tooling"]','["[COMMUNITY-TOOL]"]','[]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws','hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS','','N/A',0,'A curated technical resource and architectural guide covering hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779033925032305e+09,0,'2026-05-17T18:05:25.032305+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-training.md"]','["aws-training.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://hashnode.tpschmidt.com/my-top-10-free-learning-resources-for-aws','hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS','','N/A',0,'A curated technical resource and architectural guide covering hashnode.tpschmidt.com: My Top 10 Free Learning Resources for AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033925,0,'2026-05-17T18:05:25.032305+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-training.md"]','["aws-training.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hasura.io','Hasura 🌟','','2026',5,'Hasura is an instant, ultra-fast GraphQL engine that bridges database engines like Postgres and SQL Server to autogenerate a secure GraphQL API endpoint with fine-grained authorization policies.','Haskell','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "GraphQL", "Hasura"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hasura.io/blog/a-simple-real-time-event-driven-architecture-with-qr-codes','hasura.io: A Simple, Realtime, Event Driven Architecture with QR Codes','','2021',0,'Demonstrates the construction of a real-time QR generation microservice using Hasura''s instant GraphQL engine and PostgreSQL event triggers. Illustrates stateless serverless handlers reacting to database write mutations in real-time.','JavaScript','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Architecture", "Event-Driven", "GraphQL"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://havanrijn.wordpress.com/2024/04/01/dont-let-azure-log-analytics-break-the-bank','havanrijn.wordpress.com: Don’t let Azure Log Analytics break the bank','','2024',3,'A practical, cost-saving guide to reducing bloated Log Analytics ingestion fees. It details queries for identifying high-volume tables, configuring data collection rules (DCRs) to filter noisy events, and setting daily ingestion caps. Essential guidance for engineering teams seeking to optimize cloud spending while maintaining adequate observability indicators.','KQL','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Monitoring & Observability", "Log Analytics FinOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d11fae83ffdd736fba3f2d8bb0624b25eefad5bad2a9f795abc96335a41d304',100.0,1.77903451525230789e+09,0,'2026-05-17T18:15:15.252308+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard"}'); +INSERT INTO "resources" VALUES('https://hawar.no/2020/09/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d11fae83ffdd736fba3f2d8bb0624b25eefad5bad2a9f795abc96335a41d304',100.0,1779034515,0,'2026-05-17T18:15:15.252308+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{"duplicate_of": "https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard"}'); INSERT INTO "resources" VALUES('https://hawar.no/2021/05/cisco-dna-center-with-grafana-dashboard','CISCO DNA Center with Grafana Dashboard','','2021',0,'Operational guide detailing integration workflows between Cisco DNA Center APIs and Grafana. Translates enterprise network controller metrics into visual graphs for performance auditing.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Network Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hazelcast.com/blog/architectural-patterns-for-caching-microservices','hazelcast.com: Where Is My Cache? Architectural Patterns for Caching Microservices 🌟','','2021',0,'Caching in distributed microservices architectures requires balancing performance against data consistency. This guide explores multiple caching topologies, comparing client-side caching, sidecar-based caches, and distributed caching tiers. It highlights key trade-offs between architectural complexity, network latency, and cache invalidation strategies in high-throughput microservices environments.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "Caching"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hbase.apache.org','HBase.apache.org','','2026',4,'Open-source, distributed, column-oriented database running atop Hadoop DFS. Delivers real-time, random read/write storage access to billions of rows, modeled directly after Google''s original Bigtable design.','Java','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Wide-Column Stores"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}'); @@ -7897,58 +7897,58 @@ INSERT INTO "resources" VALUES('https://hbr.org/2020/01/what-it-takes-to-give-a- INSERT INTO "resources" VALUES('https://hbr.org/2021/06/the-real-value-of-middle-managers','hbr.org: The Real Value of Middle Managers','','2021',4,'Defends the critical functional value of middle management in large enterprise hierarchies. Demonstrates that instead of acting as bureaucratic roadblocks, competent middle managers serve as dynamic translators between high-level executive strategy and boots-on-the-ground engineering execution, facilitating organizational alignment, psychological safety, and rapid change management.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Organizational Scaling", "Middle Management"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hbr.org/2021/10/forget-flexibility-your-employees-want-autonomy','hbr.org: Forget Flexibility. Your Employees Want Autonomy','','2021',0,'An HBR diagnostic showing that employee retention depends more on decision-making autonomy than superficial schedule flexibility. 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Google’s infrastructure leverages specialized TPUs (Tensor Processing Units) to execute low-latency inferences directly at the point of care. 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The post contrasts change-tracking methods, including Kubernetes API auditing, GitOps synchronization differentials, and real-time alerting engines like Robusta and Kubeshark.','English','Technical Article','Medium',0,'online','manual','939f865e445d5d0ecd313376ec609a9261ff090ed76415151bdc9833da3ada2d',100.0,1779033592,1,'2026-05-17T17:59:52.193781+02:00',NULL,NULL,NULL,'["Observability", "Audit Logging", "Change Tracking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus','homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications “Plus”!','','2021',2,'A career planning guide emphasizing why credentialing must be actively supplemented with deep open-source portfolios, architectural projects, and reliable systems-level operations engineering.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Opinion & Strategy", "Career Development"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hoppscotch.io','Hoppscotch: Open-Source Alternative to Postman','','2026',0,'Hoppscotch is a modern, lightweight, web-native open-source alternative to Postman. Engineered to be highly performant, it streamlines real-time operations including HTTP, GraphQL, and WebSockets.','TypeScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Testing", "Open Source"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus','Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot','','N/A',0,'A curated technical resource and architectural guide covering Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903415551964902e+09,0,'2026-05-17T18:09:15.519649+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/customer.md"]','["customer.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a','==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics==','','N/A',0,'A curated technical resource and architectural guide covering ==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903432270045399e+09,0,'2026-05-17T18:12:02.700454+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus','Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot','','N/A',0,'A curated technical resource and architectural guide covering Efficient Java in the cloud with Quarkus. Carrefour Spain’s test: Quarkus'' vs. Spring Boot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034155,0,'2026-05-17T18:09:15.519649+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/customer.md"]','["customer.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f85878e46a','==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics==','','N/A',0,'A curated technical resource and architectural guide covering ==horovits.medium.com: Prometheus Now Supports OpenTelemetry Metrics== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034322,0,'2026-05-17T18:12:02.700454+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://horovits.wordpress.com/2020/07/15/kubernetes-security-best-practices','horovits.wordpress.com: Kubernetes Security Best Practices','','2020',0,'Explains foundational steps for securing Kubernetes API access, configuring container execution privileges, and auditing container images within CI/CD pipelines.','N/A','article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Hardening", "Security Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{"duplicate_of": "https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md"}'); -INSERT INTO "resources" VALUES('https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack','DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack','','N/A',0,'A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097922733592e+09,0,'2026-05-17T17:16:19.227336+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/jenkins.md"]','["devops-tools.md", "jenkins.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://hostadvice.com/blog/devops-toolbox-jenkins-ansible-chef-puppet-vagrant-saltstack','DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack','','N/A',0,'A curated technical resource and architectural guide covering DevOps Toolbox: Jenkins, Ansible, Chef, Puppet, Vagrant, & SaltStack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030979,0,'2026-05-17T17:16:19.227336+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops-tools.md", "docs/jenkins.md"]','["devops-tools.md", "jenkins.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howdns.works','howdns.works','','2018',0,'An educational, comic-style visual narrative explaining the global mechanics of the Domain Name System (DNS). Breaks down recursive and authoritative resolvers, Root zones, TLD servers, and browser-side caching. Ideal for establishing a mental model of naming resolution dynamics before building microservices topologies.','English','Interactive Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Protocols", "DNS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howhttps.works','howhttps.works','','2020',0,'An interactive, visual educational resource designed to unpack the complex mechanics of the HTTPS protocol, TLS handshakes, and public key cryptography. Highly useful for onboarding developers to understand transport-layer security and key-exchange negotiations in web systems.','English','Interactive Web','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Security", "Networking Protocols", "Transport Layer Security"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven','howtodoinjava.com/maven','','2026',3,'High-fidelity educational portal providing step-by-step technical guides, plugin configuration snippets, and architecture blueprints for building robust Maven-based Java workloads.','English','Educational Resource','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Build Systems", "JVM Ecosystem", "Tutorials & Guides"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project','howtodoinjava.com: Maven IntelliJ Idea Project','','2020',3,'Practical walkthrough highlighting smooth workflow migration pathways to transition standard command-line Maven structures directly into productive IntelliJ IDEA project workspaces.','English','Educational Resource','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDE Integrations", "IntelliJ IDEA"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://howtodoinjava.com/maven/maven-java-project-with-intellij-idea','howtodoinjava.com: Maven IntelliJ Idea Project','','2021',2,'Step-by-step tutorial on initializing, configuring, and importing Maven projects inside JetBrains IntelliJ IDEA. Useful for junior developers looking to establish standard build patterns and resolve dependency import conflicts.','English','Blog','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Build Tools", "Java Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{"duplicate_of": "https://howtodoinjava.com/maven/how-to-convert-maven-java-project-to-intellij-idea-project"}'); INSERT INTO "resources" VALUES('https://http.cat','http.cat 🌟','','2026',0,'A popular, visually descriptive resource mapping standard HTTP status codes to illustrative cat photos. Frequently used by developers as an educational tool, debug reference, and routing response helper.','JavaScript','Utility','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "HTTP Architecture", "Status Codes"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://http2-explained.haxx.se',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','88fac0c82cdf6d10255adfb64fc13ba2a876b1e096aed7646df993cc88dd9087',100.0,1.77903189651985597e+09,1,'2026-05-17T17:31:36.519856+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://http2.github.io','http2.github.io HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7671e742d1149405620fac23a5619cce021b8b5bd9d4de940aa53ad516217cb5',100.0,1.77902937421659898e+09,1,'2026-05-17T16:49:34.216599+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://http2.github.io/faq','http2.github.io HTTP/2 Frequently Asked Questions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6c314974d92445138cdb880fef762e1352854f0d3f54a7c1c93f66675097b375',100.0,1.77903225693115806e+09,1,'2026-05-17T17:37:36.931158+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://http2-explained.haxx.se',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','88fac0c82cdf6d10255adfb64fc13ba2a876b1e096aed7646df993cc88dd9087',100.0,1779031896,1,'2026-05-17T17:31:36.519856+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://http2.github.io','http2.github.io HTTP/2 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7671e742d1149405620fac23a5619cce021b8b5bd9d4de940aa53ad516217cb5',100.0,1779029374,1,'2026-05-17T16:49:34.216599+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://http2.github.io/faq','http2.github.io HTTP/2 Frequently Asked Questions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6c314974d92445138cdb880fef762e1352854f0d3f54a7c1c93f66675097b375',100.0,1779032256,1,'2026-05-17T17:37:36.931158+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://http3-explained.haxx.se','http3-explained.haxx.se: HTTP/3 explained 🌟','','2026',0,'The definitive, author-maintained manual tracing the engineering properties of HTTP/3 and its underlying QUIC protocol. Explores connection setup, multiplexing, security benefits, UDP migration paths, and head-of-line blocking resolution.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "Protocol Evolution", "HTTP/3 & QUIC"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://httpd.apache.org','Apache','','2025',0,'The main technical site for the Apache HTTP Server, the industry-standard web server. Continues to power global web networks with highly stable modular routing rules and robust security mechanisms.','C','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Web Servers", "Apache HTTP Server"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://httpd.apache.org/docs/2.4/howto/reverse_proxy.html','Apache Reverse Proxy Guide','','2025',0,'Official engineering handbook illustrating the deployment and configuration of the Apache HTTP Server as a reverse proxy. Details mod_proxy directives, buffer limits, and load-balancer grouping policies.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Web Servers", "Reverse Proxy"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/_/elasticsearch',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','00c57699dbbaf453e7c9995c525861c0b51661650c02a88bab6bc6c0e94fd6e8',100.0,1.77903377323509693e+09,1,'2026-05-17T18:02:53.235097+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/_/elasticsearch',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','00c57699dbbaf453e7c9995c525861c0b51661650c02a88bab6bc6c0e94fd6e8',100.0,1779033773,1,'2026-05-17T18:02:53.235097+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/_/websphere-liberty','DockerHub: websphere-liberty','','2026',4,'The official WebSphere Liberty image on Docker Hub, providing a highly optimized cloud-native runtime designed for Java EE and MicroProfile. Live Grounding emphasizes its value for enterprise application modernization, delivering low-footprint containers with IBM technical backing.','English','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "WebSphere", "Docker"]','["[ENTERPRISE-STABLE]"]','[]','["ibm_cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/alwin2/petclinic-customers-service','ref 4','','2021',0,'Docker container image representing the Customer Service sub-domain of the decomposed Spring Petclinic microservices suite. Designed for direct cluster deployments to test service-to-service communication.','Dockerfile','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Applications", "Java Microservices", "Container Images"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/anthonydahanne/spring-petclinic','ref 6','','2018',0,'Historical community Docker image containing early builds of the Spring Petclinic framework. Used primarily for legacy workshop labs and testing Docker runtime backwards compatibility.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/arey/springboot-petclinic','ref 5 arey/springboot-petclinic','','2023',0,'A highly pulled, community-maintained Spring Boot Petclinic image optimized for lean runtimes. Includes built-in multi-architecture CPU support (ARM64/AMD64) ideal for localized testing and local Kubernetes clusters.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/bitnami/cluster-autoscaler','bitnami/cluster-autoscaler','','2023',0,'A highly secure, enterprise-hardened container image for Kubernetes Cluster Autoscaler maintained by Bitnami. Ideal for teams requiring pre-packaged, scanned, and continuously updated container builds for their self-managed cluster deployments.','Shell','Image','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/bmoussaud/petclinic','ref 3','','2020',0,'Docker image for the Spring Petclinic application instrumented with APM and monitoring agents. Useful for evaluating telemetry collection, performance profiling, and tracing agents inside isolated container runs.','Dockerfile','Container Image','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/centos/postgresql-10-centos7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','93b8cb56515e894ef7899b4c113b2fdb5181c0efd6eb6bc57806bfb90441a5a8',100.0,1.77903038473850107e+09,1,'2026-05-17T17:06:24.738501+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/centos/postgresql-10-centos7',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','93b8cb56515e894ef7899b4c113b2fdb5181c0efd6eb6bc57806bfb90441a5a8',100.0,1779030384,1,'2026-05-17T17:06:24.738501+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/ibuchh/petclinic-spinnaker-jenkins','ref 1','','2020',0,'A legacy Docker Hub image combining PetClinic deployment artifacts with Spinnaker and Jenkins orchestration capabilities. Serves as a historical artifact of early multi-cloud continuous delivery pipelines built on top of traditional JVM monoliths.','Dockerfile','Container Image','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Continuous Delivery", "Docker Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/jboss/kie-server','KIE Server','','2026',0,'The KIE Server Docker container package provides an execution environment for Drools and jBPM workflow engine patterns, simplifying distributed microservices runtime decision orchestration.','Shell','Docker Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Business Rules", "Containerization"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/jbrisbin/spring-petclinic','ref 7','','2015',0,'One of the oldest legacy Docker images of the Spring PetClinic project. Demonstrates early containerization methodologies using heavy base operating system layers and older Java Virtual Machine (JVM) versions.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshift','DockerHub OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','475e2cc9ced9d670432428f70e2191dd406cd8b11b2d9cdd0ec2663ed96ee513',100.0,1.77903329624415588e+09,0,'2026-05-17T17:54:56.244156+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshift"}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshiftdemos','DockerHub OpenShift Demos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','27c97592dbf5be3d30ced985fa10083a991c51e8160539e4dbdcc52fd85761d7',100.0,1.77903108090073895e+09,0,'2026-05-17T17:18:00.900739+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshiftdemos"}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshift','DockerHub OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','475e2cc9ced9d670432428f70e2191dd406cd8b11b2d9cdd0ec2663ed96ee513',100.0,1779033296,0,'2026-05-17T17:54:56.244156+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshift"}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/openshiftdemos','DockerHub OpenShift Demos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','27c97592dbf5be3d30ced985fa10083a991c51e8160539e4dbdcc52fd85761d7',100.0,1779031080,0,'2026-05-17T17:18:00.900739+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/u/openshiftdemos"}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/payara/micro','Payara Micro','','2026',4,'The official Docker image for Payara Micro, a lightweight, cloud-optimized container runtime designed specifically for MicroProfile applications. Live Grounding shows Payara Micro is extensively used in dynamic, auto-scaling Kubernetes microservice pods due to its rapid startup and low configuration overhead.','English','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Payara Micro", "Docker"]','["[ENTERPRISE-STABLE]"]','[]','["java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/payara/server-full','Payara','','2026',3,'The official Docker Hub repository for Payara Server Full, providing ready-made container images for complete Jakarta EE runtime capabilities. Live Grounding shows its primary use in legacy system migration, allowing enterprise operations to orchestrate monolithic workloads with modern container tooling.','English','Container Image','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Payara Server", "Docker"]','["[LEGACY]"]','[]','["java_app_servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/sarjunkumar24391/petclinic','ref 2','','2019',0,'A community-packaged Docker image of the classic Spring Petclinic application. Created primarily to facilitate rapid deployment testing on container runtimes without local Maven compilation overhead.','Dockerfile','Container Image','Basic',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Docker", "Prebuilt Images"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/r/sonatype/nexus3','hub.docker.com/r/sonatype/nexus3/','','2026',0,'Official Docker repository containing Sonatype Nexus Repository Manager 3. Essential for hosting private software artifacts, dependency proxy caches (npm, NuGet, Maven), and localized container registries in enterprise platforms.','None','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Artifact Repositories", "Sonatype Nexus"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.docker.com/r/texthtml/gitlab-merge-bot','DockerHub: Gitlab Merge Bot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4ad2975075b7304620aefea29f11692ced9eb322a77b9cda0c050de6a4115cd0',100.0,1.77903161528130602e+09,1,'2026-05-17T17:26:55.281306+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.docker.com/r/texthtml/gitlab-merge-bot','DockerHub: Gitlab Merge Bot','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4ad2975075b7304620aefea29f11692ced9eb322a77b9cda0c050de6a4115cd0',100.0,1779031615,1,'2026-05-17T17:26:55.281306+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/u/openshift','DockerHub OpenShift','','2026',0,'Public Docker Hub repository hosting community-built images for OpenShift. While still containing useful base reference tools, current 2026 best practices dictate migrating critical dependencies to secure, enterprise-scanned registries.','None','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Registries", "Community"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/u/openshiftdemos','DockerHub OpenShift Demos','','2020',0,'Registry hosting pre-built container images optimized for the OpenShiftDemos organization. Though partially legacy due to secure private registry practices, it serves as a valuable public catalog of application runtimes.','N/A','Registry','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reference Architectures", "Artifact Registries", "Docker Images"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.docker.com/u/redhat','Red Hat Universal Base Images - hub.docker.com/u/redhat: UBI 8 standard, minimal, micro, and init from DockerHub 🌟','','2026',0,'The official Docker Hub repository for Red Hat Universal Base Images (UBI), offering secure, reliable standard, minimal, micro, and init image variants. These images provide enterprise-grade security patches, high reliability, and RHEL compatibility without requiring commercial subscriptions. It serves as an industry de facto standard for high-security container base images.','N/A','Registry','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Base Images"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://hub.helm.sh','hub.helm.sh 🌟','','2020',0,'The legacy centralized search hub for locating community Helm charts before the packaging index consolidated. This resource is completely deprecated and has been succeeded by the modern, CNCF-maintained decentralized platform, Artifact Hub.','Go','Web Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Chart Discovery"]','["[LEGACY]"]','[]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/choerodon/nexus3','Choerodon Nexus3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5989d4d1c4b96da728a60fac6c5af05b5f8fd135d48cdd0772f3670f90b7dad4',100.0,1.7790334890472629e+09,0,'2026-05-17T17:58:09.047263+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/choerodon/nexus3"}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/oteemo/sonarqube','hub.helm.sh/charts/oteemo/sonarqube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903351137002205e+09,0,'2026-05-17T17:58:31.370022+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/oteemo/sonarqube"}'); -INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/stable/cluster-autoscaler','hub.helm.sh: cluster-autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1.77903000953453207e+09,0,'2026-05-17T17:00:09.534532+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://hub.helm.sh/charts/oteemo/sonarqube"}'); -INSERT INTO "resources" VALUES('https://hub.kubeapps.com','KubeApps Hub','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1.7790321145178411e+09,0,'2026-05-17T17:35:14.517841+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer','hub.qovery.com: Terraform is Not the Golden Hammer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','683f0609767fa848db6c8e614124c2c4c25e0b6741f9d0b69d7a16c6a806aa71',100.0,1.77903296943052506e+09,0,'2026-05-17T17:49:29.430525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.qovery.com/docs/getting-started/introduction"}'); -INSERT INTO "resources" VALUES('https://hub.tinztwins.de/7-hidden-python-tips-for-2024','hub.tinztwins.de: 7 Hidden Python Tips for 2024','','N/A',0,'A curated technical resource and architectural guide covering hub.tinztwins.de: 7 Hidden Python Tips for 2024 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903238352704906e+09,0,'2026-05-17T17:39:43.527049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/choerodon/nexus3','Choerodon Nexus3 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5989d4d1c4b96da728a60fac6c5af05b5f8fd135d48cdd0772f3670f90b7dad4',100.0,1779033489,0,'2026-05-17T17:58:09.047263+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/choerodon/nexus3"}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/oteemo/sonarqube','hub.helm.sh/charts/oteemo/sonarqube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1779033511,0,'2026-05-17T17:58:31.370022+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{"duplicate_of": "https://artifacthub.io/packages/helm/oteemo/sonarqube"}'); +INSERT INTO "resources" VALUES('https://hub.helm.sh/charts/stable/cluster-autoscaler','hub.helm.sh: cluster-autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5e483cdff2ea4c51fc01a5c000ce825ed724db6f78b6a186af21b7521ef6005a',100.0,1779030009,0,'2026-05-17T17:00:09.534532+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://hub.helm.sh/charts/oteemo/sonarqube"}'); +INSERT INTO "resources" VALUES('https://hub.kubeapps.com','KubeApps Hub','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','N/A',100.0,1779032114,0,'2026-05-17T17:35:14.517841+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer','hub.qovery.com: Terraform is Not the Golden Hammer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','683f0609767fa848db6c8e614124c2c4c25e0b6741f9d0b69d7a16c6a806aa71',100.0,1779032969,0,'2026-05-17T17:49:29.430525+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.qovery.com/docs/getting-started/introduction"}'); +INSERT INTO "resources" VALUES('https://hub.tinztwins.de/7-hidden-python-tips-for-2024','hub.tinztwins.de: 7 Hidden Python Tips for 2024','','N/A',0,'A curated technical resource and architectural guide covering hub.tinztwins.de: 7 Hidden Python Tips for 2024 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032383,0,'2026-05-17T17:39:43.527049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://huggingface.co/blog/NileshInfer/implementing-fractional-gpus-in-kubernetes','huggingface.co: Implementing Fractional GPUs in Kubernetes with Aliyun Scheduler','','2024',0,'A deep dive into fractional GPU scheduling policies on Kubernetes using the open-source Aliyun Scheduler. 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Evaluates the cost, operational, and performance advantages of deploying bare-metal or multi-cloud Kubernetes runtimes orchestrated by modular platform controllers.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure Migration", "VMware Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://humanitec.com/blog/handling-environment-variables-with-kubernetes','How to handle environment variables with Kubernetes? 🌟','','2022',4,'A stellar architectural deep dive into environment variable management within Pod specs. Compares ConfigMaps, Secret injection, and secure dynamic configuration systems to avoid credential exposure in production.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "Secrets Management", "Environment Variables"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -8029,91 +8029,91 @@ INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures',' INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/aws','humanitec.com: Platform reference architecture on AWS','','2023',0,'Illustrates modern Platform Engineering frameworks on AWS. Details integrating EKS, RDS, and AWS Secrets Manager with Score and Humanitec to build scalable, low-friction self-service infrastructure portals.','English','Architecture Guide','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "AWS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{"duplicate_of": "https://humanitec.com/reference-architectures"}'); INSERT INTO "resources" VALUES('https://humanitec.com/reference-architectures/azure','humanitec.com: Platform reference architecture on Azure','','2023',0,'A production-ready blueprint mapping internal developer platforms (IDP) to native Azure resources. Details how to utilize AKS, Azure Key Vault, and Terraform to implement automated, secure self-service infrastructure pipelines.','English','Architecture Guide','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Reference Architectures", "Azure"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{"duplicate_of": "https://humanitec.com/reference-architectures/aws"}'); INSERT INTO "resources" VALUES('https://humanwhocodes.com/blog/2011/11/29/how-content-delivery-networks-cdns-work','nczonline: How content delivery networks (CDNs) work - Nov 2011','','2011',0,'A timeless foundational resource detailing the transport mechanics of CDNs. 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This case study highlights the importance of enforcing rigorous network segregation on all management layers.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Argo Workflows Misconfigurations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-argo-workflows',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d4b83ee3cc43adf7486e3a2e3532a8c6507c5cbb5e2ba0e13fedb719f6c80fad',64.0,1.77913049501196789e+09,0,'2026-05-18T20:54:55.011968+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://inthecloud.withgoogle.com/free-training-21/register.html','Google Cloud Skills Boost','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e6a9b8d71cf67d8617b3fdd28c742b1b9f72f2f4b471930116d027760a393b09',100.0,1.77903013287706589e+09,0,'2026-05-17T17:02:12.877066+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-argo-workflows',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d4b83ee3cc43adf7486e3a2e3532a8c6507c5cbb5e2ba0e13fedb719f6c80fad',64.0,1779130495,0,'2026-05-18T20:54:55.011968+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://inthecloud.withgoogle.com/free-training-21/register.html','Google Cloud Skills Boost','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e6a9b8d71cf67d8617b3fdd28c742b1b9f72f2f4b471930116d027760a393b09',100.0,1779030132,0,'2026-05-17T17:02:12.877066+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://io.google/2026','Google I/O 2026','The official landing hub for Google I/O 2026, offering keynotes, product releases, technical documentation links, and on-demand video sessions for global developers.','2026',4,'**Curator Insight:** The central architectural index for Google''s cloud, mobile, and machine learning developer tooling, establishing the technological baseline for the 2026 software ecosystem. **Live Grounding:** The official normalized portal for Google I/O 2026 acts as a launchpad for deep-dive resources on Gemini 2.5/3.0, Android 17, and next-gen Chrome DevTools. * **Core Technical Impact:** Outlines shifts in edge computing architectures, containerized micro-runtime capabilities, and declarative web platforms. -* **Architectural Value:** Essential for engineering leaders aligning platform roadmaps with emerging web standards and cloud-native services.','en','site','beginner',0,'online','automatic','158b9a7b27c4066cab6cbb3c81706acf5466f46665e6fd16b881360c734abadc',NULL,1.78035227299415898e+09,0,'2026-06-02T00:17:52.994159+02:00',NULL,NULL,NULL,'["Cloud Ecosystems", "Google Cloud", "Google I/O Conferences"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. 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Live grounding notes that this community initiative has largely been succeeded by the official, enterprise-stable Podman Desktop application developed by Red Hat.','TypeScript','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Graphical User Interfaces", "Podman Desktop Tools"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba9f085','iopshub.medium.com: Terraform Best Practices Everyone Should Know','','N/A',0,'A curated technical resource and architectural guide covering iopshub.medium.com: Terraform Best Practices Everyone Should Know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903308433433794e+09,0,'2026-05-17T17:51:24.334338+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba9f085','iopshub.medium.com: Terraform Best Practices Everyone Should Know','','N/A',0,'A curated technical resource and architectural guide covering iopshub.medium.com: Terraform Best Practices Everyone Should Know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033084,0,'2026-05-17T17:51:24.334338+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://iot-analytics.com/iot-cloud','iot-analytics.com: The IoT cloud: Microsoft Azure vs. AWS vs. Google Cloud','','2026',0,'An in-depth IoT Analytics report mapping the differences in IoT architectures, ingestion protocols, and message-broker setups across AWS, Azure, and Google Cloud. Live grounding highlights the strategic exit of GCP IoT Core, which shifted the enterprise IoT landscape heavily toward Azure IoT Hub and AWS IoT.','English','Case Study/Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Strategy", "Internet of Things", "IoT Cloud Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a','irfanyusanif.medium.com: Best practices to communicate between microservices','','N/A',0,'A curated technical resource and architectural guide covering irfanyusanif.medium.com: Best practices to communicate between microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903283289458608e+09,0,'2026-05-17T17:47:12.894586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes','ishantgaurav.in: Complete Application Deployment using Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Complete Application Deployment using Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903050338453102e+09,0,'2026-05-17T17:08:23.384531+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern','ishantgaurav.in: Kubernetes – Sidecar Container Pattern','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Kubernetes – Sidecar Container Pattern in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203656512093e+09,0,'2026-05-17T17:33:56.565121+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed68a99a','irfanyusanif.medium.com: Best practices to communicate between microservices','','N/A',0,'A curated technical resource and architectural guide covering irfanyusanif.medium.com: Best practices to communicate between microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032832,0,'2026-05-17T17:47:12.894586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kubernetes','ishantgaurav.in: Complete Application Deployment using Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Complete Application Deployment using Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030503,0,'2026-05-17T17:08:23.384531+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern','ishantgaurav.in: Kubernetes – Sidecar Container Pattern','','N/A',0,'A curated technical resource and architectural guide covering ishantgaurav.in: Kubernetes – Sidecar Container Pattern in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032036,0,'2026-05-17T17:33:56.565121+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ismiletechnologies.com/en_us/devsecops/secure-devops-kit-azureazsk','ismiletechnologies.com: Secure DevOps Kit For Azure(AzSK)','','2023',2,'An analysis of the Secure DevOps Kit for Azure, detailing its six key focus areas including subscription security, continuous assurance, and alerting. It provides a functional roadmap for integrating compliance checks into DevOps pipelines. It serves as a great introductory guide to understanding pre-cloud-native security assurance techniques.','N/A','Technical Blog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "Infrastructure Security", "AzSK Assessment"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://github.com/azsk/DevOpsKit"}'); INSERT INTO "resources" VALUES('https://isoflow.io','Isoflow','','2024',3,'An emerging design canvas specialized in creating beautiful 3D isometric network and system architecture layouts. Ideal for producing high-fidelity structural graphics for engineering specifications.','TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "3D Isometric"]','["[EMERGING]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/2021-11-container-escape','isovalent.com: Detecting a Container Escape with Cilium and eBPF','','2021',0,'An in-depth case study of container escape tactics and real-time detection utilizing eBPF and Cilium. It highlights limits of traditional syscall auditing, showcasing how kernel-level hooks identify privilege escalation without agent-induced overhead. Live Grounding points to eBPF-based security as the modern baseline for runtime security orchestration.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Runtime Security", "eBPF & Cilium"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/azure-cni-cilium','isovalent.com: Announcing Azure CNI Powered by Cilium','','2022',0,'Isovalent''s technical summary showcasing Azure CNI powered by Cilium integration. This architecture combines Azure''s high-performance native routing fabrics with the advanced, secure eBPF-driven networking layer of Cilium. Represents the modern standard for fast AKS networking in 2026.','Markdown','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking & CNI", "Azure CNI Cilium"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://isovalent.com/blog/post/what-are-the-4-golden-signals-for-monitoring-kubernetes','isovalent.com: What are the 4 Golden Signals for Monitoring Kubernetes?','','2023',0,'Analyzes the implementation of Google''s ''Four Golden Signals'' within Kubernetes, highlighting how eBPF-powered tools like Cilium provide transparent application level metrics (latency, traffic, errors, saturation) without relying on traditional sidecar architectures.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Reliability Engineering", "eBPF-Based Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ¿cuál es más efectivo?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3ff80c5eec8325ad0676446d5df37b5d77af27a71febd6c73aac11585126c1fb',100.0,1.77903071441006898e+09,0,'2026-05-17T17:11:54.410069+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo"}'); +INSERT INTO "resources" VALUES('https://isprox.com/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ¿cuál es más efectivo?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3ff80c5eec8325ad0676446d5df37b5d77af27a71febd6c73aac11585126c1fb',100.0,1779030714,0,'2026-05-17T17:11:54.410069+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo"}'); INSERT INTO "resources" VALUES('https://isprox.com/es/16-estilos-liderazgo-cual-es-mas-efectivo','isprox.com: 16 Estilos de liderazgo: ¿cuál es más efectivo?','','2022',0,'Evaluates 16 distinct leadership models, contrasting authoritative and laissez-faire approaches with agile-friendly, situational, and servant leadership styles. Helps engineering directors choose a style matching their team''s level of maturity.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Management", "Leadership", "Organizational Design"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io','Istio.io','','2026',0,'Home of the de facto standard open-source service mesh. Implements a uniform plane for managing, securing, and routing microservices traffic across hybrid cloud container clusters.','English','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Traffic Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://istio.io/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel,'' Galley, and the sidecar injector, into a single binary, __Istiod__','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3de46fd0ea0aa3c429801bdfdd5630c2b2c5f87c9c44ecb9cde09b5162a82f6a',100.0,1.77903456919251608e+09,0,'2026-05-17T18:16:09.192516+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://istio.io/latest/blog/2020/tradewinds-2020"}'); +INSERT INTO "resources" VALUES('https://istio.io/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel,'' Galley, and the sidecar injector, into a single binary, __Istiod__','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3de46fd0ea0aa3c429801bdfdd5630c2b2c5f87c9c44ecb9cde09b5162a82f6a',100.0,1779034569,0,'2026-05-17T18:16:09.192516+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://istio.io/latest/blog/2020/tradewinds-2020"}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2020/tradewinds-2020','The Istio project just consolidated its control plane services: Pilot, Citadel, Galley, and the sidecar injector, into a single binary, __Istiod__','','2020',0,'Architectural milestone document explaining the consolidation of Pilot, Citadel, Galley, and Sidecar Injector into the unified ''Istiod'' control plane. Significantly improved operator UX and runtime resource efficiency.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Architecture", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2021/external-locality-failover','istio.io: Configuring failover for external services','','2021',0,'Official technical documentation covering how to configure high-availability failover for services running outside the immediate mesh. Utilizes ServiceEntry, DestinationRule, and VirtualService configurations to coordinate multi-region and external egress redundancy.','English','Documentation','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Resilience"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2022/introducing-ambient-mesh','istio.io: Introducing Ambient Mesh','','2022',0,'Introduces Istio Ambient Mesh, an innovative sidecar-less service mesh architecture. Splits proxy responsibilities into a node-level shared zero-trust secure overlay (ztunnel) and optional Layer 7 waypoint proxies to reduce resource utilization.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/blog/2022/merbridge','istio.io: Merbridge - Accelerate your mesh with eBPF','','2022',0,'Presents Merbridge, an open-source tool that leverages eBPF to bypass the traditional iptables overhead in Istio environments. By routing data directly between sockets, Merbridge significantly reduces network latency and control plane CPU usage.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://istio.io/latest/docs/examples/microservices-istio','istio.io: Learn Microservices using Kubernetes and Istio 🌟','','2023',0,'Official tutorial illustrating how to orchestrate multi-language microservices inside Kubernetes using Istio to handle service discovery, fault injection, and dynamic traffic routing.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Microservices Design", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://istiobyexample.dev','istiobyexample.dev 🌟','','2024',0,'An exemplary repository of practical, real-world Istio deployment configurations. Provides direct templates for traffic routing, rate limiting, and mTLS security configurations, serving as an indispensable resource for platform teams building service mesh architectures.','English','Tutorial','Intermediate',1,'online','manual','N/A',100.0,1.7814303025265069e+09,0,'2026-06-14T11:45:02.526507+02:00',NULL,NULL,NULL,'["Cloud Native", "Service Mesh", "Istio Examples"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://istiobyexample.dev/fault-injection','istiobyexample.dev: Fault Injection','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903271614459896e+09,0,'2026-05-17T17:45:16.144599+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://istiobyexample.dev','istiobyexample.dev 🌟','','2024',0,'An exemplary repository of practical, real-world Istio deployment configurations. Provides direct templates for traffic routing, rate limiting, and mTLS security configurations, serving as an indispensable resource for platform teams building service mesh architectures.','English','Tutorial','Intermediate',1,'online','manual','N/A',100.0,1781430302,0,'2026-06-14T11:45:02.526507+02:00',NULL,NULL,NULL,'["Cloud Native", "Service Mesh", "Istio Examples"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://istiobyexample.dev/fault-injection','istiobyexample.dev: Fault Injection','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779032716,0,'2026-05-17T17:45:16.144599+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://it.slashdot.org/story/21/05/22/041242/and-the-top-source-of-critical-security-threats-ispowershell','it.slashdot.org: And the Top Source of Critical Security Threats Is...PowerShell','','2021',0,'This reporting explores how PowerShell is frequently leveraged as a major vector for executing post-exploitation activities and malicious scripts. It discusses the importance of securing scripting environments and restricting user privilege levels. It highlights strategies for monitoring and auditing shell executions.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Detection", "OS Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://iter8.tools','Iter8','','2024',4,'A Kubernetes-native release validation and progressive delivery tool. Iter8 enables automated canary testing, A/B testing, and SLO evaluation. It coordinates traffic shifting using Service Meshes or Gateways, evaluating metrics from Prometheus and metrics-server to automate rollbacks or promote stable microservice builds.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Progressive Delivery"]','["[ENTERPRISE-STABLE]"]','[]','["sre.md", "performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/12-factor-microservice-applications-on-kubernetes-db913008b018','itnext.io: 12 factor Microservice applications — on Kubernetes','','2022',0,'A deep dive into implementing the complete 12-Factor framework within Kubernetes. Highlights strict environmental isolation, declarative deployment processes, and scaling microservices with pod replicas.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); @@ -8197,9 +8197,9 @@ INSERT INTO "resources" VALUES('https://itnext.io/aws-cdk-for-eks-handling-helm- INSERT INTO "resources" VALUES('https://itnext.io/aws-elastic-kubernetes-service-rbac-authorization-via-aws-iam-and-rbac-groups-7b70ded144b5','itnext.io: AWS Elastic Kubernetes Service: RBAC Authorization via AWS IAM and RBAC Groups','','2023',0,'Deep technical review of orchestrating native Kubernetes Role-Based Access Control (RBAC) securely mapped to AWS IAM roles. Details operational best practices for mapping IAM identities into the aws-auth ConfigMap or using EKS Access Entries.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS EKS", "Security & Hardening", "RBAC Mapping"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/backup-and-restore-of-kubernetes-stateful-application-data-with-csi-volume-snapshots-14ce9e6f3778','itnext.io: Backup and Restore of Kubernetes Stateful Application Data with CSI Volume Snapshots','','2021',4,'Deals with the practical deployment patterns for volume snapshot controllers inside high-density Kubernetes setups. Provides instructions for mapping persistent storage instances to multi-cloud topologies.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "CSI Integration"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/benchmark-results-of-kubernetes-network-plugins-cni-over-10gbit-s-network-updated-august-2020-6e1b757b9e49','itnext.io: Benchmark results of Kubernetes network plugins (CNI) over 10Gbit/s network (Updated: August 2020)','','2020',0,'A deep architectural performance analysis measuring major Kubernetes Container Network Interface (CNI) plugins over a dedicated 10Gbit/s network interface. It systematically contrasts network latency, throughput, and CPU utilization overhead across options like Calico, Cilium, Flannel, and Weave. The study details how overlay encapsulation methods (VXLAN/Geneve) introduce significant processing taxes compared to native BGP/host-gw direct routing topologies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712','itnext.io: Boosting your kubectl productivity','','2020',4,'Compiles productivity enhancements and aliases for kubectl command routines. Addresses custom terminal variables, prompt customizations, and configurations aimed at easing day-to-day cluster tasks.','English','Technical Article','Intermediate',0,'online','manual','0d5d52e1facecb8b3df1eeb2b14581054665f9bc0fe92931974fd29ab4754eb0',100.0,1.77903257150838589e+09,0,'2026-05-17T17:42:51.508386+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d','itnext.io: Breaking down and fixing etcd cluster','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing etcd cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903378471786499e+09,0,'2026-05-17T18:03:04.717865+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3','itnext.io: Breaking down and fixing Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031807.80803,0,'2026-05-17T17:30:07.808030+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/boosting-your-kubectl-productivity-b348f7c25712','itnext.io: Boosting your kubectl productivity','','2020',4,'Compiles productivity enhancements and aliases for kubectl command routines. Addresses custom terminal variables, prompt customizations, and configurations aimed at easing day-to-day cluster tasks.','English','Technical Article','Intermediate',0,'online','manual','0d5d52e1facecb8b3df1eeb2b14581054665f9bc0fe92931974fd29ab4754eb0',100.0,1779032571,0,'2026-05-17T17:42:51.508386+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d','itnext.io: Breaking down and fixing etcd cluster','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing etcd cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033784,0,'2026-05-17T18:03:04.717865+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3','itnext.io: Breaking down and fixing Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Breaking down and fixing Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031807,0,'2026-05-17T17:30:07.808030+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/build-a-lightweight-internal-developer-platform-with-argo-cd-and-kubernetes-labels-4c0e52c6c0f4','itnext.io: Build a Lightweight Internal Developer Platform with Argo CD and Kubernetes Labels','','2023',4,'Demonstrates how to design a lightweight, self-service Internal Developer Platform (IDP) by leveraging Kubernetes metadata labels, admission webhooks, and ArgoCD''s API to dynamically generate applications.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "ArgoCD", "Internal Developer Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/build-an-eks-cluster-with-terraform-d35db8005963','itnext.io: Build EKS cluster with Terraform 🌟','','2023',0,'A pragmatic tutorial outlining step-by-step EKS bootstrapping using Terraform. It provides direct, production-tested patterns for building secure VPCs, cluster control planes, and baseline IAM policies.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/build-ship-github-container-registry-kubernetes-aa06029b3f21','itnext.io: Build & Ship: GitHub Container Registry & Kubernetes','','2021',0,'Deep technical walkthrough demonstrating CI/CD container assembly, pushing artifacts to GitHub Container Registry (GHCR), and orchestration within live Kubernetes endpoints.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Container Management", "GitHub Container Registry", "Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); @@ -8210,8 +8210,8 @@ INSERT INTO "resources" VALUES('https://itnext.io/ckad-scenarios-about-ingress-a INSERT INTO "resources" VALUES('https://itnext.io/cks-exam-series-9-rbac-v2-23ee24dd77cd','itnext.io: CKS Exam Series #9 RBAC v2','','2021',0,'A deep dive into Role-Based Access Control (RBAC) configurations as tested on the Certified Kubernetes Security Specialist (CKS) exam. Covers building precise ClusterRoles, auditing authorization logs, and locking down service account privileges.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Access Control", "RBAC Configurations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/cloud-native-ci-cd-with-tekton-building-custom-tasks-663e63c1f4fb','itnext.io: Cloud Native CI/CD with Tekton — Building Custom Tasks','','2021',4,'Deeply analyzes how to build Custom Tasks in Tekton, extending the core execution engine beyond standard containerized steps. Explains utilizing Custom Run resource types to integrate external services (like triggering a serverless cloud function or waiting for manual approval) directly into native pipeline lifecycles.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Custom Extensions"]','["[ENTERPRISE-STABLE]"]','[]','["tekton.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/configuring-kafka-sources-and-sinks-in-kubernetes-271e3757b208','itnext.io: Configuring Kafka Sources and Sinks declaratively in Kubernetes using Knative','','2021',0,'An operational guide focusing on declarative source and sink bindings within Kubernetes using Knative Eventing components. Demonstrates how to write custom resources (CRDs) to map Kafka topics directly to serverless HTTP endpoints without writing broker plumbing.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Serverless", "Knative", "Eventing Integration"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e','itnext.io: Configuring routing for MetalLB in L2 mode','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Configuring routing for MetalLB in L2 mode in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031431.1357,0,'2026-05-17T17:23:51.135700+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03','itnext.io: Connect to containers using Kubectl Exec','','2026',0,'An operational walkthrough illustrating how to establish interactive terminal sessions inside container namespaces using ''kubectl exec''. The document details the transport layer over SPDY/HTTP/2 stream multiplexing and explores core configurations needed for standard output routing.','N/A','Article','Intermediate',0,'online','manual','54df0882a202e0bb77610d715a01ab05c6c72eef87c0fb96eeb082d1c32bceac',100.0,1.77903329571231603e+09,0,'2026-05-17T17:54:55.712316+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/configuring-routing-for-metallb-in-l2-mode-7ea26e19219e','itnext.io: Configuring routing for MetalLB in L2 mode','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Configuring routing for MetalLB in L2 mode in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031431,0,'2026-05-17T17:23:51.135700+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/connect-to-containers-using-kubectl-exec-b1fb5c171f03','itnext.io: Connect to containers using Kubectl Exec','','2026',0,'An operational walkthrough illustrating how to establish interactive terminal sessions inside container namespaces using ''kubectl exec''. The document details the transport layer over SPDY/HTTP/2 stream multiplexing and explores core configurations needed for standard output routing.','N/A','Article','Intermediate',0,'online','manual','54df0882a202e0bb77610d715a01ab05c6c72eef87c0fb96eeb082d1c32bceac',100.0,1779033295,0,'2026-05-17T17:54:55.712316+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/continuous-gitops-the-way-to-do-devops-in-kubernetes-896b0ea1d0fb','itnext.io: Continuous GitOps, the way to do DevOps in Kubernetes 🌟','','2021',0,'A duplicate entry detailing continuous GitOps deployment processes and pipeline architectures. It highlights methods to trace and mitigate configuration drift in large-scale microservice deployments. Organizing repositories with structured directory configurations is key to managing complex, multi-environment cluster setups.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Implementation"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/cpu-limits-and-requests-in-kubernetes-fa9d55948b7c','itnext.io: CPU Request + Limit in Kubernetes | Daniele Polencic 🌟🌟','','2022',0,'Deep dive into CPU scheduling mechanics in Kubernetes. - Traces how requests are translated into CFS shares and limits into CFS quotas. @@ -8240,21 +8240,21 @@ INSERT INTO "resources" VALUES('https://itnext.io/event-driven-architectures-wit INSERT INTO "resources" VALUES('https://itnext.io/event-driven-autoscaling-503b5cefaa49','itnext.io: Event Driven Autoscaling','','2021',0,'Broad architectural deep-dive into the paradigm shift from resource-based scaling (CPU/Memory) to event-driven paradigms. Compares native Kubernetes HPAs with KEDA-driven microservices scaling, highlighting performance optimization and cloud cost savings.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/evolution-of-paases-to-platform-as-code-in-kubernetes-world-74464b0013ca','itnext.io: Evolution of PaaSes to Platform-as-Code in Kubernetes world','','2021',4,'An analysis of the evolution from traditional PaaS solutions to declarative ''Platform-as-Code'' paradigms powered by Kubernetes. Explores how Custom Resource Definitions (CRDs) and operators enable developers to define entire applications and underlying cloud resources in a unified GitOps schema.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Platform Engineering", "Platform-as-Code"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/expose-open-policy-agent-gatekeeper-constraint-violations-with-prometheus-and-grafana-6b7ac92ea07f','itnext.io: Expose Open Policy Agent/Gatekeeper Constraint Violations for Kubernetes Applications with Prometheus and Grafana','','2021',4,'Demonstrates how to export Open Policy Agent (OPA) Gatekeeper constraint violations to Prometheus and visualize them in Grafana. Provides system administrators with real-time dashboards to discover policy breaches, enhancing cluster governance and security compliance.','YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Monitoring & Observability"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc839a3','itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903264237654709e+09,0,'2026-05-17T17:44:02.376547+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc839a3','itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew','','N/A',0,'A curated technical resource and architectural guide covering itnext.io: Extending Kubernetes Cluster; Kubectl Plugins and Krew in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032642,0,'2026-05-17T17:44:02.376547+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/find-issues-in-your-istio-mesh-with-kiali-89d37d5e1fb1','itnext.io: Find issues in your Istio mesh with Kiali','','2021',0,'A practical troubleshooting handbook illustrating how to isolate and identify performance and security issues in an Istio mesh using Kiali''s built-in visual metrics and route validation.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Mesh", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/fleet-management-of-kubernetes-clusters-at-scale-ranchers-fleet-de161cc52325','itnext.io: Fleet Management of Kubernetes Clusters at Scale — Rancher’s Fleet','','2021',0,'Curator Insight reviews Fleet''s design for multi-cluster scaling. Live engineering truth in 2026 confirms that the fundamental architectures of GitOps bundles and target custom resource definitions (CRDs) outlined here continue to dictate how Fleet scales in production setups.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Infrastructure", "GitOps", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/for-developers-the-low-code-winter-is-coming-76875d3606c0','itnext.io: For Developers the Low-Code Winter Is Coming','','2022',3,'A critical opinion piece describing developer fatigue and architectural bottlenecks associated with low-code platforms. It notes that vendor lock-in, poor performance optimization, and difficult version-control workflows often trigger a reversion to traditional software engineering.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Paradigms", "Low Code"]','["[COMMUNITY-TOOL]"]','[]','["lowcode-nocode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/generating-kubernetes-network-policies-by-sniffing-network-traffic-6d5135fe77db','itnext.io: Generating Kubernetes Network Policies Automatically By Sniffing Network Traffic 🌟','','2021',4,'An innovative blueprint describing how to capture local container traffic and generate Kubernetes NetworkPolicies automatically. Shifts security efforts from manual configuration to dynamic, telemetry-based policy injection.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Network Policies"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/generating-transforming-and-patching-kubernetes-configuration-with-kustomize-fb7b02476a1b','itnext.io: Generating, transforming, and patching Kubernetes configuration with Kustomize','','2021',3,'In-depth exploration of Kustomize''s three primary stages: Generation (ConfigMaps, Secrets), Transformation (Common Labels, Namespaces), and Patching (Strategic Merge, JSON patches). Offers insights into programmatic schema alteration.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887','itnext.io: Generically working with Kubernetes objects in Go','','N/A',0,'Curator Insight highlights the use of Go 1.18+ generics to drastically reduce boilerplate when interacting with various Kubernetes API types. Live Grounding confirms that while standard client-go uses dynamic clients or interface{} for generic operations, integrating Go generics allows for cleaner, type-safe custom controllers. This article provides practical patterns for wrapping standard clients to streamline resource manipulation.','English','Article','Advanced',0,'online','manual','ff30369560b995b9353789783b0415335c8fa55892c5d93ca658d0308d5457dc',100.0,1.77903357258986806e+09,0,'2026-05-17T17:59:32.589868+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go", "Generics"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/golang.md"]','["golang.md", "about.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/generically-working-with-kubernetes-resources-in-go-53bce678f887','itnext.io: Generically working with Kubernetes objects in Go','','N/A',0,'Curator Insight highlights the use of Go 1.18+ generics to drastically reduce boilerplate when interacting with various Kubernetes API types. Live Grounding confirms that while standard client-go uses dynamic clients or interface{} for generic operations, integrating Go generics allows for cleaner, type-safe custom controllers. This article provides practical patterns for wrapping standard clients to streamline resource manipulation.','English','Article','Advanced',0,'online','manual','ff30369560b995b9353789783b0415335c8fa55892c5d93ca658d0308d5457dc',100.0,1779033572,0,'2026-05-17T17:59:32.589868+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Development", "Go Client-Go", "Generics"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/golang.md"]','["golang.md", "about.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/getting-started-with-docker-facts-you-should-know-d000e5815598','itnext.io: Getting Started with Docker: Facts You Should Know 🌟','','2019',0,'A collection of essential tips, optimization mechanics, and networking behaviors for Docker engines. Provides developers with a quick reference to build patterns, storage layers, and execution boundaries.','None','Guide / Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Basics", "Docker"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/github-actions-for-android-developers-9ae606df2bfa','itnext.io: GitHub Actions for Android Developers','','2021',0,'Explores building custom continuous integration setups tailored specifically for Android compilation. Optimizes dependency caching, installs command-line SDK components, runs virtual emulator environments, and manages Google Play store distributions.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Mobile Development", "Android Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/github-actions-terraform-deployments-with-a-review-of-planned-changes-30143358bb5c','itnext.io: GitHub Actions: Terraform deployments with a review of planned changes','','2023',4,'Details a secure and interactive deployment pipeline design utilizing GitHub Actions to generate, parse, and review execution plans before triggering applies. Focuses on how PR comments, automated check-runs, and environment gates prevent destructive modifications. Live grounding emphasizes that this operational framework is crucial for maintaining team-wide transparency and safeguarding production infrastructure.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Linting", "Workflow Automation"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/github-github-actions-overview-and-argocd-deployment-example-b6cf0cf6f832','itnext.io: Github: Github Actions overview and ArgoCD deployment example','','2022',0,'Bridges modern CI with GitOps CD workflows. Demonstrates a full software delivery pipeline where GitHub Actions automatically processes build phases and updates configuration repositories to trigger GitOps-driven deployment via ArgoCD.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Multi-Cluster GitOps", "ArgoCD Orchestrations"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/gitops-with-kubernetes-740f37ea015b','itnext.io: GitOps with Kubernetes 🌟','','2020',0,'A practical, hands-on architectural walkthrough for configuring GitOps inside a Kubernetes cluster. Walks through writing manifests, using Helm values files, and configuring controllers to perform bidirectional syncs.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Implementation", "Kubernetes Native"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/gitopsify-cloud-infrastructure-with-crossplane-and-flux-d605d3043452','itnext.io: GitOpsify Cloud Infrastructure with Crossplane and Flux','','2021',0,'Details the direct implementation of GitOps pipelines using Flux CD as the reconciliation engine to manage cloud infrastructure generated via Crossplane. By declarative versioning of Crossplane custom resources in Git, engineers establish an automated feedback loop where changes are continuously reconciled against live AWS, GCP, or Azure endpoints.','YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CI/CD", "GitOps", "FluxCD", "Crossplane"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["crossplane.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60','itnext.io: Go Does Not Need a Java Style GC','','N/A',0,'An in-depth structural comparison of memory management in Go and Java. Explores value types and compiler escape analysis to explain why Go achieves sub-millisecond latencies without complex garbage collection.','en','Article','Advanced',0,'online','manual','732448c49b6431dddf4ce46fdea7046256356c86638ecff5016b04a3c0638178',100.0,1.77903324020229506e+09,0,'2026-05-17T17:54:00.202295+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Memory Management"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/guide-installing-an-okd-4-5-cluster-508a2631cbee','itnext.io: Guide: Installing an OKD 4.5 Cluster','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f0217c87f64659219fda89b504208558cd17c6fabb93392b1e6386ae8c6913de',100.0,1779033074.35664,0,'2026-05-17T17:51:14.356640+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/go-does-not-need-a-java-style-gc-ac99b8d26c60','itnext.io: Go Does Not Need a Java Style GC','','N/A',0,'An in-depth structural comparison of memory management in Go and Java. Explores value types and compiler escape analysis to explain why Go achieves sub-millisecond latencies without complex garbage collection.','en','Article','Advanced',0,'online','manual','732448c49b6431dddf4ce46fdea7046256356c86638ecff5016b04a3c0638178',100.0,1779033240,0,'2026-05-17T17:54:00.202295+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Memory Management"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/guide-installing-an-okd-4-5-cluster-508a2631cbee','itnext.io: Guide: Installing an OKD 4.5 Cluster','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f0217c87f64659219fda89b504208558cd17c6fabb93392b1e6386ae8c6913de',100.0,1779033074,0,'2026-05-17T17:51:14.356640+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/hardening-docker-and-kubernetes-with-seccomp-a88b1b4e2111','itnext.io: Hardening Docker and Kubernetes with seccomp 🌟','','2021',0,'A deep-dive technical tutorial on implementing `seccomp` (secure computing mode) within Docker and Kubernetes. Demonstrates how custom system call profiles prevent container escapes, restrict dangerous kernel-level system activities, and are managed natively via SecurityContext mappings.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Runtime Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/hardening-monitoring-a-step-by-step-guide-7a18007c915','itnext.io: Hardening Monitoring: a step-by-step guide','','2021',0,'Systematic walkthrough on hardening a Prometheus-based observability control plane. Implements RBAC, transport layer security (mTLS), network micro-segmentation, and endpoint authentication schemas.','YAML','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Observability Security", "Hardening"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/helm-3-secrets-management-4f23041f05c3','itnext.io: Helm 3 — Secrets management, an alternative approach 🌟','','2020',0,'This architectural guide presents alternative methods for managing dynamic application secrets using Helm 3 without exposing unencrypted values within version control. It outlines how to integrate Helm with external orchestrators and key management services. Implementing these steps improves overall release safety, preventing accidental token leakage.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secret Management", "Helm Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); @@ -8271,17 +8271,17 @@ INSERT INTO "resources" VALUES('https://itnext.io/how-to-create-kubernetes-yaml- INSERT INTO "resources" VALUES('https://itnext.io/how-to-deploy-a-cross-cloud-kubernetes-cluster-with-built-in-disaster-recovery-bbce27fcc9d7','itnext.io: How to deploy a cross-cloud Kubernetes cluster with built-in disaster recovery 🌟','','2021',0,'An architecture roadmap outlining how to deploy cross-cloud Kubernetes environments with active disaster recovery capabilities. Explains how to configure active-passive database replicas, multi-cluster SDNs, and automated global DNS traffic policies.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Disaster Recovery", "Multicluster"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-deploy-a-single-kubernetes-cluster-across-multiple-clouds-using-k3s-and-wireguard-a5ae176a6e81','itnext.io: How to deploy a single Kubernetes cluster across multiple clouds using k3s and WireGuard','','2021',4,'An architectural guide explaining how to construct a secure, multi-cloud Kubernetes cluster using K3s and WireGuard. Solves cross-cloud node communication challenges by deploying a zero-trust mesh VPN, ensuring secure overlay networking across heterogeneous providers.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cloud Networking", "VPN Overlay"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-design-and-provision-a-production-ready-eks-cluster-f24156ac29b2','itnext.io: How to Design and Provision a Production-Ready EKS Cluster','','2022',0,'A high-level architectural post on designing and provisioning production-grade EKS clusters using Terraform. Focuses heavily on network isolation patterns, multi-AZ high availability, and dynamic scaling rules.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "EKS & Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/how-to-experiment-locally-on-kubernetes-with-minikube-and-your-local-dockerfiles-48833fcd90c9','itnext.io: How to experiment locally on Kubernetes with minikube and your'' local Dockerfiles','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bbd934ea21e51a6df462768e8b71e862160db8642dd7effe180d9ccc4aa9d97f',100.0,1.77903305068889594e+09,0,'2026-05-17T17:50:50.688896+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/how-to-experiment-locally-on-kubernetes-with-minikube-and-your-local-dockerfiles-48833fcd90c9','itnext.io: How to experiment locally on Kubernetes with minikube and your'' local Dockerfiles','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bbd934ea21e51a6df462768e8b71e862160db8642dd7effe180d9ccc4aa9d97f',100.0,1779033050,0,'2026-05-17T17:50:50.688896+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-kubernetes-cluster-network-security-f19bc99161f5','itnext.io: How-To: Kubernetes Cluster Network Security 🌟','','2021',0,'A practical tutorial covering secure network policy design. Guides readers through limiting pod egress/ingress, utilizing global network policies, and implementing namespaces as security perimeters.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Networking", "Network Policies", "Secure CNI Implementation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961','==itnext.io: How to Restart Kubernetes Pods With Kubectl== 🌟','','2021',4,'Details methods for orchestrating safe container restarts via kubectl, such as the rollout restart command. Ensures zero-downtime restarts without dropping running traffic allocations.','English','Technical Article','Intermediate',0,'online','manual','1d855e45911087583c3b98186a33b519221a502360489948e9f4616f25464c03',100.0,1.77903275397111392e+09,0,'2026-05-17T17:45:53.971114+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6-and-elasticsearch-4ff8142bc774','itnext.io: How to run distributed performance tests in Kubernetes with K6','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f3bbe9f34bf1bcd5cbe53456c2023f7566b19b66798a70b7f80e21c441ea8acb',100.0,1.77903234397978711e+09,0,'2026-05-17T17:39:03.979787+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/how-to-restart-kubernetes-pods-with-kubectl-2a7834a6b961','==itnext.io: How to Restart Kubernetes Pods With Kubectl== 🌟','','2021',4,'Details methods for orchestrating safe container restarts via kubectl, such as the rollout restart command. Ensures zero-downtime restarts without dropping running traffic allocations.','English','Technical Article','Intermediate',0,'online','manual','1d855e45911087583c3b98186a33b519221a502360489948e9f4616f25464c03',100.0,1779032753,0,'2026-05-17T17:45:53.971114+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6-and-elasticsearch-4ff8142bc774','itnext.io: How to run distributed performance tests in Kubernetes with K6','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f3bbe9f34bf1bcd5cbe53456c2023f7566b19b66798a70b7f80e21c441ea8acb',100.0,1779032343,0,'2026-05-17T17:39:03.979787+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-setup-ci-cd-pipelines-for-android-with-azure-devops-2a4ded0de0e7','itnext.io: How to setup CI CD pipelines for Android with Azure DevOps','','2022',3,'A comprehensive walkthrough for building, signing, and deploying native Android applications using YAML-based Azure Pipelines. It covers setting up build agents, managing keystores, configuring SDK dependencies, and triggering continuous deployment runs. This acts as a standard pattern for unifying enterprise mobile builds within existing Azure DevOps workflows.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Platform Engineering", "CI/CD & Mobile DevOps", "Android Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-tackle-kubernetes-observability-challenges-with-pixie-4c6414ca913','itnext.io: How to tackle Kubernetes observability challenges with Pixie','','2021',0,'Explores Pixie, an eBPF-powered Kubernetes-native observability tool that collects high-resolution telemetry, logs, and network flows directly from the Linux kernel without requiring code changes or sidecar agents. Highlights how Pixie simplifies network profiling and debug loops.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Advanced Telemetry & FinOps", "eBPF-Based Telemetry", "Pixie Deep Dive"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-to-use-terraform-to-create-a-small-scale-cloud-infrastructure-abf54fabc9dd','itnext.io: How to use Terraform to create a small-scale Cloud Infrastructure 🌟','','2021',0,'A practical blueprint detailing how to structure, split, and orchestrate a minimal yet secure AWS environment (VPC, EC2, RDS, Security Groups) using a single cleanly architected Terraform module.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Practical Architectures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/how-we-used-terraform-to-create-and-manage-a-ha-aks-kubernetes-cluster-in-azure-812f64896c08','itnext.io: How We Used Terraform to Create and Manage a HA AKS Kubernetes Cluster in Azure','','2022',3,'An in-depth case study analyzing the construction of a Highly Available (HA) AKS deployment using Terraform. Outlines real-world structural hurdles, private endpoint architecture, multi-region routing, and node pool segmentation strategies.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "AKS", "Production Architecture"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/hydrating-a-data-lake-using-log-based-change-data-capture-cdc-with-debezium-apicurio-and-kafka-799671e0012f','itnext.io: Hydrating a Data Lake using Log-based Change Data Capture (CDC) with Debezium, Apicurio, and Kafka Connect on AWS','','2022',0,'A high-density technical architecture study detailing data lake hydration. Coordinates Kafka Connect, Debezium, Apicurio schema registry, and AWS S3 to capture schema-validated database logs in near real-time.','Markdown','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Change Data Capture"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/implementing-a-restricted-first-pod-security-policyarchitecture-af4e906593b0','itnext.io: Implementing a Secure-First Pod Security Policy Architecture','','2021',0,'Provides a secure-first PSP implementation strategy. In modern systems, this restricted-first paradigm must be executed via the native Pod Security Admission (PSA) controller. It guides readers on blocking privileged root escalation paths in older clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Pod Security", "Pod Security Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-kubernetes-c5108cb7f0e1','Krossboard: A centralized usage analytics approach for multiple Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Krossboard: A centralized usage analytics approach for multiple Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903339785488605e+09,0,'2026-05-17T17:56:37.854886+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-kubernetes-c5108cb7f0e1','Krossboard: A centralized usage analytics approach for multiple Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering Krossboard: A centralized usage analytics approach for multiple Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033397,0,'2026-05-17T17:56:37.854886+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/ingress-for-anthos-multi-cluster-ingress-and-global-service-load-balancing-c56c57b97e82','itnext.io: Ingress for Anthos — Multi-cluster Ingress and Global Service Load Balancing','','2020',0,'Examines the technical design of Multi-cluster Ingress (MCI) on Anthos. Illustrates how a unified global load balancer acts as a single endpoint, intelligently routing traffic to healthy microservice clusters distributed globally based on geographical proximity and backend capacity.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid & Multi-Cloud", "Anthos", "Ingress"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/inspecting-and-understanding-service-network-dfd8c16ff2c5','itnext.io: Inspecting and Understanding k8s Service Network 🌟','','2021',4,'An advanced technical inquiry examining how virtual IP endpoints are generated and tracked by the control plane. Demonstrates how to probe node routing tables, iptables rule logs, and IPVS structures to map physical packets to real-time service endpoints.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Deep Dive", "Service IP Allocation"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/installing-cilium-on-kubernetes-in-a-fast-and-efficient-way-dbcb79ce9699','itnext.io: Installing Cilium on Kubernetes in a fast and efficient way','','2021',0,'A performance-focused guide detailing modern deployment strategies for Cilium, leveraging Helm templates and CLI-driven validation to streamline infrastructure provisioning.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Cilium"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}'); 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Focuses on execution differences between declarative state reconciliation models (e.g., Argo CD, Flux) and evaluates how security policies and continuous compliance are woven into these engines.','YAML','Article','Intermediate',0,'online','manual','fc41506c17b05b96928b4b33d70c79e588dd56342ecef4cd5607eabb967c2014',100.0,1779034516,0,'2026-05-17T18:15:16.748113+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Continuous Delivery", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-in-a-box-7a146ba9f681','itnext.io: Kubernetes in a box','','2021',0,'A guide detailing ''Kubernetes in a box'' sandbox creation methodologies. 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Promotes scalable network architectures for modern APIs.','YAML/Terraform','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Ingress & Routing", "Application Gateway (AGIC)"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-installation-methods-the-complete-guide-1036c860a2b3','itnext.io: Kubernetes Installation Methods The Complete Guide','','2023',0,'A comprehensive analysis of various Kubernetes bootstrap frameworks. Compares local learning solutions (Kind, Minikube, K3s) with enterprise production installation engines (Kubeadm, Kubespray, and fully managed public cloud options like GKE, EKS, AKS), detailing networking setup and etcd topography trade-offs.','English','Technical Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Installation", "Bootstrap Methods"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -8325,7 +8325,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-local-playground-al INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-logging-in-production-545ea88d9a4a','itnext.io: Kubernetes Logging in Production','','2021',0,'Outlines advanced production log aggregation architecture patterns. Investigates the trade-offs of using Node-level logging agents versus pod-level sidecars, detailing backpressure mitigation, rate-limiting rules, and long-term cold-storage archiving strategies.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Log Management & Diagnostics", "Log Aggregation", "Production Scale Logging"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-monitoring-with-prometheus-exporters-a-service-discovery-and-its-roles-ce63752e5a1','itnext.io: Kubernetes: monitoring with Prometheus — exporters, a Service Discovery, and its roles','','2020',0,'Demystifies Prometheus''s powerful dynamic Service Discovery engine inside Kubernetes, parsing how role specifications (Node, Endpoint, Pod, Service, Ingress) translate API-server resource updates into automatic, low-overhead scrap targets.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Cluster Monitoring", "Service Discovery Mechanics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-network-deep-dive-7492341e0ab5','itnext.io: Kubernetes networking deep dive: Did you make the right choice?','','2022',4,'An engineering benchmark and comparison of leading Kubernetes CNI implementations (Calico, Cilium, Flannel). Evaluates raw throughput, CPU overhead, eBPF capabilities, and network policy performance to guide architects in making structural design choices.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Evaluation", "CNI Selection"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-operator-to-manage-jobs-7ee96744c74a','itnext.io: Simplify Advanced Workflows in Kubernetes with Jobs Manager Operator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9f81323756d2b762f3ed19406b37dbc6fc4903981bbbe6854f09e0abb0754d55',100.0,1.77902932263162708e+09,0,'2026-05-17T16:48:42.631627+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-operator-to-manage-jobs-7ee96744c74a','itnext.io: Simplify Advanced Workflows in Kubernetes with Jobs Manager Operator','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9f81323756d2b762f3ed19406b37dbc6fc4903981bbbe6854f09e0abb0754d55',100.0,1779029322,0,'2026-05-17T16:48:42.631627+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-operators-cruise-control-for-managing-cloud-native-apps-db328ef8e345','itnext.io: Kubernetes Operators: Cruise Control for Managing Cloud-Native Apps','','2021',0,'An analytical article comparing manual sysadmin runbooks with the automatic capabilities of Operators. It covers automated backups, version migrations, and disaster recovery loops.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Architectural Pattern", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-owasp-top-10-centralised-policy-enforcement-9adc53438e22','itnext.io: Kubernetes OWASP Top 10: Centralised Policy Enforcement','','2022',0,'Investigates mitigating risks from the OWASP Kubernetes Top 10 using centralized Policy-as-Code platforms like OPA Gatekeeper or Kyverno. Focuses on setting up mutating and validating admission webhooks to prevent non-compliant configs from deploying. Establishes programmatic posture control.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/kubernetes-owasp-top-10-secrets-management-c996faa87b47','itnext.io: Kubernetes OWASP Top 10: Secrets Management','','2022',0,'Addresses Secrets Management under the OWASP Kubernetes threat framework. Details vulnerabilities of default etcd storage parameters and details using External Secrets Operator or HashiCorp Vault. Prevents secrets exposure via repository check-ins or pod environment parameters.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "OWASP"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -8359,7 +8359,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/lessons-learned-from-managing- INSERT INTO "resources" VALUES('https://itnext.io/lifecycle-of-kubernetes-network-policies-749b5218f684','itnext.io: Lifecycle of Kubernetes Network Policies and Best Practices','','2021',0,'Delves into designing, deploying, and maintaining NetworkPolicies throughout an application lifecycle. Promotes a default-deny security posture for ingress/egress and outlines tooling to audit network state.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Network Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/logging-in-kubernetes-with-loki-and-the-plg-stack-93b27c90ec34','itnext.io: Logging in Kubernetes with Loki and the PLG Stack','','2022',0,'Detailed implementation guide for deploying the PLG (Prometheus, Loki, Grafana) stack on Kubernetes. Illustrates logging agent configurations that offer a lightweight alternative to EFK.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Log Management", "Kubernetes Logging"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/manage-auto-generated-secrets-in-your-helm-charts-5aee48ba6918','itnext.io: Manage Auto-generated Secrets In Your Helm Charts 🌟','','2021',0,'This guide offers solutions for the common problem of auto-generated secrets regenerating during standard Helm upgrade sequences. It provides explicit templating configurations designed to persist existing cluster values instead of replacing them. This strategy avoids service downtime in dependent microservices due to credential mismatches.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secret Management", "Helm Automation"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889','itnext.io: Manage Redis on AWS from Kubernetes','','N/A',0,'Curator Insight describes how to manage AWS ElastiCache for Redis directly from Kubernetes. Live Grounding highlights using AWS Controllers for Kubernetes (ACK) or Crossplane to define managed Redis instances as custom resources (CRDs). This unifies stateful cloud infrastructure management within standard GitOps workflows.','English','Blog Post','Advanced',1,'online','manual','f3e66427cea7fa55436ea00b0d6ee0c98e8d8a3da18faa2066450689aba5ec5e',100.0,1.77903109664833903e+09,0,'2026-05-17T17:18:16.648339+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Managed Databases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/manage-redis-on-aws-from-kubernetes-eeadba7eb889','itnext.io: Manage Redis on AWS from Kubernetes','','N/A',0,'Curator Insight describes how to manage AWS ElastiCache for Redis directly from Kubernetes. Live Grounding highlights using AWS Controllers for Kubernetes (ACK) or Crossplane to define managed Redis instances as custom resources (CRDs). This unifies stateful cloud infrastructure management within standard GitOps workflows.','English','Blog Post','Advanced',1,'online','manual','f3e66427cea7fa55436ea00b0d6ee0c98e8d8a3da18faa2066450689aba5ec5e',100.0,1779031096,0,'2026-05-17T17:18:16.648339+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Managed Databases"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/managing-kubernetes-secrets-securely-with-gitops-b8174b4f4d30','itnext.io: Managing Kubernetes Secrets Securely with GitOps (SOPS + AWS KMS + Flux)','','2021',0,'A crucial guide explaining how to securely manage encrypted Kubernetes Secrets in public Git repositories using Mozilla SOPS, AWS KMS, and the Flux source/kustomize decryption drivers.','YAML','Technical Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/managing-multiple-kubernetes-clusters-using-git-cd068bbd85ac','itnext.io: Managing multiple Kubernetes clusters using Git 🌟','','2022',0,'This deep-dive explores multi-cluster Kubernetes fleet management using GitOps methodologies. It details Git-based declarative workflows using tools like ArgoCD or GitLab Agent for Kubernetes to maintain architectural parity across environment stages.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "GitOps", "Kubernetes Management", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/measuring-patching-cadence-on-kubernetes-with-gitops-353bc4a1d25','itnext.io: Measuring Patching Cadence on Kubernetes with GitOps','','2021',4,'Outlines a GitOps framework designed to measure, audit, and accelerate software patch delivery within Kubernetes clusters. Outlines the integration of automated image updates with PR-driven deployment logs to gauge team response velocity.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Policy & Compliance"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); @@ -8425,7 +8425,7 @@ INSERT INTO "resources" VALUES('https://itnext.io/top-10-ways-to-protect-eks-wor INSERT INTO "resources" VALUES('https://itnext.io/top-6-threat-detection-tools-for-containers-3dd80b77777e','itnext.io: Top 6 Threat Detection Tools for Containers','','2021',0,'A high-level technical assessment of the top six real-time threat detection technologies engineered for containers. It contrasts kernel-level trace systems (like eBPF) with agentless static scanners to highlight their unique benefits. This overview assists in building a comprehensive, multi-layered threat mitigation stack.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Threat Detection", "Container Monitoring Tools"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/tracing-pod-to-pod-network-traffic-in-kubernetes-112523a325b2','itnext.io: Tracing Pod2Pod Network Traffic in Kubernetes | Daniele Polencic','','2021',0,'When service-to-service communication fails silently, engineers must dive deep into packet inspection. This tutorial guides readers through capture techniques, using tools like tcpdump and Wireshark inside container network namespaces to trace pod-to-pod traffic. It addresses the complexity of tracing traffic within overlay networks and virtual ethernet pairs.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Networking", "Packet Tracing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/traffic-shaping-with-kubernetes-and-istio-7e44fbfca200','itnext.io: Taffic Shaping - Kubernetes & Istio | Daniele Polencic','','2021',0,'A step-by-step exploration of traffic shaping options inside Istio, including request shadowing, percentage-based splits, and fault injection strategies designed to proactively test system limits and resilience patterns.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Traffic Management"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/understanding-kubectl-explain-9d703396cc8','==itnext.io: Using ‘kubectl explain’ for Custom Resources==','','2026',0,'An analytical guide showcasing how to leverage ''kubectl explain'' to dynamically inspect Custom Resource Definitions (CRDs). By querying the discovery API, platform engineers can navigate deeply nested custom resource structures and ensure compliance with schemas registered via operator patterns.','N/A','Article','Intermediate',0,'online','manual','d77e45f545d94e78b1b36db21a27d8e05142dc41bea2186451515607f0ad3ad8',100.0,1.77902934075678896e+09,0,'2026-05-17T16:49:00.756789+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/understanding-kubectl-explain-9d703396cc8','==itnext.io: Using ‘kubectl explain’ for Custom Resources==','','2026',0,'An analytical guide showcasing how to leverage ''kubectl explain'' to dynamically inspect Custom Resource Definitions (CRDs). By querying the discovery API, platform engineers can navigate deeply nested custom resource structures and ensure compliance with schemas registered via operator patterns.','N/A','Article','Intermediate',0,'online','manual','d77e45f545d94e78b1b36db21a27d8e05142dc41bea2186451515607f0ad3ad8',100.0,1779029340,0,'2026-05-17T16:49:00.756789+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/unleashing-the-power-of-kubernetes-1-26-56979ee667fd','itnext.io: Unleashing the Power of Kubernetes 1.26: Exploring the New ValidatingAdmissionPolicy Feature with CEL','','2022',0,'An in-depth guide on the ValidatingAdmissionPolicy introduced in Kubernetes 1.26. Leveraging the Common Expression Language (CEL), cluster administrators can write and enforce custom admission validation rules inside the API Server without deploying external webhook architectures. This provides a highly performant, declarative security mechanism that reduces control plane latency.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policies", "CEL Admission"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/upgrade-cert-manager-for-your-production-deployment-without-downtime-ee5d32fabec8','itnext.io: Upgrade Cert-Manager for Your Production Deployment Without Downtime','','2021',0,'A highly technical guide focusing on upgrading production cert-manager instances without cluster downtime. Addresses API version deprecations, webhook migrations, and handling CRD migrations smoothly.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "PKI & Certificates", "cert-manager", "Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/using-aws-nlb-manually-targeting-an-eks-service-exposing-udp-traffic-17053ecd8f52','itnext.io: Using AWS NLB manually targeting an EKS Service exposing UDP traffic','','2021',0,'Advanced engineering tutorial outlining the manual provisioning and targeting configurations of Network Load Balancers (NLB) to handle inbound UDP traffic natively to pod layers on EKS.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Networking"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); @@ -8434,42 +8434,42 @@ INSERT INTO "resources" VALUES('https://itnext.io/vault-cluster-with-auto-unseal INSERT INTO "resources" VALUES('https://itnext.io/why-and-how-of-kubernetes-ingress-and-networking-6cb308ca03d2','itnext.io: Why and How of Kubernetes Ingress (and Networking) 🌟','','2021',4,'Deconstructs the underlying flow of external traffic traversing through Ingress controllers down to the target endpoints. Outlines why standard Layer 4 proxies fall short for advanced routing and explains how Layer 7 controllers dynamically reload configurations dynamically upon API changes.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Fundamentals"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/why-do-developers-find-kubernetes-hard-6532e8d6ce7f','itnext.io: Why do developers find Kubernetes so hard?','','2021',0,'Diagnoses the cognitive load and operational hurdles associated with exposing raw Kubernetes interfaces directly to application developers. It analyzes the friction created by complex network topologies, YAML verbosity, and security policies, making the case for platform abstraction layers and custom developer portals.','Agnostic','Opinion Piece','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Experience", "Kubernetes Usability"]','["[COMMUNITY-TOOL]"]','[]','["crossplane.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/working-with-kubernetes-configmaps-part-1-volume-mounts-f0ace283f5aa','itnext.io: Working with kubernetes configmaps, part 1: volume mounts','- [itnext.io: Working with kubernetes configmaps, part 2: Watchers](https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71)','2022',0,'Contrast study comparing dynamic ConfigMap directory updates against subPath volume mounts. Reviews how runtime container systems monitor symlink changes and the resulting operational pitfalls for daemon configurations.','Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "ConfigMaps", "Synchronization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71','itnext.io: Working with kubernetes configmaps, part 2: Watchers','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4642098338acc234520b707627e5e04ae4e9f2ec2a8926586abef71e2ab2480',100.0,1.77903358629770588e+09,0,'2026-05-17T17:59:46.297706+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/working-with-kubernetes-configmaps-part-2-watchers-b6dd0e583d71','itnext.io: Working with kubernetes configmaps, part 2: Watchers','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4642098338acc234520b707627e5e04ae4e9f2ec2a8926586abef71e2ab2480',100.0,1779033586,0,'2026-05-17T17:59:46.297706+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/working-with-the-kubernetes-api-587bc5941992','itnext.io: Working with the kubernetes API | Daniele Polencic 🌟','','2021',4,'Demonstrates programmatic interactions with the Kubernetes REST API. Provides examples of tracking real-time events, querying statuses, and using service accounts to build internal operators.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Architecture", "Hands-on"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/writing-a-kubernetes-cli-in-go-a3970ad58299','itnext.io: Writing a Kubernetes CLI in Go','','2023',0,'A focused developer guide for creating custom CLI tools for Kubernetes using Go. Teaches how to build Cobra command frames, handle kubeconfigs, and execute API calls through REST mappings.','Go','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "CLI Development", "Go & Cobra"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://itnext.io/wsl2-tips-limit-cpu-memory-when-using-docker-c022535faf6f','itnext.io: WSL2 Tips: Limit CPU/Memory When using Docker','','2020',0,'This technical guide explains how to prevent resource exhaustion on Windows by configuring a custom `.wslconfig` file to limit WSL 2''s CPU and memory allocations. Without these boundaries, WSL 2''s virtual machine can consume vast amounts of host resources during intensive builds or high-volume container runs. Applying these adjustments guarantees system stability and responsive workflows on developer machines.','N/A','Guide','Intermediate',0,'online','manual','e8bad0d63c57a2a71c844d7b0eab1b570481108796f312e07979c8c8fc24e753',100.0,1.77903380564472389e+09,0,'2026-05-17T18:03:25.644724+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Resource Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://itnext.io/wsl2-tips-limit-cpu-memory-when-using-docker-c022535faf6f','itnext.io: WSL2 Tips: Limit CPU/Memory When using Docker','','2020',0,'This technical guide explains how to prevent resource exhaustion on Windows by configuring a custom `.wslconfig` file to limit WSL 2''s CPU and memory allocations. Without these boundaries, WSL 2''s virtual machine can consume vast amounts of host resources during intensive builds or high-volume container runs. Applying these adjustments guarantees system stability and responsive workflows on developer machines.','N/A','Guide','Intermediate',0,'online','manual','e8bad0d63c57a2a71c844d7b0eab1b570481108796f312e07979c8c8fc24e753',100.0,1779033805,0,'2026-05-17T18:03:25.644724+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Resource Optimization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/wth-is-a-operator-lifecycle-manager-873cf1661b04','itnext.io: Operator Lifecycle Manager','','2023',0,'Explains Operator Lifecycle Manager (OLM) as part of the Operator Framework. Highlights catalog management, automated dependency resolution, security upgrades, and dynamic operator scaling across production enterprise clusters.','Go','Architectural Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md", "databases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://itnext.io/you-dont-need-microservices-2ad8508b9e27','itnext.io: You Don’t Need Microservices 🌟','','2022',4,'Critically evaluates the industry''s widespread push for microservices, highlighting cases of ''distributed monoliths'' and unnecessary network overhead. 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Architecturally, it queries the cluster OpenAPI specification directly to output detailed structural layouts of specific resources, assisting developers in constructing valid declarative YAML manifests.','N/A','Documentation','Beginner',0,'online','manual','3705d81354a0ecb5a7ef02884cf63513a0af6cecc78633f03ee37c83a3b032df',100.0,1779032574,1,'2026-05-17T17:42:54.661316+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jamiemaguire.net/index.php/2023/04/22/first-look-azure-open-ai-studio-prompt-engineering-what-you-can-do-and-how','jamiemaguire.net: First Look: Azure Open AI Studio, Prompt Engineering. What You Can Do and How','','2023',0,'Architectural breakdown of Azure OpenAI Studio, exploring model playground utilization, payload configurations, prompting practices, and systemic safeguards to mitigate hallucinations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Azure OpenAI"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jan-krueger.net/git-cheat-sheet-extended-edition','jan-krueger.net: Git cheat sheet, extended edition','','2022',3,'Curator Insight: An extended, detailed reference card compiling advanced plumbing options and config parameters. Live Grounding: Very useful for Git power-users customizing their global shell configurations, alias setups, and SSH multi-key authentication strategies.','English','Reference Card','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8','jasiek-petryk.medium.com: Setting up a private Helm chart repository on'' GitHub','','N/A',0,'A curated technical resource and architectural guide covering jasiek-petryk.medium.com: Setting up a private Helm chart repository on'' GitHub in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903061482482409e+09,0,'2026-05-17T17:10:14.824824+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://jasiek-petryk.medium.com/setting-up-a-private-helm-chart-repository-on-github-4a767703cec8','jasiek-petryk.medium.com: Setting up a private Helm chart repository on'' GitHub','','N/A',0,'A curated technical resource and architectural guide covering jasiek-petryk.medium.com: Setting up a private Helm chart repository on'' GitHub in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030614,0,'2026-05-17T17:10:14.824824+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jasperfx.github.io/lamar','Lamar','','2025',0,'An advanced, high-performance IoC container and assembly scanning engine compatible with Microsoft''s DI standards. Leverages Roslyn-powered dynamic code compilation to optimize dependency resolution pathways in microservices.','C#','Library','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Application Diagnostics", "IoC Containers"]','["[COMMUNITY-TOOL]"]','[]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jasperfx.github.io/oakton','Oakton','','2025',0,'An robust CLI command parser and diagnostic middleware for .NET console applications. Enables advanced command-line tool structuring, service health assessments, and native execution hook extensions within standard ASP.NET Core hosts.','C#','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Application Diagnostics", "CLI Engines"]','["[COMMUNITY-TOOL]"]','[]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://javaconceptoftheday.com/java-9-interface-private-methods','javaconceptoftheday.com: Java 9 Interface Private Methods','','2017',0,'An educational guide on the introduction of private methods within Java 9 interfaces. It explains how this structural addition enables better code encapsulation, dry code patterns, and common utility reusability inside interface default methods.','Java','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://javaoperatorsdk.io','javaoperatorsdk.io: Build Kubernetes Operators in Java without hassle','','2026',0,'The Java Operator SDK is an open-source, enterprise-grade framework for developing reliable Kubernetes operators using pure Java. It handles complex reconciliation patterns, informer caches, and API interactions seamlessly.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Java SDKs", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2011/04/garbage-collection-in-java.html','javarevisited.blogspot.com: How Garbage Collection works in Java? Explained (2011)','','2011',0,'A fundamental learning resource explaining basic JVM Garbage Collection loops, young-and-old generational divisions, and classic algorithms (such as Serial and Parallel collectors). While standard for conceptual onboarding, developers should supplement this material with modern G1GC and low-latency concurrent garbage collectors.','English','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Garbage Collection"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2013/07/role-based-access-control-using-spring-security-ldap-authorities-mapping-mvc.html','javarevisited.blogspot.com: Role based Access control using Spring Security and MVC, Mapping LDAP Groups to Authorities for Authorization','','2013',0,'A historical implementation guide detailing role-based access control (RBAC) mapping LDAP directory groups onto Spring Security authorities. While LDAP remains common, modern 2026 architectures heavily prefer stateless, OAuth2/OIDC and JWT-based validation models.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Security", "Access Control"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2017/02/difference-between-executor-executorservice-and-executors-in-java.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d550d8e7b432a9a87cd78e2b66a5b89bca429660fdd8fe3164f12669d5c56a98',100.0,1.77903333638252305e+09,0,'2026-05-17T17:55:36.382523+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2017/02/difference-between-executor-executorservice-and-executors-in-java.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d550d8e7b432a9a87cd78e2b66a5b89bca429660fdd8fe3164f12669d5c56a98',100.0,1779033336,0,'2026-05-17T17:55:36.382523+02:00',NULL,NULL,NULL,'[]','[]','["docs/java-and-java-performance-optimization.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2017/12/10-things-java-programmers-should-learn.html','javarevisited.blogspot.com: 10 Things Java Programmers Should Learn in 2022','','2022',0,'Overview of essential modern skills for Java developers, highlighting GraalVM, Spring Boot 3, reactive microservices, Docker, Kubernetes integration, and concurrency APIs.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java", "Career Development"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://javarevisited.blogspot.com/2018/06/java-vs-python-which-programming-language-to-learn-first.html','javarevisited.blogspot.com: Java vs Python - Which Programming Language beginners should learn in 2022?','','2022',0,'Curator Insight: A technical comparison of static type execution in Java versus dynamic runtimes in Python. 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Discusses the coordination of on-premises assets with public cloud target clusters under strict compliance constraints.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "Hybrid Cloud", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jfrog.com/blog/how-to-protect-your-secrets-with-spectral-and-jfrog-pipelines','jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a48397adced925ba90b1355bac44349d267b2c0efbb48e7c7393c36b7ff2fc7a',100.0,1.77903070616838693e+09,0,'2026-05-17T17:11:46.168387+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipelines"}'); +INSERT INTO "resources" VALUES('https://jfrog.com/blog/how-to-protect-your-secrets-with-spectral-and-jfrog-pipelines','jfrog.com: How to protect your secrets with Spectral and JFrog Pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a48397adced925ba90b1355bac44349d267b2c0efbb48e7c7393c36b7ff2fc7a',100.0,1779030706,0,'2026-05-17T17:11:46.168387+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/blog/how-i-leaped-forward-my-jenkins-build-with-jfrog-pipelines"}'); INSERT INTO "resources" VALUES('https://jfrog.com/blog/jfrog-artifactory-kubernetes-registry','JFrog Artifactory: Your Kubernetes Registry','','2021',0,'Detailed platform landing page showing how JFrog Artifactory serves as an enterprise-grade Kubernetes container registry. It highlights native support for helm charts, secure repository proxies, and geographical cluster mirroring. This product is a leading commercial solution for robust software artifact management.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "JFrog Artifactory"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference','jfrog.com: Pipelines CI/CD and the JFrog Platform Difference','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','af025d6199ba3b02bc9af940118534415d3cd2be707d85785c13b8da47397544',100.0,1.77903108105096888e+09,0,'2026-05-17T17:18:01.050969+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference','jfrog.com: Pipelines CI/CD and the JFrog Platform Difference','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','af025d6199ba3b02bc9af940118534415d3cd2be707d85785c13b8da47397544',100.0,1779031081,0,'2026-05-17T17:18:01.050969+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://jfrog.com/container-registry','JFrog Container Registry','','2026',0,'Focuses on the dedicated, free-tier edition of JFrog Container Registry built specifically for Docker, Helm, and OCI image curation. Powered by Artifactory engine mechanics, it delivers high performance and local caching. It offers a solid starting registry for developers transitioning to robust artifact tracking.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "JFrog Artifactory"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','6f377dbaf9043effc1ecf880e82df7c1a04b6df53d412ba1fe5079cae8aee95d',64.0,1.77913049493588304e+09,0,'2026-05-18T20:54:54.935883+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"review_metadata": {"original_url": "https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.935887"}}'); -INSERT INTO "resources" VALUES('https://jfrog.com/integration/kubernetes-docker-registry','jfrog.com: What Artifactory as your kubernetes docker registry means to'' you','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','538fbc15bcbce09c7d39035e5551ec30a7c7e5c626afc52647ab37f647f8c2b7',100.0,1.77903351041238093e+09,0,'2026-05-17T17:58:30.412381+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/integrations/kubernetes-docker-registry"}'); +INSERT INTO "resources" VALUES('https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual','6f377dbaf9043effc1ecf880e82df7c1a04b6df53d412ba1fe5079cae8aee95d',64.0,1779130494,0,'2026-05-18T20:54:54.935883+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"review_metadata": {"original_url": "https://jfrog.com/help/r/jfrog-artifactory-documentation/helm-chart-repositories", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.935887"}}'); +INSERT INTO "resources" VALUES('https://jfrog.com/integration/kubernetes-docker-registry','jfrog.com: What Artifactory as your kubernetes docker registry means to'' you','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','538fbc15bcbce09c7d39035e5551ec30a7c7e5c626afc52647ab37f647f8c2b7',100.0,1779033510,0,'2026-05-17T17:58:30.412381+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/integrations/kubernetes-docker-registry"}'); INSERT INTO "resources" VALUES('https://jfrog.com/integrations/kubernetes-docker-registry','jfrog.com: What Artifactory as your kubernetes docker registry means to you','','2021',0,'Explores technical benefits of leveraging JFrog Artifactory as a Kubernetes-native registry, detailing how its universal binary repository engine supports multiple environments simultaneously. It covers secure image scanning, remote repository proxy configuration, and integration with Kubernetes cluster pull secrets. This guide assists architects in scaling their application runtimes securely.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "JFrog Artifactory"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jfrog.com/knowledge-base/a-beginners-guide-to-understanding-and-building-docker-images','jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f73d5d89c04425858394d6eed791169f0ddb9abd035e1140e1b886ee8c67506',100.0,1.77903042650960588e+09,0,'2026-05-17T17:07:06.509606+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/learn/cloud-native/how-to-build-docker-images"}'); -INSERT INTO "resources" VALUES('https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-solutions-and-standalone-container-tools','jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and'' Standalone Container Tools 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd788fa9bfcaba086c62d184d7f0740d92c5816dbff5602fec34c86299bd674e',100.0,1.77903192857375597e+09,0,'2026-05-17T17:32:08.573756+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/learn/devops/alternatives-to-docker"}'); +INSERT INTO "resources" VALUES('https://jfrog.com/knowledge-base/a-beginners-guide-to-understanding-and-building-docker-images','jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f73d5d89c04425858394d6eed791169f0ddb9abd035e1140e1b886ee8c67506',100.0,1779030426,0,'2026-05-17T17:07:06.509606+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/learn/cloud-native/how-to-build-docker-images"}'); +INSERT INTO "resources" VALUES('https://jfrog.com/knowledge-base/the-basics-7-alternatives-to-docker-all-in-one-solutions-and-standalone-container-tools','jfrog.com: THE BASICS: 7 Alternatives to Docker: All-in-One Solutions and'' Standalone Container Tools 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd788fa9bfcaba086c62d184d7f0740d92c5816dbff5602fec34c86299bd674e',100.0,1779031928,0,'2026-05-17T17:32:08.573756+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/learn/devops/alternatives-to-docker"}'); INSERT INTO "resources" VALUES('https://jfrog.com/learn/cloud-native/how-to-build-docker-images','jfrog.com: A Beginner’s Guide to Understanding and Building Docker Images 🌟','','2020',0,'A guide detailing the architectural layout of OCI image file structures, layers, and configuration steps. 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By contrasting options like Podman, containerd, LXC, and Kaniko, it provides architects with a comprehensive roadmap for selecting tools based on security, speed, and platform architecture requirements.','Markdown','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Runtimes"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jfrog.com/pipelines','GigaOm''s Radar for Enterprise CI/CD 🌟','','2024',0,'An industry analyst review of enterprise CI/CD solutions. Highlights the positioning of systems like JFrog Pipelines on parameters including multi-cloud portability, automated governance, secure distribution, and hybrid scalability.','English','Report','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Industry Reports"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "cicd.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jfrog.com/platform','jfrog.com: JFrog DevOps Platform','','2026',0,'A unified DevOps platform focusing on secure package management, continuous vulnerability scanning, and automated compilation. Acts as the single point of truth for container artifacts across distributed multi-cluster deployments.','N/A','Platform','High',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Artifact Management", "Enterprise DevOps"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd','GigaOm''s Radar for Enterprise CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af025d6199ba3b02bc9af940118534415d3cd2be707d85785c13b8da47397544',100.0,1.77903203951730203e+09,0,'2026-05-17T17:33:59.517302+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference"}'); +INSERT INTO "resources" VALUES('https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd','GigaOm''s Radar for Enterprise CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af025d6199ba3b02bc9af940118534415d3cd2be707d85785c13b8da47397544',100.0,1779032039,0,'2026-05-17T17:33:59.517302+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://jfrog.com/blog/pipelines-ci-cd-and-the-jfrog-platform-difference"}'); INSERT INTO "resources" VALUES('https://jfrog.com/whitepaper/the-jfrog-journey-to-kubernetes-best-practices-for-taking-your-containers-all-the-way-to-production','The JFrog journey to kubernetes: best practices for taking your containers all the way to production','','2021',0,'An architectural whitepaper addressing modern methodologies and challenges when transitioning containerized systems from development to Kubernetes production. It explores concepts such as immutable builds, metadata tagging, and geo-replication of artifact registries. An essential document for platform architects planning large-scale rollouts.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "JFrog Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e','jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903102573388504e+09,0,'2026-05-17T17:17:05.733885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd','jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903366320259094e+09,0,'2026-05-17T18:01:03.202591+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-helm-argocd-and-argo-rollouts-a683c66f8646','jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,'' and Argo-Rollouts','','N/A',0,'A curated technical resource and architectural guide covering jijujacob27.medium.com: Sharded applications on Kubernetes using Helm, ArgoCD,'' and Argo-Rollouts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903092782311797e+09,0,'2026-05-17T17:15:27.823118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jimangel.io/post/auto-gitops-isitstillrunning.com','jimangel.io: Self-Updating GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','555839b76c0b70ea769ee625f61e9a3c742917b26c280660bc222d9418eaf926',100.0,1.77903189652417111e+09,0,'2026-05-17T17:31:36.524171+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://www.jimangel.io/posts/self-updating-gitops"}'); +INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-81c4f9d5f25e','jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Essential Built-in Tools for Working with Lists in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031025,0,'2026-05-17T17:17:05.733885+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-python-f65e4b6814fd','jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python','','N/A',0,'A curated technical resource and architectural guide covering jhhemal.medium.com: Some Tips and Tricks for Writing Better Code in Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033663,0,'2026-05-17T18:01:03.202591+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); 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INSERT INTO "resources" VALUES('https://jimmydqv.com/iam-anywhere','jimmydqv.com: AWS IAM Anywhere 🌟','- Most of us that have worked with cloud long enough has encountered hybrid cloud solutions in one way or another. I often see clients with some parts, or applications, running on-premises that need to call AWS services. I''m working with an client with an application running on-premises. The application gather data from different sources, and then upload the data files to an Amazon S3 Bucket. The data is imported and analyzed in the cloud. Up till now I needed to create an IAM User and generate long lived credentials that the on-premises part could use. That is until the recent release of IAM Anywhere. - IAM Anywhere rely on Public key Infrastructure (PKI) and exchange x.509 certificates for temporary AWS IAM credentials. You establish a trust between you AWS account and a Certificate Authority (CA), a trust anchor. Certificates issued by that CA can then be used to get credentials. 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What I''m Seeing','','N/A',0,'A curated technical resource and architectural guide covering joereis.substack.com: Data Engineering in 2024. What I''m Seeing in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030989,0,'2026-05-17T17:16:29.392250+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df668d1c5c','john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime','','N/A',0,'A curated technical resource and architectural guide covering john-tucker.medium.com: Kubernetes CPU Resource Requests at Runtime in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029475,0,'2026-05-17T16:51:15.141720+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49','johnclarke73.medium.com: How GitOps works for us','','N/A',0,'A curated technical resource and architectural guide covering johnclarke73.medium.com: How GitOps works for us in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030204,0,'2026-05-17T17:03:24.391546+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://johnlokerse.dev/2024/02/05/lint-azure-bicep-templates-in-azure-devops','johnlokerse.dev: Lint Azure Bicep templates in Azure DevOps','','2024',0,'Illustrates the integration of Bicep linting tools within Azure DevOps build pipelines. 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It details how top engineering talent did not exit the workforce but rather moved toward organized, remote-friendly, and technically mature companies.','English','report','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Labor Trends", "Talent Mobility"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://journeyofthegeek.com/2024/05/10/azure-authorization-azure-rbac-delegation','journeyofthegeek.com: Azure Authorization – Azure RBAC Delegation','','2024',3,'An in-depth analysis of the security implications and execution steps of RBAC delegation patterns. Under 2026 security models, implementing conditional delegations is necessary to grant team autonomy while preventing unapproved privilege escalations.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Cloud Security", "RBAC", "Delegated Administration"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jpastreamer.org','JPA streamer 🌟','','2021',0,'An open-source library that allows developers to write standard JPA queries using Java''s functional Stream API. By eliminating complex boilerplates, JPAstreamer greatly simplifies data access layers in modern, database-heavy microservices in 2026.','Java','Tool','Intermediate',1,'online','manual','52aebb7bce462b733097d6661915204794d4ceb420f5913d07da87123165d015',100.0,1.77903215069391202e+09,1,'2026-05-17T17:35:50.693912+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Database Access"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://jpastreamer.org','JPA streamer 🌟','','2021',0,'An open-source library that allows developers to write standard JPA queries using Java''s functional Stream API. By eliminating complex boilerplates, JPAstreamer greatly simplifies data access layers in modern, database-heavy microservices in 2026.','Java','Tool','Intermediate',1,'online','manual','52aebb7bce462b733097d6661915204794d4ceb420f5913d07da87123165d015',100.0,1779032150,1,'2026-05-17T17:35:50.693912+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Database Access"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://jpetazzo.github.io/2021/11/30/docker-build-container-images-antipatterns','jpetazzo.github.io: Anti-Patterns When Building Container Images','','2021',0,'An experienced architect''s critique of bad habits in image composition. Identifies dependencies on build host features, missing ignore-files, and bad layering decisions.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Architectural Patterns", "Anti-patterns"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-velocity-f9be4fb9893e','jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity','','N/A',0,'A curated technical resource and architectural guide covering jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029563.47162,0,'2026-05-17T16:52:43.471620+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://json-schema.org/understanding-json-schema','json-schema.org: Understanding JSON Schema 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9f0bf9b8918ead993838938a77f3a4cc1fb47956832cef9ca08e983a6fabb1e7',100.0,1.77903409449448108e+09,0,'2026-05-17T18:08:14.494481+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://json-schema.org/understanding-json-schema/reference"}'); +INSERT INTO "resources" VALUES('https://jproco.medium.com/deliver-a-product-roadmap-that-survives-startup-velocity-f9be4fb9893e','jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity','','N/A',0,'A curated technical resource and architectural guide covering jproco.medium.com: Deliver a Product Roadmap That Survives Startup Velocity in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029563,0,'2026-05-17T16:52:43.471620+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://json-schema.org/understanding-json-schema','json-schema.org: Understanding JSON Schema 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9f0bf9b8918ead993838938a77f3a4cc1fb47956832cef9ca08e983a6fabb1e7',100.0,1779034094,0,'2026-05-17T18:08:14.494481+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://json-schema.org/understanding-json-schema/reference"}'); INSERT INTO "resources" VALUES('https://json-schema.org/understanding-json-schema/reference','json-schema.org: Understanding JSON Schema 🌟','','2024',0,'The official validation vocabulary specification for JSON documents. Enables programmatic enforcement of structural constraints, data types, and required fields across distributed microservice payload interfaces.','None','Specification','Medium',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Standards & Specifications"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://jsoncrack.com','jsoncrack.com: JSON Crack 🌟🌟','','2025',0,'An interactive data visualization platform that constructs graph representations of nested JSON schemas. Helps platform engineers conceptualize structural relationships and analyze nested configurations in high-density graphs.','TypeScript','Web Application','Low',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Diagnostics & Debugging", "Visualizers"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://jsonformatter.org/yaml-validator','==jsonformatter.org/yaml-validator==','','N/A',0,'A curated technical resource and architectural guide covering ==jsonformatter.org/yaml-validator== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173618007621788e+09,0,'2026-06-18T00:43:00.076218+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://jsonformatter.org/yaml-validator','==jsonformatter.org/yaml-validator==','','N/A',0,'A curated technical resource and architectural guide covering ==jsonformatter.org/yaml-validator== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736180,0,'2026-06-18T00:43:00.076218+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://jsoning.com','jsoning.com','','2022',0,'A lightweight document database framework designed to run basic JSON persistence and configuration-driven workflows inside modular serverless functions.','JavaScript','Database','Low',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Data Modeling"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://jsonnet.org','Jsonnet','','2025',0,'A powerful, Turing-complete data templating language that extends JSON with variables, functions, conditionals, and object inheritance. Eliminates configuration duplication by generating clean JSON configurations programmatically.','C++','DSL / Language','High',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Configuration DSLs"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://jsontoolbox.com','jsontoolbox.com','','2024',0,'A modern online toolkit offering unified interfaces for compression, conversion, structure validation, and mapping of raw JSON payloads without data leakage risks.','TypeScript','Web Application','Low',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[COMMUNITY-TOOL]"]','[]','["ChromeDevTools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://judebantony.github.io/cicd-github-action-example','judebantony.github.io: DevSecOps with GitHub Action and SaaS Tools','','2022',0,'Details a practical approach to modern DevSecOps pipeline construction. 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Not Chef, Ansible, Puppet, CloudFormation? 🌟','','2022',0,'A comparison-focused educational resource highlighting why Terraform''s declarative approach, provider ecosystem, and stateful tracking mechanism offer significant advantages over traditional configuration management tools.','English','Educational Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IaC Comparison", "Educational Resources"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k3s.io','**k3s**','','2026',5,'A highly popular, fully compliant, lightweight Kubernetes distribution designed specifically for Edge, IoT, and DevSecOps CI pipelines. Packaged as a single binary, it replaces heavy etcd processes with flexible database options.','Go','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge & IoT", "Lightweight Kubernetes", "K3s"]','["[DE FACTO STANDARD]"]','[]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8s-examples.container-solutions.com','Kubernetes examples 🌟','','2023',0,'A comprehensive curated collection of real-world Kubernetes deployment blueprints compiled by Container Solutions. Offers foundational reference templates for multi-tier microservices, storage configuration, and workload orchestration.','YAML','Reference Collection','Medium',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Reference Architecture"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true, "duplicate_of": "https://github.com/ContainerSolutions/kubernetes-examples"}'); INSERT INTO "resources" VALUES('https://k8s.af','k8s.af 🌟','','2024',0,'A highly regarded community collection documenting real-world public post-mortems of major Kubernetes infrastructure outages. Serves as a priceless resource for resilience engineering, analyzing failures in DNS, etcd depletion, scheduling collapses, routing tables, and configuration mistakes.','English','Interactive Portal','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Post-Mortems", "Resiliency Engineering"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8sgpt.ai','k8sgpt.ai','','2023',0,'An innovative, community-driven tool that integrates LLMs directly with Kubernetes diagnostic commands. By parsing cluster states, configuration anomalies, and system logs, k8sgpt provides clear explanations and automated remediation commands. It is a premier tool in the shift towards AI-powered autonomous operations (AIOps).','Go','Product Page / Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "AI-Powered Operations (AIOps)", "Kubernetes Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "chatgpt.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://k8slens.dev','Lens Kubernetes IDE 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e860aaafc139aee65bdb9b202cd7b3ebf039f4b0119839f709cbcabbd0da5bbf',100.0,1.77903292316241407e+09,0,'2026-05-17T17:48:43.162414+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://lenshq.io"}'); -INSERT INTO "resources" VALUES('https://k8spatterns.io','k8spatterns.io: Free Kubernetes Patterns e-book','','N/A',0,'A curated technical resource and architectural guide covering k8spatterns.io: Free Kubernetes Patterns e-book in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033951720905e+09,0,'2026-05-17T17:05:39.517209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://k8spharos.dev','Pharos 🌟','','N/A',0,'A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790334245105319e+09,0,'2026-05-17T17:57:04.510532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://k8slens.dev','Lens Kubernetes IDE 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e860aaafc139aee65bdb9b202cd7b3ebf039f4b0119839f709cbcabbd0da5bbf',100.0,1779032923,0,'2026-05-17T17:48:43.162414+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://lenshq.io"}'); +INSERT INTO "resources" VALUES('https://k8spatterns.io','k8spatterns.io: Free Kubernetes Patterns e-book','','N/A',0,'A curated technical resource and architectural guide covering k8spatterns.io: Free Kubernetes Patterns e-book in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030339,0,'2026-05-17T17:05:39.517209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://k8spharos.dev','Pharos 🌟','','N/A',0,'A curated technical resource and architectural guide covering Pharos 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033424,0,'2026-05-17T17:57:04.510532+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8spin.cloud/oss-projects','Discover K8Spin open source software','','2024',0,'The main portal cataloging K8Spin''s open-source projects. Focuses on lightweight cluster sharing tools, providing APIs designed to bootstrap secure developer workspaces instantly.','N/A','Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Registries & Catalogs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://k8studio.io','==k8studio==','','2020',0,'K8Studio is a desktop graphical user interface designed to simplify multi-cluster Kubernetes administration and visualization. It presents a dynamic topological map of running cluster workloads, enabling live log streaming and terminal executions.','TypeScript','Desktop GUI App','Intermediate',0,'online','manual','f17b53e799daa6fc1e9f57211fd41cc3f8597ca05e631a7ab660fb2ef791956b',100.0,1.77903229317561292e+09,1,'2026-05-17T17:38:13.175613+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "UI Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://k8studio.io','==k8studio==','','2020',0,'K8Studio is a desktop graphical user interface designed to simplify multi-cluster Kubernetes administration and visualization. It presents a dynamic topological map of running cluster workloads, enabling live log streaming and terminal executions.','TypeScript','Desktop GUI App','Intermediate',0,'online','manual','f17b53e799daa6fc1e9f57211fd41cc3f8597ca05e631a7ab660fb2ef791956b',100.0,1779032293,1,'2026-05-17T17:38:13.175613+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "UI Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8studio.io/blogs/k8studio-vs-lens-kubernetes-ide','k8studio.io/blogs: K8studio vs. Lens vs. K9s 🌟','','2024',3,'A technical comparative analysis comparing three premier client interfaces: K8Studio (graphical topology focus), Lens (full-featured IDE desktop application), and K9s (ultra-fast keyboard-driven terminal console dashboard).','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8syaml.com','k8syaml.com 🌟','','2021',4,'An interactive web environment designed to generate clean, standard Kubernetes manifests based on best-practice configurations. It enables operators to construct and validate resources without writing boilerplate templates from scratch.','N/A','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Configuration Management"]','["[ENTERPRISE-STABLE]"]','[]','["yaml.md", "kubernetes-tools.md"]','{}','{"is_special": true}'); INSERT INTO "resources" VALUES('https://k8up.io','k8up.io','','2025',4,'K8up uses standard CRD objects to configure high-frequency Restic backups on selected persistent volumes. Offers integrated S3 exports, backup target management, and pruning policies.','Go','Operator','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "Kubernetes Backup Operators"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://k8z.dev','k8z.dev: A lightweight, modern mobile and desktop application for manage kubernetes. Easily for use fast, secure','','2024',3,'A modern, lightweight cross-platform desktop and mobile app engineered for low-memory footprint cluster monitoring. Emphasizes swift, responsive transitions and secure local storage of cluster context data.','TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://k9scli.io','==k9scli.io==','','2026',0,'The K9scli portal is the home of K9s, the terminal-based user interface designed to streamline real-time Kubernetes interaction. By abstracting kubectl command sequences into fast, keyboard-driven hotkeys, it has earned standard status in modern DevOps environments. This site serves as the starting point for setting up K9s skins, plugins, and custom cluster views.','Markdown','Documentation','Beginner',0,'online','manual','98e04a13ea4082c8fa8323ccc7cf9d53649f1326d1f2453ff3de5037e68020d8',100.0,1.7790345690960071e+09,1,'2026-05-17T18:16:09.096007+02:00',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io','kafka-tutorials.confluent.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8186eb2c5e4fe5bf3fda69dbe0e853a6d90200c52b5a98bfc159fa073e880296',100.0,1779034477.1704,0,'2026-05-17T18:14:37.170400+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/tutorials"}'); -INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html','kafka-tutorials.confluent.io: How to count messages in a Kafka topic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b1456beaaa454ef29207eade70e1850ccb7521637951b2f4ea5d51ea8ca73098',100.0,1.77903152129770803e+09,0,'2026-05-17T17:25:21.297708+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/confluent-tutorials/count-messages/ksql"}'); -INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html','kafka-tutorials.confluent.io: How to join a stream and a lookup table 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ad78fd14f6f8e96bde7a81b75de9a6910753d28ad7099ee34d7a8fb07e367d71',100.0,1.77903428921558904e+09,0,'2026-05-17T18:11:29.215589+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://k9scli.io','==k9scli.io==','','2026',0,'The K9scli portal is the home of K9s, the terminal-based user interface designed to streamline real-time Kubernetes interaction. By abstracting kubectl command sequences into fast, keyboard-driven hotkeys, it has earned standard status in modern DevOps environments. This site serves as the starting point for setting up K9s skins, plugins, and custom cluster views.','Markdown','Documentation','Beginner',0,'online','manual','98e04a13ea4082c8fa8323ccc7cf9d53649f1326d1f2453ff3de5037e68020d8',100.0,1779034569,1,'2026-05-17T18:16:09.096007+02:00',NULL,NULL,NULL,'["Operations", "Command Line Interfaces", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io','kafka-tutorials.confluent.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8186eb2c5e4fe5bf3fda69dbe0e853a6d90200c52b5a98bfc159fa073e880296',100.0,1779034477,0,'2026-05-17T18:14:37.170400+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/tutorials"}'); +INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/how-to-count-messages-on-a-kafka-topic/ksql.html','kafka-tutorials.confluent.io: How to count messages in a Kafka topic','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b1456beaaa454ef29207eade70e1850ccb7521637951b2f4ea5d51ea8ca73098',100.0,1779031521,0,'2026-05-17T17:25:21.297708+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/confluent-tutorials/count-messages/ksql"}'); +INSERT INTO "resources" VALUES('https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html','kafka-tutorials.confluent.io: How to join a stream and a lookup table 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ad78fd14f6f8e96bde7a81b75de9a6910753d28ad7099ee34d7a8fb07e367d71',100.0,1779034289,0,'2026-05-17T18:11:29.215589+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kafka.apache.org','Apache Kafka','','2026',5,'Apache Kafka is the de facto industry-standard distributed event streaming platform. Operating on a partitioned, append-only log model, Kafka handles millions of messages per second with fault-tolerant durability, acting as the centralized real-time nervous system for microservices.','Java','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Apache Kafka"]','["[DE FACTO STANDARD]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kailashyogeshwar.medium.com/how-we-implemented-reusable-ci-cd-pipeline-using-git-and-tekton-503bed91975b','kailashyogeshwar.medium.com: How we implemented Reusable CI/CD Pipeline using Git and Tekton','','2020',0,'Focuses on building highly reusable CI/CD pipelines on Git and Tekton. Demonstrates decoupling generic build parameters from execution manifests, allowing development teams to share pipelines easily across projects.','Yaml','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Templates"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-container-faa42d01f5fe','kaleshreya907.medium.com: GitHub Actions: Netflix Deployment','','N/A',0,'A curated technical resource and architectural guide covering kaleshreya907.medium.com: GitHub Actions: Netflix Deployment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903333892660808e+09,0,'2026-05-17T17:55:38.926608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-container-faa42d01f5fe','kaleshreya907.medium.com: GitHub Actions: Netflix Deployment','','N/A',0,'A curated technical resource and architectural guide covering kaleshreya907.medium.com: GitHub Actions: Netflix Deployment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033338,0,'2026-05-17T17:55:38.926608+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kalilinuxtutorials.com/deploying-securing-kubernetes-clusters','kalilinuxtutorials.com: Deploying & Securing Kubernetes Clusters','','2021',0,'A hands-on tutorial outlining best practices for securing Kubernetes clusters. Walks through the configuration of Network Policies, RBAC limits, API server audits, and using pentesting frameworks like Kali Linux to find operational loopholes.','English','Technical Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Kubernetes Security", "Cluster Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kalilinuxtutorials.com/ldsview','kalilinuxtutorials.com: Ldsview : Offline search tool for LDAP directory dumps in LDIF format','','2026',4,'Guide for Ldsview, an offline parsing tool for LDIF format directory dumps. Excellent utility for security assessments, privilege escalation audits, and schema inspection of legacy corporate infrastructure databases.','English','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Directory Services", "LDAP Analysis"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kalm.dev','kalm.dev 🌟','','N/A',0,'A curated technical resource and architectural guide covering kalm.dev 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903454543830394e+09,0,'2026-05-17T18:15:45.438304+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344c017','kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster','','N/A',0,'A curated technical resource and architectural guide covering kamsjec.medium.com: ArgoCD Setup on Kubernetes/OpenShift Cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031460.49798,0,'2026-05-17T17:24:20.497980+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kamsjec.medium.com/kubernetes-taints-and-tolerations-18727f618d01','kamsjec.medium.com: Kubernetes Taints and Tolerations','','N/A',0,'A curated technical resource and architectural guide covering kamsjec.medium.com: Kubernetes Taints and Tolerations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902916883555507e+09,0,'2026-05-17T16:46:08.835555+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kamsjec.medium.com/liveness-and-readiness-probes-91919f24e305','kamsjec.medium.com: liveness and readiness probes…','','N/A',0,'A curated technical resource and architectural guide covering kamsjec.medium.com: liveness and readiness probes… in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203903507709e+09,0,'2026-05-17T17:33:59.035077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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Maps Calendly''s individual link-sharing speed against ScheduleOnce''s complex multi-tier lead generation and round-robin routing flows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Collaborative Operations", "Workspace Scheduling", "Market Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["appointment-scheduling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kargo.akuity.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','20c9faca08485292e66dc1b1f3e470296759a36ece518a7d9549424e5d198e50',100.0,1.77903072710989689e+09,0,'2026-05-17T17:12:07.109897+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1',100.0,1.77902999170568799e+09,0,'2026-05-17T16:59:51.705688+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times"}'); +INSERT INTO "resources" VALUES('https://kargo.akuity.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','20c9faca08485292e66dc1b1f3e470296759a36ece518a7d9549424e5d198e50',100.0,1779030727,0,'2026-05-17T17:12:07.109897+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1',100.0,1779029991,0,'2026-05-17T16:59:51.705688+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times"}'); INSERT INTO "resources" VALUES('https://karlstoney.com/istio-503s-ucs-and-tcp-fun-times','karlstoney.com: Istio 503''s with UC''s and TCP Fun Times','','2021',0,'High-impact technical case study investigating intermittent HTTP 503 errors and connection closure (UC) challenges under high TCP load inside Istio service meshes. 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Leverages Docker-hosted NetBox to demonstrate programmatic network configuration management and automation strategies.','Python','Cheat Sheet','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "APIs", "Automation & Scripting"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://karneliuk.com/2019/08/rest-api-2-basics-cheat-sheet-ansible-bash-postman-and-python-for-post-delete-using-netbox-and-docker-as-examples','karneliuk.com: REST API 2. Basics cheat sheet (Ansible, Bash, Postman, and Python) for POST/DELETE using NetBox and Docker as examples','','2019',2,'Part two of the automation guide, expanding API execution into state-changing operations via POST and DELETE methods. 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It connects local systems directly with cluster networks, eliminating slow container build-and-push cycles.','Go','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Development Tools", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kean.blog/post/trunk-based-development','kean.github.io: Trunk-Based Development','','2020',0,'A practical retrospective examining the execution of Trunk-Based Development (TBD) within cloud environments. 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Application autoscaling made simple.','','2024',0,'KEDA (Kubernetes Event-driven Autoscaling) is a CNCF Graduate project that brings event-driven autoscaling to Kubernetes workloads. 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Focuses on setting up proper SDK project styles, automating versioning, target framework multi-targeting rules, and optimizing continuous integration for deployment.','C#','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Package Management", "Publishing Workflows"]','["[COMMUNITY-TOOL]"]','[]','["dotnet.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://khalidabuhakmeh.com/running-sql-server-queries-in-docker','khalidabuhakmeh.com: Running SQL Server Queries In Docker','','2021',0,'Developer-centric guide to configuring and running Microsoft SQL Server inside Docker containers. 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Delivers dynamic physical and logical topology maps, active health metrics, and direct configurations diagnostic tracking.','English','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Mesh", "Visualization"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kie.apache.org','Drools','','2026',0,'Drools is a powerful, production-ready Business Rules Management System (BRMS) featuring a forward and backward-chaining inference engine (RETE OO-algorithm) for decoupling enterprise logic from complex microservice structures.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Business Rules", "Decision Engines"]','["[COMMUNITY-TOOL]"]','[]','["postman.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kie.org','kie.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf',100.0,1779032972.52266,0,'2026-05-17T17:49:32.522660+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://www.kie.org"}'); +INSERT INTO "resources" VALUES('https://kie.org','kie.org','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf',100.0,1779032972,0,'2026-05-17T17:49:32.522660+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://www.kie.org"}'); INSERT INTO "resources" VALUES('https://kind-brown-cfb734.netlify.app/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno','Neon Mirrors: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno','','2022',0,'An architectural face-off evaluating Rego-based OPA/Gatekeeper and YAML-native Kyverno. Kyverno offers exceptional ease of use for native K8s manifests, while OPA provides unparalleled expressive power for cross-system policies. It helps architects choose the correct declarative policy engine for high-compliance environments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Admission Control"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kinsta.com/blog/cloud-platform-for-developers','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','2026',0,'Details key structural advantages of hosting sites and microservices on GCP, highlighting performance perks, live VM migration capabilities, cost-effective pricing models, and private global networks.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Analysis"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kinsta.com/blog/google-cloud-hosting','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649',100.0,1.77903283296890401e+09,0,'2026-05-17T17:47:12.968904+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://kinsta.com/blog/cloud-platform-for-developers"}'); +INSERT INTO "resources" VALUES('https://kinsta.com/blog/google-cloud-hosting','kinsta.com: Top 7 Advantages of Choosing Google Cloud Hosting','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649',100.0,1779032832,0,'2026-05-17T17:47:12.968904+02:00',NULL,NULL,NULL,'[]','[]','["docs/GoogleCloudPlatform.md"]','[]','{}','{"duplicate_of": "https://kinsta.com/blog/cloud-platform-for-developers"}'); INSERT INTO "resources" VALUES('https://kinsta.com/blog/kubernetes-vs-docker','kinsta.com: Kubernetes vs Docker: The Difference Explained','','2022',0,'Provides a high-level educational roadmap comparing container isolation formats (Docker) to multi-node container schedulers (Kubernetes), explaining how they function and interlink in modern CI/CD systems.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kinvolk.io','kinvolk.io','','2024',0,'The official portal of Kinvolk (acquired by Microsoft), pioneers of Flatcar Container Linux, Lokomotive Kubernetes, and Inspektor Gadget. The platform represents an essential pillar in the development of minimal, immutable operating systems and eBPF-based Kubernetes tooling.','English','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Operating Systems", "Flatcar Linux"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kinvolk.io/docs/headlamp/latest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77902912865296602e+09,0,'2026-05-17T16:45:28.652966+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kinvolk.io/docs/headlamp/latest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779029128,0,'2026-05-17T16:45:28.652966+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kiro.dev','Kiro: Engineering Rigor for Agentic Development','','2025',0,'Kiro is a testing and engineering framework designed to bring traditional software discipline—such as regression testing, linting, and sandbox executing—to LLM agents and multi-agent workflows. It establishes strict validation steps to ensure agent behaviors remain deterministic, secure, and aligned with standard corporate software engineering guidelines.','TypeScript','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Agentic Frameworks", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md", "cicd.md", "ai-agents-mcp.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kislayverma.com/software-architecture/layering-domains-and-microservices-using-api-gateways','Layering domains and microservices using API Gateways','','2021',0,'Analyzes architectural design patterns for structuring enterprise APIs by layering domain services behind a unified API Gateway layer. Discusses decoupling strategies, cross-cutting concerns (auth, rate-limiting), and how to avoid anti-patterns when decomposing monoliths into distributed microservice topologies.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Microservices", "API Gateways"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kite.com','Kite 🌟','','2021',3,'Curator Insight reviews Kite as a local-AI completion helper. Live Grounding confirms the project is fully retired and non-operational, with software development workflows now dominated by sophisticated cloud and local models like GitHub Copilot, Cursor, and modern LSP tooling.','Not Applicable','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Tooling", "AI Code Assistants"]','["[COMMUNITY-TOOL]"]','[]','["python.md", "visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kitploit.com/2021/12/mesh-kridik-open-source-security.html','kitploit.com: Mesh-Kridik','','2021',2,'A kitploit technical summary showcasing Mesh-Kridik. 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Unlike tools bound solely to raw Helm templates, Kluctl allows complex variable interpolation, target targeting, and automated validation inside its native lifecycle. It is highly regarded for bridging the functional gap between raw templating and robust GitOps workflows.','Go','Deployment Engine','Advanced',0,'online','manual','af026454bd8536accb12ab35878110cdb37b854ba77987f4676cc6e6a8f5d03b',100.0,1779033572,1,'2026-05-17T17:59:32.795198+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Declarative Deployments"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kmahi2600.medium.com/launching-a-wordpress-application-with-mysql-database-in-k8s-cluster-on-aws-using-ansible-a78d6bf12b1a','kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database'' in K8S Cluster On AWS Using Ansible','','N/A',0,'A curated technical resource and architectural guide covering kmahi2600.medium.com: Launching A WordPress Application With MYSQL Database'' in K8S Cluster On AWS Using Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029165,0,'2026-05-17T16:46:05.155642+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kmitevski.com/writing-a-kubernetes-validating-webhook-using-python','kmitevski.com: Writing a Kubernetes Validating Webhook using Python','','2021',4,'A guide on developing custom Validating Admission Webhooks in Kubernetes using Python and Flask. 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Offers enterprise-grade Serving (scale-to-zero, request-driven autoscaling) and highly decoupled Eventing models.','Go','Platform / Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative"]','["[DE FACTO STANDARD]"]','[]','["serverless.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://koa','Koa.js','','N/A',0,'A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030403.65132,0,'2026-05-17T17:06:43.651320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md", "docs/javascript.md", "docs/web-servers.md"]','["golang.md", "javascript.md", "web-servers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://koa','Koa.js','','N/A',0,'A curated technical resource and architectural guide covering Koa.js in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030403,0,'2026-05-17T17:06:43.651320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md", "docs/javascript.md", "docs/web-servers.md"]','["golang.md", "javascript.md", "web-servers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kodekloud.com','kodekloud.com','','2026',0,'An interactive, lab-centric educational platform specialized in DevOps, continuous delivery, and infrastructure automation. 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It documents how platform administrators can configure automated runs to inspect cluster state changes, pod terminations, and configuration drift. The resource offers practical design insights for implementing rapid triage mechanisms across multi-cluster environments.','Markdown','Documentation','Beginner',0,'online','manual','eab3d121e00dad3df0218a89e9fa8b24e737914be9ff2fa57c64a9e65ba5e85c',100.0,1779031698,1,'2026-05-17T17:28:18.010009+02:00',NULL,NULL,NULL,'["Operations", "Troubleshooting Platforms", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://komodor.com/learn/exit-codes-in-containers-and-kubernetes-the-complete-guide','komodor.com: Exit Codes In Containers & Kubernetes – The Complete Guide 🌟','','2022',0,'An industry-standard reference guide demystifying exit codes returned by failing containers, from common application errors (Exit Code 1) to system-level kills (Exit Code 137). 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It provides discovery, analysis, and execution tools for large-scale container migrations.','Go','Migration Toolkit','High',1,'online','manual','f1540d5f630ec14e8cb2faaf29828e4560a57bb1401401dc0759b9caadb8bb9d',100.0,1779130494,0,'2026-05-18T20:54:54.967527+02:00',NULL,NULL,NULL,'["Application Migration", "Modernization", "Enterprise Migration"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/kubernetes-backup-migrations.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-backup-migrations.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kosyfrances.com/kubernetes-cluster','kosyfrances.com: Using kubeadm to create a Kubernetes 1.20 cluster on VirtualBox with Ubuntu','','2020',0,'A step-by-step local sandboxing guide describing how to set up a multi-node Kubernetes 1.20 cluster on VirtualBox using Ubuntu and Kubeadm. 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+INSERT INTO "resources" VALUES('https://kubedex.com/kubernetes-operating-systems','kubedex.com: Kubernetes Operating Systems 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubedex.com: Kubernetes Operating Systems 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034112,0,'2026-05-17T18:08:32.476591+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher','kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher','','N/A',0,'A curated technical resource and architectural guide covering kubedex.com: Kubernetes On-Prem, OpenShift vs PKS vs Rancher in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031844,0,'2026-05-17T17:30:44.790505+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubeip.com','kubeip.com','','N/A',0,'A curated technical resource and architectural guide covering kubeip.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033794,0,'2026-05-17T18:03:14.836564+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubeless.io','kubeless.io','','N/A',0,'A curated technical resource and architectural guide covering kubeless.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032872,0,'2026-05-17T17:47:52.791974+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/serverless.md"]','["serverless.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubelist.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','06d73c7acadecebd77a2e79b27dd265f6f34eb26477b58e943cc559deea13077',100.0,1779032524,1,'2026-05-17T17:42:04.723841+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-newsletters.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubelist.com/podcast','kubelist.com/podcast: The Kubelist Podcast','','2020',0,'The Kubelist Podcast serves as an architectural sounding board for the cloud-native ecosystem. It features deep-dive technical interviews with upstream contributors and platform creators, bridging the gap between infrastructure software developers and systems engineering design.','English','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Learning", "Media", "Podcasts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubelog.de','kubelog.de','','2022',0,'A simplified, community-driven logging helper tool and playground for streaming container logs and tracing events inside localized Kubernetes development sandboxes.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Logging", "Utilities"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubemq.io','KubeMQ.io: Kubernetes Native Message Queue Broker','','2023',0,'The main page for KubeMQ, an enterprise-grade message broker built container-first for Kubernetes. 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-INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7','kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903397373216891e+09,0,'2026-05-17T18:06:13.732169+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93','kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903229304762697e+09,0,'2026-05-17T17:38:13.047627+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernauts.sh','Kubernautic','','N/A',0,'A curated technical resource and architectural guide covering Kubernautic in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031671,0,'2026-05-17T17:27:51.734803+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com','kubernetes-advocate.medium.com 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030356,0,'2026-05-17T17:05:56.153019+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9f7','kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: CI/CD with Dockers and Jenkins 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033973,0,'2026-05-17T18:06:13.732169+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansible-e878a63dd93','kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible','','N/A',0,'A curated technical resource and architectural guide covering kubernetes-advocate.medium.com: Website Deployment to AWS with Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032293,0,'2026-05-17T17:38:13.047627+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes-csi.github.io','kubernetes-csi.github.io','','2026',0,'The official documentation portal for the Kubernetes Container Storage Interface (CSI) specification. 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This pattern automates Route 53 DNS record creation and synchronization when ALBs or NLBs are dynamically provisioned via Kubernetes Ingress or Service resources.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integrations/external_dns','Setup External DNS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aa823103d58803c854cd607b406e4ab9dfc21af321892fa5e301b9ee88fe1718',100.0,1.77903431886000895e+09,0,'2026-05-17T18:11:58.860009+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integrations/external_dns','Setup External DNS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aa823103d58803c854cd607b406e4ab9dfc21af321892fa5e301b9ee88fe1718',100.0,1779034318,0,'2026-05-17T18:11:58.860009+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io','kubernetes.io','','2026',0,'The primary, authoritative repository of official Kubernetes documentation, design specifications, API references, and conceptual frameworks. Serves as the ultimate industry source for core features, release notes, security advisories, and architectural blueprints.','English','Documentation Portal','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Official Documentation", "Reference Portal"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{"duplicate_of": "https://kubernetes.io/docs/reference/kubectl/quick-reference"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2016/06/container-design-patterns','kubernetes.io: container design patterns','','2026',0,'A foundational blog post outlining design patterns for multi-container deployments. It establishes the theory behind sidecar (behavior extension), ambassador (network proxy), and adapter (metric translation) container layouts, which are now standard practices in distributed platforms.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Multi-Container Pods"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2016/08/sig-apps-running-apps-in-kubernetes','SIG Apps: build apps for and operate them in Kubernetes','','2016',0,'Classic introduction to the SIG Apps group, which is responsible for defining core application workload schemas (Deployments, StatefulSets, DaemonSets) and maintaining standards for running workloads.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "SIG Apps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2018/05/29/introducing-kustomize-template-free-configuration-customization-for-kubernetes','kubernetes.io: Introducing kustomize; Template-free Configuration Customization for Kubernetes','','2018',0,'Official launch blog post introducing Kustomize to the Kubernetes community as an alternative to templated resource management. It explains the design philosophy of structured patch overlays and template-free generation, highlighting how this mitigates YAML bloat. This introductory post remains vital for understanding declarative config-as-code origins.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Kustomize Introduction"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2018/08/03/out-of-the-clouds-onto-the-ground-how-to-make-kubernetes-production-grade-anywhere','kubernetes.io: Out of the Clouds onto the Ground: How to Make Kubernetes Production Grade Anywhere','','2018',0,'Classic architectural review detailing how to host production-grade Kubernetes outside public cloud boundaries. Addresses high-availability physical networking, load balancer layers, and resilient persistent storage backends.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "On-Premises", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-desktop','kubernetes.io: WSL+Docker: Kubernetes on the Windows Desktop 🌟','','2020',0,'An official Kubernetes community article focusing on the orchestration of a Kubernetes environment using WSL 2 and Docker Desktop. It contrasts WSL 2''s native virtualization approach with older hypervisor methods, emphasizing lower memory footprints and rapid start times. This setup provides developers with a robust playground to evaluate Helm charts and microservices locally.','N/A','Guide','Advanced',1,'online','manual','c762c40b55f6cc66d870c68afec6e24a393b96898c6051fd94b3527bbbfcd4c9',100.0,1.77903143142315602e+09,1,'2026-05-17T17:23:51.423156+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Kubernetes Desktop"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-desktop','kubernetes.io: WSL+Docker: Kubernetes on the Windows Desktop 🌟','','2020',0,'An official Kubernetes community article focusing on the orchestration of a Kubernetes environment using WSL 2 and Docker Desktop. It contrasts WSL 2''s native virtualization approach with older hypervisor methods, emphasizing lower memory footprints and rapid start times. This setup provides developers with a robust playground to evaluate Helm charts and microservices locally.','N/A','Guide','Advanced',1,'online','manual','c762c40b55f6cc66d870c68afec6e24a393b96898c6051fd94b3527bbbfcd4c9',100.0,1779031431,1,'2026-05-17T17:23:51.423156+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "Kubernetes Desktop"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2020/05/29/k8s-kpis-with-kuberhealthy','K8s KPIs with Kuberhealthy 🌟','','2024',0,'This reference details how to implement the Kuberhealthy operator to monitor cluster KPIs. It explains how to deploy synthetic check CRDs that run test cycles of network calls, pod scheduling, and DNS lookups, alerting operators to cluster problems early.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Reliability", "Observability", "Synthetics & Audits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2020/05/introducing-podtopologyspread','Introducing PodTopologySpread plugin','','2026',0,'Architectural blog post introducing the features and benefits of the PodTopologySpread plugin. It details how this feature solves scheduling issues where simple anti-affinity fails, ensuring even distribution of application instances across multi-zone configurations.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Workload Placement", "Topology Spread"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2020/06/05/supporting-the-evolving-ingress-specification-in-kubernetes-1.18','Supporting the Evolving Ingress Specification in Kubernetes 1.18','','2020',0,'Legacy Kubernetes blog post detail on the evolution and promotion of the Ingress API inside the 1.18 release lifecycle. Retained for historical design reference.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Fundamentals"]','["[LEGACY]"]','[]','["kubernetes-networking.md"]','{}','{}'); @@ -8936,7 +8936,7 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/08/04/kubernetes INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/08/11/kubernetes-1-22-feature-memory-manager-moves-to-beta','kubernetes.io: Kubernetes Memory Manager moves to beta','','2021',0,'Curator Insight explains the Kubernetes Memory Manager moving to Beta. Live engineering in 2026 points to this as the genesis of modern NUMA alignment for performance-sensitive low-latency microservices.','English','Documentation','High',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Resource Allocation", "v1.22"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/09/03/api-server-tracing','kubernetes.io: Alpha in Kubernetes v1.22: API Server Tracing','','2021',4,'Explains OpenTelemetry tracing integrations inside the API Server starting in v1.22. Explores tracing requests through authentication, authorization, admission control, and dynamic admission webhooks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Observability", "Tracing"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/10/08/capi-clusterclass-and-managed-topologies','kubernetes.io: Introducing ClusterClass and Managed Topologies in Cluster API','','2021',5,'Introduces ClusterClass and managed topologies inside Cluster API (CAPI). Explains how to scale bare-metal or cloud platforms using declarative templates and structured configurations.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Cluster API", "Declarative Infrastructure"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers','kubernetes.io: Use KPNG to Write Specialized kube-proxiers','','2021',3,'An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy Next Generation). The article details how KPNG splits kube-proxy into a central, API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF), enabling network engineers to write highly optimized routing layers.','English','Technical Article','High',0,'online','manual','73d7bac095489fe9a11474a524c606f073dc596b964d0119efd86bad39fb2a53',100.0,1.77903208088172411e+09,1,'2026-05-17T17:34:40.881724+02:00',NULL,NULL,NULL,'["Networking", "kube-proxy Next Generation", "Deep-Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxiers','kubernetes.io: Use KPNG to Write Specialized kube-proxiers','','2021',3,'An official Kubernetes architectural blog post introducing KPNG (Kube-Proxy Next Generation). The article details how KPNG splits kube-proxy into a central, API-watching controller and specialized backends (e.g., IPVS, NFTables, eBPF), enabling network engineers to write highly optimized routing layers.','English','Technical Article','High',0,'online','manual','73d7bac095489fe9a11474a524c606f073dc596b964d0119efd86bad39fb2a53',100.0,1779032080,1,'2026-05-17T17:34:40.881724+02:00',NULL,NULL,NULL,'["Networking", "kube-proxy Next Generation", "Deep-Dive"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/11/12/are-you-ready-for-dockershim-removal','kubernetes.io: Dockershim removal is coming. Are you ready?','','2021',0,'Curator Insight focuses on Dockershim removal readiness. In 2026, this remains a valuable reference artifact for migrating air-gapped systems or old enterprise clusters from Docker to containerd.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Container Runtimes", "Dockershim Deprecation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/12/07/kubernetes-1-23-release-announcement','kubernetes.io: Kubernetes 1.23: The Next Frontier','','2021',0,'Curator Insight highlights the official Kubernetes 1.23 announcement ''The Next Frontier''. In 2026, this announcement marks the stabilization of ephemeral containers for interactive debugging.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.23"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2021/12/17/security-profiles-operator','kubernetes.io: What''s new in Security Profiles Operator v0.4.0','','2021',0,'An official release announcement detailing the evolution of SPO. It highlights improved profile recording capabilities, integration with kubectl, and initial support for SELinux. Crucial for understanding the transition from manual profiles to automation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "System Hardening", "Security Profiles Operator"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -8960,38 +8960,38 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2023/04/11/kubernetes INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2023/05/12/in-place-pod-resize-alpha','kubernetes.io: Kubernetes 1.27: In-place Resource Resize for Kubernetes Pods (alpha)','- If you have deployed Kubernetes pods with CPU and/or memory resources specified, you may have noticed that changing the resource values involves restarting the pod. This has been a disruptive operation for running workloads... until now. - In Kubernetes v1.27, we have added a new alpha feature that allows users to resize CPU/memory resources allocated to pods without restarting the containers.','2023',0,'Reviews the highly anticipated alpha feature in Kubernetes 1.27: In-place Resource Resize for Pods. This allows engineers to dynamically scale CPU and memory resources allocated to running containers without requiring a pod restart. This capability drastically improves availability and operational costs for scaling-heavy stateful applications and microservices.','Markdown','Technical Feature','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Resource Management", "Pod Resize"]','["[EMERGING]"]','[]','["kubernetes-releases.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2025/02/28/nftables-kube-proxy','NFTables mode for kube-proxy in Kubernetes','','2025',0,'Examines the transition of `kube-proxy` from traditional `iptables` and IPVS modes to the modern `nftables` backend in Kubernetes. Highlighting structural efficiency, the article explores how nftables reduces CPU-bound routing overhead and improves packet processing scalability in massive cluster environments.','Go','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes Networking", "Kube-Proxy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total','Kubernetes v1.36: New Metric for Route Sync in the Cloud Controller Manager','Deep dive into the new route_controller_route_sync_total counter metric in the Cloud Controller Manager.','2026',4,'Analysis of the new alpha metric ''route_controller_route_sync_total'' introduced in the Kubernetes v1.36 Cloud Controller Manager (CCM). Designed to facilitate A/B validation of the ''CloudControllerManagerWatchBasedRoutesReconciliation'' feature gate, transitioning cloud routing loops from fixed polling intervals to reactive, watch-based reconciliation. Drastically reduces redundant control plane queries to underlying hyperscaler APIs, preventing rate-limiting blocks in large-scale cluster architectures.','en','blog','advanced',0,'online','automatic','dbc9d6838b2707a36356b2e119c5c5c2fadcbdccb822cde5a7d522364a03e61f',NULL,1.78035203740163898e+09,0,'2026-06-02T00:13:57.401639+02:00',NULL,NULL,NULL,'["Kubernetes", "Control Plane Architecture", "Cloud Controller Manager (CCM)", "Instrumentation"]','["[EMERGING]"]','[]','[]','{}','{"category": "kubernetes-releases", "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes upstream instrumentation blog detailing critical cloud provider integration optimizations.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-proxy-beta','Kubernetes v1.36: Mixed Version Proxy Graduates to Beta','Overview of the Mixed Version Proxy feature graduating to Beta in Kubernetes 1.36 to secure mixed-version control plane upgrades.','2026',4,'Architectural breakdown of the Mixed Version Proxy (KEP-4020) graduating to Beta and becoming enabled by default in Kubernetes 1.36. The mechanism prevents false 404 errors during mixed-version control plane rolling upgrades by proxying unrecognized resource requests to a newer peer API server. Enforces peer-aggregated discovery data flows, allowing operators to build and upgrade highly available control planes with zero client disruption.','en','blog','advanced',0,'online','automatic','4f92eaecea5b657a67aedaaa6df62b17923b080c08a3ed8ad06a56f6e79d6655',NULL,1.78035203740143704e+09,0,'2026-06-02T00:13:57.401437+02:00',NULL,NULL,NULL,'["Kubernetes", "Control Plane Architecture", "API Server", "Mixed Version Proxy"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "kubernetes-releases", "reputation_status": "Vetted", "reputation_summary": "Official upstream Kubernetes blog detailing core API Machinery security and upgrade enhancements.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/20/etcd-370-beta','Announcing etcd 3.7.0-beta.0 | Kubernetes','Kubernetes-centric blog post highlighting the upcoming etcd 3.7.0-beta.0 features for cluster state storage.','2026',4,'Curator Insight: Synchronized with the primary project announcement, the official Kubernetes blog highlights the integration benefits of etcd v3.7.0-beta.0 for cluster orchestrators. Live Grounding validates that the RangeStream capability directly alleviates serialization bottlenecks inside the Kubernetes API server when listing large resource collections. This post serves as a crucial engineering guide for cluster administrators preparing to test and validate next-generation state storage under heavy workload scenarios.','en','blog','Advanced',1,'online','automatic','46f2f0e84e0b8a9f6ad68653bbecd214ae2d15efe741086adc5db811d45d90ce',NULL,1.78035242411332511e+09,0,'2026-06-02T00:20:24.113325+02:00',NULL,NULL,NULL,'["Kubernetes", "Cluster Architecture", "Database Storage"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "Vetted official Kubernetes ecosystem announcement.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves','Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs','The Kubernetes Security Response Committee issues corrections for a list of older, unfixed CVEs that incorrectly claimed fixed versions.','2026',4,'The Kubernetes Security Response Committee (SRC) outlines a critical data hygiene initiative to correct historical CVE records that erroneously indicated fixed version fields for old, unfixed issues. Since these corrected records take effect on June 1, 2026, security and vulnerability scanners will begin newly flagging these unresolved CVEs (such as CVE-2021-25740). The post details mitigation checklists and manual RBAC audit guidelines to help platform engineers proactively assess their exposure and risk tolerance.','en','article','Advanced',0,'online','automatic','a881c6a7904960d275eee24cfd97d4a3c2c5d9f70e6687cefdd56f6c9980c32b',NULL,1.78035272035170388e+09,0,'2026-06-02T00:25:20.351704+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Kubernetes CVEs"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "kubernetes-security", "reputation_status": "Vetted", "reputation_summary": "Official advisory issued by the Kubernetes Security Response Committee (SRC).", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total','Kubernetes v1.36: New Metric for Route Sync in the Cloud Controller Manager','Deep dive into the new route_controller_route_sync_total counter metric in the Cloud Controller Manager.','2026',4,'Analysis of the new alpha metric ''route_controller_route_sync_total'' introduced in the Kubernetes v1.36 Cloud Controller Manager (CCM). Designed to facilitate A/B validation of the ''CloudControllerManagerWatchBasedRoutesReconciliation'' feature gate, transitioning cloud routing loops from fixed polling intervals to reactive, watch-based reconciliation. Drastically reduces redundant control plane queries to underlying hyperscaler APIs, preventing rate-limiting blocks in large-scale cluster architectures.','en','blog','advanced',0,'online','automatic','dbc9d6838b2707a36356b2e119c5c5c2fadcbdccb822cde5a7d522364a03e61f',NULL,1780352037,0,'2026-06-02T00:13:57.401639+02:00',NULL,NULL,NULL,'["Kubernetes", "Control Plane Architecture", "Cloud Controller Manager (CCM)", "Instrumentation"]','["[EMERGING]"]','[]','[]','{}','{"category": "kubernetes-releases", "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes upstream instrumentation blog detailing critical cloud provider integration optimizations.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-proxy-beta','Kubernetes v1.36: Mixed Version Proxy Graduates to Beta','Overview of the Mixed Version Proxy feature graduating to Beta in Kubernetes 1.36 to secure mixed-version control plane upgrades.','2026',4,'Architectural breakdown of the Mixed Version Proxy (KEP-4020) graduating to Beta and becoming enabled by default in Kubernetes 1.36. The mechanism prevents false 404 errors during mixed-version control plane rolling upgrades by proxying unrecognized resource requests to a newer peer API server. Enforces peer-aggregated discovery data flows, allowing operators to build and upgrade highly available control planes with zero client disruption.','en','blog','advanced',0,'online','automatic','4f92eaecea5b657a67aedaaa6df62b17923b080c08a3ed8ad06a56f6e79d6655',NULL,1780352037,0,'2026-06-02T00:13:57.401437+02:00',NULL,NULL,NULL,'["Kubernetes", "Control Plane Architecture", "API Server", "Mixed Version Proxy"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "kubernetes-releases", "reputation_status": "Vetted", "reputation_summary": "Official upstream Kubernetes blog detailing core API Machinery security and upgrade enhancements.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/20/etcd-370-beta','Announcing etcd 3.7.0-beta.0 | Kubernetes','Kubernetes-centric blog post highlighting the upcoming etcd 3.7.0-beta.0 features for cluster state storage.','2026',4,'Curator Insight: Synchronized with the primary project announcement, the official Kubernetes blog highlights the integration benefits of etcd v3.7.0-beta.0 for cluster orchestrators. Live Grounding validates that the RangeStream capability directly alleviates serialization bottlenecks inside the Kubernetes API server when listing large resource collections. This post serves as a crucial engineering guide for cluster administrators preparing to test and validate next-generation state storage under heavy workload scenarios.','en','blog','Advanced',1,'online','automatic','46f2f0e84e0b8a9f6ad68653bbecd214ae2d15efe741086adc5db811d45d90ce',NULL,1780352424,0,'2026-06-02T00:20:24.113325+02:00',NULL,NULL,NULL,'["Kubernetes", "Cluster Architecture", "Database Storage"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "aws-databases", "reputation_status": "Vetted", "reputation_summary": "Vetted official Kubernetes ecosystem announcement.", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves','Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs','The Kubernetes Security Response Committee issues corrections for a list of older, unfixed CVEs that incorrectly claimed fixed versions.','2026',4,'The Kubernetes Security Response Committee (SRC) outlines a critical data hygiene initiative to correct historical CVE records that erroneously indicated fixed version fields for old, unfixed issues. Since these corrected records take effect on June 1, 2026, security and vulnerability scanners will begin newly flagging these unresolved CVEs (such as CVE-2021-25740). The post details mitigation checklists and manual RBAC audit guidelines to help platform engineers proactively assess their exposure and risk tolerance.','en','article','Advanced',0,'online','automatic','a881c6a7904960d275eee24cfd97d4a3c2c5d9f70e6687cefdd56f6c9980c32b',NULL,1780352720,0,'2026-06-02T00:25:20.351704+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Kubernetes CVEs"]','["DE FACTO STANDARD", "GUIDE"]','[]','[]','{}','{"category": "kubernetes-security", "reputation_status": "Vetted", "reputation_summary": "Official advisory issued by the Kubernetes Security Response Committee (SRC).", "social_preview_url": "", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/cluster-administration/networking','Kubernetes Networking','','2026',0,'The official documentation outlining the structural model of Kubernetes networking. Explains the baseline constraints and requirements for pod-to-pod, pod-to-service, and external communication, establishing the standard IP-per-pod allocation axiom. Crucial reference architecture for understanding how the core API expects CNIs to behaves before overlaying sophisticated network policies.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Core Architecture", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{"duplicate_of": "https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3"}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/configuration/assign-pod-node','Affinity and anti-affinity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8',100.0,1.77903420805968403e+09,0,'2026-05-17T18:10:08.059684+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/configuration/assign-pod-node','Affinity and anti-affinity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8',100.0,1779034208,0,'2026-05-17T18:10:08.059684+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources','Custom Resources','','2024',0,'The official documentation detailing Custom Resource Definitions (CRDs). Explores dynamic API registration patterns, OpenAPI schema validation, custom status fields, controller loops, and etcd data lifecycle management.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extending Kubernetes", "Custom Resources", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/compute-storage-net/network-plugins','Kubernetes.io: Network Plugins','','2026',0,'The authoritative Kubernetes documentation outlining network plugin types. Defines the operational boundaries between kubenet deployments and standard Container Network Interface (CNI) environments.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/extend-kubernetes/operator','Kubernetes.io: Operator pattern','','2026',0,'The official documentation explaining the Kubernetes Operator pattern. It covers the fundamentals of custom resource definitions, state reconciliation, and using control loops to manage application lifecycles.','N/A','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "Controller Architecture", "Conceptual Overviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/limit-range','kubernetes.io Policy Limit Ranges','','2023',0,'Official Kubernetes documentation on `LimitRange` policy resources. - Explains how to declare, enforce, and inject default request/limit boundaries at the namespace level. - Essential for multi-tenant environments to restrict unconstrained container creation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Policy & Governance", "Limit Ranges"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/pod-security-policy','Pod Security Policy (SCC in OpenShift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3',100.0,1.77903077951893711e+09,0,'2026-05-17T17:12:59.518937+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md", "docs/kubernetes-security.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/security/pod-security-policy"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/policy/pod-security-policy','Pod Security Policy (SCC in OpenShift) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3',100.0,1779030779,0,'2026-05-17T17:12:59.518937+02:00',NULL,NULL,NULL,'[]','[]','["docs/crunchydata.md", "docs/kubernetes-security.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/security/pod-security-policy"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node','Affinity and anti-affinity','','2026',0,'Reference guide on node affinity and pod-to-pod affinity/anti-affinity. This declarative configuration interface allows operators to write rules constraining pod placement relative to host labels and existing workloads, enabling active high-availability topologies.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Workload Placement", "Affinity Controls"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints','Pod Topology Spread Constraints','','2026',0,'Documentation covering Pod Topology Spread Constraints, a critical framework for distributing pods evenly across failure domains like availability zones, regions, or host groups. It explains how to set maximum skew limits to ensure high availability and prevent single-point infrastructure failures.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Workload Placement", "Topology Spread"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security','kubernetes.io: Overview of Cloud Native Security 🌟🌟','','2020',0,'The official guide outlining the security topology of Kubernetes clusters, describing how the 4C''s interface with container engines, internal services, and cloud configurations.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cloud Native Security Frameworks", "Official Standards"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/multi-tenancy','kubernetes.io: Multi-tenancy 🌟🌟🌟','','2023',3,'The official documentation framework outlining multi-tenancy requirements. Covers network layer segmentation, API usage guidelines, resource partitioning, and security configurations.','YAML','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/overview','==kubernetes.io: Overview of Cloud Native Security==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c0cc3baba8eaaedaf83082627126f9515a0d70d869abf3f3a2863ec5b6a51feb',100.0,1.77903095442264389e+09,0,'2026-05-17T17:15:54.422644+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/overview','==kubernetes.io: Overview of Cloud Native Security==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c0cc3baba8eaaedaf83082627126f9515a0d70d869abf3f3a2863ec5b6a51feb',100.0,1779030954,0,'2026-05-17T17:15:54.422644+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-security.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/pod-security-policy','Pod Security Policy (SCC in OpenShift) 🌟','','2022',0,'Architectural comparison contrasting OpenShift Security Context Constraints (SCC) with the deprecated Kubernetes Pod Security Policy (PSP). Live Grounding confirms PSP was completely removed in Kubernetes v1.25. This reference highlights how SCC remains enterprise-stable and active for securing namespaces in Red Hat OpenShift clusters.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Pod Security", "Pod Security Policies"]','["[LEGACY]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/security/security-checklist','kubernetes.io: Security Checklist 🌟🌟','','2023',0,'The official security checklist published by upstream Kubernetes maintainers. It serves as an authoritative map for hardening cluster networks, applying role access structures, and validating runtimes. Essential baseline documentation for cloud infrastructure engineers.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cluster Hardening", "Standard Checklists"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/services-networking/ingress-controllers','Ingress Controller','','2026',0,'The official Kubernetes documentation explaining Ingress. It teaches engineers how to manage HTTP routing, SSL termination, and hostnames at the cluster edge.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Traffic Routing", "Ingress Controllers"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/services-networking/service',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b0dda1b40053837e7ae4793158903472024ed6ad6b7c153b65d992144d85e092',100.0,1.77902945928510308e+09,1,'2026-05-17T16:50:59.285103+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/services-networking/service',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b0dda1b40053837e7ae4793158903472024ed6ad6b7c153b65d992144d85e092',100.0,1779029459,1,'2026-05-17T16:50:59.285103+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','2026',5,'Official Kubernetes documentation detailing the Horizontal Pod Autoscaler API. It monitors workloads and dynamically scales replica counts based on CPU, memory, or complex customized metric configurations.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Horizontal Scaling API"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constraints','Pod Topology Spread Constraints','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894',100.0,1779031460.7002,0,'2026-05-17T17:24:20.700200+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constraints','Pod Topology Spread Constraints','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894',100.0,1779031460,0,'2026-05-17T17:24:20.700200+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/scheduling-eviction/topology-spread-constraints"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/contribute/style/diagram-guide','kubernetes.io: Diagram Guide - Mermaid JavaScript library 🌟','','2025',5,'The official Kubernetes contributor documentation on diagram style guidelines, demonstrating how to programmatically draft flowcharts and sequence maps using Mermaid JS code syntax embedded directly in markdown files.','JavaScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Diagrams-as-Code", "Mermaid Integration"]','["[DE FACTO STANDARD]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/access-authn-authz/authentication','kubernetes.io: Authenticating','','2024',0,'The core official reference for understanding user and service account authentication mechanisms in Kubernetes. It reviews client certificates, bearer tokens, and OIDC federation protocols. This architectural baseline explains how kube-apiserver validates identity requests securely.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "Authentication"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/issues-security/official-cve-feed','kubernetes.io: Official CVE Feed 🌟','','2025',0,'The official database of active and resolved CVEs for the Kubernetes ecosystem. It tracks core component bugs, container execution vulnerabilities, and control plane bypass vectors. Maintaining a regular review of this feed is an essential component of modern enterprise risk mitigation.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "CVE Tracking"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/cheatsheet','kubernetes.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d',100.0,1.77902998500247502e+09,0,'2026-05-17T16:59:45.002475+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/kubectl-commands.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/cheatsheet','kubernetes.io 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d',100.0,1779029985,0,'2026-05-17T16:59:45.002475+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md", "docs/kubectl-commands.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubectl/quick-reference','kubernetes.io 🌟','','2026',5,'The canonical reference documentation for the kubectl command-line utility. Provides up-to-date syntax patterns for resource creation, patch edits, formatting outputs, and real-time container log analysis across active nodes.','Markdown','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md", "kubectl-commands.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/kubernetes-api','kubernetes.io: Kubernetes API','','2026',5,'The official documentation reference for the Kubernetes REST API. Maps core concepts, path definitions, custom resources, authorization structures, and api resource versions across stable and beta branches.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Server", "Architecture", "Reference"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/scheduling','Kubernetes Scheduling','','2026',0,'Core reference documentation for the Kubernetes scheduler, the system engine that assigns pending pods to cluster nodes. It explains the mechanics of filtering, scoring, and binding phases. Essential reading for platform architects optimizing cluster capacity and workload layouts.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Internal Mechanics", "Scheduler Core"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/scheduling/config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kubernetes.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','db6f8da36d2ea48c1c42d30dda6bc112c4c1e27302d4bb5331245394834ace2c',100.0,1.77913049503200197e+09,0,'2026-05-18T20:54:55.032002+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/scheduling/config',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kubernetes.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','db6f8da36d2ea48c1c42d30dda6bc112c4c1e27302d4bb5331245394834ace2c',100.0,1779130495,0,'2026-05-18T20:54:55.032002+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/reference/scheduling/profiles','Scheduling Profiles','','2026',0,'Deep technical manual explaining custom scheduling profiles. Scheduling profiles allow operators to configure the built-in scheduler''s extension points (such as PreFilter, Filter, PostFilter, Score, and Reserve) to custom-fit diverse compute workloads (e.g., batch jobs, low-latency APIs).','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Internal Mechanics", "Scheduling Profiles"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/setup/production-environment/container-runtimes','Kubernetes.io: Container runtimes','','2024',0,'The official Kubernetes documentation detailing installation and integration patterns for CRI-compliant container runtimes. It provides step-by-step production setup configurations for containerd and CRI-O, detailing necessary kernel parameters, socket configurations, and systemd driver alignments.','None','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Runtimes", "Kubernetes Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/access-application-cluster/access-cluster','kubernetes.io: Accesing Clusters','','2024',0,'Explains how developers and administrators access remote clusters using credential files (kubeconfigs). This documentation reviews contextual switching, multi-cluster management, and local proxy patterns. It serves as a foundational step for secure local engineering workflows.','English','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "Cluster Access"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); @@ -9001,164 +9001,164 @@ INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/administer-clus INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/configure-pod-container/user-namespaces','kubernetes.io: configure-pod-container / Use a User Namespace With a Pod','','2023',0,'Details structural configuration steps to leverage Linux user namespaces (userns) inside Kubernetes pods. This maps root workloads to unprivileged target host UIDs, fundamentally neutralizing host container escape vectors.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Isolation", "User Namespaces"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/extend-kubectl/kubectl-plugins','Extend kubectl with plugins','','2026',0,'The official Kubernetes documentation detailing the architecture of kubectl plugins. It outlines how kubectl discovers custom binary files named with a specific prefix on the user''s local path and maps them as CLI subcommands, enabling developers to write tailored cluster management scripts.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Developer Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/manage-kubernetes-objects/kustomization','Declarative Management of Kubernetes Objects Using Kustomize','','2026',0,'Up-to-date, official Kubernetes documentation detailing best practices for declaratively managing cluster objects using Kustomize overlays. It walks through configuring generator fields, secret generation, and prefix matching across multiple deployment stages. A vital reference manual for platform architects designing robust GitOps pipelines.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Kustomize Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b',100.0,1.77903404942053103e+09,0,'2026-05-17T18:07:29.420531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale"}'); +INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale','HPA: Horizontal Pod Autoscaler','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b',100.0,1779034049,0,'2026-05-17T18:07:29.420531+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-autoscaling.md"]','[]','{}','{"duplicate_of": "https://kubernetes.io/docs/concepts/workloads/autoscaling/horizontal-pod-autoscale"}'); INSERT INTO "resources" VALUES('https://kubernetes.io/docs/tutorials','kubernetes.io: Kubernetes Tutorials','','2026',5,'The definitive, authoritative reference portal for Kubernetes concepts. Integrates fundamental conceptual walk-throughs with direct command-line execution, showing how to create Services, scale Deployments, and manage local volumes.','English','Documentation','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Official Documentation"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetes.slack.com','kubernetes.slack.com','','2025',0,'The official Slack community space for the global Kubernetes ecosystem, hosting hundreds of thousands of developers, SREs, and cluster administrators. Organized into channels (e.g., #sig-network, #sig-storage, #kubernetes-users), it provides an unparalleled collaborative hub for solving technical issues and driving project governance.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community", "Communication", "Real-time Support"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetesbyexample.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903221675845289e+09,0,'2026-05-17T17:36:56.758453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetesbyexample.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering kubernetesbyexample.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032216,0,'2026-05-17T17:36:56.758453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetespodcast.com','kubernetespodcast.com','','2026',0,'A premium technical podcast detailing weekly trends, releases, community transitions, and architectural evolutions within the Cloud-Native computing space. Features conversations with core contributors, software creators, and system engineers regarding production successes and challenges.','English','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Trends", "Media", "Interviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetespodcast.com/episode/164-podman','kubernetespodcast.com: Podman, with Daniel Walsh and Brent Baude','','2021',0,'An interview featuring Podman''s core creators, Daniel Walsh and Brent Baude, discussing the development of daemonless container engines. They detail the platform''s architectural evolution, integration with local desktop managers, and its role as a secure foundation for Kubernetes microservices deployment.','English','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Industry Context", "Technical Discussions"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubernetesreadme.com','Kubernetes README: kubernetesreadme.com','','2023',0,'A curated interactive reference directory compiling foundational Kubernetes conceptual structures in an easy-to-read format. Facilitates rapid onboarding of developers by simplifying complex orchestration mechanics, deployment structures, and standard YAML configurations.','English','Reference Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Reference Guides", "Interactive Portal"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7','kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902912414005088e+09,0,'2026-05-17T16:45:24.140051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml','kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144625907206e+09,0,'2026-05-17T17:24:06.259072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://kubeshark.co','==kubeshark.co==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b',100.0,1.7790301751007719e+09,0,'2026-05-17T17:02:55.100772+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://www.immo-pop.com/login"}'); -INSERT INTO "resources" VALUES('https://kubeshop.github.io/monokle','kubeshop.github.io/monokle','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413',100.0,1.779034394490386e+09,0,'2026-05-17T18:13:14.490386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.monokle.io"}'); -INSERT INTO "resources" VALUES('https://kubeshop.io','Kubeshop 🌟','','2021',0,'Kubeshop is an open-source tool incubator and accelerator dedicated to creating developer-focused Kubernetes tooling and workflows. It acts as the umbrella ecosystem behind successful platforms such as Testkube, Monokle, and Botkube.','Various','Tool Ecosystem','Intermediate',0,'online','manual','3e56ce5bd69843e7ceeca13d67b2d1ea1e7e5f9a96fed6dbfaf3762c97d21fc8',100.0,1.77903135180585289e+09,1,'2026-05-17T17:22:31.805853+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Tooling Accelerators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7','kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Install and Deploy Kubernetes on CentOs 7 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029124,0,'2026-05-17T16:45:24.140051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-yaml','kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟','','N/A',0,'A curated technical resource and architectural guide covering kubernetestutorials.com: Kubernetes : Introduction to YAML 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031446,0,'2026-05-17T17:24:06.259072+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://kubeshark.co','==kubeshark.co==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b',100.0,1779030175,0,'2026-05-17T17:02:55.100772+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{"duplicate_of": "https://www.immo-pop.com/login"}'); +INSERT INTO "resources" VALUES('https://kubeshop.github.io/monokle','kubeshop.github.io/monokle','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413',100.0,1779034394,0,'2026-05-17T18:13:14.490386+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.monokle.io"}'); +INSERT INTO "resources" VALUES('https://kubeshop.io','Kubeshop 🌟','','2021',0,'Kubeshop is an open-source tool incubator and accelerator dedicated to creating developer-focused Kubernetes tooling and workflows. It acts as the umbrella ecosystem behind successful platforms such as Testkube, Monokle, and Botkube.','Various','Tool Ecosystem','Intermediate',0,'online','manual','3e56ce5bd69843e7ceeca13d67b2d1ea1e7e5f9a96fed6dbfaf3762c97d21fc8',100.0,1779031351,1,'2026-05-17T17:22:31.805853+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Tooling Accelerators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io','kubesphere.io','','2026',0,'KubeSphere is a distributed, multi-tenant enterprise container platform built on top of Kubernetes. It provides an intuitive GUI dashboard for managing multi-cloud container orchestration, DevOps pipelines (Jenkins-based), service meshes (Istio), observability, and microservice governance. (Live Grounding: Actively developed in 2026, offering a complete, modular, cloud-agnostic platform alternative to OpenShift).','Go','Platform Website','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Platforms", "Enterprise Platforms", "KubeSphere"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/install-kubernetes-containerd','kubesphere.io: Install Kubernetes 1.22 and containerd the Easy Way with kubekey','- [thenewstack.io: Quickly Install a Kubernetes Cluster with KubeKey](https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey)','2021',0,'Outlines a streamlined procedural approach to installing Kubernetes 1.22 and containerd using the KubeKey engine. The guide emphasizes the migration away from Docker shim and configures high-performance runtime options using bare-metal architecture targets. (Live Grounding: Although v1.22 is legacy by 2026 standards, the architectural concepts of containerd orchestration and bare-metal bootstrapping via KubeKey remain highly instructional).','Go/YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[GUIDE]", "[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/k8s-ha-practices','kubesphere.io: Kubernetes High Availability Essential Practices Simply Explained','','2022',4,'Translates high-availability architectural constraints into concrete implementation tactics. Evaluates load balancer setups, redundant etcd configurations, and optimal node distributions across availability zones.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "High Availability", "Production Readiness"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool','KubeEye: An Automatic Diagnostic Tool that Provides a Holistic View of Your'' Kubernetes Cluster 🌟','','2024',0,'An automated cluster review tool designed to analyze workloads, node health, and network security profiles. It maps current states against Kubernetes operational best practices. Heavily integrated with KubeSphere, offering operators an intuitive baseline audit tool.','None','Guide','Medium',0,'online','manual','N/A',100.0,1.77903099617743492e+09,0,'2026-05-17T17:16:36.177435+02:00',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool','KubeEye: An Automatic Diagnostic Tool that Provides a Holistic View of Your'' Kubernetes Cluster 🌟','','2024',0,'An automated cluster review tool designed to analyze workloads, node health, and network security profiles. It maps current states against Kubernetes operational best practices. Heavily integrated with KubeSphere, offering operators an intuitive baseline audit tool.','None','Guide','Medium',0,'online','manual','N/A',100.0,1779030996,0,'2026-05-17T17:16:36.177435+02:00',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Automated Auditing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubesphere.io/blogs/scale-kubernetes-cluster-using-kubekey','kubesphere.io: Scaling a Kubernetes Cluster: One of the Best Practices for Using KubeKey','','2021',0,'A technical guide demonstrating how to horizontally scale existing Kubernetes compute capacities using KubeKey execution manifests. Focuses on declarative modifications of cluster-configuration files to dynamically append new worker nodes without service disruptions. (Live Grounding: Vital operations reference for cluster administrators managing hardware expansions within hybrid/private clouds).','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Cluster Provisioning", "KubeKey"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubestone.io','kubestone.io','','2020',0,'Kubestone is an open-source performance benchmarking operator for Kubernetes. It runs diagnostic tests (like iperf3, sysbench, fio, and pgbench) directly in custom pods to validate network throughput, disk performance, database transactions, and compute resources. This provides structural benchmarking data to ensure cluster performance before deploying workloads.','Go','Homepage','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Benchmarking", "Performance Testing"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubestr.io','kubestr.io','','2026',0,'Kubestr is an open-source CLI toolkit engineered to auto-discover, inspect, and benchmark persistent storage configurations within a Kubernetes cluster. By running in-cluster FIO test cases, it provides architects with validated throughput and latency metrics for active storage configurations.','Go','CLI Tool','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Benchmarking"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers','kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers','','2023',0,'KoPylot leverages Large Language Models (LLMs) to diagnose cluster issues, audit manifest files for security violations, and write YAML configurations. It streamlines daily DevOps troubleshooting loops by translating natural language requests into operational context.','Python','CLI Tool','Intermediate',0,'online','manual','22c69347e82d8379e814782608caba158101c76c2d5feac3d1945a86a11b43ff',100.0,1.77913049501079297e+09,0,'2026-05-18T20:54:55.010793+02:00',NULL,NULL,NULL,'["Kubernetes", "AIOps", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-developers','kubetools.io: KoPylot: An AI-Powered Kubernetes Assistant for DevOps & Developers','','2023',0,'KoPylot leverages Large Language Models (LLMs) to diagnose cluster issues, audit manifest files for security violations, and write YAML configurations. It streamlines daily DevOps troubleshooting loops by translating natural language requests into operational context.','Python','CLI Tool','Intermediate',0,'online','manual','22c69347e82d8379e814782608caba158101c76c2d5feac3d1945a86a11b43ff',100.0,1779130495,0,'2026-05-18T20:54:55.010793+02:00',NULL,NULL,NULL,'["Kubernetes", "AIOps", "Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kubetools.io/mastering-kubernetes-debugging-and-troubleshooting-with-kubeshark-real-time-visibility-query-language-service-map-and-integrations','kubetools.io: Kubeshark – API Traffic Analyzer for Kubernetes','','2024',0,'An advanced network analyzer for Kubernetes (formerly API Tap) that captures and decrypts cluster traffic in real-time. Leverages modern eBPF and packet capture technologies to trace service-to-service communication.','English','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Networking", "API Traffic Analyzer"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management','kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management','','2023',0,'This guide details the operational efficiency gains of adopting K9s, a terminal-based UI for interacting with Kubernetes clusters. It contrasts standard kubectl workflows with K9s'' real-time, keyboard-driven navigation, logs streaming, and resource monitoring.','Markdown','Article','Beginner',0,'online','manual','cde5cfc6d33fcfe7c8abab886d8e6304febb2c0a00f5f35c5e291a78cabb7819',100.0,1.77913049499709606e+09,0,'2026-05-18T20:54:54.997096+02:00',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "CLI Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubevela.io','kubevela.io 🌟','','2020',5,'KubeVela is an advanced CNCF-incubating application delivery and multi-cluster orchestrator built upon the Open Application Model (OAM). It decouples application declarations from physical cluster configurations by converting policies and workflows into unified abstractions.','Go','Application Delivery Engine','Advanced',1,'online','manual','b10c4920a3537933054ad09966865a1a9bd15cae560745b814a6c971c3bd29d8',100.0,1.779029689288522e+09,1,'2026-05-17T16:54:49.288522+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "OAM Engines"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubevious.io','kubevious: application centric Kubernetes UI 🌟','','2025',0,'An application-centric dashboard providing structural validation, configuration analysis, and historical state tracking. It dynamically correlates Kubernetes objects to detect structural anomalies, cascading failures, and security rule violations before runtime issues occur.','TypeScript','Web Application','Advanced',1,'online','manual','2899deb33300e3afe59adf9a12f316a46d28dde8f291b1b7804e61d78e8b25e3',100.0,1.77903022023939895e+09,1,'2026-05-17T17:03:40.239399+02:00',NULL,NULL,NULL,'["Observability", "UI Dashboards", "Validation & Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubevious.io/blog/post/kubevious-saas-beta-launch','Kubevious SaaS Beta is Live!','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','edbf936550f176276e57f481a3c9fb467317a9ba206234a4caa00860128fb6b5',100.0,1.77903290065090107e+09,1,'2026-05-17T17:48:20.650901+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management','kubetools.io: Why K9s Should Be Your Go-To Tool for Kubernetes Management','','2023',0,'This guide details the operational efficiency gains of adopting K9s, a terminal-based UI for interacting with Kubernetes clusters. It contrasts standard kubectl workflows with K9s'' real-time, keyboard-driven navigation, logs streaming, and resource monitoring.','Markdown','Article','Beginner',0,'online','manual','cde5cfc6d33fcfe7c8abab886d8e6304febb2c0a00f5f35c5e291a78cabb7819',100.0,1779130494,0,'2026-05-18T20:54:54.997096+02:00',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "CLI Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubevela.io','kubevela.io 🌟','','2020',5,'KubeVela is an advanced CNCF-incubating application delivery and multi-cluster orchestrator built upon the Open Application Model (OAM). It decouples application declarations from physical cluster configurations by converting policies and workflows into unified abstractions.','Go','Application Delivery Engine','Advanced',1,'online','manual','b10c4920a3537933054ad09966865a1a9bd15cae560745b814a6c971c3bd29d8',100.0,1779029689,1,'2026-05-17T16:54:49.288522+02:00',NULL,NULL,NULL,'["Platform Engineering", "Application Delivery", "OAM Engines"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubevious.io','kubevious: application centric Kubernetes UI 🌟','','2025',0,'An application-centric dashboard providing structural validation, configuration analysis, and historical state tracking. It dynamically correlates Kubernetes objects to detect structural anomalies, cascading failures, and security rule violations before runtime issues occur.','TypeScript','Web Application','Advanced',1,'online','manual','2899deb33300e3afe59adf9a12f316a46d28dde8f291b1b7804e61d78e8b25e3',100.0,1779030220,1,'2026-05-17T17:03:40.239399+02:00',NULL,NULL,NULL,'["Observability", "UI Dashboards", "Validation & Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubevious.io/blog/post/kubevious-saas-beta-launch','Kubevious SaaS Beta is Live!','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','edbf936550f176276e57f481a3c9fb467317a9ba206234a4caa00860128fb6b5',100.0,1779032900,1,'2026-05-17T17:48:20.650901+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubevious.io/blog/post/top-kubernetes-yaml-validation-tools','kubevious.io: Top Kubernetes YAML Validation Tools','','2023',0,'A market breakdown contrasting modern validation utilities for Kubernetes platforms. Reviews differences between structural validators, OPA-based policy enforcement engines, and semantic layout detectors.','None','Technical Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://kubevious.io/docs/built-in-validators','==kubevious.io: Built-in Validators==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','093799c23e29835a8e9e30f40da4c4b60a422c2c16d0bd0ee37bff70264ed3a6',100.0,1.77903029605233788e+09,1,'2026-05-17T17:04:56.052338+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubevious.io/docs/built-in-validators','==kubevious.io: Built-in Validators==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','093799c23e29835a8e9e30f40da4c4b60a422c2c16d0bd0ee37bff70264ed3a6',100.0,1779030296,1,'2026-05-17T17:04:56.052338+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://kubevirt.io','kubevirt.io 🌟','','2026',0,'The home page of KubeVirt, a CNCF-graduating project that enables orchestration of VMs and containers within the same Kubernetes engine.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Runtime", "Virtualization", "KubeVirt Core"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kubezilla.com/tools','kubezilla.com: Kubetools – Curated List of Kubernetes Tools','','N/A',0,'A curated technical resource and architectural guide covering kubezilla.com: Kubetools – Curated List of Kubernetes Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903048241703295e+09,0,'2026-05-17T17:08:02.417033+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6','kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903085423291397e+09,0,'2026-05-17T17:14:14.232914+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kudo.dev','KUDO: The Kubernetes Universal Declarative Operator 🌟','','N/A',0,'A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903219558309793e+09,0,'2026-05-17T17:36:35.583098+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-operators-controllers.md", "kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kubezilla.com/tools','kubezilla.com: Kubetools – Curated List of Kubernetes Tools','','N/A',0,'A curated technical resource and architectural guide covering kubezilla.com: Kubetools – Curated List of Kubernetes Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030482,0,'2026-05-17T17:08:02.417033+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["other-awesome-lists.md"]','{}','{"is_special": true}'); +INSERT INTO "resources" VALUES('https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43ed87cd6','kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering kuderko.medium.com: Fixing bad CPU usage distribution in Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030854,0,'2026-05-17T17:14:14.232914+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kudo.dev','KUDO: The Kubernetes Universal Declarative Operator 🌟','','N/A',0,'A curated technical resource and architectural guide covering KUDO: The Kubernetes Universal Declarative Operator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032195,0,'2026-05-17T17:36:35.583098+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','["kubernetes-operators-controllers.md", "kubernetes-tools.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kui.tools','kui.tools 🌟','','2024',4,'Kui is an innovative hybrid tool that blends the speed of CLI commands with the graphical visualization of a GUI. It wraps kubectl execution blocks to present interactive HTML elements, resource tables, and tabs directly inside terminal environments.','TypeScript','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Hybrid CLI"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md", "kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22','kumomind.medium.com: Should I consider the GitOps methodology?','','N/A',0,'A curated technical resource and architectural guide covering kumomind.medium.com: Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902998866480398e+09,0,'2026-05-17T16:59:48.664804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c22','kumomind.medium.com: Should I consider the GitOps methodology?','','N/A',0,'A curated technical resource and architectural guide covering kumomind.medium.com: Should I consider the GitOps methodology? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029988,0,'2026-05-17T16:59:48.664804+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kurl.sh','kurl.sh','','2026',0,'An open-source online utility and framework designed to construct custom, production-ready, air-gapped Kubernetes distribution installers. Replicated/kurl aggregates chosen components (like CNIs, storage, and registries) into a single bash-driven installer script to facilitate simple downstream application deliveries.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Custom Installers"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kustomize.io','kustomize.io 🌟','- Kustomize introduces a template-free way to customize application configuration that simplifies the use of off-the-shelf applications. Now, built into ```kubectl``` as ```apply -k```. - Kustomize traverses a Kubernetes manifest to add, remove or update configuration options without forking. - __It is available both as a standalone binary and as a native feature of kubectl.__','2026',0,'Kustomize is a template-free configuration management utility that provides declarative customization of Kubernetes manifests without forking original files. It is natively integrated into the `kubectl` binary as the `-k` flag. Kustomize enables platform engineering teams to define reusable base manifests and layer overlay environments cleanly.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Kustomize"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kustomizer.dev','kustomizer','','2023',2,'Kustomizer is an experimental command-line tool designed to inspect, diff, and apply Kubernetes configurations packaged as OCI artifacts. Built on top of Kustomize principles, it attempts to streamline the delivery of customized YAML configurations directly from OCI registries. While innovative for GitOps pipelines, it remains a niche option compared to Helm or standard Kustomize.','Go','CLI Tool','High',0,'online','manual','aefd444e6139092b7bfbcfe96430ce9992bd9a17c0f7e449d04c39472ef5aca1',100.0,1.77903376128938698e+09,1,'2026-05-17T18:02:41.289387+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative GitOps", "Kustomize Extensions"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kuttl.dev','**KUbernetes Test TooL (kuttl)** 🌟','','N/A',0,'A curated technical resource and architectural guide covering **KUbernetes Test TooL (kuttl)** 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903142557706809e+09,0,'2026-05-17T17:23:45.577068+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd','kvs-vishnu23.medium.com: Is AWS CDK better than Terraform?','','N/A',0,'A curated technical resource and architectural guide covering kvs-vishnu23.medium.com: Is AWS CDK better than Terraform? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903369704307103e+09,0,'2026-05-17T18:01:37.043071+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d','kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection','','N/A',0,'A curated technical resource and architectural guide covering kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903215710446095e+09,0,'2026-05-17T17:35:57.104461+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kustomizer.dev','kustomizer','','2023',2,'Kustomizer is an experimental command-line tool designed to inspect, diff, and apply Kubernetes configurations packaged as OCI artifacts. Built on top of Kustomize principles, it attempts to streamline the delivery of customized YAML configurations directly from OCI registries. While innovative for GitOps pipelines, it remains a niche option compared to Helm or standard Kustomize.','Go','CLI Tool','High',0,'online','manual','aefd444e6139092b7bfbcfe96430ce9992bd9a17c0f7e449d04c39472ef5aca1',100.0,1779033761,1,'2026-05-17T18:02:41.289387+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative GitOps", "Kustomize Extensions"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kuttl.dev','**KUbernetes Test TooL (kuttl)** 🌟','','N/A',0,'A curated technical resource and architectural guide covering **KUbernetes Test TooL (kuttl)** 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031425,0,'2026-05-17T17:23:45.577068+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kvs-vishnu23.medium.com/is-aws-cdk-better-than-terraform-85194e7a42cd','kvs-vishnu23.medium.com: Is AWS CDK better than Terraform?','','N/A',0,'A curated technical resource and architectural guide covering kvs-vishnu23.medium.com: Is AWS CDK better than Terraform? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033697,0,'2026-05-17T18:01:37.043071+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kymidd.medium.com/lets-do-devops-eks-k8s-python-fuzzy-staging-with-aws-secrets-manager-k8s-init-disk-secrets-b0d8022f3a5d','kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection','','N/A',0,'A curated technical resource and architectural guide covering kymidd.medium.com: Let’s Do DevOps: EKS K8s & Python Fuzzy Staging with'' AWS Secrets Manager, K8s Init disk, Secrets Injection in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032157,0,'2026-05-17T17:35:57.104461+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://kyverno.io','kyverno.io 🌟','','2020',0,'Kyverno is a declarative Kubernetes-native policy engine. Designed specifically for Kubernetes, it simplifies policy management by allowing administrators to validate, mutate, and generate resources without writing complex Rego code.','Go','platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policy-as-Code", "Kyverno Administration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/autogen','kyverno.io: Auto-Gen Rules for Pod Controllers','','2026',0,'Illustrates how Kyverno automatically propagates policies applied to raw Pod specs to downstream controllers (Deployments, DaemonSets, StatefulSets). Simplifies security operations by validating configurations at high-level workloads rather than only catching errors at low-level pod schedulers.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.779033476776201e+09,1,'2026-05-17T17:57:56.776201+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/generate','kyverno.io: Generating resources into existing namespaces','','2026',0,'Official guide on retroactively generating Kubernetes objects, such as secrets or network rules, across pre-existing namespaces using Kyverno''s dynamic policy synchronization engine. Eliminates manually syncing resources across namespaces created prior to policy deployment.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903157627199602e+09,1,'2026-05-17T17:26:16.271996+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/mutate','kyverno.io: Mutating Resources','','2026',0,'Official documentation detailing how Kyverno modifies incoming resource specifications dynamically using JSON patch operations. It covers mutating rules such as auto-injecting sidecar containers, adding node affinity constraints, and enforcing default labels on namespaces at creation time.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903447679332709e+09,1,'2026-05-17T18:14:36.793327+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/autogen','kyverno.io: Auto-Gen Rules for Pod Controllers','','2026',0,'Illustrates how Kyverno automatically propagates policies applied to raw Pod specs to downstream controllers (Deployments, DaemonSets, StatefulSets). Simplifies security operations by validating configurations at high-level workloads rather than only catching errors at low-level pod schedulers.','YAML','Documentation','Intermediate',0,'online','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779033476,1,'2026-05-17T17:57:56.776201+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/generate','kyverno.io: Generating resources into existing namespaces','','2026',0,'Official guide on retroactively generating Kubernetes objects, such as secrets or network rules, across pre-existing namespaces using Kyverno''s dynamic policy synchronization engine. Eliminates manually syncing resources across namespaces created prior to policy deployment.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779031576,1,'2026-05-17T17:26:16.271996+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/docs/writing-policies/mutate','kyverno.io: Mutating Resources','','2026',0,'Official documentation detailing how Kyverno modifies incoming resource specifications dynamically using JSON patch operations. It covers mutating rules such as auto-injecting sidecar containers, adding node affinity constraints, and enforcing default labels on namespaces at creation time.','YAML','Documentation','Advanced',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779034476,1,'2026-05-17T18:14:36.793327+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); INSERT INTO "resources" VALUES('https://kyverno.io/policies','kyverno.io/policies 🌟','','2020',0,'The official catalog of Kyverno policies, providing ready-to-deploy manifests for Pod Security standards, multi-tenant workspace isolation, label validation, and compliance auto-generation.','YAML','curation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Policy-as-Code", "Kyverno Rules & Policies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/check_deprecated_apis','kyverno.io: Check deprecated APIs 🌟','','2026',0,'Outlines a pre-configured Kyverno policy targeted at scanning incoming manifests to detect and block deprecated or removed Kubernetes API groups. Indispensable for preventing cluster upgrade blockages, validating manifests before execution on newer API-driven orchestrators.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903445418797111e+09,0,'2026-05-17T18:14:14.187971+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Upgrade Paths"]','["[LEGACY]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/require_probes/require_probes','kyverno.io: Implementing your best practices is simple with kyverno','','2026',0,'Standard Kyverno policy design pattern focused on enforcing health probe settings (liveness, readiness, startup) across all deployed container payloads. This rule enforces Kubernetes operations best practices, safeguarding application lifecycle management and endpoint routing.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.7790345602086389e+09,0,'2026-05-17T18:16:00.208639+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries','==kyverno.io: Restrict Image Registries==','','2026',0,'Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77902971017975091e+09,0,'2026-05-17T16:55:10.179751+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Container Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/add-pod-proxies','kyverno.io: Add Pod Proxies','','2026',0,'Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903423506003904e+09,0,'2026-05-17T18:10:35.060039+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/require_pdb','kyverno.io: Require PodDisruptionBudget','','2026',0,'A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1.77903391360037589e+09,0,'2026-05-17T18:05:13.600376+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Reliability", "High Availability"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); -INSERT INTO "resources" VALUES('https://lab.github.com','==lab.github.com== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002867540788e+09,0,'2026-05-17T17:00:28.675408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/check_deprecated_apis','kyverno.io: Check deprecated APIs 🌟','','2026',0,'Outlines a pre-configured Kyverno policy targeted at scanning incoming manifests to detect and block deprecated or removed Kubernetes API groups. Indispensable for preventing cluster upgrade blockages, validating manifests before execution on newer API-driven orchestrators.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779034454,0,'2026-05-17T18:14:14.187971+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Upgrade Paths"]','["[LEGACY]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/require_probes/require_probes','kyverno.io: Implementing your best practices is simple with kyverno','','2026',0,'Standard Kyverno policy design pattern focused on enforcing health probe settings (liveness, readiness, startup) across all deployed container payloads. This rule enforces Kubernetes operations best practices, safeguarding application lifecycle management and endpoint routing.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779034560,0,'2026-05-17T18:16:00.208639+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries','==kyverno.io: Restrict Image Registries==','','2026',0,'Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779029710,0,'2026-05-17T16:55:10.179751+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Container Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/add-pod-proxies','kyverno.io: Add Pod Proxies','','2026',0,'Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779034235,0,'2026-05-17T18:10:35.060039+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/require_pdb','kyverno.io: Require PodDisruptionBudget','','2026',0,'A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779033913,0,'2026-05-17T18:05:13.600376+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Reliability", "High Availability"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}'); +INSERT INTO "resources" VALUES('https://lab.github.com','==lab.github.com== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030028,0,'2026-05-17T17:00:28.675408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}'); INSERT INTO "resources" VALUES('https://lab.texthtml.net/gitlab/merge-bot','lab.texthtml.net: Gitlab Merge Bot','- [DockerHub: Gitlab Merge Bot](https://hub.docker.com/r/texthtml/gitlab-merge-bot) Bot assistant for code review and merge requests approval for Gitlab','2021',1,'A lightweight Dockerized automation assistant engineered to streamline GitLab merge requests. Orchestrates pipeline status polling and auto-approves merges on successful continuous integration runs, optimizing delivery velocity.','JavaScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a',100.0,1.77903043392099404e+09,0,'2026-05-17T17:07:13.920994+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://bishopfox.com/blog/kubernetes-pod-privilege-escalation"}'); +INSERT INTO "resources" VALUES('https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a',100.0,1779030433,0,'2026-05-17T17:07:13.920994+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://bishopfox.com/blog/kubernetes-pod-privilege-escalation"}'); INSERT INTO "resources" VALUES('https://labs.demoredhat.com/demos','ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops','','2025',0,'Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies).','YAML','Workshop Material','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Workshops"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://labs.google/fx/projectgenie','Project Genie - Google Labs','An experimental research prototype powered by Genie 3 that generates interactive, controllable 3D environments from text prompts.','2026',4,'An experimental generative AI platform powered by Google DeepMind''s Genie 3 foundation world model. It programmatically synthesizes interactive, playable 3D environments at 720p resolution (20-24 FPS) using text descriptions, static reference images, or Google Maps'' Street View imagery. It represents a significant step in spatial computing and physics simulation for AI agent training.','English','Interactive Prototype','Advanced',0,'online','automatic','d8f267091ade2a0aa9c4d674a1e44f860cb93c9da6235a8418ae8f00f3f4ab82',NULL,1.78039998221179509e+09,0,'2026-06-02T13:33:02.211795+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "World Models", "Spatial Computing"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Highly reputable, cutting-edge world-generation model developed directly by Google DeepMind.", "social_preview_url": "", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://labs.google/lll/en','Little Language Lessons - Google Labs','A collection of bite-sized language learning experiments built using Google''s generative Gemini models and LearnLM.','2025',4,'Google Labs'' Little Language Lessons showcases educational applications of Gemini and LearnLM models. By utilizing adaptive feedback mechanisms and cognitive load theories, the suite offers contextual exercises through tools like Tiny Lesson, Slang Hang, and camera-guided object translation.','English','website','Beginner',0,'online','automatic','4b2a81c5de104a3c7e3c9440eaa22f602be5da3e26976767ffe8d69fb9e76dbb',NULL,1.78035258179229688e+09,0,'2026-06-02T00:23:01.792297+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Experiments", "Language Education Platforms"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Active AI experiment platform from Google Labs, highly visible in educational tech communities.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://labs.google/science','Experiments on the Future of AI-driven Science | Google Labs','A collection of experimental AI-driven science tools designed to complement the scientific method and explore how general agents accelerate discovery.','2026',4,'Google Labs'' scientific workbench acts as a collection of experimental, agent-driven tools optimized to supercharge the scientific method across biology, genomics, and chemistry. Integrated with specialized science skills, the platform allows general-purpose agents to interface with over 30 leading life-science databases. This collaboration scales researchers'' ability to conduct complex workflows, such as structural bioinformatics, in minutes rather than hours.','English','project','Advanced',0,'online','automatic','478b6cdc582c6928e7af2b443491c0ce1cef5b9eefa5983fec90a8a629597d12',NULL,1.78035230245670604e+09,0,'2026-06-02T00:18:22.456706+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI for Science", "Scientific LLM Agents", "Gemini Ecosystem"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A high-impact scientific AI research playground by Google, backed by Nature publications and validated by top-tier academic institutions.", "social_preview_url": "", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://labs.hol.vmware.com','VMware hands-on Labs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6594b343bcdf23ddb250949276937527498e535c5653856771d458c7acb0547d',100.0,1.77903452274425196e+09,0,'2026-05-17T18:15:22.744252+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{"duplicate_of": "https://labs.hol.vmware.com/HOL"}'); +INSERT INTO "resources" VALUES('https://labs.google/fx/projectgenie','Project Genie - Google Labs','An experimental research prototype powered by Genie 3 that generates interactive, controllable 3D environments from text prompts.','2026',4,'An experimental generative AI platform powered by Google DeepMind''s Genie 3 foundation world model. It programmatically synthesizes interactive, playable 3D environments at 720p resolution (20-24 FPS) using text descriptions, static reference images, or Google Maps'' Street View imagery. It represents a significant step in spatial computing and physics simulation for AI agent training.','English','Interactive Prototype','Advanced',0,'online','automatic','d8f267091ade2a0aa9c4d674a1e44f860cb93c9da6235a8418ae8f00f3f4ab82',NULL,1780399982,0,'2026-06-02T13:33:02.211795+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "World Models", "Spatial Computing"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Highly reputable, cutting-edge world-generation model developed directly by Google DeepMind.", "social_preview_url": "", "source_provenance": "X.com (GoogleDeepMind)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://labs.google/lll/en','Little Language Lessons - Google Labs','A collection of bite-sized language learning experiments built using Google''s generative Gemini models and LearnLM.','2025',4,'Google Labs'' Little Language Lessons showcases educational applications of Gemini and LearnLM models. By utilizing adaptive feedback mechanisms and cognitive load theories, the suite offers contextual exercises through tools like Tiny Lesson, Slang Hang, and camera-guided object translation.','English','website','Beginner',0,'online','automatic','4b2a81c5de104a3c7e3c9440eaa22f602be5da3e26976767ffe8d69fb9e76dbb',NULL,1780352581,0,'2026-06-02T00:23:01.792297+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Experiments", "Language Education Platforms"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Active AI experiment platform from Google Labs, highly visible in educational tech communities.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://labs.google/science','Experiments on the Future of AI-driven Science | Google Labs','A collection of experimental AI-driven science tools designed to complement the scientific method and explore how general agents accelerate discovery.','2026',4,'Google Labs'' scientific workbench acts as a collection of experimental, agent-driven tools optimized to supercharge the scientific method across biology, genomics, and chemistry. Integrated with specialized science skills, the platform allows general-purpose agents to interface with over 30 leading life-science databases. This collaboration scales researchers'' ability to conduct complex workflows, such as structural bioinformatics, in minutes rather than hours.','English','project','Advanced',0,'online','automatic','478b6cdc582c6928e7af2b443491c0ce1cef5b9eefa5983fec90a8a629597d12',NULL,1780352302,0,'2026-06-02T00:18:22.456706+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI for Science", "Scientific LLM Agents", "Gemini Ecosystem"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A high-impact scientific AI research playground by Google, backed by Nature publications and validated by top-tier academic institutions.", "social_preview_url": "", "source_provenance": "X.com (GoogleAI)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://labs.hol.vmware.com','VMware hands-on Labs 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6594b343bcdf23ddb250949276937527498e535c5653856771d458c7acb0547d',100.0,1779034522,0,'2026-05-17T18:15:22.744252+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{"duplicate_of": "https://labs.hol.vmware.com/HOL"}'); INSERT INTO "resources" VALUES('https://labs.hol.vmware.com/HOL','VMware hands-on Labs 🌟','','2026',0,'A highly rated, free cloud-based interactive training platform provided by Broadcom/VMware. It allows platform engineers and administrators to gain hands-on operational experience with VMware Tanzu, vSphere with Kubernetes, NSX-T, and modern multicloud management tools without needing local hardware.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Training & Enablement", "Interactive Labs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.iximiuz.com/courses/containerd-cli/ctr/image-management','labs.iximiuz.com: How to work with container images using ctr','','2023',0,'Deep technical laboratory exercise focused on managing low-level container images using the containerd ''ctr'' CLI. Vital for operations engineers debugging nodes directly where high-level runtimes like docker are not installed.','English','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Runtimes", "containerd", "ctr CLI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md", "kubernetes-troubleshooting.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/controlling-process-resources-with-cgroups','Controlling Process Resources with Linux Control Groups (cgroups)','','2021',0,'A system-level deep dive explaining Linux control groups (cgroups v1/v2). Demonstrates how Kubernetes translates resource limits/requests in YAML manifests to cgroup system boundaries, enforcing CPU and memory quotas.','C/Bash','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kernel", "Resource Allocation"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://labs.meanpug.com/kubernetes-kpt-in-the-wild','Kubernetes Kpt in The Wild: What it is and how to use it 🌟','','2021',0,'A comprehensive deep-dive tutorial demonstrating how to use Google''s Kpt for declarative, configuration-based package management. Explores practical manipulation of YAML manifests using Go and Starlark functions inside modern GitOps pipelines.','None','Guide','Low',0,'online','manual','14a5d37372893ae356acf598ff7bff4873b532feff2cddf3afd51852a2fa30e8',100.0,1.77903153382294511e+09,0,'2026-05-17T17:25:33.822945+02:00',NULL,NULL,NULL,'["Application Delivery", "Packaging & Bundling", "Case Studies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://labs.mwrinfosecurity.com/blog/attacking-kubernetes-through-kubelet','labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet','','N/A',0,'A curated technical resource and architectural guide covering labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902907459791708e+09,0,'2026-05-17T16:44:34.597917+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://labs.meanpug.com/kubernetes-kpt-in-the-wild','Kubernetes Kpt in The Wild: What it is and how to use it 🌟','','2021',0,'A comprehensive deep-dive tutorial demonstrating how to use Google''s Kpt for declarative, configuration-based package management. Explores practical manipulation of YAML manifests using Go and Starlark functions inside modern GitOps pipelines.','None','Guide','Low',0,'online','manual','14a5d37372893ae356acf598ff7bff4873b532feff2cddf3afd51852a2fa30e8',100.0,1779031533,0,'2026-05-17T17:25:33.822945+02:00',NULL,NULL,NULL,'["Application Delivery", "Packaging & Bundling", "Case Studies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://labs.mwrinfosecurity.com/blog/attacking-kubernetes-through-kubelet','labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet','','N/A',0,'A curated technical resource and architectural guide covering labs.mwrinfosecurity.com: Attacking Kubernetes through Kubelet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029074,0,'2026-05-17T16:44:34.597917+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.play-with-docker.com','Play with docker 🌟','','2026',0,'An online sandbox environment that lets users run Docker commands in their browser. Ideal for testing configurations, learning container lifecycles, and creating simple multi-node topologies.','None','Interactive Environment','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Basics", "Playground"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://labs.play-with-k8s.com','Play with Kubernetes','','2026',0,'An ephemeral, multi-node interactive Kubernetes sandbox accessible directly within the browser. Utilizing Docker-in-Docker (DinD) infrastructure, it enables developers to prototype, run networking scenarios, and practice operations in a zero-install sandbox environment.','N/A','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Education", "Hands-on Labs"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://laduram.medium.com/the-future-of-observability-c33cd7ff644a','laduram.medium.com: The Future of Observability','','N/A',0,'A curated technical resource and architectural guide covering laduram.medium.com: The Future of Observability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903157415664196e+09,0,'2026-05-17T17:26:14.156642+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/appcenter/build/choose-between-services',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','abd3b9064b72f8f040c4c80b9bf495d472963227e758e8f9912679a9779db866',64.0,1779130494.92168,0,'2026-05-18T20:54:54.921680+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/appcenter',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1779388611,0,'2026-05-21T20:36:51.390502+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/appcenter/build/choose-between-services',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','abd3b9064b72f8f040c4c80b9bf495d472963227e758e8f9912679a9779db866',64.0,1779130494,0,'2026-05-18T20:54:54.921680+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure','Azure Docs','','2026',0,'Dedicated documentation library covering all Microsoft Azure services, including SDKs, CLI templates, ARM references, and architectural designs.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "Dedicated Documentation"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/reports-monitoring/overview-recommendations','==learn.microsoft.com: What are Azure Active Directory recommendations?=='' 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6d4e184ba160017be6a66cea997f05f57b1b88d8c6103f770fa74f5c83b9a2ea',100.0,1.77903190080576896e+09,0,'2026-05-17T17:31:40.805769+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-permissions','learn.microsoft.com: Application registration permissions for custom roles'' in Azure Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b4317099f343f65bab45c2b810068b9a02038ae69d13a768da31447372bddbf5',100.0,1.77902927037621092e+09,0,'2026-05-17T16:47:50.376211+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/reports-monitoring/overview-recommendations','==learn.microsoft.com: What are Azure Active Directory recommendations?=='' 🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','6d4e184ba160017be6a66cea997f05f57b1b88d8c6103f770fa74f5c83b9a2ea',100.0,1779031900,0,'2026-05-17T17:31:40.805769+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/active-directory/roles/custom-available-permissions','learn.microsoft.com: Application registration permissions for custom roles'' in Azure Active Directory','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b4317099f343f65bab45c2b810068b9a02038ae69d13a768da31447372bddbf5',100.0,1779029270,0,'2026-05-17T16:47:50.376211+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/role-based-access-control/custom-available-permissions"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/advisor/advisor-assessments','learn.microsoft.com: Use Azure WAF assessments','','2025',0,'Official guide on deploying automated and self-guided Well-Architected Framework (WAF) assessments within the Azure Advisor suite. The system reviews resource configurations against baseline performance, security, and reliability metrics. This helps technical leads operationalize structural health evaluations across broad enterprise environments.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Frameworks", "WAF Assessments"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/cluster-autoscaler','Azure: AKS Cluster Autoscaler','','2024',0,'Reference guide for deploying and configuring the managed Cluster Autoscaler within Azure Kubernetes Service (AKS). Leverages Azure Virtual Machine Scale Sets (VMSS) to automatically provision or deprovision node capacity in response to application pod requirements.','Go','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Cluster Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/configure-azure-cni','docs.microsoft.com: Configure Azure CNI networking in Azure Kubernetes Service (AKS)','','2023',0,'In-depth technical configuration specifications for implementing the high-performance Azure CNI plugin on AKS clusters. Analyzes structural routing paths, IP allocation dynamics, and integration configurations.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Networking", "Azure CNI"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack','docs.microsoft.com: Use dual-stack (IPv4 and IPv6) kubenet networking in Azure Kubernetes Service (AKS) (Preview)','','2024',3,'Official guidelines detailing dual-stack (IPv4/IPv6) kubenet cluster creation on AKS. Outlines address planning, routing considerations, and target egress traffic controls. Essential pattern for bypassing IPv4 address exhaustion constraints in large enterprises.','English','documentation','Advanced',0,'online','manual',NULL,NULL,1.78173607821292591e+09,0,'2026-06-18T00:41:18.212926+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/configure-dual-stack','docs.microsoft.com: Use dual-stack (IPv4 and IPv6) kubenet networking in Azure Kubernetes Service (AKS) (Preview)','','2024',3,'Official guidelines detailing dual-stack (IPv4/IPv6) kubenet cluster creation on AKS. Outlines address planning, routing considerations, and target egress traffic controls. Essential pattern for bypassing IPv4 address exhaustion constraints in large enterprises.','English','documentation','Advanced',0,'online','manual',NULL,NULL,1781736078,0,'2026-06-18T00:41:18.212926+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/configure-kubenet','docs.microsoft.com: Use kubenet networking with your own IP address ranges in Azure Kubernetes Service (AKS) 🌟','','2023',0,'Comprehensive configuration guide describing how to implement Kubenet networking in AKS using optimized, restricted IP boundaries. Balances IP consumption limitations with operational simplicity.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Networking", "Kubenet Configuration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/entra-id-control-plane-authentication','docs.microsoft.com: AKS-managed Azure Active Directory integration','','2023',0,'Guides engineers in utilizing integrated Microsoft Entra ID (formerly Azure AD) to control access to AKS cluster operations via RBAC mappings and active identity directory validation.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Security & Identity", "Entra ID Auth"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/monitor-aks','learn.microsoft.com: Monitor Azure Kubernetes Service (AKS) control plane metrics (preview)','','2024',0,'Explains how to monitor managed AKS control plane metrics using the Prometheus-compatible Azure Monitor Workspace. Surfacing vital indicators like API server latency, workqueue depth, and etcd operations, this feature enables SRE teams to identify cluster orchestration bottlenecks and validate control plane scalability during massive pod churn events.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/monitor-control-plane-metrics','==learn.microsoft.com: Monitor Azure Kubernetes Service (AKS) control plane'' metrics (preview)==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8d9a2ec23e33d0e511ab4b0539f3b73a5d066b7a7631e09377ad06986c298035',100.0,1.77903439209073305e+09,0,'2026-05-17T18:13:12.090733+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/monitor-control-plane-metrics','==learn.microsoft.com: Monitor Azure Kubernetes Service (AKS) control plane'' metrics (preview)==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8d9a2ec23e33d0e511ab4b0539f3b73a5d066b7a7631e09377ad06986c298035',100.0,1779034392,0,'2026-05-17T18:13:12.090733+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/operator-best-practices-cluster-isolation','docs.microsoft.com: Best practices for cluster isolation in Azure Kubernetes Service (AKS)','','2022',0,'Provides official architectural best practices regarding logical and physical multi-tenant isolation in AKS. Details utilizing network policies, namespaces, and Kubernetes RBAC. A crucial resource for enterprise operators planning multi-team cluster sharing models.','YAML/Markdown','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Cluster Security", "Multi-Tenancy Isolation"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/rdp','learn.microsoft.com: Connect with RDP to Azure Kubernetes Service (AKS) cluster Windows Server nodes for maintenance or troubleshooting','','2023',0,'Explains the official configuration workflows to safely establish RDP (Remote Desktop Protocol) connections into AKS Windows Server nodes. Facilitates deep system-level maintenance, networking diagnostics, and container execution debugging.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Troubleshooting", "Diagnostic Analysis", "Windows RDP Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/aks/start-stop-nodepools','docs.microsoft.com: Start and stop an Azure Kubernetes Service (AKS) node pool 🌟','','2022',0,'An official Microsoft technical guide documenting native start/stop capabilities inside AKS user node pools. Simplifies operational management by shutting down scaling instances to minimize computing costs during inactive schedules.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations & Troubleshooting", "Resource Management", "Node Pools Scaling"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/api-management/api-management-howto-mutual-certificates-for-clients','learn.microsoft.com: Deploy AKS and API Management with mTLS','','2024',0,'Official documentation for implementing mutual TLS (mTLS) configurations between Azure API Management (APIM) and backend AKS services. Includes certificate exchange setups, ingress controller enforcement (such as NGINX), and identity validation processes. Necessary blueprinting for highly compliant systems such as open-banking and healthcare APIs.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Security"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-custom-container','learn.microsoft.com: Configure a custom container for Azure App Service','','2026',5,'Technical reference for deploying custom Docker and OCI-compliant containers to Azure App Service (Web App for Containers). It covers crucial configurations, such as persistent storage mounts, multi-container deployments via Compose, and custom startup commands. Utilizing custom containers allows engineering teams to standardized packaging across local environments, AKS, and App Service.','Docker','Official Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "Custom Containers"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java','learn.microsoft.com: Configure a Java app for Azure App Service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','22e9a854afad3b5c8db9069b3416962ab4c3738ca9f2b7095b4ac8180812f2fb',100.0,1.77903145594001293e+09,0,'2026-05-17T17:24:15.940013+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java','learn.microsoft.com: Configure a Java app for Azure App Service','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','22e9a854afad3b5c8db9069b3416962ab4c3738ca9f2b7095b4ac8180812f2fb',100.0,1779031455,0,'2026-05-17T17:24:15.940013+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/configure-language-java-deploy-run','learn.microsoft.com: Configure a Java app for Azure App Service','','2026',4,'Comprehensive documentation detailing JVM optimization, logging integration, and web container (Tomcat/JBoss) tuning within Azure App Service. It guides engineers through profiling settings, customizing JAR/WAR deployments, and configuring APM agent connections. This resource is essential for running enterprise-grade Java microservices with high throughput and low cold-start latency.','Java','Official Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "Java Runtime Configurations"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-service/reference-app-settings','learn.microsoft.com: Environment variables and app settings in Azure App Service','','2026',5,'Official reference detailing how App Settings and Connection Strings map directly to environment variables at container execution time. It covers critical security aspects, including referencing Key Vault secrets natively to prevent plaintext credential leaks in code. This configuration framework forms the architectural baseline for deploying portable, 12-factor cloud-native applications.','N/A','Official Reference','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Azure App Service", "App Service Configuration"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/app-testing','docs.microsoft.com: Azure Load Testing','','2024',0,'Azure''s managed load testing service that lets developers generate high-scale load using existing Apache JMeter scripts. Synthesizing live cloud updates, it integrates seamlessly with Azure Monitor to provide end-to-end insights from client-side response times to server-side resource bottlenecks, aiding rapid optimization.','N/A','SaaS','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Testing Services"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/ai-ml/guide/mlops-maturity-model','learn.microsoft.com: Machine Learning operations maturity model 🌟','','2022',4,'Detail-rich architectural framework defining the five levels of MLOps organizational maturity. Translates nebulous operational tasks into concrete capabilities encompassing model versioning, automated deployments, feature stores, drift alerts, and cross-functional continuous feedback loops.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Governance", "Maturity Models"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/example-scenario/aks-agic/aks-agic','learn.microsoft.com: Use Application Gateway Ingress Controller (AGIC) with a multitenant Azure Kubernetes Service','','2024',0,'This official reference architecture outlines deployment scenarios for using AGIC within multi-tenant AKS cluster designs. It synthesizes strategies for shared vs. dedicated Application Gateways, details path-based and host-based microservices routing, and outlines how to securely terminate TLS while enforcing Web Application Firewall (WAF) rule sets at the perimeter.','YAML','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/azure-sandbox/azure-sandbox','Azure Sandbox','','2026',0,'A highly structured framework for rapidly spinning up isolated, secure development environments (sandboxes) on Azure. The architecture features pre-configured networking, automated lifecycle policies to prevent cost overrun, and mock workloads. It is perfect for developers to safely test cloud-native architectures and PoCs.','Bicep','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Sandbox Environments", "Development Environments", "Azure Sandbox"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web-applications/mission-critical-app-service','Enterprise Web App Patterns - Azure Architecture Center','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c8e66430bd670b87e62b7d2efadb6a451f2ab07fdb9ca0885983ed0e15e0f445',100.0,1.77903270030320906e+09,0,'2026-05-17T17:45:00.303209+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/cloud-arch-diagrams.md", "docs/introduction.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview"}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-access-architecture','learn.microsoft.com: Conditional Access architecture and personas','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c28cd3d3a1c055ab47419e3d4490b4366f5707a9c36eca1bb2b8c31ca75e094e',100.0,1.77903036759762096e+09,0,'2026-05-17T17:06:07.597621+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/networking/global-web-applications/mission-critical-app-service','Enterprise Web App Patterns - Azure Architecture Center','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c8e66430bd670b87e62b7d2efadb6a451f2ab07fdb9ca0885983ed0e15e0f445',100.0,1779032700,0,'2026-05-17T17:45:00.303209+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/cloud-arch-diagrams.md", "docs/introduction.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/azure/architecture/web-apps/guides/enterprise-app-patterns/overview"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/security/conditional-access-architecture','learn.microsoft.com: Conditional Access architecture and personas','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c28cd3d3a1c055ab47419e3d4490b4366f5707a9c36eca1bb2b8c31ca75e094e',100.0,1779030367,0,'2026-05-17T17:06:07.597621+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/compute-decision-tree','learn.microsoft.com: Choose an Azure compute service 🌟🌟','','2023',0,'Canonical Microsoft decision-tree architecture for selecting compute models. Systematically evaluates parameters like container orchestration requirements, VM control limits, serverless scale-to-zero capabilities, and hybrid infrastructure integrations to guide architects toward Virtual Machines, AKS, App Services, or Container Apps.','English','Architecture Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Architecture Design", "Decision Matrices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/guide/technology-choices/load-balancing-overview','docs.microsoft.com: Understand Azure Load Balancing. Decision tree for load balancing in Azure','','2025',0,'Official technical decision matrix mapping selection logic for Azure load-balancing technologies. Systematically contrasts global DNS/anycast layers (Front Door, Traffic Manager) with regional layer-4 and layer-7 controllers (Application Gateway, Azure Load Balancer).','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Traffic Management", "Load Balancing"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/architecture/icons','Azure Architecture Icons','','2024',0,'Microsoft''s official repository of Azure resource icons curated to help technical architects build compliant and standard system architectures. 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Outlines structural patterns for failure-domain isolation, operational health modeling, and continuous validation methodologies.','None','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Well-Architected Framework", "Mission-Critical Workloads"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/well-architected/service-guides/app-service-web-apps','learn.microsoft.com: Azure Well-Architected Framework perspective on Azure App Service (Web Apps)','','2025',0,'A target guide mapping WAF architecture principles to Web Apps on Azure App Service. It focuses on implementing zero-trust network configurations, managed identities, multi-region failovers, and auto-scaling rules. 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This serves as the definitive reference for engineering enterprise-grade, highly resilient Kubernetes control and data planes on Azure.','Markdown','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Azure Kubernetes Service", "Well-Architected Framework"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md", "azure.md", "cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/well-architected/service-guides/azure-machine-learning','learn.microsoft.com: Azure Well-Architected Framework perspective on Azure Machine Learning','','2023',4,'Detailed architecture guidance map aligned to Azure''s Well-Architected Framework, focused on Azure Machine Learning. 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Current industry patterns validate that virtualized filesystems remain crucial for multi-gigabyte corporate codebases.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Monorepo Strategy"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/dotnet/architecture/microservices','docs.microsoft.com: .NET Microservices: Architecture for Containerized .NET Applications','','2024',5,'The definitive architectural design guide for planning and building containerized .NET microservices. 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-INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1.77913049495256805e+09,0,'2026-05-18T20:54:54.952568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"review_metadata": {"original_url": "https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.952570"}}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/windows/run-command',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.77913049493485689e+09,0,'2026-05-18T20:54:54.934857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/active-directory/fundamentals/multi-tenant-user-management-scenarios',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130495,0,'2026-05-18T20:54:55.025828+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/azure-arc/overview',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.990356+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.952568+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"review_metadata": {"original_url": "https://learn.microsoft.com/en-us/en-us/azure/site-recovery/azure-to-azure-how-to-enable-policy", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.952570"}}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/en-us/azure/virtual-machines/windows/run-command',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.934857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/architecture/multi-tenant-user-management-introduction','learn.microsoft.com: Multi-tenant user management introduction','','2024',4,'An architectural guide covering multi-tenant identity lifecycle planning, cross-tenant synchronization, and B2B guest access policies. Modern 2026 integrations use native Multi-Tenant Organization (MTO) configurations within Entra ID to simplify cross-tenant discovery and cooperation.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Tenant Governance", "Multi-Tenancy", "B2B Collaboration"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/external-id/cross-tenant-access-overview',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','7b8b93c6154a45a87a1b25bb459d8b9fd6c2d917c493fbc54938eb262baff0c7',100.0,1.77913049492962288e+09,0,'2026-05-18T20:54:54.929623+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/external-id/cross-tenant-access-overview',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','7b8b93c6154a45a87a1b25bb459d8b9fd6c2d917c493fbc54938eb262baff0c7',100.0,1779130494,0,'2026-05-18T20:54:54.929623+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/fundamentals/configure-security','Configure Microsoft Entra for Increased Security','','2024',0,'Official guidelines detailing the technical configuration of Microsoft Entra ID to establish strong cloud tenant boundaries. It highlights multi-factor authentication, conditional access pathways, and identity protection rules. Essential reading for platform engineers aligning cloud-native infrastructure with corporate compliance frameworks.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Entra ID"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity-platform/howto-create-service-principal-portal',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3af01643d713df38032f9ccc884f85496852c0c80d16c045a62cbe09702a56fa',100.0,1.7791304949564619e+09,0,'2026-05-18T20:54:54.956462+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity-platform/howto-create-service-principal-portal',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3af01643d713df38032f9ccc884f85496852c0c80d16c045a62cbe09702a56fa',100.0,1779130494,0,'2026-05-18T20:54:54.956462+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity/conditional-access/concept-conditional-access-policy-common','learn.microsoft.com: Conditional Access templates','','2024',0,'Presents preconfigured templates designed to simplify the deployment of Entra ID Conditional Access policies. Covers baseline controls including multi-factor authentication enforcement, legacy block protocols, and device compliance checks.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Identity Security", "Conditional Access"]','["[LEGACY]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity/conditional-access/plan-conditional-access','learn.microsoft.com: Conditional Access architecture and personas','','2024',0,'Explores architecture design patterns, administrator roles, and lifecycle management for complex Conditional Access policy matrices. Prevents tenant lockout scenarios while executing strict Zero Trust access models.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "Identity Security", "Access Design"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/entra/identity/monitoring-health/overview-recommendations','learn.microsoft.com: What are Azure Active Directory recommendations? 🌟🌟','','2024',5,'Highlights the native optimization and security engine inside Microsoft Entra ID that generates security insights (e.g., rotating expiring credentials, removing unused apps). In 2026, keeping these metrics clean is standard practice for maintaining a strong tenant security posture.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Tenant Governance", "Cloud Security", "Entra ID Health"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); @@ -9219,7 +9219,7 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/microsoft-365/ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell','PowerShell','','2026',5,'The official entry portal for PowerShell, Microsoft''s cross-platform object-oriented shell and scripting language. Built on .NET Core, modern PowerShell (v7+) functions as a highly scalable system administration tool, allowing developers to manage clouds, databases, and local infrastructure seamlessly. Its object-oriented pipeline design makes it unique compared to typical text-stream UNIX shells.','PowerShell','Official Reference','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Automation & Tooling", "Command Line Interface", "PowerShell Core"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1','docs.microsoft.com: Desired State Configuration overview for decision makers 🌟','','2023',0,'High-level overview of PowerShell Desired State Configuration (DSC). Focuses on declarative environment building, drift control, and management benefits for enterprises.','PowerShell','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Config Management", "Desired State Configuration", "Enterprise Design"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1&viewFallbackFrom=dsc-1.1%2Fconfigurations%2Fconfigdata',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering learn.microsoft.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1/configurations/configData',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','29e018282c7870c8ffa5a175bedd70ed574b6366c4b15f2eb488267fe9e5918b',100.0,1779130494.93861,0,'2026-05-18T20:54:54.938610+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/overview/decisionmaker?view=dsc-1.1/configurations/configData',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','29e018282c7870c8ffa5a175bedd70ed574b6366c4b15f2eb488267fe9e5918b',100.0,1779130494,0,'2026-05-18T20:54:54.938610+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/previous-versions/azure/aks/ingress-tls','docs.microsoft.com: Create an HTTPS ingress controller on Azure Kubernetes Service (AKS)','','2020',0,'A legacy Microsoft technical manual outlining the step-by-step deployment of an NGINX ingress controller with cert-manager on AKS. Curators highlight its historical value in configuring dynamic TLS certificates via Let''s Encrypt. Live grounding shows this is marked as a legacy/previous version doc, as engineering teams in 2026 favor native Application Gateway Ingress Controller (AGIC) or native Istio integrations.','YAML/Bash','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Ingress & Routing", "TLS Ingress Controller"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/previous-versions/visualstudio/bridge','Bridge to Kubernetes 🌟🌟','','2023',0,'Bridge to Kubernetes is Microsoft''s local-to-cloud debugging tunnel. Live Grounding notes this project has been largely deprecated in favor of more flexible, cross-platform CNCF solutions such as Telepresence.','TypeScript','Tool','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "Bridge to Kubernetes"]','["[LEGACY]"]','[]','["kubernetes-based-devel.md"]','{}','{"duplicate_of": "https://github.com/microsoft/mindaro"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/samples/azure-samples/avm-terraform-labs/avm-terraform-labs','learn.microsoft.com: Introduction to using Azure Verified Modules for Terraform','','2024',0,'Details the application of Azure Verified Modules specifically optimized for Terraform configurations. Demonstrates how to write scalable HCL blocks backed by Microsoft-maintained definitions, matching enterprise governance standards.','Terraform','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Terraform AVM"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}'); @@ -9228,66 +9228,66 @@ INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/shows/azure-fr INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/shows/vs-code-livestreams/machine-learning-experimentation-in-vs-code-with-dvc-extension','docs.microsoft.com: Machine Learning Experimentation in VS Code with DVC Extension','','2023',0,'A video walk-through and documentation highlighting DVC-based model experimentation processes in VS Code. Shows how database tracking and Git-based data configuration workflows are visualised, resolving typical data-drift tracking issues.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Data Version Control", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/browse/?resource_type=course&products=azure','learn.microsoft.com: Browse all courses, learning paths, and modules 🌟🌟🌟','','2026',0,'Microsoft''s official training academy hosting hands-on labs, structured learning pathways, and certification modules for the entire Azure catalog. It provides developers and architects with interactive, verified environments to upskill in cloud engineering, containerization, and data platforms.','None','Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Learning Paths", "Official Training"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/modules/github-actions-cd','docs.microsoft.com: Build and deploy applications to Azure by using GitHub Actions 🌟','','2023',0,'The canonical Microsoft Learning Module establishing standard pipelines for Azure. Outlines the design of multi-environment workflows, secrets isolation, security scanning, and deployment mechanisms targeting AKS and web workloads.','YAML','Reference Architecture','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Azure DevOps Solutions", "GitHub Actions Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/build-javascript-applications-typescript',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','720f4ccd8193f6c86690d8f3138069f679a1b5d1b9df4d486c7e9924d7c59a01',64.0,1.779130495012712e+09,0,'2026-05-18T20:54:55.012712+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/gh-developing-agentic-systems-1','Developing in Agentic AI Systems Part 1 of 2 - Training | Microsoft Learn','Learn how to design, deploy, and manage agentic AI systems within the SDLC using GitHub.','2025',4,'This Microsoft learning path details the architectural patterns for integrating, orchestrating, and governing autonomous AI agents within the Software Development Lifecycle (SDLC) using GitHub as the system of record and control plane. It guides Cloud Architects through the ''plan, act, evaluate'' lifecycle, helping them design boundaries, track agentic actions, evaluate outcomes using automated status checks, and apply the contributor model to supervise agent-generated code. It forms a key foundation for managing production-grade AI agent systems with high safety and operational standards.','English','E-learning','Advanced',0,'online','automatic','ed07248465003667f69a23e8cbef5171fa7eda2424e7fcadb01cf0bc8c02cf08',NULL,1.7803520036898241e+09,0,'2026-06-02T00:13:23.689824+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "SDLC Agentic Workflows"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly valued learning path that provides deep technical and governance strategies for production-grade agentic SDLC workflows, acting as study material for Microsoft''s Agentic AI Developer certification.", "social_preview_url": "https://learn.microsoft.com/training/achievements/agentic-github-1", "source_provenance": "X.com (midudev)", "suggested_new_category": "agentic-ai-certifications"}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/build-javascript-applications-typescript',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','720f4ccd8193f6c86690d8f3138069f679a1b5d1b9df4d486c7e9924d7c59a01',64.0,1779130495,0,'2026-05-18T20:54:55.012712+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/gh-developing-agentic-systems-1','Developing in Agentic AI Systems Part 1 of 2 - Training | Microsoft Learn','Learn how to design, deploy, and manage agentic AI systems within the SDLC using GitHub.','2025',4,'This Microsoft learning path details the architectural patterns for integrating, orchestrating, and governing autonomous AI agents within the Software Development Lifecycle (SDLC) using GitHub as the system of record and control plane. It guides Cloud Architects through the ''plan, act, evaluate'' lifecycle, helping them design boundaries, track agentic actions, evaluate outcomes using automated status checks, and apply the contributor model to supervise agent-generated code. It forms a key foundation for managing production-grade AI agent systems with high safety and operational standards.','English','E-learning','Advanced',0,'online','automatic','ed07248465003667f69a23e8cbef5171fa7eda2424e7fcadb01cf0bc8c02cf08',NULL,1780352003,0,'2026-06-02T00:13:23.689824+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "SDLC Agentic Workflows"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly valued learning path that provides deep technical and governance strategies for production-grade agentic SDLC workflows, acting as study material for Microsoft''s Agentic AI Developer certification.", "social_preview_url": "https://learn.microsoft.com/training/achievements/agentic-github-1", "source_provenance": "X.com (midudev)", "suggested_new_category": "agentic-ai-certifications"}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/implement-azure-functions','learn.microsoft.com: AZ-204: Implement Azure Functions 🌟','','2026',5,'The official Microsoft training curriculum for implementing serverless workflows and event-driven computing via Azure Functions. It covers bindings and triggers, Durable Functions for stateful execution, execution context, and performance profiling. This path forms the core educational foundation for building reliable, event-driven microservices on the Azure platform.','C# / Python / JS','Official Training','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Application Platforms", "Serverless Computing", "Azure Functions Core"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/training/paths/intro-to-kubernetes-on-azure','learn.microsoft.com: Introduction to Kubernetes on Azure','','2023',0,'Guided learning pathway introducing the core operational mechanics of Azure Kubernetes Service (AKS). Outlines control-plane abstractions, compute node orchestration, and Azure platform-native integrations.','N/A','Educational Course','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Getting Started", "Core Concepts"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html"}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial','A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure','','2021',0,'A comprehensive learning pathway walking developers through building, debugging, and running Dockerized applications inside VS Code, followed by direct container deployment to Azure App Service or Azure Container Apps.','Markdown','Documentation','Intermediate',1,'online','manual','32bb5207b9bc59ede3b4478c23b43af95a2b5003be65648537291f4358c2321e',100.0,1.77913049495073699e+09,0,'2026-05-18T20:54:54.950737+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Docker Deployment"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/windows/wsl','docs.microsoft.com: WSL - Windows Subsystem for Linux','','2026',0,'Official engineering documentation detailing Windows Subsystem for Linux (WSL). Enables native ELF64 execution on Windows, forming a vital platform for building local Kubernetes, Docker, and bash-heavy development pipelines directly inside Windows environments.','English','Documentation','Intermediate',0,'online','manual','da3e321ed5b07193b3400f325880783873ab031e59820863bcf091e0b46f6972',100.0,1.77913049501625394e+09,0,'2026-05-18T20:54:55.016254+02:00',NULL,NULL,NULL,'["Local Development", "Operating Systems", "WSL"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/visualstudio/docker/tutorials/docker-tutorial','A multi-step tutorial that covers the basics of working with Docker with Visual Studio Code and deploy on Azure','','2021',0,'A comprehensive learning pathway walking developers through building, debugging, and running Dockerized applications inside VS Code, followed by direct container deployment to Azure App Service or Azure Container Apps.','Markdown','Documentation','Intermediate',1,'online','manual','32bb5207b9bc59ede3b4478c23b43af95a2b5003be65648537291f4358c2321e',100.0,1779130494,0,'2026-05-18T20:54:54.950737+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Docker Deployment"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/windows/wsl','docs.microsoft.com: WSL - Windows Subsystem for Linux','','2026',0,'Official engineering documentation detailing Windows Subsystem for Linux (WSL). Enables native ELF64 execution on Windows, forming a vital platform for building local Kubernetes, Docker, and bash-heavy development pipelines directly inside Windows environments.','English','Documentation','Intermediate',0,'online','manual','da3e321ed5b07193b3400f325880783873ab031e59820863bcf091e0b46f6972',100.0,1779130495,0,'2026-05-18T20:54:55.016254+02:00',NULL,NULL,NULL,'["Local Development", "Operating Systems", "WSL"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/nb-no/azure/cloud-adoption-framework/ready/landing-zone','Azure Landing Zone - Microsoft Cloud Adoption Framework','','2026',0,'Explains the architectural principles of Azure Landing Zones under the Microsoft CAF. It emphasizes separation of concerns across management, connectivity, and identity planes, while using custom policy assignments for automated control. This guidance helps platform teams establish a robust foundation for onboarding application workloads.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Enterprise Architecture", "Landing Zones"]','["[COMMUNITY-TOOL]"]','[]','["iac.md", "azure.md", "cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal','learn.microsoft.com: Delegate Azure role assignment management to others with conditions','','2024',5,'Demonstrates how to delegate role assignment administration using conditional boundaries (e.g., delegating group-scoped VM administration). In 2026, using conditional delegation is standard practice to prevent privilege escalation without requiring complex privilege management software.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Cloud Security", "RBAC", "Delegated Administration"]','["[DE FACTO STANDARD]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://learn.microsoft.com/nb-no/azure/role-based-access-control/delegate-role-assignments-portal?tabs=template','learn.microsoft.com/nb-no: Delegate Azure role assignment management to others with conditions','','2024',4,'Technical reference showing how to deploy conditional RBAC delegation rules using Bicep or ARM template code. This template specification is critical in 2026 for platform engineering teams defining Infrastructure as Code policies that allow localized teams to self-administer within hard guardrails.','Norwegian','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Identity & Access", "Cloud Security", "RBAC", "Delegated Administration"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.openshift.com','learn.openshift.com','','N/A',0,'A curated technical resource and architectural guide covering learn.openshift.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162483462905e+09,0,'2026-05-17T17:27:04.834629+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/elearning.md", "docs/ocp4.md", "docs/openshift.md"]','["elearning.md", "ocp4.md", "openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.openshift.com/introduction/gitops-introduction','learn.openshift.com: GitOps introduction','','N/A',0,'A curated technical resource and architectural guide covering learn.openshift.com: GitOps introduction in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162248591089e+09,0,'2026-05-17T17:27:02.485911+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md", "docs/ocp3.md"]','["gitops.md", "ocp3.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.openshift.com/middleware/pipelines','learn.openshift.com/middleware/pipelines','','N/A',0,'A curated technical resource and architectural guide covering learn.openshift.com/middleware/pipelines in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790325715812869e+09,0,'2026-05-17T17:42:51.581287+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/tekton.md"]','["tekton.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.openshift.com/playgrounds/openshift44','OpenShift 4.4','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903262004247593e+09,0,'2026-05-17T17:43:40.042476+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://learn.pluralsight.com/programs/2019/free-course/template4','Getting started with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46942cf4f1ddba68705814401a1a4c151c7780997ef43751d80c2f0c15a34f4e',100.0,1.77903452948168611e+09,0,'2026-05-17T18:15:29.481686+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://acloud.guru/forums/aws-certified-advanced-networking-specialty/discussion/-LELSWplsuDI8q8_KtjN/What%20is%20the%20best%20way%20to%20generate%20a%20visual%20diagram%20of%20the%20AWS%20environment%20which%20includes%20VPC,%20VPN,%20EC2,%20and%20AMIs%3F"}'); -INSERT INTO "resources" VALUES('https://learn.theketch.io/docs/getting-started','ketch: Getting Started','','N/A',0,'A curated technical resource and architectural guide covering ketch: Getting Started in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903152874021101e+09,0,'2026-05-17T17:25:28.740211+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["yaml.md"]','{}','{"is_special": true}'); 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It offers highly performant, low-overhead volume management, providing cluster architects with bare-metal storage speeds in Kubernetes.','Java','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "High Performance Block Storage"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io','Linkerd','','2026',5,'The ultra-lightweight, CNCF-graduated Linkerd service mesh. Built on a custom Rust data-plane proxy, it delivers security (automatic mTLS), latency optimization, and traffic management with minimal CPU and RAM overhead.','Rust','open-source-tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2.10/tasks/multicluster/index.html','linkerd.io: Multi-cluster communication','','2021',4,'Operational documentation outlining multi-cluster connection procedures with Linkerd. Explains the use of gateway pods, service mirroring, and cross-cluster trust configuration using unified cert credentials.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Multi-Cluster"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e1008643b03cbf91d8846594c7fff108d18195c3bd34bec735aecaa9a91f1397',100.0,1.77903159170310807e+09,0,'2026-05-17T17:26:31.703108+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html"}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e1008643b03cbf91d8846594c7fff108d18195c3bd34bec735aecaa9a91f1397',100.0,1779031591,0,'2026-05-17T17:26:31.703108+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2020/06/09/announcing-linkerd-2.8/index.html','Announcing Linkerd 2.8: simple, secure multi-cluster Kubernetes','','2020',4,'Announces Linkerd 2.8, which introduced secure, transparent multi-cluster networking. Facilitates seamless cross-cluster communication while preserving cryptographic security boundaries and pod-to-pod identity checking.','Rust','documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Releases"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/05/27/linkerd-vs-istio-benchmarks/index.html','linkerd.io: Benchmarking Linkerd and Istio','','2021',4,'Performance benchmarks contrasting Linkerd''s Rust proxy directly against Istio''s C++ Envoy proxy. Highlights resource-usage margins (specifically CPU and memory efficiency) under load.','Rust','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation','linkerd.io: Announcing Linkerd''s Graduation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f25aabde3801ad31bd970b31a10178fd5f2d71fc2c6e68ed48ad41240f834751',100.0,1.77902937457779407e+09,0,'2026-05-17T16:49:34.577794+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html"}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation','linkerd.io: Announcing Linkerd''s Graduation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f25aabde3801ad31bd970b31a10178fd5f2d71fc2c6e68ed48ad41240f834751',100.0,1779029374,0,'2026-05-17T16:49:34.577794+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/07/28/announcing-cncf-graduation/index.html','linkerd.io: Announcing Linkerd''s Graduation','','2021',4,'Announces Linkerd''s formal graduation in the CNCF. This milestone verified the project''s production maturity, broad commercial adoption, and strict open-source governance processes.','Rust','article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "Milestones"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/11/29/linkerd-vs-istio-benchmarks-2021/index.html','linkerd.io: Benchmarking Linkerd and Istio: 2021 Redux','','2021',4,'An updated performance benchmark analysis of Linkerd and Istio. Uses open-source suites to measure p99 latencies and memory consumption across varying loads, showcasing the efficiency of Linkerd''s Rust proxies.','Rust','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure'' workload identity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976',100.0,1.77903154369214606e+09,0,'2026-05-17T17:25:43.692146+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html"}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure'' workload identity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976',100.0,1779031543,0,'2026-05-17T17:25:43.692146+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens-for-secure-workload-identity/index.html','linkerd.io: Using Kubernetes''s new Bound Service Account Tokens for secure workload identity','','2021',0,'Examines Linkerd''s transition to Kubernetes Bound Service Account Tokens (TokenRequest API). Explains the security benefits of using tokens containing specific audiences, node bindings, and short lifetimes to mitigate credential leakage risks.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Workload Identity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8c088bb2c55479efa951a6cfa955246bebc283d62ced9f20c4c7ace840a632af',100.0,1.77903209125398397e+09,0,'2026-05-17T17:34:51.253984+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html"}'); +INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8c088bb2c55479efa951a6cfa955246bebc283d62ced9f20c4c7ace840a632af',100.0,1779032091,0,'2026-05-17T17:34:51.253984+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{"duplicate_of": "https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html"}'); INSERT INTO "resources" VALUES('https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-kubernetes/index.html','linkerd.io: Announcing automated multi-cluster failover for Kubernetes','','2022',4,'Details automated multi-cluster failover mechanisms introduced in Linkerd. Highlights how target health probes automatically steer cross-cluster traffic to healthy regions during local system outages.','Rust','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Linkerd", "High Availability"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linoxide.com','linoxide.com 🌟','','N/A',0,'A curated technical resource and architectural guide covering linoxide.com 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902989910424709e+09,0,'2026-05-17T16:58:19.104247+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linoxide.com/linux-command/use-ip-command-linux','**ip command**: How to use IP Command in Linux with Examples','','N/A',0,'A curated technical resource and architectural guide covering **ip command**: How to use IP Command in Linux with Examples in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032361028584e+09,0,'2026-05-17T17:39:21.028584+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linoxide.com','linoxide.com 🌟','','N/A',0,'A curated technical resource and architectural guide covering linoxide.com 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029899,0,'2026-05-17T16:58:19.104247+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linoxide.com/linux-command/use-ip-command-linux','**ip command**: How to use IP Command in Linux with Examples','','N/A',0,'A curated technical resource and architectural guide covering **ip command**: How to use IP Command in Linux with Examples in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032361,0,'2026-05-17T17:39:21.028584+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linux.101hacks.com','Linux 101 Hacks','','2009',3,'An extensive list of command-line shortcuts, system configurations, and utility operations designed to optimize server interactions. Live Grounding notes that while command defaults have updated, the fundamentals of text manipulation remain relevant.','N/A','Book','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2009-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Tricks & Tweaks"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linux.amitmaheshwari.in/2019/11/kubernetes-interview-questions-and.html','Kubernetes Interview Questions and Answers 2019 2020','','2019',3,'Foundational interview review illustrating early Kubernetes core components. Outlines architectural roles for etcd, the API server, kube-scheduler, kube-controller-manager, and pod lifecycle semantics.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Container Orchestration", "Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linux.slashdot.org/story/21/11/27/0328223/aws-embraces-fedora-linux-for-its-cloud-based-amazon-linux','linux.slashdot.org: AWS Embraces Fedora Linux for Its Cloud-Based ''Amazon Linux''','','2021',4,'Announces Amazon Linux 2022 (later AL2023), transitioning the base operating system platform to Fedora. This shift promises a predictable two-year release cycle, faster access to up-to-date upstream packages, and refined SELinux security defaults. It provides an optimized, modern runtime layer for containerized microservices and virtualized EC2 execution.','English','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "Operating Systems"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet','linuxacademy','','N/A',0,'A curated technical resource and architectural guide covering linuxacademy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903088265053105e+09,0,'2026-05-17T17:14:42.650531+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linuxacademy.com/blog/red-hat/ansible-roles-explained','Ansible Roles Explained | Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering Ansible Roles Explained | Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903322261039495e+09,0,'2026-05-17T17:53:42.610395+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linuxconfig.org/python-tuples','linuxconfig.org: python tuples 🌟','','N/A',0,'A curated technical resource and architectural guide covering linuxconfig.org: python tuples 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029225.48796,0,'2026-05-17T16:47:05.487960+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet','linuxacademy','','N/A',0,'A curated technical resource and architectural guide covering linuxacademy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030882,0,'2026-05-17T17:14:42.650531+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linuxacademy.com/blog/red-hat/ansible-roles-explained','Ansible Roles Explained | Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering Ansible Roles Explained | Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033222,0,'2026-05-17T17:53:42.610395+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linuxconfig.org/python-tuples','linuxconfig.org: python tuples 🌟','','N/A',0,'A curated technical resource and architectural guide covering linuxconfig.org: python tuples 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029225,0,'2026-05-17T16:47:05.487960+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxctl.com/2017/01/ansible---interacting-with-external-rest-api','linuxctl.com: Ansible - Interacting with external REST API','','2017',0,'Classic technical overview of API orchestration inside Ansible. Demonstrates raw RESTful request design to manage legacy web applications that lack official content collections.','English','blog_post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Integration", "API Automation"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxera.org/writing-operators-using-operator-framework','linuxera.org: Writing Operators using the Operator Framework SDK','','2023',0,'A detailed technical guide explaining how to scaffold and manage the operational lifecycle of operators using the CNCF Operator Framework SDK. It highlights the differences between Go, Ansible, and Helm-based operator pipelines. Reconciled with 2026 standards, the SDK remains the gold standard for platform teams enforcing GitOps standards.','Go','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Operator SDK"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxhandbook.com/cheatsheets/yum','linuxhandbook.com: Yum Command Cheat Sheet','','2026',0,'A targeted documentation reference detailing Yellowdog Updater, Modified (YUM) CLI syntax. Curator Insight underscores its convenience for RHEL-based systems. Live Grounding clarifies its transition to DNF in modern corporate OS environments, positioning this as vital legacy knowledge.','Shell','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Operating Systems", "Package Management"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxhandbook.com/container-lifecycle-docker-commands','linuxhandbook.com: Docker Commands for Managing Container Lifecycle (Definitive Guide)','','2024',3,'Excellent analytical guide covering state transitions within a Docker container lifecycle. Explains deep distinctions between create, start, run, pause, stop, and kill operational phases, with real-world troubleshooting diagnostics.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxhandbook.com/variables-bash-script','linuxhandbook.com: Unusual Ways to Use Variables Inside Bash Scripts','','2021',3,'An analytical deep dive into advanced variable assignments, dereferencing, and parameter expansions inside Bash. The text uncovers obscure but powerful syntax options to streamline operations without subprocesses. Live Grounding demonstrates how these strategies avoid performance degradation during execution loops.','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Language Features"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxhandbook.com/yaml-basics','linuxhandbook.com: YAML Basics Every DevOps Engineer Must Know 🌟','','2021',3,'A comprehensive reference detailing common YAML errors and formatting rules. It walks through complex structures such as lists of mappings, inline JSON arrays, and multi-line literal vs folded strings. This is a core reference for resolving linting issues.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Basics"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}'); -INSERT INTO "resources" VALUES('https://linuxhandbook.com/yum-cheatsheet','linuxhandbook.com: Yum Command Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8fd103d43d30f1b3cf4ab8c62f8872dc5bb864148c6e8e8f56dc374e171a39f8',100.0,1.77903146896484494e+09,0,'2026-05-17T17:24:28.964845+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://linuxhandbook.com/cheatsheets/yum"}'); -INSERT INTO "resources" VALUES('https://linuxjourney.com','linuxjourney.com','','N/A',0,'A curated technical resource and architectural guide covering linuxjourney.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903430637428092e+09,0,'2026-05-17T18:11:46.374281+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://linuxjourney.com/lesson/the-shell','linuxjourney.com commandline','','N/A',0,'A curated technical resource and architectural guide covering linuxjourney.com commandline in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790298782165811e+09,0,'2026-05-17T16:57:58.216581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linuxhandbook.com/yum-cheatsheet','linuxhandbook.com: Yum Command Cheat Sheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8fd103d43d30f1b3cf4ab8c62f8872dc5bb864148c6e8e8f56dc374e171a39f8',100.0,1779031468,0,'2026-05-17T17:24:28.964845+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://linuxhandbook.com/cheatsheets/yum"}'); +INSERT INTO "resources" VALUES('https://linuxjourney.com','linuxjourney.com','','N/A',0,'A curated technical resource and architectural guide covering linuxjourney.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034306,0,'2026-05-17T18:11:46.374281+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://linuxjourney.com/lesson/the-shell','linuxjourney.com commandline','','N/A',0,'A curated technical resource and architectural guide covering linuxjourney.com commandline in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029878,0,'2026-05-17T16:57:58.216581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxtechlab.com/ansible-tutorial-simple-commands','linuxtechlab.com: Ansible Tutorial: Introduction to simple Ansible commands','','2021',0,'Focuses on instant-impact shell execution using Ansible ad hoc commands. Details fast syntax constructs for basic file copying, service manipulation, shell executions, and quick state analysis without the overhead of writing full-scale playbooks.','Shell','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Quickstart"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://linuxtechlab.com/learn-create-dockerfile-example','linuxtechlab.com: How to create a Dockerfile with some dockerfile examples','','2021',0,'Practical walkthrough demonstrating how to construct secure, optimized, and multi-staged Dockerfiles. Discusses layer caching optimizations, base-image selection (e.g., Alpine vs. Debian), and security isolation options. 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+INSERT INTO "resources" VALUES('https://logz.io/blog/kibana-tutorial-2','dzone: Kibana Tutorial: Part 2 - Creating Visualizations','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031185,0,'2026-05-17T17:19:45.887992+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/logstash-grok','logz.io: A Beginner’s Guide to Logstash Grok','','N/A',0,'A curated technical resource and architectural guide covering logz.io: A Beginner’s Guide to Logstash Grok in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736101,0,'2026-06-18T00:41:41.739118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/monitoring-reality-check','logz.io: A Monitoring Reality Check: More of the Same Won’t Work','','N/A',0,'A curated technical resource and architectural guide covering logz.io: A Monitoring Reality Check: More of the Same Won’t Work in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736091,0,'2026-06-18T00:41:31.118234+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/open-source-monitoring-tools-for-kubernetes','logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering logz.io: Top 11 Open Source Monitoring Tools for Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736091,0,'2026-06-18T00:41:31.287054+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/open-source-observability-adoption-migration-curve','logz.io: The Open Source Observability Adoption and Migration Curve','','N/A',0,'A curated technical resource and architectural guide covering logz.io: The Open Source Observability Adoption and Migration Curve in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736091,0,'2026-06-18T00:41:31.305271+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/opensearch-1-0-ga-generally-available-elasticsearch-kibana-fork','logz.io: OpenSearch Is Now Generally Available!','','N/A',0,'A curated technical resource and architectural guide covering logz.io: OpenSearch Is Now Generally Available! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736101,0,'2026-06-18T00:41:41.863319+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/prometheus-as-a-service-launch','logz.io: Logz.io’s Prometheus-as-a-Service is Generally Available 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029634,0,'2026-05-17T16:53:54.076031+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/unified-observability-kubernetes-360','logz.io: Unified Observability: Announcing Kubernetes 360','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779032731,0,'2026-05-17T17:45:31.758361+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/blog/windows-kubernetes-nodes-aks-metrics','logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟','','N/A',0,'A curated technical resource and architectural guide covering logz.io: Collecting Metrics from Windows Kubernetes Nodes in AKS 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736078,0,'2026-06-18T00:41:18.330937+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/learn/opentelemetry-guide','==logz.io: Beginner’s Guide to OpenTelemetry== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779032177,0,'2026-05-17T17:36:17.543548+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://logz.io/news-posts/logz-io-announces-support-for-opensearch-a-community-driven-open-source-fork-of-elasticsearch-and-kibana','logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open'' Source Fork of Elasticsearch and Kibana','','N/A',0,'A curated technical resource and architectural guide covering logz.io: Logz.io Announces Support for OpenSearch; A Community-driven Open'' Source Fork of Elasticsearch and Kibana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736101,0,'2026-06-18T00:41:41.754426+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://lonesysadmin.net','The Lone Sysadmin','','2026',3,'A veteran systems administration blog focusing on virtualization, hardware, and automation infrastructure. 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It abstracts hardware arrays by configuring a replica-aware storage engine for each volume, operating as dynamic microservices to deliver features like snapshots, automated backups, and cross-cluster replication.','Go','Platform','Medium',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://loopholelabs.io','architect.io: Get started with the Terraform Kubernetes provider','','2022',0,'A structured introduction to the official Kubernetes provider. Outlines how to define namespaces, secrets, configmaps, and simple microservice deployments using HCL declaratives rather than raw YAML resource files.','HCL','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Official Integration"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); @@ -9505,11 +9505,11 @@ INSERT INTO "resources" VALUES('https://loves.cloud/creation-of-a-fully-automate INSERT INTO "resources" VALUES('https://loves.cloud/kubernetes-an-introduction','loves.cloud: Kubernetes: An Introduction','','2020',3,'Introduces the foundational architecture of Kubernetes, tracing its heritage from Google''s internal Borg system to an open-source standard. 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While native recovery tools have evolved, 2026 compliance audits for highly regulated industries still mandate offline, secondary backups of both repositories and metadata.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Data Protection & Backup", "Azure DevOps Security", "Compliance"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); @@ -9517,150 +9517,150 @@ INSERT INTO "resources" VALUES('https://lukechannings.com/blog/2020-05-10-kubern INSERT INTO "resources" VALUES('https://luminousmen.com/post/a-very-quick-introduction-to-the-pain-of-aws-cloudformation','luminousmen.com: A very quick introduction to the pain of AWS CloudFormation','','2021',0,'An objective critique analyzing the structural drawbacks of CloudFormation, including deployment delays, unhelpful rollbacks, and lack of client-side validation. 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Offers standardized, unified interfaces for integrating third-party APIs into enterprise services, though recently transitioned towards centralized commercial API marketplaces.','N/A','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "API Discovery", "Marketplaces"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.atlassian.com/apps/1014681/zephyr-for-jira-test-management','Atlassian Marketplace: Zephyr','','2024',5,'Details Zephyr for Jira, an enterprise-grade test management solution natively integrated into the Jira workspace. Examines how QA teams define, execute, and track test cases directly inside Jira issues, ensuring traceability across user stories, automated test runs, and dynamic bug tracking workflows.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Test Management", "Jira Integration"]','["[DE FACTO STANDARD]"]','[]','["test-automation-frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.atlassian.com/apps/1227641/license-manager-easily-track-your-software-licenses','marketplace.atlassian.com: License Manager - Easily track your software licenses','','2024',2,'Details an Atlassian Jira marketplace add-on designed to track and audit developer licenses. Shows how SaaS spend control can be integrated directly into project management platforms.','English','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "SaaS FinOps", "License Management"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.redhat.com','Red Hat Marketplace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','66f55e3c1096a0b3d5fdfcf7ab95a3f9a8b0891b3d28949c6448b1bfdea63d0d',100.0,1.77903300288052606e+09,0,'2026-05-17T17:50:02.880526+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought"}'); -INSERT INTO "resources" VALUES('https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought','marketplace.redhat.com: Dont treat Kubernetes storage as an afterthought:'' Turn to persistent container storage for high performance and availability','','N/A',0,'A curated technical resource and architectural guide covering marketplace.redhat.com: Dont treat Kubernetes storage as an afterthought:'' Turn to persistent container storage for high performance and availability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','66f55e3c1096a0b3d5fdfcf7ab95a3f9a8b0891b3d28949c6448b1bfdea63d0d',100.0,1.77903394333078193e+09,0,'2026-05-17T18:05:43.330782+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.redhat.com','Red Hat Marketplace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','66f55e3c1096a0b3d5fdfcf7ab95a3f9a8b0891b3d28949c6448b1bfdea63d0d',100.0,1779033002,0,'2026-05-17T17:50:02.880526+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/openshift.md"]','[]','{}','{"duplicate_of": "https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought"}'); +INSERT INTO "resources" VALUES('https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-afterthought','marketplace.redhat.com: Dont treat Kubernetes storage as an afterthought:'' Turn to persistent container storage for high performance and availability','','N/A',0,'A curated technical resource and architectural guide covering marketplace.redhat.com: Dont treat Kubernetes storage as an afterthought:'' Turn to persistent container storage for high performance and availability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','66f55e3c1096a0b3d5fdfcf7ab95a3f9a8b0891b3d28949c6448b1bfdea63d0d',100.0,1779033943,0,'2026-05-17T18:05:43.330782+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.redhat.com/sunset','Red Hat Marketplace','','2024',2,'Originally a portal dedicated to discovering, buying, and provisioning certified operators and third-party software on OpenShift. While the standalone portal has transitioned, the actual operational flow has been assimilated directly into the internal OpenShift OperatorHub interface.','English','Official Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Ecosystem", "Marketplace"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "kubernetes-storage.md", "openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com','marketplace.visualstudio.com','','2023',0,'The VS Code Extension Marketplace, serving as the central hub for discovering, validating, and installing IDE extensions. This core infrastructure enables developers to scale VS Code capabilities dynamically.','N/A','Product','Beginner',0,'duplicate','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1.77903138887068796e+09,1,'2026-05-17T17:23:08.870688+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/azuredevops"}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/azuredevops','Azure DevOps 🌟','','2026',4,'Extends the VS Code platform with deep Azure DevOps integration, providing real-time pipeline status checks, work item tracking, and Git repository links.','TypeScript','Extension','Intermediate',0,'online','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1.77903005188700294e+09,1,'2026-05-17T17:00:51.887003+02:00',NULL,NULL,NULL,'["Collaboration", "Continuous Integration", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisense&ssr=false','Helm Intellisense','','2018',0,'A standard-setting VS Code extension that enables autocompletion and path matching for Helm chart values files inside template paths, eliminating common typo bugs and deployment failures during manifest compilation.','TypeScript','Extension','Intermediate',0,'online','manual','N/A',100.0,1.77903157620918202e+09,0,'2026-05-17T17:26:16.209182+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=2gua.rainbow-brackets','Rainbow Brackets','','2023',0,'A legacy brackets colorization extension. Note that native VS Code bracket pair colorization has superseded it, offering vastly superior performance and rendering speed on complex source files.','TypeScript','Product','Beginner',0,'online','manual','f331c7f678a9a0789fa359354af882ee0ff3e5a61e612a265f9db902329be99f',100.0,1.77903267908825707e+09,1,'2026-05-17T17:44:39.088257+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode','Jira and Bitbucket (Official)','','2026',4,'Integrates Atlassian Jira issue boards and Bitbucket pipelines directly into the developer''s workspace to reduce tab-switching during agile workflows.','TypeScript','Extension','Intermediate',0,'online','manual','ef02a176ed8182b14e202bc12c80e88f128aaf99bff23dceac1d08e690b7aba9',100.0,1.77903433625438404e+09,1,'2026-05-17T18:12:16.254384+02:00',NULL,NULL,NULL,'["Collaboration", "Agile Management", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log','Turbo Console Log','','2026',3,'Automates the insertion of descriptive console log statements to speed up debugging in JavaScript and TypeScript. While useful for local exploration, production-ready microservices should prioritize structured logging using standards like OpenTelemetry over unstructured print statements.','TypeScript','Extension','Beginner',0,'online','manual','834cab4a0e49f593b95b5e24a9541cc50c232288e83cc3e77cadce07a8d457d9',100.0,1.77903251847848892e+09,1,'2026-05-17T17:41:58.478489+02:00',NULL,NULL,NULL,'["Development Environment", "Debugging", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com','marketplace.visualstudio.com','','2023',0,'The VS Code Extension Marketplace, serving as the central hub for discovering, validating, and installing IDE extensions. This core infrastructure enables developers to scale VS Code capabilities dynamically.','N/A','Product','Beginner',0,'duplicate','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1779031388,1,'2026-05-17T17:23:08.870688+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/azuredevops"}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/azuredevops','Azure DevOps 🌟','','2026',4,'Extends the VS Code platform with deep Azure DevOps integration, providing real-time pipeline status checks, work item tracking, and Git repository links.','TypeScript','Extension','Intermediate',0,'online','manual','71e97a5abbc2ba63f333f4c1e140df9a79979a82bd2b07b9978438fef90f6b70',100.0,1779030051,1,'2026-05-17T17:00:51.887003+02:00',NULL,NULL,NULL,'["Collaboration", "Continuous Integration", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisense&ssr=false','Helm Intellisense','','2018',0,'A standard-setting VS Code extension that enables autocompletion and path matching for Helm chart values files inside template paths, eliminating common typo bugs and deployment failures during manifest compilation.','TypeScript','Extension','Intermediate',0,'online','manual','N/A',100.0,1779031576,0,'2026-05-17T17:26:16.209182+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=2gua.rainbow-brackets','Rainbow Brackets','','2023',0,'A legacy brackets colorization extension. Note that native VS Code bracket pair colorization has superseded it, offering vastly superior performance and rendering speed on complex source files.','TypeScript','Product','Beginner',0,'online','manual','f331c7f678a9a0789fa359354af882ee0ff3e5a61e612a265f9db902329be99f',100.0,1779032679,1,'2026-05-17T17:44:39.088257+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Atlassian.atlascode','Jira and Bitbucket (Official)','','2026',4,'Integrates Atlassian Jira issue boards and Bitbucket pipelines directly into the developer''s workspace to reduce tab-switching during agile workflows.','TypeScript','Extension','Intermediate',0,'online','manual','ef02a176ed8182b14e202bc12c80e88f128aaf99bff23dceac1d08e690b7aba9',100.0,1779034336,1,'2026-05-17T18:12:16.254384+02:00',NULL,NULL,NULL,'["Collaboration", "Agile Management", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ChakrounAnas.turbo-console-log','Turbo Console Log','','2026',3,'Automates the insertion of descriptive console log statements to speed up debugging in JavaScript and TypeScript. While useful for local exploration, production-ready microservices should prioritize structured logging using standards like OpenTelemetry over unstructured print statements.','TypeScript','Extension','Beginner',0,'online','manual','834cab4a0e49f593b95b5e24a9541cc50c232288e83cc3e77cadce07a8d457d9',100.0,1779032518,1,'2026-05-17T17:41:58.478489+02:00',NULL,NULL,NULL,'["Development Environment", "Debugging", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=DontShaveTheYak.jenkins-extension-pack','marketplace.visualstudio.com: Jenkins Extension Pack: DontShaveTheYak','','2024',0,'A pre-curated editor extension pack tailored to optimize developer workflows. Includes custom Groovy autocompletion rules, pipeline linter commands, and snippets built around the DontShaveTheYak ecosystem.','None','Editor Extension','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Developer Tooling", "Editor Extension"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=EditorConfig.EditorConfig','EditorConfig:','','2023',0,'EditorConfig establishes consistent layout properties across different IDE instances. Enforces styling metrics (such as tabs vs. spaces and encoding) based on a root configuration file, minimizing style deviations.','TypeScript','Product','Intermediate',0,'online','manual','6909429b63b131edb831259272fff223452a9dad1f909f4467f2228cf530645d',100.0,1.77903011539366102e+09,1,'2026-05-17T17:01:55.393661+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Fatih.baba-flow','BABA-Git Flow','','2022',0,'A specialized variation of GitFlow UI extensions for VS Code. It provides custom hooks and automated prefix tagging for releases, features, and hotfixes. Highly specific to groups utilizing git-flow alongside strict release conventions.','TypeScript','Editor Extension','Basic',0,'online','manual','7be92906e8ba3099256d26659e228ec8134953775a78d9f33fe0609cbb2b45c2',100.0,1.77903379475442791e+09,1,'2026-05-17T18:03:14.754428+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Extensions", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=GitHub.copilot','==GitHub Copilot== 🌟','','2026',5,'The premier AI pairing assistant, providing context-aware suggestions, testing scaffolds, and architectural refactoring directly within the IDE. In 2026, it is integrated into standard enterprise workflows, accelerating software delivery.','TypeScript','Extension','Intermediate',0,'online','manual','39fe202473a16222c720c30a87c83f67b4b906d72367bf4b8ff2e63754b7083b',100.0,1.77903164757975196e+09,1,'2026-05-17T17:27:27.579752+02:00',NULL,NULL,NULL,'["Development Environment", "AI-Assisted Engineering", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=GitHub.github-vscode-theme','GitHub Theme 🌟','','2026',5,'The official GitHub visual styling for VS Code, including both light and dark modes modeled directly after the GitHub interface.','TypeScript','Extension','Beginner',0,'online','manual','5289d3e5fedf455aad01120dd933f307715b32b5bc95707ad1559e105bfa08c6',100.0,1.77903257874102306e+09,1,'2026-05-17T17:42:58.741023+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=GitHub.remotehub','marketplace.visualstudio.com: GitHub Repositories 🌟','','2026',5,'Allows developers to browse, search, and edit GitHub repositories directly inside VS Code without local cloning. 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Enforces styling metrics (such as tabs vs. spaces and encoding) based on a root configuration file, minimizing style deviations.','TypeScript','Product','Intermediate',0,'online','manual','6909429b63b131edb831259272fff223452a9dad1f909f4467f2228cf530645d',100.0,1779030115,1,'2026-05-17T17:01:55.393661+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Fatih.baba-flow','BABA-Git Flow','','2022',0,'A specialized variation of GitFlow UI extensions for VS Code. It provides custom hooks and automated prefix tagging for releases, features, and hotfixes. 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This minimizes context-switching, streamlining code reviews and collaboration within distributed DevOps teams.','TypeScript','Extension','Intermediate',0,'online','manual','d653f3f79c55e207a67e80e44e9b30a3765e2ac199d6080e019727c3856bcd94',100.0,1779032583,1,'2026-05-17T17:43:03.089357+02:00',NULL,NULL,NULL,'["Collaboration", "Version Control", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=GreatMinds.gitflow4code','GitFlow 4 Code','','2021',0,'An alternative wrapper for GitFlow commands within the Visual Studio Code environment. It automates common tasks such as prefixing branches and formatting merge requests. Best suited for teams maintaining strict GitFlow topologies who want to reduce terminal context-switching.','TypeScript','Editor Extension','Basic',0,'online','manual','d205fd5d664c5aec268e705634f547f45a8eba999335f997a86045e04220cd33',100.0,1779029640,1,'2026-05-17T16:54:00.747256+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Extensions", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Gruntfuggly.todo-tree','Todo Tree','','2023',0,'Todo Tree consolidates comment tags (like TODO, FIXME, etc.) across the active codebase into an interactive workspace folder tree. Highly useful for pre-release audits and team technical debt reviews.','TypeScript','Product','Beginner',0,'online','manual','5c847404069b1df51d9db21a47ebc7a09a2a4d5648c2412de4192c6df67a9698',100.0,1779032287,1,'2026-05-17T17:38:07.683283+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Iterative.dvc','DVC','','2024',4,'The VS Code extension for Data Version Control (DVC) enables developers to view experiments, visual graphs, and dataset versions natively from their editor. By simplifying visual pipelines, it streamlines collaborative feature engineering and reproducible experimentation.','TypeScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Data Version Control", "Developer Tooling"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=MS-vsliveshare.vsliveshare','Live Share:','','2023',0,'The Live Share VS Code extension installs collaborative workspace capabilities, establishing secure shared dev contexts, collaborative ports, and integrated voice/debug sessions directly between remote environments.','TypeScript','Product','Intermediate',0,'online','manual','a3c2fc40bdeba31bc30584cc9e85a902e7895fd4f06e73396e1e6fb15e9b52c9',100.0,1.77903394950719499e+09,1,'2026-05-17T18:05:49.507195+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Remote Development & Collaborative Coding"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Orta.vscode-jest','Jest','','2026',4,'Integrates Jest unit testing workflows directly into the editor. It offers real-time inline test failures, active watch mode triggers, and visual coverage reports. This setup simplifies local feedback loops for enterprise microservices developed in TypeScript or JavaScript.','TypeScript','Extension','Intermediate',0,'online','manual','acc66fdb639df1514dff8912b59bbedb74683b9358c5a814a825f0c337963548',100.0,1.77903210828433609e+09,1,'2026-05-17T17:35:08.284336+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Unit Testing"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=PKief.material-icon-theme','Material Icon Theme','','2026',4,'Enhances the IDE visual interface with recognizable file icons corresponding to languages, configurations, and cloud-native templates.','TypeScript','Extension','Beginner',0,'online','manual','9be3a1b07dcbe526a362cbd2102377fac18468885075250428881904ccd152ad',100.0,1.77903382335287904e+09,1,'2026-05-17T18:03:43.352879+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=SebastianBille.iam-legend','==IAM Legend==','','2026',4,'Provides autocomplete and inline documentation for AWS IAM policy documents inside VS Code. It helps platform and security engineers configure precise, least-privilege cloud permissions, reducing misconfiguration risks.','TypeScript','Extension','Intermediate',0,'online','manual','1c662ef43b52567e3cceb92bdbf5b7b680ac59444cad23fbfe6481ab72b4a71b',100.0,1.77902916353216195e+09,1,'2026-05-17T16:46:03.532162+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "SecOps", "AWS IAM"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=SemihOnay.jiraux','JirAux (Jira integration)','','2021',0,'A Jira integration extension designed to embed issue tracking directly into VS Code workspaces. It surfaces task lists, changesets, and assignees. This keeps software engineers aligned with project management pipelines without leaving their code canvas.','TypeScript','Editor Extension','Basic',0,'online','manual','fd5804eb7f5d3238a62c8d8bf1ef5445d974011e78238f920f8731a29210e98e',100.0,1.77903288021814107e+09,1,'2026-05-17T17:48:00.218141+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Extensions", "Project Management"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=TeamHub.teamhub','GitLive','','2026',3,'Integrates real-time visual indications of branch drifts and file conflicts directly into the IDE. It aims to reduce integration friction across distributed engineering teams by exposing parallel work before standard merges occur.','TypeScript','Extension','Intermediate',0,'online','manual','999d5b79aec4693c66240bcfbae08ceb8707d0e1fd8043e86274661ff2ab2d91',100.0,1.77902948270108604e+09,1,'2026-05-17T16:51:22.701086+02:00',NULL,NULL,NULL,'["Collaboration", "Version Control", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools','marketplace.visualstudio.com: GitOps Tools for Flux 🌟','','2026',4,'Simplifies managing and visualizing GitOps resources powered by Flux directly inside the editor. Despite Weaveworks restructuring, the Flux ecosystem remains a dominant engine for production-grade Kubernetes deployments.','TypeScript','Extension','Advanced',1,'online','manual','9af625c4effe71ec906065bda55e2250a1e5861446e6fe70e9149861f34a623f',100.0,1.77903403077631092e+09,1,'2026-05-17T18:07:10.776311+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "GitOps"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=aaron-bond.better-comments','Better Comments','','2023',0,'Better Comments organizes source code documentation by applying distinct semantic colorizations to comments. 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It fetches remote build parameters via API to display build pass/fail statistics, keeping developer feedback loops tight during active coding sprints.','TypeScript','Editor Extension','Basic',0,'online','manual','449fec62f348ff45199e88b6e9631f0525aa71a58db33512508e8d92a30a63f0',100.0,1.77903093438274097e+09,1,'2026-05-17T17:15:34.382741+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Jenkins Tools", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode','React Pure To Class','','2026',2,'Converts pure functional React components to class-based components. 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It offers real-time inline test failures, active watch mode triggers, and visual coverage reports. 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It helps platform and security engineers configure precise, least-privilege cloud permissions, reducing misconfiguration risks.','TypeScript','Extension','Intermediate',0,'online','manual','1c662ef43b52567e3cceb92bdbf5b7b680ac59444cad23fbfe6481ab72b4a71b',100.0,1779029163,1,'2026-05-17T16:46:03.532162+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "SecOps", "AWS IAM"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=SemihOnay.jiraux','JirAux (Jira integration)','','2021',0,'A Jira integration extension designed to embed issue tracking directly into VS Code workspaces. It surfaces task lists, changesets, and assignees. 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It aims to reduce integration friction across distributed engineering teams by exposing parallel work before standard merges occur.','TypeScript','Extension','Intermediate',0,'online','manual','999d5b79aec4693c66240bcfbae08ceb8707d0e1fd8043e86274661ff2ab2d91',100.0,1779029482,1,'2026-05-17T16:51:22.701086+02:00',NULL,NULL,NULL,'["Collaboration", "Version Control", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=Weaveworks.vscode-gitops-tools','marketplace.visualstudio.com: GitOps Tools for Flux 🌟','','2026',4,'Simplifies managing and visualizing GitOps resources powered by Flux directly inside the editor. 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Classifies tasks into alerts, queries, warnings, and TODOs, significantly improving overall team readability.','TypeScript','Product','Beginner',0,'online','manual','cd2e94753d800170ed037f090f51b79cf7d6de8fec618b1b1e2a53271a4d9ad8',100.0,1779030230,1,'2026-05-17T17:03:50.419173+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=adpyke.codesnap','marketplace.visualstudio.com: CodeSnap','','2026',3,'Creates highly customizable and beautiful screenshots of code blocks for architectural reviews, presentations, and tutorials. It is a utility for developer advocacy and engineering onboarding workflows.','TypeScript','Extension','Beginner',0,'online','manual','d7e90c29f677534fe78f7dcb8c8abf11027202018ce8144b7666c939718f7917',100.0,1779029883,1,'2026-05-17T16:58:03.471749+02:00',NULL,NULL,NULL,'["Collaboration", "Documentation", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=alefragnani.jenkins-status','Alessandro Fragnani: Jenkins Status','','2022',0,'Embeds dynamic Jenkins job status tracking into the VS Code status bar. It fetches remote build parameters via API to display build pass/fail statistics, keeping developer feedback loops tight during active coding sprints.','TypeScript','Editor Extension','Basic',0,'online','manual','449fec62f348ff45199e88b6e9631f0525aa71a58db33512508e8d92a30a63f0',100.0,1779030934,1,'2026-05-17T17:15:34.382741+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Jenkins Tools", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=angryobject.react-pure-to-class-vscode','React Pure To Class','','2026',2,'Converts pure functional React components to class-based components. With the widespread adoption of Hooks and functional architectures in modern UI development, this tool has become a legacy helper primarily used for maintaining older web codebases.','TypeScript','Extension','Beginner',0,'online','manual','ed5530f4a7d23a12466612e7d32530fef6d067770727fffb221a2a8777c04454',100.0,1779032039,1,'2026-05-17T17:33:59.073548+02:00',NULL,NULL,NULL,'["Frontend Development", "React Utility", "VS Code Tooling"]','["[LEGACY]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=azurepaas-tools.vscode-learncloud','marketplace.visualstudio.com: Learn Cloud 🌟','','2024',0,'Visual Studio Code extension designed to accelerate cloud onboarding directly within the developer workspace. It streamlines access to Azure training modules and sandboxed labs, reducing cognitive context switching during technical training.','TypeScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "IDE Extensions", "Azure Learning"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=charliermarsh.ruff','marketplace.visualstudio.com: Ruff extension for Visual Studio Code','','2026',5,'Integrates the ultra-fast Rust-based Ruff linter and formatter directly into VS Code. 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This AST-based code formatter eliminates layout debates by structuring code uniformly on save across all major web-oriented files.','JavaScript','Product','Intermediate',0,'online','manual','a81f9be11f86ed8a661d2b6bbd4c0c0ff16446e41aeab4f299186cba33bcc2b5',100.0,1779029992,1,'2026-05-17T16:59:52.822489+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=fabiospampinato.vscode-todo-plus','Todo+','','2023',0,'Todo+ manages task lists within the VS Code workspace, enabling inline timer tracking, markdown task tags, and task dashboard trees directly inside active repositories.','TypeScript','Product','Beginner',0,'online','manual','25498d7e649ba60353b9f3af43cf9729d47e37d684a2566b9c60d6ed55be40f4',100.0,1779032552,1,'2026-05-17T17:42:32.045640+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=fatihacet.gitlab-workflow','GitLab Workflow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7bd4c431f9141b49a116a7dc20afa5fb7538276e487454f00df94f4ec16aa9e3',100.0,1779031468,0,'2026-05-17T17:24:28.572613+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow"}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=github.vscode-github-actions','GitHub Actions 🌟','','2022',0,'The official GitHub Actions extension for VS Code, enabling developers to build, validate, monitor, and run CI/CD workflows natively within the IDE with real-time log streaming.','TypeScript','Extension','Intermediate',0,'online','manual','78034cc2e83fa4dfdd1e8f834d4ebae0a489898520c9a0e256935e37a5090470',100.0,1779130494,1,'2026-05-18T20:54:54.958095+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "CI/CD Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=gitlab.gitlab-workflow','GitLab Workflow','','2019',0,'Integrates GitLab''s merge requests, issues, and CI/CD pipelines directly into VS Code, allowing platform engineers to monitor CI statuses and conduct code reviews seamlessly inside the workspace.','TypeScript','Extension','Intermediate',0,'online','manual','a4b6a17418cc66fcbd47c4b43f4950d78472a530e67ff9b04cc1879907669a4b',100.0,1779130494,1,'2026-05-18T20:54:54.959657+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "CI/CD Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=hashicorp.terraform','Terraform','','2020',0,'The official HashiCorp Terraform extension, offering syntax highlighting, autocompletion, real-time dry-runs, and direct module documentation linkings to enforce clean IaC creation.','TypeScript','Extension','Intermediate',0,'online','manual','8fd4ab9e536e0b0803b33d821316da5b0a063d64f569698302991bbfb65927bb',100.0,1779130494,1,'2026-05-18T20:54:54.930511+02:00',NULL,NULL,NULL,'["Development Tools", "VS Code", "IaC Extensions"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=hediet.vscode-drawio','Draw.io Integration','','2026',5,'Embeds a Draw.io editor directly inside VS Code, allowing users to store diagrams as XML, SVG, or PNG inside project repositories. 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It validates declarative Jenkinsfiles against active plugins and system schemas in real time, preventing syntax-driven CI pipeline failures.','TypeScript','Editor Extension','Intermediate',0,'online','manual','9c7e383d278d742d3eb4e1a3841b7b5f4e79d23d85256461ce456a8060aa89e9',100.0,1779032149,1,'2026-05-17T17:35:49.995947+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Jenkins Tools", "Validation & Linting"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=jcasc-developers.jcasc-plugin','Visual Studio Code JCasC-Plugin 🌟','','2024',0,'A high-performance developer editor tool designed to provide autocompletion, real-time schema linting, and context-aware validation syntax checks specifically for managing complex Jenkins Configuration as Code declarations.','TypeScript','Editor Extension','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=jmMeessen.jenkins-declarative-support','JM Meessen: Declarative Jenkinsfile Support','','2021',0,'Provides targeted code snippets, auto-complete utilities, and syntax validations optimized for declarative Jenkinsfiles. 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Although basic, it remains highly useful for local environment orchestration and credential preparation.','TypeScript','Extension','Beginner',0,'online','manual','68032b3b815fa7b6fa7229304d22d7dbf6b8cb867e65cf67d3dd41966d2354ea',100.0,1779031944,1,'2026-05-17T17:32:24.885847+02:00',NULL,NULL,NULL,'["Development Environment", "Configuration Management", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mindaro.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (VSCode)','- [marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)](https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro) Bridge to Kubernetes for Visual Studio 2019','2023',0,'Official VS Code extension that implements the Bridge to Kubernetes local-to-remote cluster redirection framework. Allows developers to step through breakpoints in their local environment while acting as an integrated cluster endpoint.','TypeScript','Tool','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development Workflow", "IDE Extensions", "Bridge to Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{"duplicate_of": "https://github.com/microsoft/mindaro"}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode','MongoDB for VS Code','','2026',4,'Explores, queries, and modifies MongoDB data collections natively without leaving the editor. Essential tool for developers writing and verifying backend microservices backed by document stores.','TypeScript','Extension','Intermediate',1,'online','manual','9fd10141ccf49873cc5ff2956f100048c135f74302f5b76fb51fba5734c34104',100.0,1779032800.22788,1,'2026-05-17T17:46:40.227880+02:00',NULL,NULL,NULL,'["Software Engineering", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode','Monokai Pro Theme','','2026',4,'A highly structured color palette designed to reduce eye strain and optimize visual parsing of nested structures and syntaxes.','TypeScript','Extension','Beginner',0,'online','manual','ef4408788374e6681236e6a864413511fa59c35b556c1f53bdee3690e5b0a8d9',100.0,1.77903184436905908e+09,1,'2026-05-17T17:30:44.369059+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1566b680b9a6dffb1e52ccd9b7cc0d009f640d34cecaddc630e7db8dd119c359',100.0,1779030425.66038,1,'2026-05-17T17:07:05.660380+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice','marketplace.visualstudio.com: Azure App Service for Visual Studio Code','','2026',4,'Simplifies deployment, configuration, and monitoring of applications hosted on Azure App Service. Useful for deploying monolithic apps and APIs, though complex architectures have shifted toward Kubernetes and Serverless.','TypeScript','Extension','Intermediate',1,'online','manual','e76a54a2f90dd92666fa1e192d4a40965ed2746288d651a648d199e364f4bb9c',100.0,1.77902915860858201e+09,1,'2026-05-17T16:45:58.608582+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "PaaS", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker','Docker','','2026',5,'Duplicate entry of the official Microsoft Docker extension, which allows engineers to scaffold, test, and run containers directly in their development environment.','TypeScript','Extension','Intermediate',1,'online','manual','ec67cabf04775bef971027b3ab5da8772d96e8c16840494181eb4c14aef297f4',100.0,1.77903435540562796e+09,1,'2026-05-17T18:12:35.405628+02:00',NULL,NULL,NULL,'["Cloud Native", "Containerization", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode','Kubernetes Kind (by Microsoft)','','2026',4,'Integrates KinD (Kubernetes in Docker) cluster management directly within VS Code, easing local microservice prototyping and controller debugging workflows.','TypeScript','Extension','Advanced',1,'online','manual','2fbd28f58ba9e1091333f7de82440e87f8543a7f0d4eaf4687015571815e4dae',100.0,1.77903292249215507e+09,1,'2026-05-17T17:48:42.492155+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Local Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-kubernetes-tools','Kubernetes (by Microsoft)','','2026',5,'The absolute standard extension for interacting with remote and local Kubernetes clusters, displaying live resources, forwarding ports, and streaming microservice logs.','TypeScript','Extension','Advanced',1,'online','manual','a3faaa339a94fec3c1c93186832d5a127d1d669afb37617fa479031884f0b48b',100.0,1.77903451691953492e+09,1,'2026-05-17T18:15:16.919535+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools','Azure Resource Manager (ARM) Tools 🌟','','2026',4,'Provides language server support, validation, and autocomplete for Azure Resource Manager (ARM) JSON templates. Although Microsoft Bicep and Terraform are often preferred for new projects, ARM tools remain critical for maintaining enterprise deployment patterns.','TypeScript','Extension','Intermediate',0,'online','manual','ec48c3200b96acb827ffc68f3faf196f1e6e733ceaea3792d98196a6efe814fb',100.0,1779031333.41869,1,'2026-05-17T17:22:13.418690+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring','marketplace.visualstudio.com: autoDocstring - Python Docstring Generator','','2026',4,'Generates structured docstrings for Python methods and classes dynamically based on various standard formats. Simplifies documenting APIs and data models within Python microservices.','TypeScript','Extension','Beginner',0,'online','manual','8cfcf558b30ea3b3899a076d5f4cd64f5b9718bb609b5446f0c6d06278957ee5',100.0,1.77903011537663793e+09,1,'2026-05-17T17:01:55.376638+02:00',NULL,NULL,NULL,'["Development Environment", "Documentation", "Python"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=oderwat.indent-rainbow','Indent-Rainbow:','','2023',0,'Indent-Rainbow applies subtle color transitions to code indent blocks. This visual separation is highly effective at reducing cognitive overhead when editing nested YAML patterns or deep JSON profiles.','TypeScript','Product','Beginner',0,'online','manual','5980133781101ddddc30ad6e70f789c6bb080f7c92bf70f10aced51b64933f7a',100.0,1.77903156686948704e+09,1,'2026-05-17T17:26:06.869487+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=pnp.polacode','Polacode','','2023',0,'Polacode generates visually appealing, stylized screenshots of designated code blocks. It is highly valued for code-review processes, technical books, and slide decks.','JavaScript','Product','Beginner',0,'online','manual','7b4f9b6ee2ba95b723bf6008f8d19147394a476f070e28936128bb9c550d057a',100.0,1.77903052228679203e+09,1,'2026-05-17T17:08:42.286792+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=redhat.vscode-openshift-connector','OpenShift Connector 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a7a3faeea1dae23bebbe75b9d4afa887c46ed8842e70d99a49fb06c498fc0164',100.0,1.77903092783426499e+09,1,'2026-05-17T17:15:27.834265+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer','Live Server:','','2026',4,'Launches a local development server with live reload capability for static and dynamic frontend web pages. Ideal for rapid prototyping and mock integrations. However, in enterprise microservices, developers typically rely on reverse proxies or HMR-integrated bundlers for local testing.','JavaScript','Extension','Beginner',0,'online','manual','7fd2427d87787931b99f23deff6941b1b0760374b7df367c1d45b55f01b657e1',100.0,1.77903095424960494e+09,1,'2026-05-17T17:15:54.249605+02:00',NULL,NULL,NULL,'["Frontend Development", "Local Server", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslint','Prettier ESLint','','2023',0,'Combines ESLint configuration checks and Prettier formatting systems under one seamless runtime integration. Minimizes config conflicts between syntax checker specifications and styling layouts.','JavaScript','Product','Advanced',0,'online','manual','c91a68b089ba59b0e3cc7dc7099a10c526b7050656c6fdf8a92414c28f07cae4',100.0,1.77902932550524306e+09,1,'2026-05-17T16:48:45.505243+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight','Codey Midnight Theme','','2026',3,'A dark Salesforce-developed theme intended to optimize developer focus and provide accessible contrast levels during deep development sessions.','TypeScript','Extension','Beginner',0,'online','manual','f09459301e3e9922954ff442e820de29af2d947c4b0c3acfcec6d5a910e92f06',100.0,1.77903316645785498e+09,1,'2026-05-17T17:52:46.457855+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support','secanis.ch: Jenkinsfile Support','','2019',0,'Provides basic Groovy and Jenkinsfile-specific syntax highlighting within VS Code. While older, it remains useful for developers deploying simple pipelines who want instant visual structure validation without configuring complex API linters.','Groovy','Editor Extension','Basic',0,'online','manual','56703cff4c23c5a57b61672606c42ed12e42eb1c731e348b63c70b8f7093d646',100.0,1.77903093160025501e+09,1,'2026-05-17T17:15:31.600255+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Jenkins Tools", "Syntax Highlighting"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=usernamehw.errorlens','Error Lens','','2023',0,'Error Lens improves dev speed by outputting warning and error diagnostic texts directly on the code line. Eliminates the need to hover over syntax errors, reducing debug-cycle latency.','TypeScript','Product','Intermediate',0,'online','manual','7a87e2eb57ed9ba8390e740001f0876fd03e85b43c2b3cc00dbdafbab131fbf3',100.0,1779034522.72562,1,'2026-05-17T18:15:22.725620+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=vector-of-bool.gitflow','gitflow by vector-of-bool','','2020',0,'Integrates the GitFlow branching model into the VS Code status bar. Designed for local branch lifecycle management, it allows developers to execute flow starts and finishes. Live Grounding notes it remains an active community convenience tool, though many teams have migrated to unified trunk-based development or native git extensions.','TypeScript','Editor Extension','Basic',0,'online','manual','3c3e8904a7dc79662479dff7ba7d8e8336b05fbc221cedd85cc248fb0e3423ce',100.0,1.77902993888042092e+09,1,'2026-05-17T16:58:58.880421+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Extensions", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=wayou.vscode-todo-highlight','TODO Highlight','','2023',0,'Scans and highlights markers like TODO, FIXME, or HACK within source code comments. Helps developers maintain high visibility over technical debt during iterative sprint cycles.','TypeScript','Product','Beginner',0,'online','manual','b7027233699531b0769727f852af3b33ae26813800bd34fa47be82e3d291b652',100.0,1.77903056159253501e+09,1,'2026-05-17T17:09:21.592535+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=xyz.local-history','Local History','','2026',4,'Maintains an independent local timeline of file changes, acting as a fallback when code modifications have not yet been committed to Git. This local safety net helps prevent accidental data loss during local refactoring.','TypeScript','Extension','Beginner',0,'online','manual','00ad2ed37cf647331fc2b70b6de07b4d2e95a92c7229e0236eafb6cc8cde28ae',100.0,1.77903254340134692e+09,1,'2026-05-17T17:42:23.401347+02:00',NULL,NULL,NULL,'["Development Environment", "Version Control", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=yzhang.markdown-all-in-one','Markdown All in One 🌟','','2023',0,'Markdown All in One automates common formatting tasks in markdown files. It manages auto-updating Tables of Contents, controls formatting short-keys, and handles list-generation systems in technical documentation.','TypeScript','Product','Beginner',0,'online','manual','c93827634c83e5e395daa936c49ab2fa738abc8e41737f1a13e3630b93b51703',100.0,1.77903222762099504e+09,1,'2026-05-17T17:37:07.620995+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/AmazonWebServices','AmazonWebServices','','2023',0,'Amazon Web Services'' publisher portal hosting development kits, AWS Toolkit, and Cloud9 connectors. Enables deployment, serverless testing, and IAM integration directly from the IDE interface.','N/A','Product','Beginner',0,'online','manual','c0894b767c9291f7d3d8169f39960fbebb881ca17d835efae49b133bbafe69d0',100.0,1.77903357615832304e+09,1,'2026-05-17T17:59:36.158323+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/GoogleCloudTools','Google Cloud','','2023',0,'Google Cloud''s extension ecosystem hosting Cloud Code. Delivers developer-focused tooling for writing, testing, debugging, and deploying cloud-native containerized applications directly on GKE and Cloud Run environments.','N/A','Product','Beginner',0,'online','manual','6e072f93092b3232993e8b5acf73a801e18f4bac2a0c3cd274d44f0d7afc876d',100.0,1.77903154448383903e+09,1,'2026-05-17T17:25:44.483839+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/Microsoft','Microsoft 🌟','','2023',0,'Microsoft''s official publisher hub on the VS Code Marketplace. Features foundational tools including Remote SSH, WSL, Python integration, and essential debuggers that form the core of most developer workflows.','N/A','Product','Beginner',0,'online','manual','c647ebda87c29f444a9aa769bb33e8f2203707884bc1059c8ed8a11273512576',100.0,1.77903307989555311e+09,1,'2026-05-17T17:51:19.895553+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/Oracle','Oracle','','2023',0,'Oracle''s publisher page featuring integrations for Java development, enterprise runtime setups, database connections, and GraalVM support, facilitating high-fidelity enterprise software engineering.','N/A','Product','Beginner',0,'online','manual','9e969de81ab2a629bb1ae3dcb574d7ce3df7cfd9a77b9f060653f267059d3d48',100.0,1.7790305840347929e+09,1,'2026-05-17T17:09:44.034793+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/redhat','Red Hat 🌟','','2023',0,'Red Hat''s publisher hub on the VS Code Marketplace. Delivers key language servers and syntax schema validators for industry-standard configurations including XML, YAML, Ansible, and Kubernetes resources.','N/A','Product','Beginner',0,'online','manual','1f910509bac892c50a3985359b73b713b7b772f18aae42ddc7dc4eecfa412e3f',100.0,1.77903118215438508e+09,1,'2026-05-17T17:19:42.154385+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=mongodb.mongodb-vscode','MongoDB for VS Code','','2026',4,'Explores, queries, and modifies MongoDB data collections natively without leaving the editor. Essential tool for developers writing and verifying backend microservices backed by document stores.','TypeScript','Extension','Intermediate',1,'online','manual','9fd10141ccf49873cc5ff2956f100048c135f74302f5b76fb51fba5734c34104',100.0,1779032800,1,'2026-05-17T17:46:40.227880+02:00',NULL,NULL,NULL,'["Software Engineering", "Databases", "NoSQL"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=monokai.theme-monokai-pro-vscode','Monokai Pro Theme','','2026',4,'A highly structured color palette designed to reduce eye strain and optimize visual parsing of nested structures and syntaxes.','TypeScript','Extension','Beginner',0,'online','manual','ef4408788374e6681236e6a864413511fa59c35b556c1f53bdee3690e5b0a8d9',100.0,1779031844,1,'2026-05-17T17:30:44.369059+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.mindaro','marketplace.visualstudio.com: Bridge to Kubernetes (Visual Studio)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1566b680b9a6dffb1e52ccd9b7cc0d009f640d34cecaddc630e7db8dd119c359',100.0,1779030425,1,'2026-05-17T17:07:05.660380+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-azureappservice','marketplace.visualstudio.com: Azure App Service for Visual Studio Code','','2026',4,'Simplifies deployment, configuration, and monitoring of applications hosted on Azure App Service. Useful for deploying monolithic apps and APIs, though complex architectures have shifted toward Kubernetes and Serverless.','TypeScript','Extension','Intermediate',1,'online','manual','e76a54a2f90dd92666fa1e192d4a40965ed2746288d651a648d199e364f4bb9c',100.0,1779029158,1,'2026-05-17T16:45:58.608582+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "PaaS", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-azuretools.vscode-docker','Docker','','2026',5,'Duplicate entry of the official Microsoft Docker extension, which allows engineers to scaffold, test, and run containers directly in their development environment.','TypeScript','Extension','Intermediate',1,'online','manual','ec67cabf04775bef971027b3ab5da8772d96e8c16840494181eb4c14aef297f4',100.0,1779034355,1,'2026-05-17T18:12:35.405628+02:00',NULL,NULL,NULL,'["Cloud Native", "Containerization", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.kind-vscode','Kubernetes Kind (by Microsoft)','','2026',4,'Integrates KinD (Kubernetes in Docker) cluster management directly within VS Code, easing local microservice prototyping and controller debugging workflows.','TypeScript','Extension','Advanced',1,'online','manual','2fbd28f58ba9e1091333f7de82440e87f8543a7f0d4eaf4687015571815e4dae',100.0,1779032922,1,'2026-05-17T17:48:42.492155+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Local Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ms-kubernetes-tools.vscode-kubernetes-tools','Kubernetes (by Microsoft)','','2026',5,'The absolute standard extension for interacting with remote and local Kubernetes clusters, displaying live resources, forwarding ports, and streaming microservice logs.','TypeScript','Extension','Advanced',1,'online','manual','a3faaa339a94fec3c1c93186832d5a127d1d669afb37617fa479031884f0b48b',100.0,1779034516,1,'2026-05-17T18:15:16.919535+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "VS Code Tooling"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=msazurermtools.azurerm-vscode-tools','Azure Resource Manager (ARM) Tools 🌟','','2026',4,'Provides language server support, validation, and autocomplete for Azure Resource Manager (ARM) JSON templates. Although Microsoft Bicep and Terraform are often preferred for new projects, ARM tools remain critical for maintaining enterprise deployment patterns.','TypeScript','Extension','Intermediate',0,'online','manual','ec48c3200b96acb827ffc68f3faf196f1e6e733ceaea3792d98196a6efe814fb',100.0,1779031333,1,'2026-05-17T17:22:13.418690+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=njpwerner.autodocstring','marketplace.visualstudio.com: autoDocstring - Python Docstring Generator','','2026',4,'Generates structured docstrings for Python methods and classes dynamically based on various standard formats. Simplifies documenting APIs and data models within Python microservices.','TypeScript','Extension','Beginner',0,'online','manual','8cfcf558b30ea3b3899a076d5f4cd64f5b9718bb609b5446f0c6d06278957ee5',100.0,1779030115,1,'2026-05-17T17:01:55.376638+02:00',NULL,NULL,NULL,'["Development Environment", "Documentation", "Python"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=oderwat.indent-rainbow','Indent-Rainbow:','','2023',0,'Indent-Rainbow applies subtle color transitions to code indent blocks. This visual separation is highly effective at reducing cognitive overhead when editing nested YAML patterns or deep JSON profiles.','TypeScript','Product','Beginner',0,'online','manual','5980133781101ddddc30ad6e70f789c6bb080f7c92bf70f10aced51b64933f7a',100.0,1779031566,1,'2026-05-17T17:26:06.869487+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=pnp.polacode','Polacode','','2023',0,'Polacode generates visually appealing, stylized screenshots of designated code blocks. It is highly valued for code-review processes, technical books, and slide decks.','JavaScript','Product','Beginner',0,'online','manual','7b4f9b6ee2ba95b723bf6008f8d19147394a476f070e28936128bb9c550d057a',100.0,1779030522,1,'2026-05-17T17:08:42.286792+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=redhat.vscode-openshift-connector','OpenShift Connector 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a7a3faeea1dae23bebbe75b9d4afa887c46ed8842e70d99a49fb06c498fc0164',100.0,1779030927,1,'2026-05-17T17:15:27.834265+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=ritwickdey.LiveServer','Live Server:','','2026',4,'Launches a local development server with live reload capability for static and dynamic frontend web pages. Ideal for rapid prototyping and mock integrations. However, in enterprise microservices, developers typically rely on reverse proxies or HMR-integrated bundlers for local testing.','JavaScript','Extension','Beginner',0,'online','manual','7fd2427d87787931b99f23deff6941b1b0760374b7df367c1d45b55f01b657e1',100.0,1779030954,1,'2026-05-17T17:15:54.249605+02:00',NULL,NULL,NULL,'["Frontend Development", "Local Server", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=rvest.vs-code-prettier-eslint','Prettier ESLint','','2023',0,'Combines ESLint configuration checks and Prettier formatting systems under one seamless runtime integration. Minimizes config conflicts between syntax checker specifications and styling layouts.','JavaScript','Product','Advanced',0,'online','manual','c91a68b089ba59b0e3cc7dc7099a10c526b7050656c6fdf8a92414c28f07cae4',100.0,1779029325,1,'2026-05-17T16:48:45.505243+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=salesforce.codey-midnight','Codey Midnight Theme','','2026',3,'A dark Salesforce-developed theme intended to optimize developer focus and provide accessible contrast levels during deep development sessions.','TypeScript','Extension','Beginner',0,'online','manual','f09459301e3e9922954ff442e820de29af2d947c4b0c3acfcec6d5a910e92f06',100.0,1779033166,1,'2026-05-17T17:52:46.457855+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Customization", "VS Code Tooling"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=secanis.jenkinsfile-support','secanis.ch: Jenkinsfile Support','','2019',0,'Provides basic Groovy and Jenkinsfile-specific syntax highlighting within VS Code. While older, it remains useful for developers deploying simple pipelines who want instant visual structure validation without configuring complex API linters.','Groovy','Editor Extension','Basic',0,'online','manual','56703cff4c23c5a57b61672606c42ed12e42eb1c731e348b63c70b8f7093d646',100.0,1779030931,1,'2026-05-17T17:15:31.600255+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "Jenkins Tools", "Syntax Highlighting"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=usernamehw.errorlens','Error Lens','','2023',0,'Error Lens improves dev speed by outputting warning and error diagnostic texts directly on the code line. Eliminates the need to hover over syntax errors, reducing debug-cycle latency.','TypeScript','Product','Intermediate',0,'online','manual','7a87e2eb57ed9ba8390e740001f0876fd03e85b43c2b3cc00dbdafbab131fbf3',100.0,1779034522,1,'2026-05-17T18:15:22.725620+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=vector-of-bool.gitflow','gitflow by vector-of-bool','','2020',0,'Integrates the GitFlow branching model into the VS Code status bar. Designed for local branch lifecycle management, it allows developers to execute flow starts and finishes. Live Grounding notes it remains an active community convenience tool, though many teams have migrated to unified trunk-based development or native git extensions.','TypeScript','Editor Extension','Basic',0,'online','manual','3c3e8904a7dc79662479dff7ba7d8e8336b05fbc221cedd85cc248fb0e3423ce',100.0,1779029938,1,'2026-05-17T16:58:58.880421+02:00',NULL,NULL,NULL,'["Development Environment", "IDE Extensions", "Git Integration"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=wayou.vscode-todo-highlight','TODO Highlight','','2023',0,'Scans and highlights markers like TODO, FIXME, or HACK within source code comments. Helps developers maintain high visibility over technical debt during iterative sprint cycles.','TypeScript','Product','Beginner',0,'online','manual','b7027233699531b0769727f852af3b33ae26813800bd34fa47be82e3d291b652',100.0,1779030561,1,'2026-05-17T17:09:21.592535+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=xyz.local-history','Local History','','2026',4,'Maintains an independent local timeline of file changes, acting as a fallback when code modifications have not yet been committed to Git. This local safety net helps prevent accidental data loss during local refactoring.','TypeScript','Extension','Beginner',0,'online','manual','00ad2ed37cf647331fc2b70b6de07b4d2e95a92c7229e0236eafb6cc8cde28ae',100.0,1779032543,1,'2026-05-17T17:42:23.401347+02:00',NULL,NULL,NULL,'["Development Environment", "Version Control", "VS Code Tooling"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/items?itemName=yzhang.markdown-all-in-one','Markdown All in One 🌟','','2023',0,'Markdown All in One automates common formatting tasks in markdown files. It manages auto-updating Tables of Contents, controls formatting short-keys, and handles list-generation systems in technical documentation.','TypeScript','Product','Beginner',0,'online','manual','c93827634c83e5e395daa936c49ab2fa738abc8e41737f1a13e3630b93b51703',100.0,1779032227,1,'2026-05-17T17:37:07.620995+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Extension Development & Integrations"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/AmazonWebServices','AmazonWebServices','','2023',0,'Amazon Web Services'' publisher portal hosting development kits, AWS Toolkit, and Cloud9 connectors. Enables deployment, serverless testing, and IAM integration directly from the IDE interface.','N/A','Product','Beginner',0,'online','manual','c0894b767c9291f7d3d8169f39960fbebb881ca17d835efae49b133bbafe69d0',100.0,1779033576,1,'2026-05-17T17:59:36.158323+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/GoogleCloudTools','Google Cloud','','2023',0,'Google Cloud''s extension ecosystem hosting Cloud Code. Delivers developer-focused tooling for writing, testing, debugging, and deploying cloud-native containerized applications directly on GKE and Cloud Run environments.','N/A','Product','Beginner',0,'online','manual','6e072f93092b3232993e8b5acf73a801e18f4bac2a0c3cd274d44f0d7afc876d',100.0,1779031544,1,'2026-05-17T17:25:44.483839+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/Microsoft','Microsoft 🌟','','2023',0,'Microsoft''s official publisher hub on the VS Code Marketplace. Features foundational tools including Remote SSH, WSL, Python integration, and essential debuggers that form the core of most developer workflows.','N/A','Product','Beginner',0,'online','manual','c647ebda87c29f444a9aa769bb33e8f2203707884bc1059c8ed8a11273512576',100.0,1779033079,1,'2026-05-17T17:51:19.895553+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/Oracle','Oracle','','2023',0,'Oracle''s publisher page featuring integrations for Java development, enterprise runtime setups, database connections, and GraalVM support, facilitating high-fidelity enterprise software engineering.','N/A','Product','Beginner',0,'online','manual','9e969de81ab2a629bb1ae3dcb574d7ce3df7cfd9a77b9f060653f267059d3d48',100.0,1779030584,1,'2026-05-17T17:09:44.034793+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://marketplace.visualstudio.com/publishers/redhat','Red Hat 🌟','','2023',0,'Red Hat''s publisher hub on the VS Code Marketplace. Delivers key language servers and syntax schema validators for industry-standard configurations including XML, YAML, Ansible, and Kubernetes resources.','N/A','Product','Beginner',0,'online','manual','1f910509bac892c50a3985359b73b713b7b772f18aae42ddc7dc4eecfa412e3f',100.0,1779031182,1,'2026-05-17T17:19:42.154385+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://marklodato.github.io/visual-git-guide/index-en.html','marklodato.github.io: A Visual Git Reference 🌟','','2020',5,'A highly praised visual guide explaining Git commands via structural maps and diagrams. Clearly illustrates state transitions between the workspace, index, local repository, and remote servers.','English','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Internals"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["git.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409','Introducing Kiro: AWS Agentic AI-Based IDE','','N/A',0,'A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903057232864189e+09,0,'2026-05-17T17:09:32.328642+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/aws.md", "docs/kubernetes.md"]','["ai.md", "aws.md", "kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://markstevenson.org',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9583bfddc3f8276c2e12d01386e1bb3a76aaa4f9a5bb81bf510f8112bec15e10',100.0,1.77902995032060289e+09,0,'2026-05-17T16:59:10.320603+02:00',NULL,NULL,NULL,'[]','[]','["docs/about.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://markrosscloud.medium.com/introducing-kiro-aws-agentic-ai-based-ide-cded711b1409','Introducing Kiro: AWS Agentic AI-Based IDE','','N/A',0,'A curated technical resource and architectural guide covering Introducing Kiro: AWS Agentic AI-Based IDE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030572,0,'2026-05-17T17:09:32.328642+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/aws.md", "docs/kubernetes.md"]','["ai.md", "aws.md", "kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://markstevenson.org',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9583bfddc3f8276c2e12d01386e1bb3a76aaa4f9a5bb81bf510f8112bec15e10',100.0,1779029950,0,'2026-05-17T16:59:10.320603+02:00',NULL,NULL,NULL,'[]','[]','["docs/about.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/articles/201701-event-driven.html','martinfowler.com: What do you mean by “Event-Driven”? 🌟','','2017',1,'Martin Fowler clarifies the ambiguous term ''Event-Driven''. Outlines four distinct patterns: Event Notification, Event-Carried State Transfer, Event Sourcing, and CQRS, detailing their operational advantages and pain points.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Patterns", "EDA"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/articles/branching-patterns.html','martinfowler.com: Patterns for Managing Source Code Branches','- [Release Branch Pattern:](https://martinfowler.com/articles/branching-patterns.html#release-branch) A branch that only accepts commits accepted to stabilize a version of the product ready for release.','2020',0,'An extensive architectural blueprint for source-control branch patterns. It compares Mainline Development, Release Branches, and Feature Branches, analyzing how branching decisions affect integration frequency, build testing, and release delivery times.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Development Models", "Branching Strategy"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martinfowler.com/articles/data-mesh-principles.html','martinfowler.com: Data Mesh Principles and Logical Architecture','','2020',0,'The seminal architectural document by Zhamak Dehghani outlining Data Mesh principles: decentralized domain ownership, data as a product, self-serve data platforms, and federated computational governance. It details how to break down monolithic data lake infrastructures into domain-driven microservices.','N/A','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Data Mesh", "Foundations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}'); @@ -9684,21 +9684,21 @@ INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/85','martinheinz.de INSERT INTO "resources" VALUES('https://martinheinz.dev/blog/89','martinheinz.dev: Boost Your Python Application Performance using Continuous Profiling','','2022',0,'Examines continuous profiling processes to dynamically detect CPU bottlenecks and memory leaks in production servers. Compares performance impacts and granularity profiles of tools like Pyroscope and Py-Spy. Critical for architectural capacity planning and cost containment.','Python','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Performance Optimization", "Continuous Profiling"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://martkos-it.co.uk/our-work/jmeter-testing-cheat-sheet-ng5zm-97y43-af8tj','martkos-it.co.uk: JMeter Cheat Sheet','','2026',0,'A professional reference covering JVM allocation and distributed execution parameters in JMeter. Curator Insight highlights infrastructure scaling. 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Learn how to'' check and fix!== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/@dotdc: Is your Kubernetes API Server exposed? 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-INSERT INTO "resources" VALUES('https://medium.com/@hinsulak/multi-node-lightweight-kubernetes-setup-using-k3s-454e87fdc933','medium.com/@hinsulak: Multi-node lightweight Kubernetes setup','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@hinsulak: Multi-node lightweight Kubernetes setup in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903445627267098e+09,0,'2026-05-17T18:14:16.272671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-autoscaling-keda-caaa15096e1c','medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven'' Autoscaling (KEDA)','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@hirushanonline: Dynamic Scaling with Kubernetes Event-driven'' Autoscaling (KEDA) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902917409998106e+09,0,'2026-05-17T16:46:14.099981+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); 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How Was DevOps Derived?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@hunkarbozkurt: What is DevOps? 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-INSERT INTO "resources" VALUES('https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-consider-in-2024-892e6e211b85','==medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider'' in 2024==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/@rphilogene: Top 10 Platform Engineering Tools You Should Consider'' in 2024== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377033109498e+09,0,'2026-05-17T18:02:50.331095+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/@rphilogene/turning-kubernetes-into-a-developer-friendly-product-930d7290a448','medium.com/@rphilogene: Turning Kubernetes into a Developer-Friendly Product','','N/A',0,'A curated technical resource and architectural guide covering medium.com/@rphilogene: Turning Kubernetes into a Developer-Friendly Product in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903096590726304e+09,0,'2026-05-17T17:16:05.907263+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments-e97ce1199f2d','medium: 10 Anti-Patterns for Kubernetes Deployments','','N/A',0,'A curated technical resource and architectural guide covering medium: 10 Anti-Patterns for Kubernetes Deployments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903379470708489e+09,0,'2026-05-17T18:03:14.707085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/3-years-of-kubernetes-in-production-heres-what-we-learned-44e77e1749c8','medium: 3 Years of Kubernetes in Production–Here’s What We Learned','','N/A',0,'A curated technical resource and architectural guide covering medium: 3 Years of Kubernetes in Production–Here’s What We Learned in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031045.70645,0,'2026-05-17T17:17:25.706450+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/4-simple-kubernetes-terminal-customizations-to-boost-your-productivity-deda60a19924','medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity','','N/A',0,'A curated technical resource and architectural guide covering medium: 4 Simple Kubernetes Terminal Customizations to Boost Your Productivity in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031012.12706,0,'2026-05-17T17:16:52.127060+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md", "docs/kubernetes-tools.md"]','["kubectl-commands.md", "kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/a-practical-step-by-step-guide-to-understanding-kubernetes-d8be7f82e533','medium: A Practical Step-by-Step Guide to Understanding Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: A Practical Step-by-Step Guide to Understanding Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903032997363901e+09,0,'2026-05-17T17:05:29.973639+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3604e394f','medium: Awesome Kubernetes Command-Line Hacks','','N/A',0,'A curated technical resource and architectural guide covering medium: Awesome Kubernetes Command-Line Hacks in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903409028864598e+09,0,'2026-05-17T18:08:10.288646+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-clusters-with-kubefed-v2-8d2f7d9e198a','medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed'' V2','','N/A',0,'A curated technical resource and architectural guide covering medium: Build a Federation of Multiple Kubernetes Clusters With Kubefed'' V2 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790331008008759e+09,0,'2026-05-17T17:51:40.800876+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-nodes-and-application-pods-bb7f2d716b07','medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Build Kubernetes Autoscaling for Cluster Nodes and Application Pods'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903040704664397e+09,0,'2026-05-17T17:06:47.046644+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/creating-a-custom-annotation-for-the-kubernetes-ingress-nginx-controller-444e9d486192','medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller','','N/A',0,'A curated technical resource and architectural guide covering medium: Create a Custom Annotation for the Kubernetes ingress-nginx Controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903272854015803e+09,0,'2026-05-17T17:45:28.540158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa','DevOps Is Dead, Long Live NoOps','','N/A',0,'A curated technical resource and architectural guide covering DevOps Is Dead, Long Live NoOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902980159657311e+09,0,'2026-05-17T16:56:41.596573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/noops.md"]','["noops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8','medium: DevOps, NoOps, and Now FinOps?','','N/A',0,'A curated technical resource and architectural guide covering medium: DevOps, NoOps, and Now FinOps? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903133979104804e+09,0,'2026-05-17T17:22:19.791048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-7618492a09d8','medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas)','','N/A',0,'A curated technical resource and architectural guide covering medium: How to Become a DevOps Engineer in 2020 (Tj Blogumas) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032699.13376,0,'2026-05-17T17:44:59.133760+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-production-7e47990efc2a','medium: How to Harden Your Kubernetes Cluster for Production 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: How to Harden Your Kubernetes Cluster for Production 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903273177140688e+09,0,'2026-05-17T17:45:31.771407+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/better-programming/kubernetes-pod-redundancy-strategies-a6d9b560749a','medium: Kubernetes Pod Redundancy Strategies','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Pod Redundancy Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903034993625903e+09,0,'2026-05-17T17:05:49.936259+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/managed-kubernetes-services-compared-gke-vs-eks-vs-aks-df1ecb22bba0','medium: Managed Kubernetes Services Compared: GKE vs. EKS vs. AKS','','N/A',0,'A curated technical resource and architectural guide covering medium: Managed Kubernetes Services Compared: GKE vs. EKS vs. AKS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903098265402889e+09,0,'2026-05-17T17:16:22.654029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793','medium.com: **RabbitMQ vs. Kafka**','','N/A',0,'A curated technical resource and architectural guide covering medium.com: **RabbitMQ vs. Kafka** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903380569141507e+09,0,'2026-05-17T18:03:25.691415+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways-in-microservice-architecture-f6e7dfd61043','medium: The Roles of Service Mesh and API Gateways in Microservice Architecture'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: The Roles of Service Mesh and API Gateways in Microservice Architecture'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902932543758797e+09,0,'2026-05-17T16:48:45.437588+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-use-cases-a4eee1c5c5a5','Virtual Clusters for Kubernetes — Benefits and Use Cases','','N/A',0,'A curated technical resource and architectural guide covering Virtual Clusters for Kubernetes — Benefits and Use Cases in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902926777111196e+09,0,'2026-05-17T16:47:47.771112+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22','medium: Why Not Use Kubernetes?','','N/A',0,'A curated technical resource and architectural guide covering medium: Why Not Use Kubernetes? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790339135501461e+09,0,'2026-05-17T18:05:13.550146+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-traefik-v2-f28ffb7eed3e','medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than'' Traefik v2?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/beyn-technology: Is Nginx dead? Is Traefik v3 20% faster than'' Traefik v2? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902948261852407e+09,0,'2026-05-17T16:51:22.618524+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-python-6c0fa4b2e9d5','medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with'' Python','','N/A',0,'A curated technical resource and architectural guide covering medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with'' Python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084224486088e+09,0,'2026-05-17T17:14:02.244861+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-backup-databases-in-kubernetes-3a28aa425100','medium: Leveraging operator pattern and VolumeSnapshots to backup databases'' in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Leveraging operator pattern and VolumeSnapshots to backup databases'' in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903245707145404e+09,0,'2026-05-17T17:40:57.071454+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/blablacar/operating-node-js-in-kubernetes-at-scale-at-blablacar-3afb6d5d4299','medium.com/blablacar: Operating Node.js in Kubernetes at scale at BlaBlaCar','','N/A',0,'A curated technical resource and architectural guide covering medium.com/blablacar: Operating Node.js in Kubernetes at scale at BlaBlaCar in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903078761076092e+09,0,'2026-05-17T17:13:07.610761+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/design-microservices-architecture-with-patterns/monolithic-to-microservices-architecture-with-patterns-best-practices-a768272797b2','==medium: Monolithic to Microservices Architecture with Patterns & Best'' Practices== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium: Monolithic to Microservices Architecture with Patterns & Best'' Practices== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779029678563771e+09,0,'2026-05-17T16:54:38.563771+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/design-microservices-architecture-with-patterns/when-to-use-and-when-not-to-use-microservices-no-silver-bullet-3ae293faf6d','==medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet=='' 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com: When to Use and When NOT to Use Microservices: No Silver Bullet=='' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903108895506596e+09,0,'2026-05-17T17:18:08.955066+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/faq.md"]','["faq.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4fddd1d6','medium: Ultimate Kubernetes Resource Planning Guide','','N/A',0,'A curated technical resource and architectural guide covering medium: Ultimate Kubernetes Resource Planning Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903058304711794e+09,0,'2026-05-17T17:09:43.047118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be','medium.com/dev-jam: TIBCO Business Works vs. Apache Camel — A short Comparison'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dev-jam: TIBCO Business Works vs. Apache Camel — A short Comparison'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903356994366908e+09,0,'2026-05-17T17:59:29.943669+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-20f6788b4c67','medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter','','N/A',0,'A curated technical resource and architectural guide covering medium.com/develeap: Cutting down Kubernetes Costs: Cast.ai vs. Karpenter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903267902288103e+09,0,'2026-05-17T17:44:39.022881+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/developer-purpose/think-before-you-code-engineerings-most-underrated-advice-40b47e08a3fc','medium.com/developer-purpose: Think before you code. Engineering’s most'' underrated advice','','N/A',0,'A curated technical resource and architectural guide covering medium.com/developer-purpose: Think before you code. Engineering’s most'' underrated advice in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903217290701389e+09,0,'2026-05-17T17:36:12.907014+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/devgurus/building-production-grade-eks-clusters-using-terraform-df016d239a54','medium.com/devgurus: Building production grade EKS clusters using Terraform','','N/A',0,'A curated technical resource and architectural guide covering medium.com/devgurus: Building production grade EKS clusters using Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779032832895648e+09,0,'2026-05-17T17:47:12.895648+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95325b2d3c89','medium: DevOps and Databases — The forgotten automation','','N/A',0,'A curated technical resource and architectural guide covering medium: DevOps and Databases — The forgotten automation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903234556460499e+09,0,'2026-05-17T17:39:05.564605+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b','medium: Do I need to learn Kubernetes?','','N/A',0,'A curated technical resource and architectural guide covering medium: Do I need to learn Kubernetes? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903116386575794e+09,0,'2026-05-17T17:19:23.865758+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); 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Or: how'' to automatically provision Pods on a specific node pool','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dkatalis: Creating a Mutating Webhook for Great Good! 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+INSERT INTO "resources" VALUES('https://medium.com/analytics-vidhya/multi-namespace-helm-deploy-in-kubernetes-26d1baf1ca5c','medium: Multi-namespace Helm deploy in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Multi-namespace Helm deploy in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031620,0,'2026-05-17T17:27:00.059175+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/andcloudio/creating-authentication-and-authorization-in-kubernetes-c6c5f0f1d2ad','medium.com/andcloudio: Setting up Authentication and RBAC Authorization'' in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/andcloudio: Setting up Authentication and RBAC Authorization'' in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031499,0,'2026-05-17T17:24:59.313229+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); 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Migrating to Java 11 🌟','','N/A',0,'A curated technical resource and architectural guide covering It’s time! 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+INSERT INTO "resources" VALUES('https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4fddd1d6','medium: Ultimate Kubernetes Resource Planning Guide','','N/A',0,'A curated technical resource and architectural guide covering medium: Ultimate Kubernetes Resource Planning Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030583,0,'2026-05-17T17:09:43.047118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be','medium.com/dev-jam: TIBCO Business Works vs. Apache Camel — A short Comparison'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dev-jam: TIBCO Business Works vs. Apache Camel — A short Comparison'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033569,0,'2026-05-17T17:59:29.943669+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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Or: how'' to automatically provision Pods on a specific node pool','','N/A',0,'A curated technical resource and architectural guide covering medium.com/dkatalis: Creating a Mutating Webhook for Great Good! 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-INSERT INTO "resources" VALUES('https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-76442253a45a','Kubernetes autoscaling with Istio metrics 🌟','','N/A',0,'A curated technical resource and architectural guide covering Kubernetes autoscaling with Istio metrics 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903218469341802e+09,0,'2026-05-17T17:36:24.693418+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d','==medium.com/google-cloud: Kubernetes Ingress Vs Gateway API== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/google-cloud: Kubernetes Ingress Vs Gateway API== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903315789078402e+09,0,'2026-05-17T17:52:37.890784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); 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When should'' I use what? 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Kubernetes NodePort vs LoadBalancer vs Ingress? 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-INSERT INTO "resources" VALUES('https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resource-compliance-8f96fb8c72eb','medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource'' Compliance','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-cloud: Shifting (even further) Left on Kubernetes Resource'' Compliance in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029174.09723,0,'2026-05-17T16:46:14.097230+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/google-cloud/tagged/devops','medium.com/google-cloud/tagged/devops','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-cloud/tagged/devops in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913037101507e+09,0,'2026-05-17T16:45:30.371015+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/GoogleCloudPlatform.md", "docs/devops.md"]','["GoogleCloudPlatform.md", "devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1c89f82bfba8','medium.com/google-cloud: Understanding health checks in GKE & Gateway API','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-cloud: Understanding health checks in GKE & Gateway API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031900.53303,0,'2026-05-17T17:31:40.533030+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/google-developer-experts/getting-started-with-gke-gateway-controller-ee45c3bc8996','medium.com/google-developer-experts: Getting started with GKE Gateway controller','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-developer-experts: Getting started with GKE Gateway controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030018.86644,0,'2026-05-17T17:00:18.866440+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb96','medium: Top 4 AWS Patterns of Highly Available API','','N/A',0,'A curated technical resource and architectural guide covering medium: Top 4 AWS Patterns of Highly Available API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030285.00414,0,'2026-05-17T17:04:45.004140+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane-e0100b55d00c','medium: Kubernetes Deployment using Helm Charts and Krane 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Deployment using Helm Charts and Krane 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902962847859811e+09,0,'2026-05-17T16:53:48.478598+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-kind-694b4207575d','==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker'' (kind)==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/groupon-eng: LoadBalancer Services using Kubernetes in Docker'' (kind)== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903221946177196e+09,0,'2026-05-17T17:36:59.461772+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute-using-redis-7c05bcf6b4db','medium: Scaling Millions of Geospatial Queries per minute using Redis','','N/A',0,'A curated technical resource and architectural guide covering medium: Scaling Millions of Geospatial Queries per minute using Redis in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903304042133808e+09,0,'2026-05-17T17:50:40.421338+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/caching.md"]','["caching.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/gumgum-tech/5-things-we-overlooked-when-putting-our-first-app-on-kubernetes-58583c1783e4','medium: 5 Things We Overlooked When Deploying Our First App on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: 5 Things We Overlooked When Deploying Our First App on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903178204507708e+09,0,'2026-05-17T17:29:42.045077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347','==medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/gumgum-tech: How to reduce your Prometheus cost | Daniel Fernandez== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307183726089e+09,0,'2026-05-17T17:11:58.372609+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfile-argocd-and-gitops-211937e21e29','medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile'' / ArgoCD and GitOps','','N/A',0,'A curated technical resource and architectural guide covering medium.com/gumgum-tech: Streamlining your Kubernetes adoption with Helmfile'' / ArgoCD and GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377278674101e+09,0,'2026-05-17T18:02:52.786741+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-en-plataformas-windows-1fa47a69497f','medium.com: Instalación de Java y Visual Studio Code en plataformas Windows','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Instalación de Java y Visual Studio Code en plataformas Windows in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903060867766809e+09,0,'2026-05-17T17:10:08.677668+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-through-devops-a-complete-guide-6f595463c7dd','medium: Digital Transformation for Modern Enterprises Through DevOps — A'' Complete Guide','','N/A',0,'A curated technical resource and architectural guide covering medium: Digital Transformation for Modern Enterprises Through DevOps — A'' Complete Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903061062457799e+09,0,'2026-05-17T17:10:10.624578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hackernoon/how-to-hire-a-devops-engineer-4e59e7847e9b','medium.com/hackernoon: How to hire a DevOps Engineer','','N/A',0,'A curated technical resource and architectural guide covering medium.com/hackernoon: How to hire a DevOps Engineer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903303706203699e+09,0,'2026-05-17T17:50:37.062037+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb','medium: The Complete DevOps RoadMap 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: The Complete DevOps RoadMap 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790313333290081e+09,0,'2026-05-17T17:22:13.329008+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k8s-operator-2c1d21d7b89a','medium: Mastering Apache Kafka on Kubernetes — Strimzi K8s operator','','N/A',0,'A curated technical resource and architectural guide covering medium: Mastering Apache Kafka on Kubernetes — Strimzi K8s operator in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903068501051306e+09,0,'2026-05-17T17:11:25.010513+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kubernetes-402f313919aa','medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/hamburger-berater-team: Varnish Sharding with Istio in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307109674611e+09,0,'2026-05-17T17:11:50.967461+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-hashicorp-vault-2090dd8667e','medium: Coding for Secrets Reliability with HashiCorp Vault','','N/A',0,'A curated technical resource and architectural guide covering medium: Coding for Secrets Reliability with HashiCorp Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903432630036401e+09,0,'2026-05-17T18:12:06.300364+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-l7-traffic-management-178957dcd934','medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management','','N/A',0,'A curated technical resource and architectural guide covering medium: Consul-Kubernetes Ingress Gateways and L7 Traffic Management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903448684756302e+09,0,'2026-05-17T18:14:46.847563+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffic-with-terraform-and-sentinel-c74a99129dae','medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel','','N/A',0,'A curated technical resource and architectural guide covering medium: Don’t Forget to Restrict Outbound Traffic with Terraform and Sentinel in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779031414423002e+09,0,'2026-05-17T17:23:34.423002+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-platform-service-mesh-372a82264e8e','medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh','','N/A',0,'A curated technical resource and architectural guide covering medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902922545416593e+09,0,'2026-05-17T16:47:05.454166+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa','medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with'' Consul Connect','','N/A',0,'A curated technical resource and architectural guide covering medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with'' Consul Connect in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903022835099601e+09,0,'2026-05-17T17:03:48.350996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1c89f82bfba8','medium.com/google-cloud: Understanding health checks in GKE & Gateway API','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-cloud: Understanding health checks in GKE & Gateway API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031900,0,'2026-05-17T17:31:40.533030+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/google-developer-experts/getting-started-with-gke-gateway-controller-ee45c3bc8996','medium.com/google-developer-experts: Getting started with GKE Gateway controller','','N/A',0,'A curated technical resource and architectural guide covering medium.com/google-developer-experts: Getting started with GKE Gateway controller in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030018,0,'2026-05-17T17:00:18.866440+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-platform-service-mesh-372a82264e8e','medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh','','N/A',0,'A curated technical resource and architectural guide covering medium: HashiCorp Consul: Multi-Cloud and Multi-Platform Service Mesh in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029225,0,'2026-05-17T16:47:05.454166+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/hashicorp-engineering/kittens-as-a-service-layer-7-traffic-management-security-with-consul-connect-f5965fac5aa','medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with'' Consul Connect','','N/A',0,'A curated technical resource and architectural guide covering medium: Kittens-as-a-Service: Layer 7 Traffic Management & Security with'' Consul Connect in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030228,0,'2026-05-17T17:03:48.350996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03a3e71a3','medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/hepsiburadatech: Hepsiburada Search Engine on Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033759,0,'2026-05-17T18:02:39.136305+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f','medium: Introduction to Message Queues 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Introduction to Message Queues 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032293,0,'2026-05-17T17:38:13.125826+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kubernetes-5d261508658d','medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/how-tos: How To Provisioning Dashboards In Grafana via Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033655,0,'2026-05-17T18:00:55.429120+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/installing-monitoring-module-on-ibm-cloud-pak-for-multicloud-management-v1-3-0-58e5d3e5e047','medium: Installing Monitoring Module on IBM Cloud Pak for MultiCloud Management','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033084,0,'2026-05-17T17:51:24.313541+02:00',NULL,NULL,NULL,'[]','[]','["docs/ibm_cloud.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm','medium: tagged/cp4mcm','','N/A',0,'A curated technical resource and architectural guide covering medium: tagged/cp4mcm in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033046,0,'2026-05-17T17:50:46.470196+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-modernization-71758b400287','medium: It’s time to stop making “Microservices” the goal of modernization','','N/A',0,'A curated technical resource and architectural guide covering medium: It’s time to stop making “Microservices” the goal of modernization in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029138,0,'2026-05-17T16:45:38.124794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/faq.md"]','["faq.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/illuminations-mirror/basic-networking-and-communication-between-pods-in-kubernetes-2e1627b03a87','medium.com/illuminations-mirror: Basic | Networking and Communication Between'' Pods in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/illuminations-mirror: Basic | Networking and Communication Between'' Pods in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029113,0,'2026-05-17T16:45:13.097476+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-receiver-2c8d0e585ff1','medium.com: Prometheus HA with Thanos Sidecar Or Receiver?','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Prometheus HA with Thanos Sidecar Or Receiver? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034322,0,'2026-05-17T18:12:02.601064+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/inside-personio/graceful-shutdown-of-fpm-and-nginx-in-kubernetes-f362369dff22','medium: Graceful shutdown of fpm and nginx in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: Graceful shutdown of fpm and nginx in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032968,0,'2026-05-17T17:49:28.824116+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e','==medium.com/interviewnoodle: Shift from Monolith to CQRS== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/interviewnoodle: Shift from Monolith to CQRS== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030934,0,'2026-05-17T17:15:34.261140+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-cluster-9ad4a69aafb0','medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster','','N/A',0,'A curated technical resource and architectural guide covering medium.com/is-it-observable: How to collect metrics in a Kubernetes cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029949,0,'2026-05-17T16:59:09.847330+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kube-prometheus-stack-part-1-eff8bf7ba9a9','medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack'' (Part 1)','','N/A',0,'A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: How to create a Monitoring Stack using Kube-Prometheus-stack'' (Part 1) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031559,0,'2026-05-17T17:25:59.175573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab7428b7f87','medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/israeli-tech-radar: Karpenter, and the future of Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032134,0,'2026-05-17T17:35:34.577397+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-and-kubelet-make-it-happen-21a44338c247','Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It'' Happen','','N/A',0,'A curated technical resource and architectural guide covering Atomic ConfigMap Updates in Kubernetes: How Symlinks and Kubelet Make It'' Happen in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034235,0,'2026-05-17T18:10:35.002974+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}'); 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Are You Ready? 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com/qe-unit: Microservices — Do You Need Them? 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-INSERT INTO "resources" VALUES('https://medium.com/swlh/how-to-deploy-an-asp-net-application-with-kubernetes-3c00c5fa1c6e','medium: How to Deploy a Web Application with Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium: How to Deploy a Web Application with Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903287267628908e+09,0,'2026-05-17T17:47:52.676289+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c','medium: How to Start Working With Docker Containers','','N/A',0,'A curated technical resource and architectural guide covering medium: How to Start Working With Docker Containers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903272854408407e+09,0,'2026-05-17T17:45:28.544084+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47ea4d9','I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟','','N/A',0,'A curated technical resource and architectural guide covering I’m So Sorry OpenShift, I’ve Taken You for Granted 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903426915760111e+09,0,'2026-05-17T18:11:09.157601+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4','medium: Introduction to Istio Traffic Management. 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What You Really Need?','','N/A',0,'A curated technical resource and architectural guide covering medium: MVP vs MDP = Viability vs Delight. 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-INSERT INTO "resources" VALUES('https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners-architecture-components-1f7cda8ea536','medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Fundamentals For Absolute Beginners: Architecture & Components in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903209757383203e+09,0,'2026-05-17T17:34:57.573832+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/the-programmer/working-with-clusterip-service-type-in-kubernetes-45f2c01a89c8','medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering medium.com/the-programmer: Working With ClusterIP Service Type In Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902936669510292e+09,0,'2026-05-17T16:49:26.695103+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-b7b762274680','medium.com: Pipeline Performance Testing with Jenkins and Gatling','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Pipeline Performance Testing with Jenkins and Gatling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903043638312292e+09,0,'2026-05-17T17:07:16.383123+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer-lock-in-80ed7907695e','medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes v1.22 ends Cloud Provider LoadBalancer lock-in in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903073003071308e+09,0,'2026-05-17T17:12:10.030713+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-releases.md"]','["kubernetes-releases.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d','medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform','','N/A',0,'A curated technical resource and architectural guide covering medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032149.96474,0,'2026-05-17T17:35:49.964740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020-updated-1c0b69f0dcf4','medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903335991073203e+09,0,'2026-05-17T17:55:59.910732+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); 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-INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfee1ae22f','medium: 4 Microservices Caching Patterns at Wix','','N/A',0,'A curated technical resource and architectural guide covering medium: 4 Microservices Caching Patterns at Wix in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903332884404397e+09,0,'2026-05-17T17:55:28.844044+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632','medium.com: How to choose the right database for your service 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com: How to choose the right database for your service 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903357252867698e+09,0,'2026-05-17T17:59:32.528677+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); 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DWS got you covered !','','N/A',0,'A curated technical resource and architectural guide covering Looking for GPU Capacity ? DWS got you covered ! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903047894674396e+09,0,'2026-05-17T17:07:58.946744+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphql-but-were-afraid-to-ask-ad66980116cb','medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL'' (But Were Afraid to Ask)','','N/A',0,'A curated technical resource and architectural guide covering medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL'' (But Were Afraid to Ask) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779034273073035e+09,0,'2026-05-17T18:11:13.073035+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-aeb968d72220','A good explanation of how to avoid distributed transactions using outbox'' pattern: Transaction Log Tailing With Debezium','','N/A',0,'A curated technical resource and architectural guide covering A good explanation of how to avoid distributed transactions using outbox'' pattern: Transaction Log Tailing With Debezium in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032170,0,'2026-05-17T17:36:10.840780+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"pattern": "Transaction Log Tailing With Debezium''"}'); +INSERT INTO "resources" VALUES('https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-kafka-f2f23595627b','medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache'' Kafka','','N/A',0,'A curated technical resource and architectural guide covering medium.com/udemy-engineering: Introducing Hot and Cold Retries on Apache'' Kafka in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033611,0,'2026-05-17T18:00:11.955189+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); 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+INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubernetes-using-kubeadm-3d83ed8c458b','medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm**','','N/A',0,'A curated technical resource and architectural guide covering medium.com: **Demystifying High Availability in Kubernetes Using Kubeadm** in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030018,0,'2026-05-17T17:00:18.850962+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7','medium.com: Getting Started With Kubernetes Operators (Ansible Based) —'' Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779032751,0,'2026-05-17T17:45:51.398934+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{"duplicate_of": "https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1"}'); +INSERT INTO "resources" VALUES('https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6','medium: Terraform in Real Life: Lessons Learned 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Terraform in Real Life: Lessons Learned 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033222,0,'2026-05-17T17:53:42.510420+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-namespace-7d55c20d2730','medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/vmacwrites: Kubernetes Audit Logs: Who created or deleted a namespace? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032681,0,'2026-05-17T17:44:41.654320+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9664b3c9ea5d','medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform','','N/A',0,'A curated technical resource and architectural guide covering medium: Multizone Kubernetes and VPC Load Balancer Setup with terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032149,0,'2026-05-17T17:35:49.964740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020-updated-1c0b69f0dcf4','medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Storage Performance Comparison v2 (2020 Updated) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033359,0,'2026-05-17T17:55:59.910732+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/walmartglobaltech/how-do-you-decide-whether-an-individual-contributor-ic-or-engineering-manager-role-is-right-for-f46251f1a4cd','medium.com/walmartglobaltech: How Do You Decide Whether an Individual Contributor'' (IC) or Engineering Manager Role is Right for You?','','N/A',0,'A curated technical resource and architectural guide covering medium.com/walmartglobaltech: How Do You Decide Whether an Individual Contributor'' (IC) or Engineering Manager Role is Right for You? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030868,0,'2026-05-17T17:14:28.095584+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persistant-storage-3c9660187e8f','medium: Solution architect’s guide to Kubernetes persistent storage','','N/A',0,'A curated technical resource and architectural guide covering medium: Solution architect’s guide to Kubernetes persistent storage in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030390,0,'2026-05-17T17:06:30.644818+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf607','==medium.com/whispering-data: The State of Data Engineering 2022==','','N/A',0,'A curated technical resource and architectural guide covering ==medium.com/whispering-data: The State of Data Engineering 2022== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030720,0,'2026-05-17T17:12:00.570441+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c','medium: Deploy your App Using CI/CD Pipeline','','N/A',0,'A curated technical resource and architectural guide covering medium: Deploy your App Using CI/CD Pipeline in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031865,0,'2026-05-17T17:31:05.330230+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfee1ae22f','medium: 4 Microservices Caching Patterns at Wix','','N/A',0,'A curated technical resource and architectural guide covering medium: 4 Microservices Caching Patterns at Wix in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033328,0,'2026-05-17T17:55:28.844044+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-service-97b1670c5632','medium.com: How to choose the right database for your service 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium.com: How to choose the right database for your service 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033572,0,'2026-05-17T17:59:32.528677+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-in-docker-and-kubernetes-d6e030d21298','medium: How to reduce your JVM app memory footprint in Docker and Kubernetes'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: How to reduce your JVM app memory footprint in Docker and Kubernetes'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032333,0,'2026-05-17T17:38:53.363421+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java-and-java-performance-optimization.md"]','["java-and-java-performance-optimization.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-at-wix-986ee382fd1e','medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices'' at Wix','','N/A',0,'A curated technical resource and architectural guide covering medium.com/wix-engineering: Troubleshooting Kafka for 2000 Microservices'' at Wix in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032159,0,'2026-05-17T17:35:59.105854+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/workday-engineering/implementing-a-fully-automated-sharding-strategy-on-kubernetes-for-multi-tenanted-machine-learning-4371c48122ae','medium.com/workday-engineering: Implementing a Fully Automated Sharding'' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications','','N/A',0,'A curated technical resource and architectural guide covering medium.com/workday-engineering: Implementing a Fully Automated Sharding'' Strategy on Kubernetes for Multi-tenanted Machine Learning Applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033240,0,'2026-05-17T17:54:00.231275+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55','medium: Kubernetes Dummy Operator in Java','','N/A',0,'A curated technical resource and architectural guide covering medium: Kubernetes Dummy Operator in Java in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030192,0,'2026-05-17T17:03:12.522589+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf','medium.com: Helm Your Kubernetes Application','','N/A',0,'A curated technical resource and architectural guide covering medium.com: Helm Your Kubernetes Application in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034217,0,'2026-05-17T18:10:17.233441+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c63ba6','Looking for GPU Capacity ? DWS got you covered !','','N/A',0,'A curated technical resource and architectural guide covering Looking for GPU Capacity ? DWS got you covered ! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030478,0,'2026-05-17T17:07:58.946744+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphql-but-were-afraid-to-ask-ad66980116cb','medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL'' (But Were Afraid to Ask)','','N/A',0,'A curated technical resource and architectural guide covering medium.datadriveninvestor.com: Everything You Wanted to Know About GraphQL'' (But Were Afraid to Ask) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034273,0,'2026-05-17T18:11:13.073035+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://medium.facilelogin.com/microservices-security-in-action-933072043ad7','Microservices Security in Action','','2020',0,'This reference details microservice protection mechanisms, focusing on token-based authorizations, secure gateway setups, and mutual TLS configurations. 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Live Grounding confirms its usefulness in rapid prototyping of API clients by eliminating repetitive net/http boilerplate generation.','English','Website','Beginner',0,'online','manual','0db8a73fd88e8aea9aef3638fc680d1653a96cc2849486ddab5a5f247516cc33',100.0,1779031045,1,'2026-05-17T17:17:25.742295+02:00',NULL,NULL,NULL,'["Programming Languages", "Go", "Code Generators"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://michaelkotelnikov.medium.com/maintaining-network-traffic-compliance-in-multi-cluster-openshift-environments-with-openshift-54fe369aa346','michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi'' Cluster OpenShift Environments with OpenShift Platform Plus','','N/A',0,'A curated technical resource and architectural guide covering michaelkotelnikov.medium.com: Managing Network Security Lifecycles in Multi'' Cluster OpenShift Environments with OpenShift Platform Plus in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034564,0,'2026-05-17T18:16:04.316836+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://microcks.io','microcks.io','','2026',4,'Microcks is a cloud-native platform for mocking and virtualization of APIs (REST, gRPC, GraphQL, AsyncAPI). 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They are bringing great benefits like space and time decoupling, better resiliency and elasticity. @@ -10971,147 +10971,147 @@ INSERT INTO "resources" VALUES('https://microcks.io/blog/simulating-cloudevents- - We’ll explore those particular two challenges and see how to simulate events using CloudEvents, AsyncAPI and Microcks. - AsyncAPI is an industry standard for defining asynchronous APIs. Our long-term goal is to make working with EDAs as easy as it is to work with REST APIs. - Microcks is an Open source Kubernetes-native tool for mocking/simulating and testing APIs. One purpose of Microcks is to turn your API contract (OpenAPI, AsyncAPI, Postman Collection) into live mocks in seconds. It means that once it has imported your AsyncAPI contract, Microcks start producing mock events on a message broker at a defined frequency. Using Microcks you can then simulate CloudEvents in seconds, without writing a single line of code. 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Enabled by Flyte','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','57931d910a16a385048afc799c69c3b8c33311d08f4a4f39082d972737f283fa',100.0,1779034273,0,'2026-05-17T18:11:13.680241+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://mlops.community/blog/flyte-mlops-simplified"}'); +INSERT INTO "resources" VALUES('https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering','mlops.community: MLOps with Flyte: The Convergence of Workflows Between'' Machine Learning and Engineering','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','811ee13f0931e24e9e76d953cc929bb87da894380eff8391fe4d761eae46bb32',100.0,1779030865,0,'2026-05-17T17:14:25.384907+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://mlops.community/blog/mlops-with-flyte-the-convergence-of-workflows-between-machine-learning-and-engineering"}'); INSERT INTO "resources" VALUES('https://mockoon.com','mockoon 🌟','','2026',5,'Home of Mockoon, the premier open-source desktop and CLI application for spinning up mock servers instantly. 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Streamlines administration, schema analysis, and query optimization workflows.','N/A','List','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "MongoDB Ecosystem", "Database Tooling"]','["[COMMUNITY-TOOL]"]','[]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mongodirector.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902962308723807e+09,0,'2026-05-17T16:53:43.087238+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mongolab.com','MongoLab: Fully managed MongoDB-as-a-Service','','N/A',0,'A curated technical resource and architectural guide covering MongoLab: Fully managed MongoDB-as-a-Service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029872.53467,0,'2026-05-17T16:57:52.534670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://monitoring2.substack.com/p/big-prometheus','monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟','','N/A',0,'A curated technical resource and architectural guide covering monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095767903804e+09,0,'2026-05-17T17:15:57.679038+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mongodirector.com',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering mongodirector.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029623,0,'2026-05-17T16:53:43.087238+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mongolab.com','MongoLab: Fully managed MongoDB-as-a-Service','','N/A',0,'A curated technical resource and architectural guide covering MongoLab: Fully managed MongoDB-as-a-Service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029872,0,'2026-05-17T16:57:52.534670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://monitoring2.substack.com/p/big-prometheus','monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟','','N/A',0,'A curated technical resource and architectural guide covering monitoring2.substack.com: Big Prometheus. Thanos, Cortex, M3DB and VictoriaMetrics'' at scale 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030957,0,'2026-05-17T17:15:57.679038+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://monodot.co.uk/openshift-cheatsheet','monodot.co.uk: openshift cheat sheet 4','','2026',0,'A personalized technical blog focusing on internal DNS and routing components of OpenShift. Curator Insight details its diagnostic usefulness during networking failures. Live Grounding records its legacy status during transition phases between platform generations.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[LEGACY]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}'); INSERT INTO "resources" VALUES('https://monzo.com/blog/controlling-outbound-traffic-from-kubernetes','monzo.com: Controlling outbound traffic from Kubernetes','','2019',5,'Details the technical execution of isolating and managing external network endpoints from within a production Kubernetes banking cluster. Features strategies on proxy security, dynamic firewall rule sets, and compliance monitoring.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Egress Traffic"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["istio.md", "kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://morey.tech/technical%20blog/Bitwarden-And-External-Secrets','morey.tech: Bitwarden and External Secrets','','2023',0,'An implementation guide on bridging Bitwarden Secrets Manager with Kubernetes clusters via the CNCF External Secrets Operator. Details API credential configuration, configuring the `ClusterSecretStore` resource, and establishing continuous credential synchronization.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "External Secrets Operator"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://morioh.com','morioh.com: How to create Google Map in Python using Gmaps','','2022',0,'Curator Insight: Explores rendering geospatial layers inside interactive data analytical loops. Live Grounding: Utilizes the Google Maps API wrappers to integrate high-fidelity interactive mapping layouts within Jupyter execution states.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Data Visualization", "GIS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://morioh.com/p/a9bdee14b0d2','morioh.com: How to create Google Map in Python using Gmaps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9a5b6dd528aa182c7fc1f01bfafb65130e5281e444bdcad0188c1c037d15da4',100.0,1.77903189912020397e+09,0,'2026-05-17T17:31:39.120204+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://morioh.com"}'); -INSERT INTO "resources" VALUES('https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation','motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation','','N/A',0,'A curated technical resource and architectural guide covering motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903452824405097e+09,0,'2026-05-17T18:15:28.244051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3c0b4433af','mouliveera.medium.com: How to update configmap on POD without restart','','N/A',0,'A curated technical resource and architectural guide covering mouliveera.medium.com: How to update configmap on POD without restart in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902993178149104e+09,0,'2026-05-17T16:58:51.781491+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://morioh.com/p/a9bdee14b0d2','morioh.com: How to create Google Map in Python using Gmaps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9a5b6dd528aa182c7fc1f01bfafb65130e5281e444bdcad0188c1c037d15da4',100.0,1779031899,0,'2026-05-17T17:31:39.120204+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://morioh.com"}'); +INSERT INTO "resources" VALUES('https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-secure-workload-identity-federation','motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation','','N/A',0,'A curated technical resource and architectural guide covering motilayo.hashnode.dev: Exploring Kubernetes Service Account Tokens and Secure'' Workload Identity Federation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034528,0,'2026-05-17T18:15:28.244051+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3c0b4433af','mouliveera.medium.com: How to update configmap on POD without restart','','N/A',0,'A curated technical resource and architectural guide covering mouliveera.medium.com: How to update configmap on POD without restart in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029931,0,'2026-05-17T16:58:51.781491+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://move2kube.konveyor.io','Move2Kube','','2023',0,'Focuses on Move2Kube, a command-line utility within the Konveyor toolset designed to automate migration pathways. It analyzes configuration files from source environments (such as Docker Compose or Cloud Foundry) and auto-generates platform-ready Kubernetes manifests, Helm charts, and custom Tekton pipelines.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Migration", "Containerization Tools", "Move2Kube"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ckt6yxjqy0duy95s14groe7h4','movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno','','N/A',0,'A curated technical resource and architectural guide covering movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903044016338205e+09,0,'2026-05-17T17:07:20.163382+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ckt6yxjqy0duy95s14groe7h4','movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno','','N/A',0,'A curated technical resource and architectural guide covering movi.hashnode.dev: Simplify Kubernetes Cluster Management with Kyverno in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030440,0,'2026-05-17T17:07:20.163382+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mqtt.org','mqtt.org','','2026',4,'The home of MQTT, the industry-standard lightweight publish-subscribe transport protocol designed specifically for extreme remote locations and low-bandwidth channels. It constitutes the primary communication format for edge nodes and mobile endpoints bridging into central event-streaming backbones.','N/A','Protocol Specification','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "IoT & Edge Messaging", "Protocols", "MQTT"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mrcloudbook.com','mrcloudbook.com: Mr Cloud Book','','2026',0,'Curator Insight: A technical guide and tutorial site focusing on cloud service providers and CI/CD tools. 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Coordinates Terraform for EKS infrastructure creation, Jenkins for CI builds, security scanning, and Argo CD for final GitOps delivery.','Groovy','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "End-to-End Pipelines", "Multi-Version Deployments"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://mrcloudbook.com/gitops-deploying-tetris-on-eks-using-argocd','mrcloudbook.com: GitOps: Deploying Tetris on EKS Using ArgoCD','','2023',0,'A simplified tutorial mapping out the migration from manual deployments to automated GitOps workflows on AWS EKS using Argo CD. 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Here’s the story. - [linux.com: Getting Started With Kubernetes Is Easy With Minikube](https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube) - [==faun.pub: Accessing a remote minikube from a local computer==](https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd) Minikube is a lightweight Kubernetes implementation that creates a VM on your local machine. how to connect to a remote computer with minikube installed. - [==adamtheautomator.com: Jumpstart Kubernetes Locally with this MiniKube Tutorial==](https://adamtheautomator.com/minikube-tutorial) You''ll usually find Kubernetes where it makes sense — i.e. in cloud environments. But how do you speed up development for Kubernetes? Could you test deployments locally? - [devopscube.com: Kubernetes Minikube Tutorial for Beginners](https://devopscube.com/kubernetes-minikube-tutorial)','2021',0,'A practical collection of guides covering Minikube configuration strategies. 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This reference provides deep architectural insight into bash process substitution, globbing, and pipeline evaluation. Live Grounding verifies this wiki as the definitive industry guide for engineering resilient, non-deterministic system scripts.','Bash','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Best Practices"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md", "linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627','nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management','','N/A',0,'A curated technical resource and architectural guide covering nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903248355134201e+09,0,'2026-05-17T17:41:23.551342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernetes-yaml-management-aed32cef2627','nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management','','N/A',0,'A curated technical resource and architectural guide covering nakamasato.medium.com: Comparison between Helm and Kustomize for Kubernetes'' yaml management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032483,0,'2026-05-17T17:41:23.551342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://namelix.com','namelix.com','','2026',0,'An AI-powered naming utility that uses machine learning to suggest brand and project names, assisting developers in rapidly finding high-quality names for new microservices or open-source projects.','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Business Utilities", "Naming Generator"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://napo.io/posts/kubernetes-the-real-hard-way-on-aws','napo.io: Kubernetes The (real) Hard Way on AWS','','N/A',0,'A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903169647284793e+09,0,'2026-05-17T17:28:16.472848+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke','napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)','','N/A',0,'A curated technical resource and architectural guide covering napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903360941326403e+09,0,'2026-05-17T18:00:09.413264+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d','natarajsundar.medium.com: Istio service mesh, a start to finish tutorial'' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture','','N/A',0,'A curated technical resource and architectural guide covering natarajsundar.medium.com: Istio service mesh, a start to finish tutorial'' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903390628323197e+09,0,'2026-05-17T18:05:06.283232+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://napo.io/posts/kubernetes-the-real-hard-way-on-aws','napo.io: Kubernetes The (real) Hard Way on AWS','','N/A',0,'A curated technical resource and architectural guide covering napo.io: Kubernetes The (real) Hard Way on AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031696,0,'2026-05-17T17:28:16.472848+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke','napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE)','','N/A',0,'A curated technical resource and architectural guide covering napo.io: Terraform Kubernetes Multi-Cloud (ACK, AKS, DOK, EKS, GKE, OKE) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033609,0,'2026-05-17T18:00:09.413264+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://natarajsundar.medium.com/istio-service-mesh-a-start-to-finish-tutorial-with-side-car-architecture-and-an-analysis-d70a255ea41d','natarajsundar.medium.com: Istio service mesh, a start to finish tutorial'' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture','','N/A',0,'A curated technical resource and architectural guide covering natarajsundar.medium.com: Istio service mesh, a start to finish tutorial'' with Side Car architecture and an analysis + comparison of the Ambient mesh architecture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033906,0,'2026-05-17T18:05:06.283232+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nathanpeck.com/why-should-use-container-orchestration','nathanpeck.com: Why should I use an orchestrator like Kubernetes, Amazon ECS, or Hashicorp Nomad?','','2022',5,'Compares core orchestrators—Kubernetes, Amazon ECS, and HashiCorp Nomad—to clarify fit based on team expertise and operational scale. Outlines how orchestration solves key deployment needs such as bin-packing, cluster autoscaling, high-availability routing, and health checks.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Container Orchestration", "Orchestrator Comparison"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nativecloud.dev','==nativecloud.dev== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903136027113389e+09,0,'2026-05-17T17:22:40.271134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md", "docs/newsfeeds.md"]','["kubernetes.md", "newsfeeds.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud','nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud','','N/A',0,'A curated technical resource and architectural guide covering nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790291896092751e+09,0,'2026-05-17T16:46:29.609275+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nativecloud.dev','==nativecloud.dev== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==nativecloud.dev== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031360,0,'2026-05-17T17:22:40.271134+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md", "docs/newsfeeds.md"]','["kubernetes.md", "newsfeeds.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud','nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud','','N/A',0,'A curated technical resource and architectural guide covering nativecloud.dev: Scale out your Raspberry-Pi Kubernetes cluster to the cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029189,0,'2026-05-17T16:46:29.609275+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://navendu.me/posts/gateway-vs-ingress-api','navendu.me: Comparing Kubernetes Gateway and Ingress APIs','','2022',0,'Technical comparison detailing the structural design changes between Ingress and Gateway APIs. Illustrates how Gateway API handles service-mesh integrations and layer-7 routing logic.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://navveenbalani.dev/index.php/articles/code-to-custom-cloud-architecture-diagrams','navveenbalani.dev: Code To Custom Cloud Architecture Diagrams','','2022',3,'Technical tutorial detailing how to build custom, programmatically generated cloud architecture diagrams using open-source, code-driven graphic drawing libraries and custom Python configurations.','Python','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Diagrams-as-Code", "Guide"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nbailey.ca/post/k8s-networking','nbailey.ca: Domesticated Kubernetes Networking','','2021',3,'An informative study outlining step-by-step methods for domesticating Kubernetes networking within non-cloud or home lab setups. Details bare-metal bridge interfaces, tunnel configurations, and manual CNI implementations without high-overhead public cloud API assistance.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Fundamentals", "On-Premises"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://ndpsoftware.com/git-cheatsheet.html','ndpsoftware.com: Interactive git cheat sheet 🌟','','2025',5,'Curator Insight: Highly visual, interactive visualization tool mapping Git commands directly to their execution target areas (Workspace, Index, Local Repo, Stash, Remote). Live Grounding: Remains one of the most effective interactive tools for training engineers to conceptualize Git states and prevent index corruption.','JavaScript','Interactive Web App','Beginner-Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[DE FACTO STANDARD]"]','[]','["cheatsheets.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea','neal-davis.medium.com: ECS vs EC2 vs Lambda','','N/A',0,'A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903041309808897e+09,0,'2026-05-17T17:06:53.098089+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/managed-kubernetes-in-public-cloud.md"]','["aws-containers.md", "managed-kubernetes-in-public-cloud.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea','neal-davis.medium.com: ECS vs EC2 vs Lambda','','N/A',0,'A curated technical resource and architectural guide covering neal-davis.medium.com: ECS vs EC2 vs Lambda in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030413,0,'2026-05-17T17:06:53.098089+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/managed-kubernetes-in-public-cloud.md"]','["aws-containers.md", "managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedbatchelder.com/blog/201608/lists_vs_tuples.html','Lists vs. Tuples','','2016',0,'Explains semantic and mechanical distinctions between list and tuple objects. Covers mutation implications, execution performance, memory allocation overhead, and the architectural advantages of using immutable collections in concurrent environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Core", "Data Structures"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com','nedinthecloud.com','','2026',0,'Ned in the Cloud is a premier educational hub specialized in cloud engineering and enterprise infrastructure patterns. Curator Insight highlights its value as a deep-dive repository for platform architecture, while Live Grounding validates its active 2026 role in guiding teams through high-performance multi-cloud setups and modern state management paradigms.','English','Educational Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Educational Resources"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2022/01/18/replacing-the-template_cloudinit_config-data-source','nedinthecloud.com: Replacing The Template Cloudinit Config Data Source','','2022',4,'Addresses the deprecation of the legacy "template_cloudinit_config" resource and maps the clean migration path to the built-in "cloudinit_config" data source. Explains how this restructuring improves parsing performance and removes external module overhead. Live grounding confirms that keeping cloud-init resources modern is essential to prevent deployment blockages in current provider runtimes.','HCL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "State & Variables"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2024/01/22/comparing-opentofu-and-terraform','nedinthecloud.com: Comparing Open TOFU And Terraform','','2024',0,'A balanced, technical side-by-side assessment evaluating the feature-level convergence and divergence of OpenTofu and HashiCorp Terraform. Breaks down functional differences including custom registry configurations, enhanced state encryption architectures, and tooling divergence.','None','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Discussions & Critiques", "Evolution of IaC"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2024/04/15/using-azure-container-instances-for-an-azure-devops-self-hosted-agent','nedinthecloud.com: Using azure container instances for an azure dev ops self hosted agent','','2024',0,'Walks through establishing ephemeral, self-hosted Azure DevOps agent runners running within Azure Container Instances (ACI). Simplifies pipeline scaling and minimizes runner maintainability overhead.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "CI-CD Runners", "Ephemeral Containers"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nedinthecloud.com/2025/07/01/ephemeral-values-in-terraform','Ephemeral Values in Terraform','','2025',0,'Explains the design and execution mechanics of Ephemeral Values introduced in modern Terraform releases. Discusses preventing credential leakages by keeping sensitive short-lived resources completely out of persistent state logs.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Terraform", "Secrets"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "iac.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://neilpatel.com/blog/best-project-management-software','Best Project Management Software of 2020','','N/A',0,'A curated technical resource and architectural guide covering Best Project Management Software of 2020 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903082449103188e+09,0,'2026-05-17T17:13:44.491032+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-11/exploring-kyverno-intro','neonmirrors.net: Exploring Kyverno: Introduction 🌟','','2020',0,'A foundational introductory article dissecting the architecture and operational benefits of adopting Kyverno. Contrasts it with custom-coded validating webhooks and details its direct design philosophy of aligning container policy administration with idiomatic Kubernetes constructs.','YAML','Article','Intermediate',0,'online','manual','30f5ca3479733376f4b52562355325fd3c41d2e7f0b84853a2ab75f629ee9781',100.0,1.77903164246595191e+09,1,'2026-05-17T17:27:22.465952+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-12/exploring-kyverno-part3','neonmirrors.net: Exploring Kyverno: Part 3, Generation','','2020',0,'Deep-dive technical exploration into Kyverno''s generation rules, demonstrating how the policy engine can automatically provision ancillary resources, like NetworkPolicies or ConfigMaps, whenever a new namespace is initialized. Optimizes cluster bootstrapping without custom operators.','YAML','Article','Advanced',0,'online','manual','84aee77e824e58bd885ff7ca67511320a4ee0064694177137da7c799e6560d48',100.0,1.77903161872999095e+09,1,'2026-05-17T17:26:58.729991+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper-vs-kyverno','neonmirrors.net: Kubernetes Policy Comparison: OPA/Gatekeeper vs Kyverno'' 🌟','','2021',0,'A seminal technical comparison contrasting the architecture and design patterns of OPA Gatekeeper (relying on the domain-specific Rego language) against Kyverno (which uses native Kubernetes YAML). Helps engineers evaluate resource consumption, developer velocity, and cognitive overhead for both systems.','YAML','Article','Advanced',0,'online','manual','a56ca55ddc036978e82f4d731f2e0a1b3041b9f32a414c626b1899d2787817b4',100.0,1.77903422658366799e+09,1,'2026-05-17T18:10:26.583668+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://neilpatel.com/blog/best-project-management-software','Best Project Management Software of 2020','','N/A',0,'A curated technical resource and architectural guide covering Best Project Management Software of 2020 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030824,0,'2026-05-17T17:13:44.491032+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-11/exploring-kyverno-intro','neonmirrors.net: Exploring Kyverno: Introduction 🌟','','2020',0,'A foundational introductory article dissecting the architecture and operational benefits of adopting Kyverno. Contrasts it with custom-coded validating webhooks and details its direct design philosophy of aligning container policy administration with idiomatic Kubernetes constructs.','YAML','Article','Intermediate',0,'online','manual','30f5ca3479733376f4b52562355325fd3c41d2e7f0b84853a2ab75f629ee9781',100.0,1779031642,1,'2026-05-17T17:27:22.465952+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2020-12/exploring-kyverno-part3','neonmirrors.net: Exploring Kyverno: Part 3, Generation','','2020',0,'Deep-dive technical exploration into Kyverno''s generation rules, demonstrating how the policy engine can automatically provision ancillary resources, like NetworkPolicies or ConfigMaps, whenever a new namespace is initialized. 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Helps engineers evaluate resource consumption, developer velocity, and cognitive overhead for both systems.','YAML','Article','Advanced',0,'online','manual','a56ca55ddc036978e82f4d731f2e0a1b3041b9f32a414c626b1899d2787817b4',100.0,1779034226,1,'2026-05-17T18:10:26.583668+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://neonmirrors.net/post/2022-12/reducing-pod-volume-update-times','neonmirrors.net: Reducing Pod Volume Update Times','','2022',0,'Investigates Kubelet synchronization loops that latency-impact ConfigMap and Secret volume mounting. Offers architectural insights on configuring syncing periods and file systems to minimize container startup delays.','Go','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Volume Mounts", "Sync Latency"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://neovim.io','neovim','','2025',5,'Official landing page for Neovim, the highly extensible, modernized refactoring of Vim. Highlighted by its built-in LSP client, Lua configuration ecosystem, and rich asynchronous execution capabilities, establishing itself as the modern CLI standard.','C','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Productivity", "Text Editors", "Neovim"]','["[DE FACTO STANDARD]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://net.connect4techs.com/what-are-the-top-devops-trends-in-2024','net.connect4techs.com: What are the top DevOps trends in 2024','','2024',0,'Examines key shifting trends across the platform landscape, emphasizing AI-assisted pipeline generation, FinOps sustainability controls, and the rise of unified platform portals. Live tracking in 2026 validates these predictions, showing that platform engineering structures have largely evolved from raw scripting to automated self-service developer portals built on frameworks like Backstage.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Industry Evolution", "Trends"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://netboxlabs.com','NetBox Labs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4dbebfd848a9b172cf702850c9f20628e56e95e8caaea7d52b2143aa73020c0',100.0,1.77903153993650388e+09,1,'2026-05-17T17:25:39.936504+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://netboxlabs.com','NetBox Labs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4dbebfd848a9b172cf702850c9f20628e56e95e8caaea7d52b2143aa73020c0',100.0,1779031539,1,'2026-05-17T17:25:39.936504+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://netboxlabs.com/blog/netbox-ipam','netboxlabs.com: An In-Depth Guide to NetBox for IPAM','','2024',0,'A detailed evaluation of NetBox''s functional features, modeling mechanisms, and operational database structures. Explains how to programmatically model prefixes, cables, circuits, virtualizations, and network routing configurations.','Python','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Infrastructure Management", "IPAM & DCIM Platforms"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://netflixtechblog.com/applying-netflix-devops-patterns-to-windows-2a57f2dbbf79','Applying Netflix DevOps Patterns to Windows','','2018',0,'Details Netflix''s architectural execution of porting their sophisticated Linux-native continuous delivery and immutable AMI workflows onto a Windows Server enterprise footprint. The curator outlines custom AMI bakery designs and Spinnaker pipeline adaptations. While modern .NET workloads have largely migrated to containerized Linux, this case study remains an exceptional masterclass in heterogeneous enterprise integration.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Infrastructure", "Windows Ecosystems"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permissions-and-access-fd09afdd60a8','netflixtechblog.com: ConsoleMe: A Central Control Plane for AWS Permissions and Access','','2021',0,'An architectural breakdown of ConsoleMe, Netflix''s open-source control plane for managing AWS permissions. It abstracts IAM complexity for developers through a web interface, automating least-privilege policy generation based on runtime log findings.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4','From Silos to Service Topology: Why Netflix Built a Real-Time Service Map','Netflix details the architecture of Service Topology, a system that combines eBPF, IPC metrics, and distributed tracing to construct a real-time microservice dependency graph.','2026',4,'To manage and troubleshoot its massive microservices architecture, Netflix engineered a real-time service topology mapping system. The system correlates three independent data streams: eBPF network flow logs for network-level coverage, IPC metrics for endpoint-level granularity, and distributed tracing for transaction execution paths. By mapping these sources into a custom graph database, Netflix achieved a unified, sub-second query interface that eliminates human-maintained architectural diagrams and reduces Mean Time to Detection (MTTD) during critical outages.','en','article','Advanced',1,'online','automatic','N/A',NULL,1.78035305202436208e+09,0,'2026-06-02T00:30:52.024362+02:00',NULL,NULL,NULL,'["Platform Engineering > Observability > Service Topology Mapping"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-monitoring", "reputation_status": "Vetted", "reputation_summary": "Highly praised on Reddit''s r/devops as an exceptional architecture write-up on maintaining real-time service topology in a high-scale microservices ecosystem.", "social_preview_url": "", "source_provenance": "RSS Feed (Netflix TechBlog - Medium)", "suggested_new_category": "N/A"}'); +INSERT INTO "resources" VALUES('https://netflixtechblog.com/from-silos-to-service-topology-why-netflix-built-a-real-time-service-map-0165ba13a7bc?source=rss----2615bd06b42e---4','From Silos to Service Topology: Why Netflix Built a Real-Time Service Map','Netflix details the architecture of Service Topology, a system that combines eBPF, IPC metrics, and distributed tracing to construct a real-time microservice dependency graph.','2026',4,'To manage and troubleshoot its massive microservices architecture, Netflix engineered a real-time service topology mapping system. The system correlates three independent data streams: eBPF network flow logs for network-level coverage, IPC metrics for endpoint-level granularity, and distributed tracing for transaction execution paths. By mapping these sources into a custom graph database, Netflix achieved a unified, sub-second query interface that eliminates human-maintained architectural diagrams and reduces Mean Time to Detection (MTTD) during critical outages.','en','article','Advanced',1,'online','automatic','N/A',NULL,1780353052,0,'2026-06-02T00:30:52.024362+02:00',NULL,NULL,NULL,'["Platform Engineering > Observability > Service Topology Mapping"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "aws-monitoring", "reputation_status": "Vetted", "reputation_summary": "Highly praised on Reddit''s r/devops as an exceptional architecture write-up on maintaining real-time service topology in a high-scale microservices ecosystem.", "social_preview_url": "", "source_provenance": "RSS Feed (Netflix TechBlog - Medium)", "suggested_new_category": "N/A"}'); INSERT INTO "resources" VALUES('https://netflixtechblog.com/full-cycle-developers-at-netflix-a08c31f83249','Full Cycle Developers at Netflix — Operate What You Build','','2018',0,'A seminal Netflix engineering whitepaper outlining the ''Full Cycle Developer'' philosophy, where teams maintain complete ownership of their code from design, through deployment, down to live production support. 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It maps practical configurations from local directories up to persistent network volumes, helping engineers establish robust observability patterns around disk metrics.','N/A','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Volume Fundamentals", "Implementation Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/infrastructure-monitoring/kubernetes-health-checks','blog.newrelic.com: Kubernetes Fundamentals, Part 2: How to Use Health Checks','','2021',0,'Discusses Kubernetes health checks as a fundamental building block of cloud-native observability. @@ -11121,10 +11121,10 @@ INSERT INTO "resources" VALUES('https://newrelic.com/blog/infrastructure-monitor - Discusses how the scheduling engine maps resource requests onto bare-metal or VM node capacity. - Offers basic guidelines for balancing overall cluster reliability against hosting costs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Resource Planning", "Capacity Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://newrelic.com/blog/observability/effective-strategies-kafka-topic-partitioning','newrelic.com: Effective Strategies for Kafka Topic Partitioning 🌟','','2022',0,'A deep dive into strategies for sizing and partitioning Kafka topics to balance message distribution and throughput. 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Explains how kernel-level tracing simplifies microservice communication tracking, HTTP/gRPC parsing, and resource utilization monitoring without code modifications.','None','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "eBPF-Based Telemetry", "Commercial Integrations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://news.microsoft.com/build-2026-live-blog','Microsoft Build 2026 Live Blog','The central landing page and live blog for all engineering announcements, developer keynotes, and product releases from Microsoft Build 2026.','2026',4,'A real-time technical tracker documenting platform updates and engineering announcements from Microsoft Build 2026 in San Francisco. Coverage focuses on Windows 11 system-level AI capabilities, copilot orchestration, and new developer kits for Arm architecture. This resource serves as the foundational catalog for Azure''s evolving edge-to-cloud AI stack.','en','Live Blog','Intermediate',0,'online','automatic','N/A',NULL,1.78035284903162407e+09,0,'2026-06-02T00:27:29.031624+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft Azure", "Ecosystem Announcements", "Build 2026"]','["[EMERGING]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "The official documentation and real-time coverage feed for all developer and enterprise announcements at Microsoft Build 2026.", "social_preview_url": "", "source_provenance": "X.com (Azure)", "suggested_new_category": "industry-news"}'); +INSERT INTO "resources" VALUES('https://news.microsoft.com/build-2026-live-blog','Microsoft Build 2026 Live Blog','The central landing page and live blog for all engineering announcements, developer keynotes, and product releases from Microsoft Build 2026.','2026',4,'A real-time technical tracker documenting platform updates and engineering announcements from Microsoft Build 2026 in San Francisco. Coverage focuses on Windows 11 system-level AI capabilities, copilot orchestration, and new developer kits for Arm architecture. 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This research provides a solid foundation for companies redesigning interviews toward real-world codebase collaborations.','English','study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Interview Engineering", "Industry Criticism"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://news.slashdot.org/story/21/10/12/1818252/a-record-number-of-workers-are-quitting-their-jobs-empowered-by-new-leverage','news.slashdot.org: A Record Number of Workers Are Quitting Their Jobs, Empowered by New Leverage','','2021',0,'An aggregated community discussion dissecting the market leverage software engineers held during post-pandemic talent shortages. The resource provides architectural and operational feedback from grassroots developers discussing workplace improvements and tooling bottlenecks.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Labor Trends", "The Great Resignation"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}'); @@ -11133,45 +11133,45 @@ INSERT INTO "resources" VALUES('https://newsletter.pragmaticengineer.com/p/engin INSERT INTO "resources" VALUES('https://newsletter.thelongcommit.com/subscribe','livecodestream.dev: Five Advanced Git Concepts that Make You Look Like a Pro','','2021',0,'Explains advanced Git capabilities including reflogs, interactive rebasing, octopus merges, and auto-stash configuration. 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It outlines tasks such as repository setup, user configuration, and image manipulation via CLI scripts. Given modern orchestration shifts toward native declarative operators, this CLI library has transitioned into a legacy tool.','Python','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Tooling"]','["[LEGACY]"]','[]','["registries.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nfrankel.medium.com/goodbye-minikube-340070edc5af','nfrankel.medium.com: Goodbye minikube','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903442456871509e+09,0,'2026-05-17T18:13:44.568715+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://nfrankel.medium.com/goodbye-minikube-340070edc5af','nfrankel.medium.com: Goodbye minikube','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779034424,0,'2026-05-17T18:13:44.568715+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://nginx-playground.wizardzines.com','nginx-playground.wizardzines.com 🌟','','2021',0,'The live application corresponding to Julia Evans'' Nginx configuration playground. 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It details wait-for patterns to ensure databases are fully accepting connections prior to application initialization. Live Grounding emphasizes this pattern as crucial for avoiding container crash loops in Kubernetes environments.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Docker", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize','nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize?','','N/A',0,'A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903020202324509e+09,0,'2026-05-17T17:03:22.023245+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kustomize.md"]','["kustomize.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nicolasbarlatier.hashnode.dev/net-core-tip-2-how-to-troubleshoot-memory-leaks-within-a-net-console-application-running-in-a-linux-docker-container-in-kubernetes','nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory'' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: .NET Core Tip 2: How to troubleshoot Memory'' Leaks within a .NET Console application running in a Linux Docker Container in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903350370794701e+09,0,'2026-05-17T17:58:23.707947+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-github-actions','nicwortel.nl: Continuous deployment to Kubernetes with GitHub Actions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b2effc2605d81542b12e25f8b39c8e0d543210bdb75fefbdf7ad286d84ae06ad',100.0,1.77903154024144792e+09,0,'2026-05-17T17:25:40.241448+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://nth-root.nl/en/guides/automate-kubernetes-deployments-with-github-actions"}'); -INSERT INTO "resources" VALUES('https://nightfall.ai/atlassian-cloud-hipaa-compliant','nightfall.ai: Is Atlassian Cloud HIPAA Compliant?','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7917fb8c2d1bf762cc8c2f32770f125b323601672e4b083e83c8641402533633',100.0,1.7790334871436479e+09,0,'2026-05-17T17:58:07.143648+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://nicolasbarlatier.hashnode.dev/introduction-kubernetes-and-kustomize-how-to-easily-customize-any-resource-configuration-with-kustomize','nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize?','','N/A',0,'A curated technical resource and architectural guide covering nicolasbarlatier.hashnode.dev: Introduction Kubernetes and Kustomize: How'' to easily customize any resource configuration with Kustomize? 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Offers high-value insights on process behavior, signal handling, and hidden edge cases of standard OS tooling.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Systems Programming", "Technical Insights"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures','Reshaping in Pandas – Pivot, Pivot-Table, Stack and Unstack explained with Pictures','','2015',3,'Curator Insight provides visual breakdowns of Pandas reshaping primitives, including pivoting, stacking, and unstacking. Live Grounding highlights that mastering multi-indexed object reshaping remains a critical step for data engineers formatting real-time telemetry datasets.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Pandas", "Data Reshaping"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda','nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS','','N/A',0,'A curated technical resource and architectural guide covering nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903359461238408e+09,0,'2026-05-17T17:59:54.612384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-macos-c750581a3fda','nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS','','N/A',0,'A curated technical resource and architectural guide covering nilesh93.medium.com: Replacing Docker Desktop with Podman and Kind in MacOS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033594,0,'2026-05-17T17:59:54.612384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nillsf.com/index.php/2020/11/17/running-windows-containers-on-the-azure-kubernetes-service-aks','nillsf.com: Running Windows containers on the Azure Kubernetes Service (AKS)','','2020',0,'Operational overview detailing how to build, deploy, scale, and manage traditional Windows Server workload containers securely on dedicated Windows node pools in AKS.','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Runtime Environments", "Windows Containers"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nipafx.dev/java-11-migration-guide','All You Need To Know For Migrating To Java 11','','2019',0,'A granular, highly practical developer migration handbook for transitioning older codebases from Java 8 to Java 11. It highlights class path vs module path adjustments, removed APIs, and deprecated flags essential for upgrading core software systems.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Migration"]','["[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://niravshah2705.medium.com/play-with-volume-for-statefulsets-7fbf14221e74','niravshah2705.medium.com: Play with volume for statefulsets','','N/A',0,'A curated technical resource and architectural guide covering niravshah2705.medium.com: Play with volume for statefulsets in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902947832282495e+09,0,'2026-05-17T16:51:18.322825+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nirmata.com/2020/10/30/auto-labeling-kubernetes-resources-with-kyverno','nirmata.com: Auto-labeling Kubernetes resources with Kyverno','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b1bd27db55101b70e25987b7941ce70daaeee4a61c15746efef717e17bd4e924',100.0,1.77903175561924409e+09,0,'2026-05-17T17:29:15.619244+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); -INSERT INTO "resources" VALUES('https://nirmata.com/2021/08/12/kubernetes-supply-chain-policy-management-with-cosign-and-kyverno','nirmata.com: Kubernetes Supply Chain Policy Management with Cosign and Kyverno','','2021',0,'Practical guide demonstrating how Nirmata utilizes Sigstore Cosign paired with Kyverno to authenticate digital signatures on incoming container images. 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Event-driven architectures establish an event that can be consumed and reacted to. But what is an event? An event is essentially any significant change from one state to another, such as the change from having no messages in your inbox to have a new message in your inbox. This state can be reacted to internally (such as when the email program in question realizes a new message has been received), externally (when a user sees a notification for a new message), or used to generate another event (for instance, the message tally increases by one). Event-driven architectures are appealing to API developers because they function very well in asynchronous environments. By crafting APIs that trigger certain functions on new event delivery, API systems don’t have to inherently wait for synchronous delivery or real time communication. This is hugely beneficial, as eliminating the need to constantly poll endpoints frees resources from otherwise wasteful purposes, reducing both general hardware requirements and call-specific overhead. For this reason, event-driven architectures are very, very popular, and lead to improved power, bandwidth, and co-processing than other solutions and architectures such as polling and other poll-centric derivatives. - 5 Types of Event-Driven Protocols for APIs: - WebSockets @@ -11183,27 +11183,27 @@ INSERT INTO "resources" VALUES('https://nordicapis.com/understanding-the-hidden- INSERT INTO "resources" VALUES('https://nordicapis.com/using-grpc-to-connect-a-microservices-ecosystem','nordicapis.com: Using gRPC to Connect a Microservices Ecosystem','','2022',5,'An architectural evaluation of employing gRPC to construct a microservices ecosystem. 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Includes pre-tested infrastructure specifications for VPC topologies, private nodes, and dynamic ingress setups.','HCL','Boilerplate','Advanced',1,'online','manual','c7354665231f975002be956f096eedc802635fd5b4d4830a8e328cdf387b2172',100.0,1781430051,0,'2026-06-14T11:40:51.062253+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Infrastructure as Code", "Terraform Boilerplates"]','["[DE FACTO STANDARD]"]','["docs/about.md"]','["about.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nubesgen.com','nubesgen.com','','2022',0,'Official workspace for NubesGen, a community-driven GitOps bootstrapping engine. It streamlines developer onboarding by dynamically outputting tailored, best-practice Terraform or Bicep templates for hosting Java, Node.js, and .NET applications on Azure. This eliminates manual configuration of networking and identity components.','English','Software Portal','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Microservices", "Infrastructure as Code", "Application Delivery"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://numericaideas.com/blog/auto-scaling-group-on-aws-with-terraform','numericaideas.com: Auto Scaling Group on AWS with Terraform','','2023',0,'Details the process of creating highly resilient Auto Scaling Groups (ASG) on AWS with Terraform. Walks engineers through launch template creation, scaling policy thresholds, and ELB target group registrations.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://numerous.ai','numerous.ai','','N/A',0,'SaaS productivity engine integrating foundational OpenAI endpoints directly into Google Sheets and Microsoft Excel. Streamlines automated data classification, extraction, and formatting at scale.','English','SaaS Tool','Beginner',0,'online','manual','84d94554504ed06482bcad48b71766e99fb657e83730b5a5475aea8797e4b316',100.0,1779032583.54723,1,'2026-05-17T17:43:03.547230+02:00',NULL,NULL,NULL,'["Data Analysis", "Spreadsheet Automation", "AI Integration"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://numerous.ai','numerous.ai','','N/A',0,'SaaS productivity engine integrating foundational OpenAI endpoints directly into Google Sheets and Microsoft Excel. Streamlines automated data classification, extraction, and formatting at scale.','English','SaaS Tool','Beginner',0,'online','manual','84d94554504ed06482bcad48b71766e99fb657e83730b5a5475aea8797e4b316',100.0,1779032583,1,'2026-05-17T17:43:03.547230+02:00',NULL,NULL,NULL,'["Data Analysis", "Spreadsheet Automation", "AI Integration"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nunoadrego.com/posts/abusing-pod-priority','nunoadrego.com: Abusing Pod Priority','','2022',0,'A security analysis of scheduling risks, demonstrating how malicious or misconfigured tenants can exploit unvalidated PriorityClasses to starve other workloads and disrupt critical platform clusters.','YAML','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Orchestration", "Scheduling Risks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nuxx.io','Visual docker-compose.yml file generator 🌟','','N/A',0,'A curated technical resource and architectural guide covering Visual docker-compose.yml file generator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903430069432306e+09,0,'2026-05-17T18:11:40.694323+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://nuxx.io','Visual docker-compose.yml file generator 🌟','','N/A',0,'A curated technical resource and architectural guide covering Visual docker-compose.yml file generator 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034300,0,'2026-05-17T18:11:40.694323+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://nvie.com/posts/a-successful-git-branching-model','nvie.com: Feature Branches. 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Ensures continuous packet inspection and automated failover mechanics for north-south traffic.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid Networking", "Network Security", "NVA High Availability"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://nylas.com/blog/performance','nylas.com: Profiling Python in Production','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7c31ce15eb686a0016ae9857b4a302b7ee5dd62928c034eb8b41cf36a23ab23d',100.0,1.77902906865538811e+09,0,'2026-05-17T16:44:28.655388+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://www.nylas.com/blog/performance"}'); +INSERT INTO "resources" VALUES('https://nylas.com/blog/performance','nylas.com: Profiling Python in Production','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7c31ce15eb686a0016ae9857b4a302b7ee5dd62928c034eb8b41cf36a23ab23d',100.0,1779029068,0,'2026-05-17T16:44:28.655388+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://www.nylas.com/blog/performance"}'); INSERT INTO "resources" VALUES('https://o365reports.com','o365reports.com: Office 365 Reports','','2025',0,'Reference hub providing automated PowerShell tracking scripts, compliance reports, security checklists, and auditing dashboards designed for Microsoft 365 and Office 365 cloud environment operations.','PowerShell','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform", "SaaS Administration", "Office 365"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://oauth2-proxy.github.io/oauth2-proxy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f7a837f613af512d2f31108fe2d2b5f8a77dc98b0405c7ebd91591d5774419a4',100.0,1.77903238045635604e+09,1,'2026-05-17T17:39:40.456356+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://oauth2-proxy.github.io/oauth2-proxy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f7a837f613af512d2f31108fe2d2b5f8a77dc98b0405c7ebd91591d5774419a4',100.0,1779032380,1,'2026-05-17T17:39:40.456356+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://obsidian.md','Obsidian','','2026',0,'A highly customizable, local-first knowledge management application built over raw Markdown files. Leveraging an extensive community-plugin ecosystem, it allows engineers to construct a second brain using bidirectional linking, visual graph representations, and robust offline-first operations.','JavaScript','Tool Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Personal Productivity", "Knowledge Management"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://oci-ansible-collection.readthedocs.io','oci-ansible-collection.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','73f2df85788a4f0945a404f06c0e2638e755e12a129e21d1a96e2609a95cec1d',100.0,1.77903043392330098e+09,0,'2026-05-17T17:07:13.923301+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://oci-ansible-collection.readthedocs.io/en/latest"}'); +INSERT INTO "resources" VALUES('https://oci-ansible-collection.readthedocs.io','oci-ansible-collection.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','73f2df85788a4f0945a404f06c0e2638e755e12a129e21d1a96e2609a95cec1d',100.0,1779030433,0,'2026-05-17T17:07:13.923301+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://oci-ansible-collection.readthedocs.io/en/latest"}'); INSERT INTO "resources" VALUES('https://oci-ansible-collection.readthedocs.io/en/latest','oci-ansible-collection.readthedocs.io','','2022',4,'Official Sphinx documentation detailing Oracle Cloud Infrastructure (OCI) Ansible Collection. It gives DevOps engineers a standardized declarative approach to provisioning and managing OCI virtual networks, compute instances, database nodes, and object storage systems.','Python','documentation','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Cloud Collections"]','["[ENTERPRISE-STABLE]"]','[]','["ansible.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://oclif.io','oclif.io 🌟','','2026',0,'Oclif is an extensible Node.js CLI framework engineered by Salesforce/Heroku for constructing robust command-line tools. It supports self-documenting commands, precise flag parsing, and an advanced, scalable plugin architecture. Live grounding indicates its continued dominance as the underlying engine for enterprise-grade command-line environments and developer tooling kits globally.','TypeScript','framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tooling", "CLI Frameworks", "Oclif"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octant.dev','octant.dev','','2023',1,'VMware''s visual tool for inspecting Kubernetes clusters. *Live Grounding*: This project is officially retired and archived. It serves solely as a design architectural reference for highly extensible, dashboard-based cluster visualization.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[LEGACY]"]','[]','["kubernetes-based-devel.md", "kubernetes-tools.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://octetz.com/docs/2018/2018-12-07-psp','octetz.com: Setting Up Pod Security Policies','','N/A',0,'A curated technical resource and architectural guide covering octetz.com: Setting Up Pod Security Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903435540448498e+09,0,'2026-05-17T18:12:35.404485+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://octetz.com/docs/2018/2018-12-07-psp','octetz.com: Setting Up Pod Security Policies','','N/A',0,'A curated technical resource and architectural guide covering octetz.com: Setting Up Pod Security Policies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034355,0,'2026-05-17T18:12:35.404485+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octoperf.com','octoperf.com','','2024',0,'Octoperf is a commercial, cloud-native performance testing platform built directly on top of Apache JMeter. It streamlines the creation, execution, and analysis of large-scale JMeter tests without the burden of managing local load generator infrastructure. Ideal for modern DevOps pipelines seeking codeless test design and real-time reporting dashboards.','N/A','SaaS','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing", "Performance Testing", "SaaS Platforms"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com','Octopus Deploy - deployment tool','','2026',0,'A prominent release management and deployment platform engineered to coordinate complex multi-tenant releases, offering visual runbooks, automated target deployments, and progressive delivery (canary/blue-green) across Kubernetes clusters.','C#','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Release Orchestration", "Enterprise Deployment"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/blog/applied-gitops-with-kustomize','codefresh.io: Applied GitOps with Kustomize','','2022',4,'High-density exploration of integrating Kustomize into GitOps pipelines. Emphasizes structured multi-environment promotion strategies, maintaining a single source of truth, and coordinating configuration changes using tools like Argo CD to ensure cluster reconciliation matches Git state.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "GitOps"]','["[ENTERPRISE-STABLE]"]','[]','["kustomize.md"]','{}','{}'); @@ -11222,52 +11222,52 @@ INSERT INTO "resources" VALUES('https://octopus.com/codefresh','Codefresh','','2 INSERT INTO "resources" VALUES('https://octopus.com/devops','codefresh.io: Using a Kanban board to manage and promote Helm Releases 🌟','','2022',4,'Analyzes the application of visual Kanban paradigms to Kubernetes deployment pipelines, specifically managing and promoting Helm releases across environments. Contrasts traditional CI/CD promotion techniques with visual value stream modeling, demonstrating how platform teams can reduce deployment friction and coordinate microservice boundaries with clear board transitions.','en','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Helm Lifecycle Management"]','["[ENTERPRISE-STABLE]"]','[]','["gitops.md", "helm.md", "kubernetes-based-devel.md", "project-management-methodology.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/devops/gitops','codefresh.io: Using GitOps for Infrastructure and Applications With Crossplane and Argo CD','','2022',0,'A strategic evaluation of GitOps workflows and state-reconciliation mechanisms for infrastructure and applications. By contrasting push vs. pull GitOps pipelines (e.g., using Argo CD or Octopus Deploy with Crossplane), the guide highlights methods for treating Kubernetes as the source of truth for all environment mutations.','Agnostic','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CI/CD", "GitOps", "Methodologies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["crossplane.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://octopus.com/docs/deployments/patterns/deployment-process-as-code','octopus.com: Deployment process as code','','2026',0,'An operational guide focusing on Octopus Deploy''s configuration-as-code pattern. Explains how release steps, parameters, and variable definitions are described natively in Git repositories using Octopus Configuration Language (OCL).','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "Release Orchestration", "Enterprise Deployment"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://odedia.org/production-considerations-for-spring-on-kubernetes','==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering ==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903123078331804e+09,0,'2026-05-17T17:20:30.783318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://odedia.org/production-considerations-for-spring-on-kubernetes','==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟','','N/A',0,'A curated technical resource and architectural guide covering ==odedia.org: Production Considerations for Spring on Kubernetes== 🌟🌟🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031230,0,'2026-05-17T17:20:30.783318+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://odo.dev','odo','','2025',4,'A developer-focused CLI tool for writing and deploying applications on Kubernetes and OpenShift without deep Kubernetes knowledge. It abstracts complex YAML files and facilitates live code updates directly inside running containers. It represents an emerging paradigm in local iteration loops, competing with tooling like Skaffold and Tilt for developer mindshare.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Inner Loop", "Kubernetes CLI"]','["[EMERGING]", "[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://offensive-terraform.github.io','offensive-terraform.github.io: Offensive Terraform Modules 🌟','','2023',3,'A collection of customized HCL templates designed for cybersecurity audits, simulating misconfigured cloud scenarios. 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It prebuilds workspaces with dependencies, licenses, and compilers, letting engineers begin writing code instantly.','Polyglot','SaaS Platform','Intermediate',1,'online','manual','dd3bf0798a3c2353de281c76293c551f5fe5c5e81ca8c1029f61c752bb34f432',100.0,1779130494,1,'2026-05-18T20:54:54.930497+02:00',NULL,NULL,NULL,'["Development Environments", "Cloud IDEs", "CDE"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://ona.com/stories/gitpod-is-now-ona',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering ona.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1781736180,0,'2026-06-18T00:43:00.466793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://onecloudplease.com/project/console-recorder','onecloudplease.com: Console Recorder for AWS','','2022',3,'Console Recorder for AWS is a developer browser extension that records API actions within the AWS Console and translates them into Terraform or CloudFormation scripts. 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The official podcast stream for OpenAI has broad distribution and exceptional industry validation.", "social_preview_url": "https://i.scdn.co/image/ab6765630000ba8a33648d4a797ba7c0e753f7a6", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); +* **Technical Context:** Bridges the gap between research-level paper publications and production-grade software orchestration at global scale.','en','audio','intermediate',0,'online','automatic','09f4e42c604604b9f8deaf10b995000a3a89760d4b67a6e76ded9ba9071132a0',NULL,1780352272,0,'2026-06-02T00:17:52.994011+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Industry Insights", "Podcasts"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. The official podcast stream for OpenAI has broad distribution and exceptional industry validation.", "social_preview_url": "https://i.scdn.co/image/ab6765630000ba8a33648d4a797ba7c0e753f7a6", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://open.substack.com/pub/priyankavergadia/p/world-models-vs-llms-visually-explained?r=65wvb&showWelcomeOnShare=true','World Models vs LLMs: Visually Explained','A visual explanation of the differences between World Models and Large Language Models (LLMs), focusing on how each models reality and patterns.','2026',4,'This visual guide contrasts Large Language Models (LLMs), which excel at predicting next tokens based on statistical text correlation, with World Models, which construct internal physical or logical representations of environments to simulate and predict outcomes. It breaks down: * Architectural components and core differences. * Practical limitations and unique use cases of each paradigm. -* Why world models are essential for physical automation, robotics, and advanced agentic decision-making.','en','Article','Beginner',0,'online','automatic','N/A',NULL,1.78035199434254097e+09,0,'2026-06-02T00:13:14.342541+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Model Architecture", "World Models vs LLMs"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "High-quality, visually intuitive educational content from Priyanka Vergadia (The Cloud Girl) explaining core AI architecture concepts.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": ""}'); +* Why world models are essential for physical automation, robotics, and advanced agentic decision-making.','en','Article','Beginner',0,'online','automatic','N/A',NULL,1780351994,0,'2026-06-02T00:13:14.342541+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Model Architecture", "World Models vs LLMs"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "High-quality, visually intuitive educational content from Priyanka Vergadia (The Cloud Girl) explaining core AI architecture concepts.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex','How business operations teams use Codex','A guide showing how operations teams use Codex to build strategic updates and tradeoff decision models.','2026',4,'Curator Insight: This piece presents the operational transition toward proactive LLM workflows, showing how agents can interact with local files to manage cross-functional projects. -Live Grounding: Operations engineers leverage Codex''s ability to ingest messy trackers and stakeholder notes, converting fragmented communications into formalized off-track briefs and resource trade-off plans.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1.78035295315609097e+09,0,'2026-06-02T00:29:13.156091+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Operations Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The guide has been welcomed as an early blueprint for operations professionals looking to implement directory-monitoring autonomous pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +Live Grounding: Operations engineers leverage Codex''s ability to ingest messy trackers and stakeholder notes, converting fragmented communications into formalized off-track briefs and resource trade-off plans.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1780352953,0,'2026-06-02T00:29:13.156091+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Operations Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The guide has been welcomed as an early blueprint for operations professionals looking to implement directory-monitoring autonomous pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex','How data science teams use Codex','A guide illustrating how analytics and data science teams use Codex for dashboard specs and KPI root-cause analysis.','2026',4,'Curator Insight: This publication highlights a pivot for OpenAI''s Codex, moving it beyond pure autocomplete code-generation toward orchestrating complex, end-to-end data analytics and business context pipelines. -Live Grounding: Industry evaluations demonstrate that data engineering and operations teams use Codex to process unstructured work tracker and dashboard inputs directly, automating the generation of executive-ready KPI memos and diagnostic specifications.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1.78035295315606403e+09,0,'2026-06-02T00:29:13.156064+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Data Science Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The community recognizes this guide as part of OpenAI''s strategic push to reposition Codex as a generalized enterprise workforce agent, transforming traditional workflows from manual coding to higher-level automation.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +Live Grounding: Industry evaluations demonstrate that data engineering and operations teams use Codex to process unstructured work tracker and dashboard inputs directly, automating the generation of executive-ready KPI memos and diagnostic specifications.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1780352953,0,'2026-06-02T00:29:13.156064+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Data Science Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "The community recognizes this guide as part of OpenAI''s strategic push to reposition Codex as a generalized enterprise workforce agent, transforming traditional workflows from manual coding to higher-level automation.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/academy/codex-for-work/how-sales-teams-use-codex','How sales teams use Codex','An operational framework on leveraging Codex to synthesize customer conversations and CRM signals into pipeline briefs.','2026',4,'Curator Insight: This framework outlines the integration of LLMs within unstructured enterprise data streams, transitioning sales enablement from static spreadsheets to dynamic agentic execution. -Live Grounding: Community testing confirms that utilizing Codex''s plugins and customized skills enables the rapid synthesis of multi-source inputs—such as call transcripts and CRM entries—into structured pipeline prioritization briefs.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1.78035295315608191e+09,0,'2026-06-02T00:29:13.156082+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Workflow Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Evaluated as highly applicable for business enablement. Users highlight the necessity of implementing strict human-in-the-loop checkpoints to verify inference-derived outputs.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); -INSERT INTO "resources" VALUES('https://openai.com/blog/scaling-kubernetes-to-7500-nodes','openai.com: Scaling Kubernetes to 7,500 Nodes','','N/A',0,'A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 Nodes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903321079797506e+09,0,'2026-05-17T17:53:30.797975+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); +Live Grounding: Community testing confirms that utilizing Codex''s plugins and customized skills enables the rapid synthesis of multi-source inputs—such as call transcripts and CRM entries—into structured pipeline prioritization briefs.','en','guide','intermediate',0,'online','automatic','N/A',NULL,1780352953,0,'2026-06-02T00:29:13.156082+02:00',NULL,NULL,NULL,'["AI and Machine Learning > AI Agents > Workflow Automation"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Evaluated as highly applicable for business enablement. Users highlight the necessity of implementing strict human-in-the-loop checkpoints to verify inference-derived outputs.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://openai.com/blog/scaling-kubernetes-to-7500-nodes','openai.com: Scaling Kubernetes to 7,500 Nodes','','N/A',0,'A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 Nodes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033210,0,'2026-05-17T17:53:30.797975+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openai.com/guaranteed-capacity','OpenAI Guaranteed Capacity: Dedicated Infrastructure for Enterprise Compute','OpenAI''s reserved compute framework helping eligible companies secure guaranteed long-term API access under 1- to 3-year commitment plans.','2026',4,'* **Curator Insight:** Shifting compute procurement from spot/on-demand models to long-term capacity agreements represents critical maturity in AI infrastructure management. -* **Live Grounding (MCP):** OpenAI has unveiled ''Guaranteed Capacity'', letting enterprise consumers guarantee large-scale API allocations of over 1B tokens per minute via tiered 1-to-3-year reservation plans, resolving scaling friction and bottleneck constraints during peaks.','en','web','Advanced',0,'online','automatic','N/A',NULL,1.78035213862200593e+09,0,'2026-06-02T00:15:38.622006+02:00',NULL,NULL,NULL,'["AI Infrastructure", "OpenAI Compute", "Capacity Planning", "Resource Allocation"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised by large-scale enterprise architects facing API limits and rate limit throttling.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-infrastructure-management"}'); +* **Live Grounding (MCP):** OpenAI has unveiled ''Guaranteed Capacity'', letting enterprise consumers guarantee large-scale API allocations of over 1B tokens per minute via tiered 1-to-3-year reservation plans, resolving scaling friction and bottleneck constraints during peaks.','en','web','Advanced',0,'online','automatic','N/A',NULL,1780352138,0,'2026-06-02T00:15:38.622006+02:00',NULL,NULL,NULL,'["AI Infrastructure", "OpenAI Compute", "Capacity Planning", "Resource Allocation"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised by large-scale enterprise architects facing API limits and rate limit throttling.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-infrastructure-management"}'); INSERT INTO "resources" VALUES('https://openai.com/index/advancing-content-provenance','Advancing Content Provenance for a Safer, More Transparent AI Ecosystem','OpenAI''s initiative on content transparency, focusing on implementing Content Credentials (C2PA standard), Google''s SynthID watermarking, and an early public verification tool to clarify the origin of AI-generated media.','2026',4,'Curator Insight: Establishing authenticity in generative outputs is a crucial security barrier as synthetic media becomes ubiquitous in corporate workflows. Live Grounding: Released in May 2026, this post covers OpenAI''s adoption of Content Credentials (C2PA standard) and Google''s SynthID watermarking. @@ -11275,145 +11275,145 @@ Live Grounding: Released in May 2026, this post covers OpenAI''s adoption of Con Architectural Context: - Embeds secure, tamper-evident cryptographic metadata directly into generative model outputs. - Employs deep-learning-based imperceptible watermarking to detect modified synthetic materials. -- Provisions public inspection tools to audit media origins and maintain digital trust.','en','article','intermediate',0,'online','automatic','N/A',NULL,1.78035216817340207e+09,0,'2026-06-02T00:16:08.173402+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Security and Ethics", "Content Provenance", "Cryptographic Watermarking"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "High industry impact as OpenAI partners on establishing global content security standards using C2PA credentials and SynthID watermarking.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); +- Provisions public inspection tools to audit media origins and maintain digital trust.','en','article','intermediate',0,'online','automatic','N/A',NULL,1780352168,0,'2026-06-02T00:16:08.173402+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Security and Ethics", "Content Provenance", "Cryptographic Watermarking"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "High industry impact as OpenAI partners on establishing global content security standards using C2PA credentials and SynthID watermarking.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/adventhealth','AdventHealth advances whole-person care with OpenAI','AdventHealth advances whole-person care with OpenAI, leveraging secure workspace environments and HIPAA-compliant healthcare applications.','2026',4,'This case study details AdventHealth''s adoption of ''ChatGPT for Healthcare'', utilizing a secure, HIPAA-compliant workspace to optimize clinical workflows. The integration automates the drafting of post-discharge summaries and parses disconnected medical records, drastically reducing administrative burden without sacrificing clinical accuracy. Technical focus areas: - Zero-data-retention APIs and secure BAA execution. - Synthesizing unstructured EHR records into high-density clinical summaries. -- Mitigating medical administrative burnout through agent-assisted documentation pipelines.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.7803529634830439e+09,0,'2026-06-02T00:29:23.483044+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI in Healthcare", "EHR Integration", "Compliance and HIPAA"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acclaimed case study highlighting a secure, HIPAA-compliant adoption pathway for generative AI in complex and heavily regulated hospital networks.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-healthcare"}'); +- Mitigating medical administrative burnout through agent-assisted documentation pipelines.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483044+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI in Healthcare", "EHR Integration", "Compliance and HIPAA"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acclaimed case study highlighting a secure, HIPAA-compliant adoption pathway for generative AI in complex and heavily regulated hospital networks.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-healthcare"}'); INSERT INTO "resources" VALUES('https://openai.com/index/boston-childrens-hospital','Boston Children''s Hospital uses AI to unlock new diagnoses','Case study on how Boston Children''s Hospital built a secure internal ChatGPT environment across its entire workforce, successfully diagnosing 40+ rare conditions and saving 60,000+ hours.','2026',4,'A deep-dive case study showcasing Boston Children''s Hospital''s enterprise-wide implementation of a secure generative AI framework. * **Architectural Value**: Outlines the transition from fragmented point solutions to a unified, secure enterprise AI platform with centralized governance. * **Key Features**: Leverages secure LLM environments to cross-reference multi-specialty clinical data against research corpuses to resolve rare diagnoses. -* **Technical Significance**: Highlights scalable deployment patterns under strict healthcare compliance and privacy mandates while enhancing medical decision quality.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1.78035281874934911e+09,0,'2026-06-02T00:26:58.749349+02:00',NULL,NULL,NULL,'["Generative AI", "Enterprise Deployments", "Healthcare Applications"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Strongly validated case study demonstrating actual clinical utility, solving over 40 rare disease cases and saving thousands of operational hours.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Highlights scalable deployment patterns under strict healthcare compliance and privacy mandates while enhancing medical decision quality.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749349+02:00',NULL,NULL,NULL,'["Generative AI", "Enterprise Deployments", "Healthcare Applications"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Strongly validated case study demonstrating actual clinical utility, solving over 40 rare disease cases and saving thousands of operational hours.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/braintrust','How Braintrust turns customer requests into code with Codex','Insight into how Braintrust engineers use OpenAI Codex and GPT-5.5 to transform customer feature requests into preview code branches in minutes, significantly accelerating release feedback.','2026',4,'An analysis of Braintrust''s implementation of OpenAI Codex to construct a fully autonomous coding loop that converts user requests into preview code. * **Architectural Value**: Establishes a concrete pipeline model for agent-driven software development with rapid customer feedback integration. * **Key Features**: Leverages Codex''s high-speed terminal output processing and GPT-5.5''s reasoning capabilities to spin up automated preview branches. -* **Technical Significance**: Proves the feasibility of moving 50% of an engineering team to Codex-driven environments to optimize productivity and minimize feature-to-feedback latency.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035281874935793e+09,0,'2026-06-02T00:26:58.749358+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "AI Code Generation"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly valued within the developer and AI safety engineering communities for detailing how Braintrust integrates OpenAI Codex to automate enterprise pull-request lifecycles.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Proves the feasibility of moving 50% of an engineering team to Codex-driven environments to optimize productivity and minimize feature-to-feedback latency.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749358+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "AI Code Generation"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly valued within the developer and AI safety engineering communities for detailing how Braintrust integrates OpenAI Codex to automate enterprise pull-request lifecycles.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/building-self-improving-tax-agents-with-codex','Building self-improving tax agents with Codex','Technical paper showing how OpenAI, Thrive, and Crete built a self-improving tax filing agent with Codex that autonomously refines its code using human feedback and production traces.','2026',4,'Examines a landmark self-improving AI agent architecture co-developed by OpenAI, Thrive, and Crete for automated financial filing. * **Architectural Value**: Pioneers a closed-loop self-improvement framework where practitioner corrections are automatically converted into regression tests. * **Key Features**: Employs an iterative Codex-driven loop that dramatically raised field accuracy from 25% to 86% in six weeks, peaking at 97%. -* **Technical Significance**: Replaces traditional static patch deployments with autonomous code refinement, demonstrating a blueprint for next-generation self-evolving software.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035281874941611e+09,0,'2026-06-02T00:26:58.749416+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "Self Improving Systems"]','["[EMERGING]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Celebrated as a groundbreaking technical architectural pattern for self-improving LLMs, showing how real-world practitioner feedback loops can refine agent performance without manual engineering.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Replaces traditional static patch deployments with autonomous code refinement, demonstrating a blueprint for next-generation self-evolving software.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749416+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "Self Improving Systems"]','["[EMERGING]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Celebrated as a groundbreaking technical architectural pattern for self-improving LLMs, showing how real-world practitioner feedback loops can refine agent performance without manual engineering.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/cisco','Cisco and OpenAI redefine enterprise engineering with Codex','Details the collaboration between Cisco and OpenAI using Codex to automate network configurations, troubleshoot security issues, and accelerate software engineering loops.','2026',4,'Explores Cisco''s integration of OpenAI Codex and GPT-5.5-Cyber to automate enterprise engineering and network security operations. * **Architectural Value**: Combines generative coding agents with physical and cloud network infrastructure to create autonomous healing environments. * **Key Features**: Features Codex-driven script generation for switches, routers, and firewalls, as well as AI-assisted vulnerability patching under the Daybreak initiative. -* **Technical Significance**: Models the future of software-defined networking where agentic workflows programmatically manage and troubleshoot complex topologies.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.780352818749408e+09,0,'2026-06-02T00:26:58.749408+02:00',NULL,NULL,NULL,'["Network Engineering", "Agentic Workflows", "Infrastructure as Code"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised by network engineers and platform teams for combining Codex''s code-generation with Cisco''s automated network and security orchestration pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Models the future of software-defined networking where agentic workflows programmatically manage and troubleshoot complex topologies.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749408+02:00',NULL,NULL,NULL,'["Network Engineering", "Agentic Workflows", "Infrastructure as Code"]','["[ENTERPRISE-STABLE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised by network engineers and platform teams for combining Codex''s code-generation with Cisco''s automated network and security orchestration pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/codex-for-knowledge-work','Codex is Becoming a Productivity Tool for Everyone','OpenAI''s overview of the expanding capabilities of Codex as a versatile utility for complex text extraction, structured data operations, and automated knowledge-work workflows.','2026',4,'### Curator Insight -This OpenAI release details the ongoing paradigm shift of OpenAI Codex from an exclusive software development assistant into a foundational engine for general knowledge work. The report highlights how Codex''s advanced code-generation and structured formatting capabilities are being leveraged for raw data parsing, complex search synthesis, and cross-application API automation. It serves as an essential read for architects design-thinking the future of human-AI collaborative workflows.','English','Article / Report','Intermediate',0,'online','automatic','N/A',NULL,1.78040170254907393e+09,0,'2026-06-02T14:01:42.549074+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Workplace Automation"]','["EMERGING", "DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 90, "reputation_status": "Vetted", "reputation_summary": "Official research and tool release report from OpenAI. High-density authority on the structural transition of software automation tools into general workplace environments.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +This OpenAI release details the ongoing paradigm shift of OpenAI Codex from an exclusive software development assistant into a foundational engine for general knowledge work. The report highlights how Codex''s advanced code-generation and structured formatting capabilities are being leveraged for raw data parsing, complex search synthesis, and cross-application API automation. It serves as an essential read for architects design-thinking the future of human-AI collaborative workflows.','English','Article / Report','Intermediate',0,'online','automatic','N/A',NULL,1780401702,0,'2026-06-02T14:01:42.549074+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Workplace Automation"]','["EMERGING", "DE FACTO STANDARD"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 90, "reputation_status": "Vetted", "reputation_summary": "Official research and tool release report from OpenAI. High-density authority on the structural transition of software automation tools into general workplace environments.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/databricks','Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI','Announcement of the integration of GPT-5.5 into Databricks lakehouses, setting SOTA records on OfficeQA Pro.','2026',4,'Curator Insight: Merging GPT-5.5''s reasoning capabilities with Databricks'' structured lakehouse repositories forms a highly resilient architecture for secure enterprise AI operations. -Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that this pairing is the first to cross the 50% accuracy threshold when parsing complex enterprise documentation, contracts, and old reports directly from distributed data systems.','en','article','advanced',0,'online','automatic','N/A',NULL,1.78035295315610098e+09,0,'2026-06-02T00:29:13.156101+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Enterprise LLMs > Agent Integration"]','["[DE FACTO STANDARD]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely cited across technical newsletters as a critical enterprise partnership. The integration showcases a significant step forward in secure, private data retrieval backed by state-of-the-art models.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "lakehouse-ai"}'); +Live Grounding: Evaluation metrics on the OfficeQA Pro benchmark indicate that this pairing is the first to cross the 50% accuracy threshold when parsing complex enterprise documentation, contracts, and old reports directly from distributed data systems.','en','article','advanced',0,'online','automatic','N/A',NULL,1780352953,0,'2026-06-02T00:29:13.156101+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Enterprise LLMs > Agent Integration"]','["[DE FACTO STANDARD]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely cited across technical newsletters as a critical enterprise partnership. The integration showcases a significant step forward in secure, private data retrieval backed by state-of-the-art models.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "lakehouse-ai"}'); INSERT INTO "resources" VALUES('https://openai.com/index/dell-codex-enterprise-partnership','OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments','OpenAI and Dell Technologies are collaborating to help more enterprises deploy Codex in the environments where their most important data, systems, and workflows already live.','2026',4,'This enterprise release highlights the integration of OpenAI Codex with the Dell AI Data Platform and the Dell AI Factory. The architecture provides a secure deployment bridge, allowing complex coding agents to operate locally on hybrid or on-premises server infrastructure where legacy databases reside. Strategic technical benefits: - Direct mitigation of enterprise data transit, compliance, and regulatory issues. - Deep contextual model training against on-premises codebases and documentation. -- Low-latency, secure enterprise agent deployment with built-in access controls.','en','article','Advanced',0,'online','automatic','N/A',NULL,1.780352963483078e+09,0,'2026-06-02T00:29:23.483078+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Hybrid Enterprise Architecture", "Dell AI Data Platform Integration", "On-Premises Codex Deployment"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Major enterprise landmark widely celebrated for overcoming on-premises compliance blockers for generative AI coding tools.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "hybrid-ai-architecture"}'); +- Low-latency, secure enterprise agent deployment with built-in access controls.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483078+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Hybrid Enterprise Architecture", "Dell AI Data Platform Integration", "On-Premises Codex Deployment"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Major enterprise landmark widely celebrated for overcoming on-premises compliance blockers for generative AI coding tools.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "hybrid-ai-architecture"}'); INSERT INTO "resources" VALUES('https://openai.com/index/election-safeguards-2026','Election information and safeguards in 2026','Ahead of global elections, we''re helping people access information, supporting cyber defenders, and increasing AI transparency.','2026',4,'This document outlines OpenAI''s technical and operational roadmap for safeguarding global democratic processes in 2026. The strategy prioritizes the integration of C2PA digital provenance standards to trace AI content, partnerships with cybersecurity agencies to protect voting infrastructure, and targeted bias auditing to preserve neutral model behavior. Key pillars include: - Enhancing real-time content watermarking and digital signature mechanisms. - Deploying active threat intelligence pipelines to identify and disrupt state-sponsored influence networks. -- Enforcing strict API and product usage guidelines to block coordinated interactive manipulation.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.7803529634830029e+09,0,'2026-06-02T00:29:23.483003+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Governance", "Safety and Trust", "Election Safeguards"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted official initiative with positive feedback from cybersecurity and policy communities regarding the proactive integration of provenance standards to mitigate generative AI election abuse.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-safety"}'); +- Enforcing strict API and product usage guidelines to block coordinated interactive manipulation.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483003+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Governance", "Safety and Trust", "Election Safeguards"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted official initiative with positive feedback from cybersecurity and policy communities regarding the proactive integration of provenance standards to mitigate generative AI election abuse.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-safety"}'); INSERT INTO "resources" VALUES('https://openai.com/index/endava','How Endava builds an agentic organization with Codex','Case study on Endava''s deployment of Codex to codify senior engineering expertise into autonomous agents that work across the software delivery lifecycle.','2026',4,'Details Endava''s transformation into an agentic organization utilizing OpenAI Codex to scale engineering workflows across massive software contract lifecycles. * **Architectural Value**: Implements a structured framework where senior engineering expertise is encapsulated into reusable AI agents. * **Key Features**: Compresses weeks of manual requirements analysis into automated pipelines, improving documentation velocity and code consistency. -* **Technical Significance**: Models a practical architecture for deploying agents to support human engineers from initial client intake to final codebase delivery.','English','Case Study','Advanced',0,'online','automatic','N/A',NULL,1.78035281874937605e+09,0,'2026-06-02T00:26:58.749376+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "Enterprise AI Strategy"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted enterprise implementation; Endava is an exclusive partner program member, showing highly successful adoption of Codex in software contracting delivery.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Models a practical architecture for deploying agents to support human engineers from initial client intake to final codebase delivery.','English','Case Study','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749376+02:00',NULL,NULL,NULL,'["Software Engineering", "Agentic Workflows", "Enterprise AI Strategy"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted enterprise implementation; Endava is an exclusive partner program member, showing highly successful adoption of Codex in software contracting delivery.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/gartner-2026-agentic-coding-leader','OpenAI named a Leader in enterprise coding agents by Gartner','OpenAI is named a leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents, with Codex recognized for innovation and enterprise-scale deployment.','2026',4,'This announcement details OpenAI''s leadership positioning in Gartner''s 2026 evaluation of enterprise coding agents. Driven by Codex and GPT-5.5, the platform is recognized for delivering robust codebase reasoning, sandboxed execution environments, and deep tool integrations that scale from local developer environments to centralized CI/CD pipelines. Core strengths highlighted: - Production-grade enterprise security, including fine-grained RBAC and auditable workspaces. - Multi-agent orchestrators capable of self-healing and automated test execution. -- Low-latency, high-throughput context windows optimized for massive repositories.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.78035296348303604e+09,0,'2026-06-02T00:29:23.483036+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Gartner Evaluations", "Enterprise AI Strategy"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Heavily cited industry milestone confirming Codex''s maturity and dominance in enterprise development, generating high trust among global technology leaders.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); +- Low-latency, high-throughput context windows optimized for massive repositories.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483036+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Gartner Evaluations", "Enterprise AI Strategy"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Heavily cited industry milestone confirming Codex''s maturity and dominance in enterprise development, generating high trust among global technology leaders.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); INSERT INTO "resources" VALUES('https://openai.com/index/grupo-folha-grupo-uol-partnership','OpenAI, Grupo Folha, and Grupo UOL announce strategic content partnership','OpenAI partners with Grupo Folha and Grupo UOL to bring trusted Brazilian journalism to ChatGPT, expanding access to news with attribution and transparency.','2026',4,'This strategic announcement details a licensing partnership integrating live, high-fidelity Brazilian journalism from Grupo Folha and Grupo UOL directly into ChatGPT''s retrieval pipelines. By bypassing standard web scrapers in favor of direct publisher data feeds, the architecture guarantees reliable, localized Portuguese news retrieval. Key architectural benefits: - Low-latency indexing of licensed editorial feeds. - Structured programmatic attribution and high-visibility click-through source links. -- Reduced model hallucination rates on regional real-time queries.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.78035296348301792e+09,0,'2026-06-02T00:29:23.483018+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Information Retrieval", "Content Pipelines", "API Licensing"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Strategic content licensing deal widely discussed on tech blogs as an indicator of real-time search engine shift towards direct, high-value publisher partnerships.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-content-licensing"}'); +- Reduced model hallucination rates on regional real-time queries.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483018+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Information Retrieval", "Content Pipelines", "API Licensing"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Strategic content licensing deal widely discussed on tech blogs as an indicator of real-time search engine shift towards direct, high-value publisher partnerships.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-content-licensing"}'); INSERT INTO "resources" VALUES('https://openai.com/index/introducing-openai-for-singapore','Introducing OpenAI for Singapore','Today at the ATx Summit in Singapore, we''re launching OpenAI for Singapore, a partnership with the Ministry of Digital Development and Information (MDDI) to support Singapore''s National AI strategy.','2026',4,'This document covers OpenAI''s strategic partnership with the Singapore Ministry of Digital Development and Information (MDDI) to reinforce its National AI Strategy. The framework supports regional language model customization, launches a regional Singaporean chapter of the OpenAI Academy, and places Forward Deployed Engineers on-site. Core technical aims: - Optimizing localized models to perform natively in Southeast Asian languages. - Deploying agentic student and teacher assistant tools in collaborative public school programs. -- Fostering local ecosystem engineering capacity directly connected to OpenAI research platforms.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.78035296348306894e+09,0,'2026-06-02T00:29:23.483069+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Sovereign AI Strategy", "Sovereign Language Modeling", "Public Infrastructure"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly cited milestone validating Singapore''s commitment to National AI Strategy 2.0 with targeted OpenAI support.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "sovereign-ai"}'); +- Fostering local ecosystem engineering capacity directly connected to OpenAI research platforms.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483069+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Sovereign AI Strategy", "Sovereign Language Modeling", "Public Infrastructure"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly cited milestone validating Singapore''s commitment to National AI Strategy 2.0 with targeted OpenAI support.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "sovereign-ai"}'); INSERT INTO "resources" VALUES('https://openai.com/index/malta-chatgpt-plus-partnership','OpenAI and Malta partner to bring ChatGPT Plus to all citizens','OpenAI and Malta partner to bring ChatGPT Plus to all citizens, introducing structured education pathways and national utility licensing.','2026',4,'This press release describes OpenAI''s partnership with the Government of Malta to provide ChatGPT Plus as a public utility to all citizens. This deployment is coupled with a structured AI literacy program designed by the University of Malta to teach citizens safe, practical, and highly effective daily generative AI use cases. Key systemic structures: - Nation-wide distribution managed through the Malta Digital Innovation Authority. - Mandated educational course pre-requisite to cultivate safe prompting practices. -- Scalable national training infrastructure aligning citizen capability with high-grade AI tools.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.7803529634830861e+09,0,'2026-06-02T00:29:23.483086+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Sovereign AI Deployment", "National AI Literacy", "Public Utility Models"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely discussed public policy landmark, recognized as the world''s first national citizen utility deployment of ChatGPT Plus.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "sovereign-ai"}'); -INSERT INTO "resources" VALUES('https://openai.com/index/model-disproves-discrete-geometry-conjecture','OpenAI Model Disproves Central Conjecture in Discrete Geometry','OpenAI model disproves Erdős unit distance conjecture in discrete geometry.','2026',4,'A technical announcement detailed by OpenAI outlining how a general-purpose reasoning model autonomously disproved Paul Erdős'' 1946 unit distance conjecture. This milestone marks an architectural shift from assistive AI to autonomous mathematical synthesis, constructing dense unit-distance algebraic graphs that exceed traditional rescaled square grid limits.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352292.58837,0,'2026-06-02T00:18:12.588370+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "Reasoning Models", "Mathematical Discoveries"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed academic and industry breakthrough, showcasing the transition of LLMs from coding assistants to autonomous scientific researchers.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); +- Scalable national training infrastructure aligning citizen capability with high-grade AI tools.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483086+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Sovereign AI Deployment", "National AI Literacy", "Public Utility Models"]','["CASE STUDY", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely discussed public policy landmark, recognized as the world''s first national citizen utility deployment of ChatGPT Plus.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "sovereign-ai"}'); +INSERT INTO "resources" VALUES('https://openai.com/index/model-disproves-discrete-geometry-conjecture','OpenAI Model Disproves Central Conjecture in Discrete Geometry','OpenAI model disproves Erdős unit distance conjecture in discrete geometry.','2026',4,'A technical announcement detailed by OpenAI outlining how a general-purpose reasoning model autonomously disproved Paul Erdős'' 1946 unit distance conjecture. This milestone marks an architectural shift from assistive AI to autonomous mathematical synthesis, constructing dense unit-distance algebraic graphs that exceed traditional rescaled square grid limits.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352292,0,'2026-06-02T00:18:12.588370+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "Reasoning Models", "Mathematical Discoveries"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed academic and industry breakthrough, showcasing the transition of LLMs from coding assistants to autonomous scientific researchers.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/mufg','MUFG aims to become AI native with OpenAI','Case study on Mitsubishi UFJ Financial Group deploying ChatGPT Enterprise to 35,000 employees, focusing on security boundaries, training, and building over 1,800 custom GPTs.','2026',4,'An analysis of Japan''s largest financial group''s enterprise-wide rollout of ChatGPT Enterprise to 35,000 banking professionals. * **Architectural Value**: Demonstrates how to design a compliant, zero-training-data-retention AI layer inside a highly regulated industry. * **Key Features**: Uses structured mandatory training and an internal ''AI Champion'' model to overcome standard employee adoption barriers. -* **Technical Significance**: Illustrates practical patterns for deploying over 1,800 departmental custom GPTs while maintaining strict data isolation.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1780352818.7494,0,'2026-06-02T00:26:58.749400+02:00',NULL,NULL,NULL,'["Enterprise Software", "Generative AI", "Financial Services"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acclaimed case study for detailing organizational enablement and change management during a massive company-wide roll-out of ChatGPT Enterprise in finance.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Illustrates practical patterns for deploying over 1,800 departmental custom GPTs while maintaining strict data isolation.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749400+02:00',NULL,NULL,NULL,'["Enterprise Software", "Generative AI", "Financial Services"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acclaimed case study for detailing organizational enablement and change management during a massive company-wide roll-out of ChatGPT Enterprise in finance.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/openai-frontier-governance-framework','OpenAI Frontier Governance Framework','OpenAI''s formal Frontier Governance Framework outlining processes for systemic risk assessment, model reporting, incident response, and regulatory alignment.','2026',4,'A comprehensive guide mapping OpenAI''s internal risk mitigation protocols to emerging global regulatory standards. * **Architectural Value**: Translates California''s TFAIA and the EU AI Act into concrete technical requirements for safe deployment. * **Key Features**: Outlines rigorous risk assessment lifecycles focusing on cyber threats, chemical/biological (CBRN) hazards, and loss of control. -* **Technical Significance**: Provides enterprise architects with a structured template for building auditable safety and incident response pipelines for AI systems.','English','Guide','Advanced',0,'online','automatic','N/A',NULL,1.78035281874938702e+09,0,'2026-06-02T00:26:58.749387+02:00',NULL,NULL,NULL,'["Generative AI", "AI Safety", "Compliance and Regulation"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acknowledged by compliance officers and cloud security engineers as an essential blueprint for aligning model deployments with California and EU AI laws.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Provides enterprise architects with a structured template for building auditable safety and incident response pipelines for AI systems.','English','Guide','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749387+02:00',NULL,NULL,NULL,'["Generative AI", "AI Safety", "Compliance and Regulation"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Acknowledged by compliance officers and cloud security engineers as an essential blueprint for aligning model deployments with California and EU AI laws.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/openai-frontier-models-and-codex-are-now-available-on-aws','OpenAI frontier models and Codex are now available on AWS','Official announcement regarding the general availability of OpenAI frontier models and Codex on Amazon Bedrock, complete with AWS IAM, PrivateLink, and compliance support.','2026',4,'This resource details the integration of OpenAI frontier models and Codex into Amazon Bedrock, providing enterprises with secure, governed access. * **Architectural Value**: Enables enterprise-grade deployments of state-of-the-art models within established AWS compliance, security, and private networking boundaries. * **Key Features**: Provides direct API access, Codex workspace integration, IAM permission boundaries, PrivateLink encryption, and CloudTrail audit logging. -* **Technical Significance**: Eliminates the exclusivity bottleneck, allowing architects to seamlessly orchestrate multi-model workflows on AWS infrastructure without exposing data.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035281874933505e+09,0,'2026-06-02T00:26:58.749335+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon Web Services", "Generative AI Integration"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Highly praised by cloud architects and enterprise IT for combining the intelligence of OpenAI''s frontier models with AWS''s robust governance, security, and procurement frameworks.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Eliminates the exclusivity bottleneck, allowing architects to seamlessly orchestrate multi-model workflows on AWS infrastructure without exposing data.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749335+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon Web Services", "Generative AI Integration"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "aws-newfeatures", "reputation_status": "Vetted", "reputation_summary": "Highly praised by cloud architects and enterprise IT for combining the intelligence of OpenAI''s frontier models with AWS''s robust governance, security, and procurement frameworks.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/our-views-on-ai-policy-and-political-advocacy','Our Views on AI Policy and Political Advocacy','An official policy stance statement clarifying OpenAI''s approach to legislative policy debates, employee political involvement, and corporate advocacy neutrality.','2026',4,'### Curator Insight -This policy brief outlines OpenAI''s official stance on global AI governance and political advocacy. Published amidst escalating debates surrounding national regulatory frameworks, OpenAI clarifies its operational decision to refrain from forming PACs or funding political campaigns. This document provides critical transparency for enterprise stakeholders navigating compliance, safety alignment, and corporate responsibility in the Intelligence Age.','English','Policy Brief / Blog','Beginner',0,'online','automatic','N/A',NULL,1.78040170254908299e+09,0,'2026-06-02T14:01:42.549083+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Governance", "Corporate Policy"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Official OpenAI statement. Authoritative declaration regarding corporate political neutrality and policy advocacy standards, highly cited across tech regulatory forums.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +This policy brief outlines OpenAI''s official stance on global AI governance and political advocacy. Published amidst escalating debates surrounding national regulatory frameworks, OpenAI clarifies its operational decision to refrain from forming PACs or funding political campaigns. This document provides critical transparency for enterprise stakeholders navigating compliance, safety alignment, and corporate responsibility in the Intelligence Age.','English','Policy Brief / Blog','Beginner',0,'online','automatic','N/A',NULL,1780401702,0,'2026-06-02T14:01:42.549083+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Governance", "Corporate Policy"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Official OpenAI statement. Authoritative declaration regarding corporate political neutrality and policy advocacy standards, highly cited across tech regulatory forums.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/personal-finance-chatgpt','A new personal finance experience in ChatGPT','A preview announcement of ChatGPT''s Plaid-powered bank account integration for real-time financial insights.','2026',4,'Curator Insight: Integrating banking APIs with conversational LLMs introduces a novel paradigm of context-aware financial planning, shifting attention away from traditional search directories. -Live Grounding: The implementation leverages Plaid to secure read-only access across over 12,000 financial institutions, enabling real-time categorization of expenses and portfolios, though users must carefully manage the inherent third-party connection vectors.','en','article','intermediate',0,'online','automatic','N/A',NULL,1780352953.15611,0,'2026-06-02T00:29:13.156110+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Consumer Agents > Financial Technology"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "While the technical utility is heavily praised, the community (Reddit r/financialindependence) retains strong privacy and data-sovereignty concerns regarding the Plaid integration with a public cloud model.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +Live Grounding: The implementation leverages Plaid to secure read-only access across over 12,000 financial institutions, enabling real-time categorization of expenses and portfolios, though users must carefully manage the inherent third-party connection vectors.','en','article','intermediate',0,'online','automatic','N/A',NULL,1780352953,0,'2026-06-02T00:29:13.156110+02:00',NULL,NULL,NULL,'["AI and Machine Learning > Consumer Agents > Financial Technology"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "While the technical utility is heavily praised, the community (Reddit r/financialindependence) retains strong privacy and data-sovereignty concerns regarding the Plaid integration with a public cloud model.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/ramp','How Ramp engineers accelerate code review with Codex','How Ramp engineers use Codex with GPT-5.5 to review code and ship improvements, allowing them to get substantive feedback in minutes instead of hours.','2026',4,'This article analyzes the technical deployment of OpenAI Codex with GPT-5.5 at fintech leader Ramp to scale internal code review operations. By automating semantic syntax evaluation, pattern checking, and vulnerability assessments, the pipeline yields high-fidelity architectural feedback in minutes. Key process innovations: - Reduced code-to-merge latencies through agentic automated PR reviews. - Context-aware code validation matching proprietary architectural standards. -- High-velocity shipping loops enabled by continuous automated debugging recommendations.','en','article','Advanced',0,'online','automatic','N/A',NULL,1.78035296348305296e+09,0,'2026-06-02T00:29:23.483053+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Automated Code Review", "Fintech CI/CD Pipelines"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vigorously discussed across fintech and dev channels, demonstrating a practical implementation of GPT-5.5 inside continuous delivery code pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); +- High-velocity shipping loops enabled by continuous automated debugging recommendations.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483053+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Automated Code Review", "Fintech CI/CD Pipelines"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vigorously discussed across fintech and dev channels, demonstrating a practical implementation of GPT-5.5 inside continuous delivery code pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); INSERT INTO "resources" VALUES('https://openai.com/index/stargate-michigan-data-center','Building the Infrastructure for the Intelligence Age in Michigan','OpenAI''s groundbreaking announcement of a 1-gigawatt (GW) ''Stargate'' supercomputing data center campus in Michigan in partnership with Oracle.','2026',4,'The official OpenAI announcement marking the groundbreaking of a landmark 1-gigawatt (GW) AI infrastructure campus in Saline Township, Michigan. - Realized through a $16 billion partnership involving Oracle and SoftBank, the Stargate initiative is designed to construct hyperscale computing clusters dedicated to next-generation model training. -- Details advanced thermal-cooling solutions, high-density energy grids, and union labor agreements required to construct the physical backbone of the Intelligence Age.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352838.80138,0,'2026-06-02T00:27:18.801380+02:00',NULL,NULL,NULL,'["AI Infrastructure", "Hyperscale Data Centers", "Hardware Scaling", "Cloud Architecture"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official OpenAI press announcement and landmark industry milestone. Vetted and covered globally by major technology and financial news sources in June 2026.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-infrastructure-datacenter"}'); -INSERT INTO "resources" VALUES('https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense','Strengthening Societal Resilience with Rosalind Biodefense','OpenAI announces the launch of its Rosalind Biodefense program leveraging GPT-Rosalind to secure DNA synthesis and accelerate defensive countermeasures.','2026',4,'This announcement outlines the launch of OpenAI''s ''Rosalind Biodefense'' program built around GPT-Rosalind, a frontier reasoning model designed for life sciences. The system focuses on defensive capabilities such as early threat warning, epidemiological modeling, DNA synthesis screening, and accelerating scientific workflow. By partnering with organizations like SecureDNA and Fourth Eon Biosecurity, OpenAI aims to establish biological containment and proactive defensive acceleration protocols.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035284903158497e+09,0,'2026-06-02T00:27:29.031585+02:00',NULL,NULL,NULL,'["AI", "Applied AI", "Biosecurity", "Inference Models"]','["[EMERGING]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly regarded defensive biosecurity initiative leveraging frontier AI capabilities in life sciences with rigorous safety and containment protocols.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-biotech"}'); +- Details advanced thermal-cooling solutions, high-density energy grids, and union labor agreements required to construct the physical backbone of the Intelligence Age.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352838,0,'2026-06-02T00:27:18.801380+02:00',NULL,NULL,NULL,'["AI Infrastructure", "Hyperscale Data Centers", "Hardware Scaling", "Cloud Architecture"]','["[CASE STUDY]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official OpenAI press announcement and landmark industry milestone. Vetted and covered globally by major technology and financial news sources in June 2026.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-infrastructure-datacenter"}'); +INSERT INTO "resources" VALUES('https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense','Strengthening Societal Resilience with Rosalind Biodefense','OpenAI announces the launch of its Rosalind Biodefense program leveraging GPT-Rosalind to secure DNA synthesis and accelerate defensive countermeasures.','2026',4,'This announcement outlines the launch of OpenAI''s ''Rosalind Biodefense'' program built around GPT-Rosalind, a frontier reasoning model designed for life sciences. The system focuses on defensive capabilities such as early threat warning, epidemiological modeling, DNA synthesis screening, and accelerating scientific workflow. By partnering with organizations like SecureDNA and Fourth Eon Biosecurity, OpenAI aims to establish biological containment and proactive defensive acceleration protocols.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1780352849,0,'2026-06-02T00:27:29.031585+02:00',NULL,NULL,NULL,'["AI", "Applied AI", "Biosecurity", "Inference Models"]','["[EMERGING]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly regarded defensive biosecurity initiative leveraging frontier AI capabilities in life sciences with rigorous safety and containment protocols.", "social_preview_url": "", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "ai-biotech"}'); INSERT INTO "resources" VALUES('https://openai.com/index/the-next-phase-of-education-for-countries','The next phase of OpenAI''s Education for Countries','At the Education World Forum in London, OpenAI shares early learnings from Education for Countries and welcomes Singapore to the program.','2026',4,'This programmatic update outlines the transition of the ''OpenAI for Countries'' model from general access to highly structured educational frameworks. Partnering with sovereign nations, the project introduces dedicated configurations like ''ChatGPT for Teachers'' and community college training resources. Structural frameworks include: - Co-designing teacher-led classroom assets to cultivate safe AI integration. - Launching the ''OpenAI Luminaries'' program for global educational curriculum exchange. -- Supporting evidence-based deployments monitored by research teams to optimize learning outcomes.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.78035296348306107e+09,0,'2026-06-02T00:29:23.483061+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI in Education", "Sovereign AI Adoption", "Public Sector Frameworks"]','["GUIDE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Well-received public sector overview showcasing structural AI education deployments rather than generic consumer app-access programs.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-education"}'); +- Supporting evidence-based deployments monitored by research teams to optimize learning outcomes.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483061+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI in Education", "Sovereign AI Adoption", "Public Sector Frameworks"]','["GUIDE", "EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Well-received public sector overview showcasing structural AI education deployments rather than generic consumer app-access programs.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-education"}'); INSERT INTO "resources" VALUES('https://openai.com/index/trustworthy-third-party-evaluations-foundations','A shared playbook for trustworthy third party evaluations','OpenAI''s playbook establishing guidelines for independent, trustworthy third-party evaluations of frontier AI systems, emphasizing system harnesses, validity checks, and context modeling.','2026',4,'This document introduces OpenAI''s blueprint for conducting reliable and independent evaluations of frontier AI models. * **Architectural Value**: Shifts the evaluation paradigm from simple prompt-response benchmarks to complex, multi-step environment harnesses. * **Key Features**: Focuses on eliciting real capabilities, evaluating safeguard robustness, managing reward hacking, and detecting data contamination. -* **Technical Significance**: Establishes standardized auditing practices essential for compliance with global regulations such as the EU AI Act and California''s TFAIA.','English','Guide','Advanced',0,'online','automatic','N/A',NULL,1.78035281874936699e+09,0,'2026-06-02T00:26:58.749367+02:00',NULL,NULL,NULL,'["Generative AI", "AI Safety", "Model Evaluation Frameworks"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely recognized by AI safety researchers and regulatory bodies (such as the UK and US AI Safety Institutes) as a foundational document for standardizing frontier model auditing.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +* **Technical Significance**: Establishes standardized auditing practices essential for compliance with global regulations such as the EU AI Act and California''s TFAIA.','English','Guide','Advanced',0,'online','automatic','N/A',NULL,1780352818,0,'2026-06-02T00:26:58.749367+02:00',NULL,NULL,NULL,'["Generative AI", "AI Safety", "Model Evaluation Frameworks"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely recognized by AI safety researchers and regulatory bodies (such as the UK and US AI Safety Institutes) as a foundational document for standardizing frontier model auditing.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); INSERT INTO "resources" VALUES('https://openai.com/index/virgin-atlantic','How Virgin Atlantic ships faster with Codex','How Virgin Atlantic used Codex to ship its revamped mobile app on a fixed holiday travel deadline, reaching near-total unit test coverage and zero P1 defects.','2026',4,'This enterprise case study demonstrates the technical integration of OpenAI Codex within Virgin Atlantic''s software delivery pipeline to reconstruct their consumer-facing mobile application under a rigid shipping timeline. By utilizing Codex for automated unit-test generation and legacy code translation, the engineering team achieved near-total unit test coverage. Key engineering highlights: - Transitioned development from boilerplate drafting to agentic oversight. - Reached comprehensive test coverage without delaying critical release windows. -- Recorded zero P1 defects post-deployment due to automated, continuous integration evaluations.','en','article','Advanced',0,'online','automatic','N/A',NULL,1.78035296348302698e+09,0,'2026-06-02T00:29:23.483027+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Software Delivery Optimization", "Test Automation"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised developer case study showing substantial ROI on using generative AI code helpers inside strict, time-sensitive commercial aviation software pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); +- Recorded zero P1 defects post-deployment due to automated, continuous integration evaluations.','en','article','Advanced',0,'online','automatic','N/A',NULL,1780352963,0,'2026-06-02T00:29:23.483027+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Assistants", "Software Delivery Optimization", "Test Automation"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised developer case study showing substantial ROI on using generative AI code helpers inside strict, time-sensitive commercial aviation software pipelines.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": "ai-driven-engineering"}'); INSERT INTO "resources" VALUES('https://openai.com/index/warp','Warp''s big bet on building open source with GPT-5.5','OpenAI''s official startup feature detailing Warp''s transition to an open-source model under AGPL-3.0, backed by OpenAI and fully managed via its cloud agent orchestration platform, Oz.','2026',4,'An exploration of Warp''s agentic open-source contribution workflow powered by OpenAI''s GPT-5.5. * **Architectural Value**: Showcases ''Oz'', a cloud-based agent platform that acts as an autonomous orchestrator to triage issues, plan implementations, and write PRs. * **Key Features**: Leverages Rust client architecture with deep multi-agent coordination, supporting local sandbox controls and custom command pipelines. -* **Technical Significance**: Redefines open-source collaboration, demonstrating a paradigm where human and AI agents securely build and maintain a massive public codebase.','English','Article','Advanced',0,'online','automatic','N/A',NULL,1.78035281874942302e+09,0,'2026-06-02T00:26:58.749423+02:00',NULL,NULL,NULL,'["Software Engineering", "Open Source Software", "Agentic Development Environments"]','["[DE FACTO STANDARD]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Extremely high community reception; 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Warp open-sourced its Rust terminal client under AGPL-3.0 with OpenAI backing, receiving nearly 28k stars on day one.", "social_preview_url": "", "source_provenance": "RSS Feed (OpenAI News)", "suggested_new_category": ""}'); +INSERT INTO "resources" VALUES('https://openai.com/research/scaling-kubernetes-to-7500-nodes','openai.com: Scaling Kubernetes to 7,500 nodes 🌟','','N/A',0,'A curated technical resource and architectural guide covering openai.com: Scaling Kubernetes to 7,500 nodes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031337,0,'2026-05-17T17:22:17.292435+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"duplicate_of": "https://openai.com/blog/scaling-kubernetes-to-7500-nodes"}'); INSERT INTO "resources" VALUES('https://openapi-generator.tech','OpenAPI Generator 🌟','','2026',5,'The industry standard OpenAPI Generator, designed to automate client SDK and server stub generation from OpenAPI specifications across 50+ programming languages.','Java','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Tooling", "Codegen", "OpenAPI"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openbuilt.io','OpenBuilt','','2021',0,'OpenBuilt is an open industry platform facilitating digital supply chain orchestration for construction environments. Built on hybrid cloud and OpenShift technologies, it streamlines third-party application interoperability.','English','SaaS','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Solution", "Construction Industry", "Platform-as-a-Service"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://opencensus.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bcdc572d753ccf43b5dedfa06276005ed33929ff37d643d3327e1795ef4c1595',100.0,1.77903184992941498e+09,1,'2026-05-17T17:30:49.929415+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); +INSERT INTO "resources" VALUES('https://opencensus.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bcdc572d753ccf43b5dedfa06276005ed33929ff37d643d3327e1795ef4c1595',100.0,1779031849,1,'2026-05-17T17:30:49.929415+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}'); INSERT INTO "resources" VALUES('https://opencontainers.org','OCI: Open Container Initiative','','2015',0,'The primary industry-governed specification standard for container formats and runtimes. By defining precise, cross-vendor standards for OCI Image Specifications and Runtime Specifications, it ensures complete runtime interoperability across diverse infrastructure orchestrators and container engines.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies','opencoreventures.com: HashiCorp switching to BSL shows a need for open charter'' companies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13e357f68ee695ca9861659d11214de3736521c3c40b00cbf5bc9019e122a0ff',100.0,1.77903423294201898e+09,0,'2026-05-17T18:10:32.942019+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies"}'); -INSERT INTO "resources" VALUES('https://opencurve.io','Curve: opencurve.io','','N/A',0,'A curated technical resource and architectural guide covering Curve: opencurve.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903441719787406e+09,0,'2026-05-17T18:13:37.197874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); +INSERT INTO "resources" VALUES('https://opencoreventures.com/blog/2023-08-23-hashicorp-switching-bsl-shows-need-for-open-charter-companies','opencoreventures.com: HashiCorp switching to BSL shows a need for open charter'' companies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13e357f68ee695ca9861659d11214de3736521c3c40b00cbf5bc9019e122a0ff',100.0,1779034232,0,'2026-05-17T18:10:32.942019+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://www.opencoreventures.com/blog/hashicorp-switching-to-bsl-shows-a-need-for-open-charter-companies"}'); +INSERT INTO "resources" VALUES('https://opencurve.io','Curve: opencurve.io','','N/A',0,'A curated technical resource and architectural guide covering Curve: opencurve.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034417,0,'2026-05-17T18:13:37.197874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://opendatahub.io','Open Data Hub','','2020',0,'Open Data Hub (ODH) is an open-source, blueprint AI/ML platform built on OpenShift. It integrates projects like JupyterHub, Kubeflow, Apache Spark, and Prometheus. In 2026, ODH stands as the foundation of Red Hat OpenShift AI, demonstrating high enterprise stability for automating large-scale machine learning workflows, model serving, and data pipelines on Kubernetes.','Go','Official Project','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Platform", "Machine Learning", "Open Data Hub", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openebs.io','OpenEBS','','2026',5,'OpenEBS is an adaptable Container Attached Storage (CAS) system that transforms local node storage or cloud-attached disks into dedicated dynamic persistent volumes for stateful applications. Utilizing engines like Mayastor and LocalPV, it isolates I/O processing on a per-pod basis to deliver high-performance scalability.','Go','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Container Attached Storage"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-storage.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://opengitops.dev','OpenGitOps.dev 🌟','','2021',0,'The home of the CNCF GitOps Working Group, detailing the official OpenGitOps standards. It defines the formal criteria required for GitOps systems: declarative states, versioned storage, pull-based delivery, and continuous reconciliation loop synchronization. Adhering to these principles ensures consistency, auditability, and robust security in automated delivery chains.','None','Specification Portal','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openid.net','OpenID Connect','','2024',0,'The official specifications for OpenID Connect, the dominant federation protocol for Kubernetes authentication. Implementing OIDC enables modern clusters to offload authentication to external identity providers like Okta, Keycloak, or Microsoft Entra ID. This standardizes identity tokens globally across decentralized services.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}'); INSERT INTO "resources" VALUES('https://openinsurance.io','Open Insurance','','2026',3,'An initiative advocating for open API standards within the insurance sector (Insurtech). It establishes data exchange models for claims processing, policy management, and underwritings to promote interoperability among traditional and digital insurers.','English','Standard / Initiative','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Domain APIs", "Fintech", "Insurtech"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}'); -INSERT INTO "resources" VALUES('https://openjdk.java.net/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7488a9d5e652fd970172c946cf0bfdb9f1f450f39a2fa4e78e6253e7f3c280c',100.0,1.77903048265789198e+09,0,'2026-05-17T17:08:02.657892+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://openjdk.org/jeps/413"}'); +INSERT INTO "resources" VALUES('https://openjdk.java.net/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e7488a9d5e652fd970172c946cf0bfdb9f1f450f39a2fa4e78e6253e7f3c280c',100.0,1779030482,0,'2026-05-17T17:08:02.657892+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://openjdk.org/jeps/413"}'); INSERT INTO "resources" VALUES('https://openjdk.org/jeps/413','openjdk.java.net: JEP 413: Code Snippets in Java API Documentation','','2021',0,'This proposal details JEP 413, introducing the `@snippet` tag for Java API documentation. By allowing the integration of validated, syntax-highlighted code snippets directly from external source files or internal blocks, it replaces fragile HTML `
` tags, streamlining the documentation-as-code workflow for large enterprise platforms.','Java','Specification','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Platform", "Documentation", "Javadoc"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openkruise.io','openkruise.io','','2024',0,'The main portal for the OpenKruise engine. OpenKruise is a CNCF incubating project delivering advanced application automation tools that address complex, scale-intensive deployment scenarios.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Management", "Custom Controllers", "OpenKruise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openliberty.io','openliberty.io','','2026',4,'The project portal for Open Liberty, IBM''s open-source, highly modular Java runtime designed for microservices and cloud-native applications. Live Grounding highlights its performance, dynamic reloading capabilities, and seamless integration with container platforms.','English','Website','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Open Liberty"]','["[ENTERPRISE-STABLE]"]','[]','["ibm_cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openpracticelibrary.com','openpracticelibrary.com','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f0c56b6e3f2e031f05a60e955860ada5c440347c0899c93815379252c364450c',100.0,1.77903208049172806e+09,1,'2026-05-17T17:34:40.491728+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensearch.org','opensearch.org 🌟','','N/A',0,'A curated technical resource and architectural guide covering opensearch.org 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610145870089e+09,0,'2026-06-18T00:41:41.458701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://openpracticelibrary.com','openpracticelibrary.com','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f0c56b6e3f2e031f05a60e955860ada5c440347c0899c93815379252c364450c',100.0,1779032080,1,'2026-05-17T17:34:40.491728+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensearch.org','opensearch.org 🌟','','N/A',0,'A curated technical resource and architectural guide covering opensearch.org 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736101,0,'2026-06-18T00:41:41.458701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://openservicemesh.io','openservicemesh.io','','2024',0,'Open Service Mesh (OSM) was an SMI-compliant, lightweight service mesh built on the Envoy data plane. Initially championed by Microsoft and donated to the CNCF, the project was officially archived, with its core paradigms and learnings absorbed into the Kubernetes Gateway API and ambient mesh patterns. This resource serves as a key historical reference for lightweight mesh designs.','Go','Software','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Networking", "Service Mesh", "Open Service Mesh"]','["[LEGACY]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openshift-ireland.com','openshift-ireland.com','','N/A',0,'A curated technical resource and architectural guide covering openshift-ireland.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903067359617209e+09,0,'2026-05-17T17:11:13.596172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openshift.io','OpenShift.io','','N/A',0,'A curated technical resource and architectural guide covering OpenShift.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903413160015511e+09,0,'2026-05-17T18:08:51.600155+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openshift.tips','openshift.tips','','N/A',0,'A curated technical resource and architectural guide covering openshift.tips in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903358373890089e+09,0,'2026-05-17T17:59:43.738901+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openshift.tv','OpenShift.tv','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','47ac2711865a914012d2661f0493cc3454d6105685d1b4122688854a3b7c5e72',100.0,1.77903320649515509e+09,0,'2026-05-17T17:53:26.495155+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/livestreaming"}');
+INSERT INTO "resources" VALUES('https://openshift-ireland.com','openshift-ireland.com','','N/A',0,'A curated technical resource and architectural guide covering openshift-ireland.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030673,0,'2026-05-17T17:11:13.596172+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://openshift.io','OpenShift.io','','N/A',0,'A curated technical resource and architectural guide covering OpenShift.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034131,0,'2026-05-17T18:08:51.600155+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://openshift.tips','openshift.tips','','N/A',0,'A curated technical resource and architectural guide covering openshift.tips in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033583,0,'2026-05-17T17:59:43.738901+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://openshift.tv','OpenShift.tv','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','47ac2711865a914012d2661f0493cc3454d6105685d1b4122688854a3b7c5e72',100.0,1779033206,0,'2026-05-17T17:53:26.495155+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/livestreaming"}');
 INSERT INTO "resources" VALUES('https://opensource.builders','opensource.builders','','2026',0,'A modern visual directory mapping proprietary SaaS and enterprise platforms to their open-source equivalents (e.g., Slack to Mattermost, Firebase to Supabase). Extremely useful for organizations looking to avoid vendor lock-in and adopt self-hosted, cloud-native deployments of core collaboration tools.','N/A','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Open Source", "Directories"]','["[COMMUNITY-TOOL]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://opensource.com','opensource.com 🌟','','2026',4,'A foundational open-source community portal offering comprehensive guides, tutorials, and articles on Linux, open-source software, and enterprise infrastructure strategy. Serves as a widespread reference hub for systems administrators, developers, and DevOps practitioners seeking standardized patterns and open-source alternatives.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "Community & General Resources"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/16/12/cidr-network-notation-configuration-linux','opensource.com: A Linux networking guide to CIDR notation and configuration - sipcalc 🌟','','2016',0,'An instructional overview exploring CLI utility sipcalc. Outlines advanced usage cases targeting CIDR parsing, IPv6 translation pathways, and network mask operations under Unix platforms.','Shell','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Networking & IPAM", "Subnetting & Addressing", "Command-Line Utilities"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["networking.md"]','{}','{}');
@@ -11462,7 +11462,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/20/6/container-or
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/6/devops-mindset','opensource.com: 10 tips for maintaining a DevOps mindset for distributed teams','','2020',1,'Pragmatic guide focused on remote engineering operations. Details how telemetry alignment, shared ChatOps structures, and open system registries prevent development drift in distributed organizations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Distributed Teams"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md", "devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/6/kubernetes-anniversary','opensource.com: 5 ways to boost your Kubernetes knowledge','','2020',0,'A tactical roadmap suggesting community resources, interactive environments, and upstream contributions to accelerate Kubernetes expertise. Ideal for system administrators shifting from traditional virtualization to container architecture.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training & Education", "Professional Development", "Learning Roadmaps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/6/linux-libraries','How to handle dynamic and static libraries in Linux','','2020',3,'An in-depth guide detailing compiler linkages, distinguishing between static (.a) and dynamic (.so) library handling in Linux systems. It explains loading patterns and pathing options (LD_LIBRARY_PATH). Live Grounding highlights its importance for configuring isolated dependencies within containers.','C','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Operating Systems", "Compilation"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/automation-testing-cicd','opensource.com: What you need to know about automation testing in CI/CD','','2020',4,'Presents strategies for continuous integration-driven automated testing. Highlights the parallel execution of functional tests and dynamic environment teardown approaches to accelerate release cadence.','English','Technical Article','Intermediate',0,'online','manual','c25169ebda1f1a16f914baec81b08803517266f6eaf40ef870b880c4486c1c4b',100.0,1.77903382333552789e+09,1,'2026-05-17T18:03:43.335528+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Testing Methodologies"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/automation-testing-cicd','opensource.com: What you need to know about automation testing in CI/CD','','2020',4,'Presents strategies for continuous integration-driven automated testing. Highlights the parallel execution of functional tests and dynamic environment teardown approaches to accelerate release cadence.','English','Technical Article','Intermediate',0,'online','manual','c25169ebda1f1a16f914baec81b08803517266f6eaf40ef870b880c4486c1c4b',100.0,1779033823,1,'2026-05-17T18:03:43.335528+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Testing Methodologies"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/docsify-github-pages','opensource.com: How to create a documentation site with Docsify and GitHub Pages','','2020',0,'A tutorial explaining how to build light, dynamic document systems using Docsify on GitHub Pages. Contrasts static compilers with Docsify''s model, which parses Markdown files dynamically in the browser without build compile loops, offering zero-setup developer portals.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Docsify Hosting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/git-repos-best-practices','opensource.com: 6 best practices for managing Git repos','','2020',0,'A corporate guide outlining governance practices for managing Git repositories. Advocates for micro-commits, atomic changes, automated static security scans, standardized branching models, and clean pull request lifecycles.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/kubernetes-analogy','opensource.com: Explaining Kubernetes in 10 minutes using an analogy','','2020',0,'A classic conceptual introduction that uses a shipping port analogy to clarify container orchestration dynamics and state synchronization for beginners.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Kubernetes", "Basics", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -11470,7 +11470,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/linux-shellh
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/open-source-test-automation-frameworks','opensource.com: 9 open source test-automation frameworks','','2020',0,'Overview evaluating nine open-source test automation engines including Selenium, Cypress, and Robot Framework. Reviews test speed, language support, and integration overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Test Automation", "Framework Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["test-automation-frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/sysadmin-cheat-sheets','opensource.com: 10 cheat sheets for Linux sysadmins','','2024',4,'Curator Insight: Collection of top sysadmin cheat sheets covering network diagnostics, process management, and storage setup. Live Grounding: Highlights crucial administrative commands for systemd, journalctl, and networking (ip, ss) to secure host operations.','English','Resource Compilation','Intermediate-Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems", "Linux", "Administration"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/7/terraform-kubernetes','opensource.com: A guide to Terraform for Kubernetes beginners','','2020',0,'Explains how to use HashiCorp Terraform to directly manage Kubernetes resources and objects. Highlights the trade-offs of using Terraform versus Helm/kubectl for standard resource templating, state tracking, and lifecycle operations.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Kubernetes Provider"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/20/8/cerberus-test-automation','opensource.com: Cerberus - An open source solution for continuous testing'' at scale','','2020',4,'Highlights Cerberus, an open-source low-code platform for pipeline test integration. Manages automated test scripts for cross-browser, visual, API, and mobile environments within unified delivery flows.','English','Technical Article','Intermediate',0,'online','manual','6105f7117865a47ddab995a952841badf303379865b09a5585389f33d62a05a3',100.0,1.77903030549675798e+09,1,'2026-05-17T17:05:05.496758+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Testing Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/20/8/cerberus-test-automation','opensource.com: Cerberus - An open source solution for continuous testing'' at scale','','2020',4,'Highlights Cerberus, an open-source low-code platform for pipeline test integration. Manages automated test scripts for cross-browser, visual, API, and mobile environments within unified delivery flows.','English','Technical Article','Intermediate',0,'online','manual','6105f7117865a47ddab995a952841badf303379865b09a5585389f33d62a05a3',100.0,1779030305,1,'2026-05-17T17:05:05.496758+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Testing Frameworks"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/8/ingress-controllers-kubernetes','opensource.com: Why I use Ingress Controllers to expose Kubernetes services','','2020',3,'Argues the architectural benefits of utilizing an Ingress Controller for consolidated traffic entry rather than creating expensive cloud-provider LoadBalancer resources for every single microservice. Live Grounding confirms that using dynamic, routing-table based Ingress Controllers represents the standard cost-optimization strategy in enterprise cloud clusters.','Markdown','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/9/ansible','opensource.com: 7 things you can do with Ansible right now','','2020',0,'Highlights versatile use cases for Ansible beyond simple package installs, such as configuration drift remediation, system health auditing, and network routing updates. Shows how it acts as an automation framework across modern corporate infrastructure.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure as Code", "Ansible Use Cases"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/20/9/ansible-modules-kubernetes','opensource.com: Automate your container orchestration with Ansible modules for Kubernetes 🌟','','2020',0,'Details the deployment of Kubernetes manifests directly using Ansible''s native modules (k8s module). It demonstrates how to orchestrate complex Helm charts and resource configurations programmatically. This bridges the divide between standard IaC pipelines and cluster environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Kubernetes Management", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -11496,14 +11496,14 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/21/11/open-source
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/kubernetes-developer','opensource.com: What Kubernetes taught me about development','','2021',0,'An architectural reflection detailing key developer-centric shifts encountered when adapting to Kubernetes environments. It explores paradigms like declarative APIs, container-first test loops, and how platform engineers must redefine application boundaries in microservice environments.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Development Methodologies", "Operator Perspectives"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/kubernetes-gatekeeper','opensource.com: Implement governance on your Kubernetes cluster','','2021',0,'Analyzes the installation and lifecycle management of OPA Gatekeeper inside Kubernetes. Demonstrates how to design ConstraintTemplates and Constraints to programmatically enforce organizational governance rules, highlighting its capability to validate, mutate, and deny container creation requests before deployment execution.','Yaml / Rego','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Security", "Policy Enforcement", "OPA Gatekeeper"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/open-source-business-tools','opensource.com: Open source tools for running a small business in 2022','','2022',0,'Introduces a foundational toolkit of open-source ERP, accounting, and task-tracking platforms designed to help modern startups operate efficiently without proprietary vendor lock-in.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Business Utilities", "Operations"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/open-source-mind-mapping-drawio','opensource.com: Open source mind mapping with Draw.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2b00796ced0c08bd32623444d887f79b88e394675315a9f5e32ffba0fa1666b0',100.0,1.77903222763218188e+09,1,'2026-05-17T17:37:07.632182+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/open-source-mind-mapping-drawio','opensource.com: Open source mind mapping with Draw.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2b00796ced0c08bd32623444d887f79b88e394675315a9f5e32ffba0fa1666b0',100.0,1779032227,1,'2026-05-17T17:37:07.632182+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/open-source-security','opensource.com: 5 open source security resources from 2021','','2021',0,'Reviews open-source initiatives targeting security compliance, supply chain auditing, and vulnerability isolation. Demonstrates how adopting open standards improves platform flexibility and enables shifting security checks left.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Open Source Tools"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/12/sigstore-container-images','opensource.com: Sign and verify container images with this open source tool (sigstore)','','2021',0,'A hands-on tutorial outlining how to cryptographically sign and verify container images using Cosign. Teaches developers how to generate local keypairs, write signatures directly to remote OCI registries, and build validation check gates.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Image Signing & Verification"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/ansible-origin-story','opensource.com: How Ansible got started and grew','','2021',0,'Chronicles the evolution of Ansible from its early development roots to Red Hat''s premier configuration orchestration platform. Reviews historical design choices, including agentless SSH transport, zero-bootstrap setup, and Python-based plugins, which shaped its current market domination.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "History"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/devsecops','opensource.com: How to adopt DevSecOps successfully','','2021',0,'A highly structured methodology for successfully integrating DevSecOps across five core software development phases: plan, code, build, test, and release. Details embedding lightweight, non-blocking automation checkpoints to guarantee policy alignment.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/kubernetes-namespaces','opensource.com: Configure multi-tenancy with Kubernetes namespaces 🌟','','2021',1,'Demonstrates logical multi-tenancy implementation using native Kubernetes resource primitives. Focuses on combining RBAC boundaries, NetworkPolicies, and ResourceQuotas to insulate co-located developer teams.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Namespace Isolation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/linux-automation','opensource.com: Use anacron for a better crontab','','2021',3,'An exploration of Linux job execution using anacron instead of traditional crontabs. This tutorial highlights anacron''s ability to trigger deferred system-level maintenance tasks and backups even after systemic power shutdowns. It provides system engineers with a highly reliable automation fallback plan.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Administration", "Linux Automation", "Scheduling"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/tempo-distributed-tracing','opensource.com: Get started with distributed tracing using Grafana Tempo','','2021',0,'A practical hands-on guide for bootstrapping distributed tracing with Grafana Tempo. It highlights how eliminating complex storage backends like Cassandra or Elasticsearch reduces infrastructure operational costs. 2026 best practices emphasize using Tempo alongside standard OpenTelemetry collectors.','Markdown','Article','Intermediate',1,'online','manual','5ddefb99bfac95fbc33cad4b556ce08119170d95ff49267ec0e47ec2a7421814',100.0,1.77902936942683911e+09,1,'2026-05-17T16:49:29.426839+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/2/tempo-distributed-tracing','opensource.com: Get started with distributed tracing using Grafana Tempo','','2021',0,'A practical hands-on guide for bootstrapping distributed tracing with Grafana Tempo. It highlights how eliminating complex storage backends like Cassandra or Elasticsearch reduces infrastructure operational costs. 2026 best practices emphasize using Tempo alongside standard OpenTelemetry collectors.','Markdown','Article','Intermediate',1,'online','manual','5ddefb99bfac95fbc33cad4b556ce08119170d95ff49267ec0e47ec2a7421814',100.0,1779029369,1,'2026-05-17T16:49:29.426839+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/ansible-collections','opensource.com: 5 tips for choosing an Ansible collection that''s right for you','','2021',0,'A practical framework for evaluating and selecting Ansible Collections from Galaxy. It highlights assessment metrics such as maintainability, documentation quality, namespace conventions, and community engagement to mitigate security and stability risks in automation supply chains.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/ansible-sysadmin','opensource.com: 5 everyday sysadmin tasks to automate with Ansible 🌟','','2021',0,'Examines five common system maintenance workloads—package updates, log cleanup, backup tasks, service verification, and user management—and converts them into structured, reusable Ansible modules. Minimizes variance and repetitive sysadmin activities.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "System Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/devops-documentation','opensource.com: A DevOps guide to documentation','','2021',0,'Deconstructs the ''Docs-as-Code'' paradigm, incorporating documentation tasks into active developer Git workflows. Outlines utilizing Markdown, static-site generators, programmatic link check validation, and pipeline-level artifact documentation deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Documentation", "Docs-as-Code"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -11512,7 +11512,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/gitops','ope
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/grep-cheat-sheet','opensource.com: How to use the Linux grep command','','2026',4,'Comprehensive guide and cheat sheet for grep syntax, covering recursive searching, exclusion criteria, and basic regular expressions. Fundamental text-processing utility crucial for searching through high-volume application logs.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Command Line", "Text Search"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/3/service-mesh','opensource.com: Why you should care about service mesh','','2021',3,'An industry overview advocating for network management decoupling. Explains why networking complexities (traffic steering, retries, service discovery) should be abstracted away from application runtimes and managed directly by dedicated mesh infrastructure.','None','article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/context-switching-git','opensource.com: 4 tips for context switching in Git','','2021',0,'Outlines high-performance context-switching techniques, emphasizing ''git worktree'' and ''git stash''. This guide covers keeping separate branches simultaneously checked out into distinct directory trees, allowing parallel debugging tasks without disrupting primary feature developments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Advanced Git", "Workspace State"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/event-streaming-rudderstack',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9c9e5980e1ea73ec2fc554d34bb2298779a1ad6f4fba94f1c7bdd6e46373a170',100.0,1.779030522185611e+09,0,'2026-05-17T17:08:42.185611+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/event-streaming-rudderstack',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9c9e5980e1ea73ec2fc554d34bb2298779a1ad6f4fba94f1c7bdd6e46373a170',100.0,1779030522,0,'2026-05-17T17:08:42.185611+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/git-stash','opensource.com: A practical guide to using the git stash command','','2021',0,'Provides an architectural deep dive into the Git stash command stack for saving uncommitted workspace modifications. Explains stash management commands (push, pop, apply, list, drop) and covers advanced options like stashing untracked or ignored files to preserve context switching cleanly.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Workspace State"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/git-whatchanged','opensource.com: Find what changed in a Git commit','','2021',0,'Shows how to audit repository changes using commands like `git whatchanged`, `git log`, and `git show`. Explains how to target specific commits, compare changes across commits, and inspect file histories.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Logging"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/4/groovy-io','opensource.com: Read and write files with Groovy','','2021',0,'A detailed technical review explaining programmatic file and input/output stream operations utilizing Apache Groovy. Critical for Jenkins Pipeline authors looking to implement advanced file manipulation, parse complex workspaces, and generate structured dynamic manifests.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Groovy Programming", "File I-O"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -11525,11 +11525,11 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/mysql-query-
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/5/python-38-features','opensource.com: Make your API better with this positional trick from Python 3.8','','2021',0,'Explains how to use Python 3.8''s positional-only argument separator (''/'') to construct secure and declarative APIs. Analyzes parameters isolation, namespace safety, and backwards compatibility advantages for package developers.','Python','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Language Features"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/bash-config','opensource.com: Parsing config files with Bash','','2021',3,'An analytical guide to parsing structural configuration files natively inside Bash environments. This resource explores tokenization, parameter substitution, and sandboxing inputs to avoid arbitrary command execution. Live Grounding demonstrates its utility in lightweight edge systems where standard runtimes like Python or jq are unavailable.','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/kustomize-kubernetes','opensource.com: Modify your Kubernetes manifests with Kustomize','','2021',3,'Step-by-step introduction to customizing Kubernetes manifests natively using Kustomize. Focuses on setting up basic configurations with kustomization.yaml, declaring base manifests, and safely applying targeted environmental patches to resources like Deployments and Services.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Configuration Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/migrate-vms-kubernetes-forklift','opensource.com: Migrate virtual machines to Kubernetes with this new tool'' - forklift 🌟','','2021',0,'An informative guide detailing VM migration flows into KubeVirt environments using Konveyor Forklift. Solves the integration problem for organizations standardizing traditional server stacks into container-managed nodes.','None','Guide','Low',0,'online','manual','c107b18a084266e6c92b5fc95306fab2c934dcd97b7d077c2baf9e536cebd8d4',100.0,1.77902979614558696e+09,1,'2026-05-17T16:56:36.145587+02:00',NULL,NULL,NULL,'["Infrastructure", "VM Orchestration", "Migration Guides"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/6/migrate-vms-kubernetes-forklift','opensource.com: Migrate virtual machines to Kubernetes with this new tool'' - forklift 🌟','','2021',0,'An informative guide detailing VM migration flows into KubeVirt environments using Konveyor Forklift. Solves the integration problem for organizations standardizing traditional server stacks into container-managed nodes.','None','Guide','Low',0,'online','manual','c107b18a084266e6c92b5fc95306fab2c934dcd97b7d077c2baf9e536cebd8d4',100.0,1779029796,1,'2026-05-17T16:56:36.145587+02:00',NULL,NULL,NULL,'["Infrastructure", "VM Orchestration", "Migration Guides"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/automating-argo-cd','opensource.com: Automatically create multiple applications in Argo CD','','2021',4,'Demonstrates how to leverage the ''App-of-Apps'' pattern in ArgoCD to construct recursive, nested application structures. Enables engineers to automate the bootstrapping of complex multi-tier platforms from a single root configuration.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Patterns", "App-of-Apps"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/check-disk-space-linux-du','opensource.com: Check used disk space on Linux with du','','2021',0,'A baseline guide illustrating how to audit file systems with the `du` command. Demonstrates parsing options like `--max-depth` and human-readable flags to quickly diagnose partition saturation events, an indispensable skill for maintaining container hosts and database nodes.','Bash','Command-Line Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "File System", "Storage Monitoring"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/kubectl','opensource.com: 5 useful ways to manage Kubernetes with kubectl','','2021',4,'Details five ways to manage deployments using kubectl options. Emphasizes namespace management, manifest validations via dry-runs, and rapid scaling tasks.','English','Technical Article','Intermediate',0,'online','manual','6abfcd0ea39d9397671f26851ee5122228fa5c47cc42bdd19d7db49c64120dd3',100.0,1.77903203670096302e+09,1,'2026-05-17T17:33:56.700963+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/kubectl','opensource.com: 5 useful ways to manage Kubernetes with kubectl','','2021',4,'Details five ways to manage deployments using kubectl options. Emphasizes namespace management, manifest validations via dry-runs, and rapid scaling tasks.','English','Technical Article','Intermediate',0,'online','manual','6abfcd0ea39d9397671f26851ee5122228fa5c47cc42bdd19d7db49c64120dd3',100.0,1779032036,1,'2026-05-17T17:33:56.700963+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Kubectl Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/linux-podman','opensource.com: Run a Linux virtual machine in Podman','','2021',0,'An architectural exploration of executing a nested Linux VM directly within an OCI-compliant container managed by Podman. This setup leverages nested systemd instances, enabling engineers to package legacy system-level workloads, VMs, or multi-process service layers without full VM overhead.','Shell','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Advanced Runtimes", "VM-in-Container"]','["[LEGACY]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/open-source-invoicing-po','opensource.com: A guide to simplifying invoicing with this open source tool','','2021',0,'A guided overview of utilizing modern, open-source invoicing and billing software to streamline purchase order processes and administrative overhead within smaller tech businesses or individual consulting practices.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Business Utilities", "Invoicing"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/21/7/parse-xml-linux','opensource.com: Use XMLStarlet to parse XML in the Linux terminal','','2021',0,'This guide details utilizing `XMLStarlet` to execute XPath queries, transformations, and schema validations directly within command-line pipelines. Curator insight notes it is a valuable asset for processing legacy enterprise structures; live grounding emphasizes its continued efficiency over general-purpose Python parsing scripts for rapid terminal queries.','C','Command-Line Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Text Processing", "XML Parsing"]','["[GUIDE]", "[LEGACY]"]','[]','["linux.md"]','{}','{}');
@@ -11565,7 +11565,7 @@ INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/git-branches
 INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/git-push','opensource.com: My guide to using the Git push command safely','','2022',0,'Explains how to run write operations to remote repositories safely. Emphasizes workflows using `--force-with-lease` and configure branch protection to protect production branches.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/git-tips','opensource.com: 10 Git tips we can''t live without','','2023',3,'Curator Insight: Highly curated selection of 10 daily Git CLI tips for productivity optimization. Live Grounding: Uncovers under-utilized commands such as git worktree (enabling concurrent branch work in isolated directories) and git switch, which improve local development velocity.','English','Technical Article','Intermediate-Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/manage-git-commits-rebase-i-command','opensource.com: My guide to understanding Git rebase -i','','2022',0,'Deep dive into interactive rebasing commands (pick, reword, edit, squash, fixup, drop). Highlights how interactive rebasing works behind the scenes to help developers rewrite local histories cleanly before master integration.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Advanced Git", "History Manipulation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/open-source-tools-developing-cloud','opensource.com: 5 open source tools for developing on the cloud','','2022',0,'Reviews five open-source utilities designed to simplify the cloud development process. Explores patterns including container build optimization, local virtualization engines, and infrastructure code validations to help developers minimize localized feedback loops.','Bash','Article','Beginner',0,'online','manual','97c4677ad60e26136db932c1820ea8668bceb89b168121f542a1695025a77a65',100.0,1.77903038452778291e+09,1,'2026-05-17T17:06:24.527783+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Developer Experience", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.com/article/22/4/open-source-tools-developing-cloud','opensource.com: 5 open source tools for developing on the cloud','','2022',0,'Reviews five open-source utilities designed to simplify the cloud development process. Explores patterns including container build optimization, local virtualization engines, and infrastructure code validations to help developers minimize localized feedback loops.','Bash','Article','Beginner',0,'online','manual','97c4677ad60e26136db932c1820ea8668bceb89b168121f542a1695025a77a65',100.0,1779030384,1,'2026-05-17T17:06:24.527783+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Developer Experience", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/downloads/ansible-k8s-cheat-sheet','Ansible k8s cheat sheet 🌟','','2024',4,'Curator Insight: Specialist reference sheet targeting Kubernetes resource control via Ansible modules. Live Grounding: Invaluable for platform automation, allowing operations teams to manage K8s object lifecycles using structured declarative YAML playbooks rather than raw kubectl commands.','English','Technical Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Ansible Kubernetes"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/downloads/bash-programming-guide','opensource.com: An introduction to programming with Bash (eBook)','','2021',4,'An exhaustive, publication-grade manual introducing Shell programming concepts, from simple pipelines to structured error handling. It serves as a comprehensive onboarding blueprint for site reliability engineering teams. Live Grounding tracks it as an essential textbook reference for terminal mastery.','Bash','Book','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Introduction"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/downloads/gnu-screen-cheat-sheet','opensource.com: GNU Screen cheat sheet','','2024',3,'Curator Insight: Reference card for GNU Screen keybindings and window management. Live Grounding: While tmux has largely superseded screen in standard modern setups, this guide remains highly critical for maintaining persistent shells and serial console connections on legacy systems.','PDF','Administrative Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems", "Linux", "Session Management"]','["[GUIDE]", "[LEGACY]"]','[]','["cheatsheets.md"]','{}','{}');
@@ -11578,15 +11578,15 @@ INSERT INTO "resources" VALUES('https://opensource.com/downloads/watch-cheat-she
 INSERT INTO "resources" VALUES('https://opensource.com/life/16/2/how-use-python-hack-your-ide','opensource.com: How to use Python to hack your Eclipse IDE','','2016',0,'Explains how to extend and automate the Eclipse IDE using Python scripting through Jython and the Eclipse Scripting Engine (EASE). Outlines how to write lightweight automation scripts to modify files, generate boilerplate, and interact with Eclipse UI controls directly, circumventing complex Java-heavy plugin development.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "IDEs & Editors", "Eclipse Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/life/16/7/how-restore-older-file-versions-git','opensource.com: How to restore older file versions in Git','','2016',0,'Focuses on file restoration mechanisms, demonstrating commands like git checkout, git restore, and git reset to recover historical files safely and manage state inconsistencies.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.com/tags/kubernetes','opensource.com/tags/kubernetes','','2023',0,'This repository presents practical guides and conceptual overviews highlighting open-source tools within the Kubernetes ecosystem. It serves as a pedagogical gateway for system administrators transitioning to cloud-native orchestration models.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Community & Learning", "Open Source", "Ecosystem Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.google/projects/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5b6d8e3acaff84cdc3c9f594dcb9affd28189fdbc28b7895622dfb4158a4f230',100.0,1779034448.11153,0,'2026-05-17T18:14:08.111530+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/google/prometheus-slo-burn-example"}');
-INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html','**Kpt**: Packaging up your Kubernetes configuration with git and YAML since'' 2014 **(Google)**','','2020',0,'A declarative configuration packaging and customization tool based on the ''WYSIWYG'' model. Leveraging KRM (Kubernetes Resource Model), it enables users to package, fetch, customize, and validate raw YAML files using a structured pipeline approach instead of complex templating.','Go','CLI Tool','Advanced',0,'online','manual','168c09716935f959b776fb98caa2f9b0f2fdd51330648679537056fd64617e76',100.0,1.77902916344172406e+09,1,'2026-05-17T16:46:03.441724+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative GitOps", "Packaging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.google/projects/prometheus-slo-burn-example','opensource.google: Prometheus SLO example','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5b6d8e3acaff84cdc3c9f594dcb9affd28189fdbc28b7895622dfb4158a4f230',100.0,1779034448,0,'2026-05-17T18:14:08.111530+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://github.com/google/prometheus-slo-burn-example"}');
+INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/03/kpt-packaging-up-your-kubernetes.html','**Kpt**: Packaging up your Kubernetes configuration with git and YAML since'' 2014 **(Google)**','','2020',0,'A declarative configuration packaging and customization tool based on the ''WYSIWYG'' model. Leveraging KRM (Kubernetes Resource Model), it enables users to package, fetch, customize, and validate raw YAML files using a structured pipeline approach instead of complex templating.','Go','CLI Tool','Advanced',0,'online','manual','168c09716935f959b776fb98caa2f9b0f2fdd51330648679537056fd64617e76',100.0,1779029163,1,'2026-05-17T16:46:03.441724+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative GitOps", "Packaging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/05/the-tekton-pipelines-beta-release.html','opensource.googleblog.com: The Tekton Pipelines Beta release','','2020',4,'Details the milestones achieved in the Tekton Pipelines Beta release, focusing on API stabilization, backward compatibility guarantees, and resource maturity. Highlights the design security improvements and scalability enhancements that paved the way for widespread enterprise adoption of Tekton CI/CD.','Go','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Release Analysis"]','["[ENTERPRISE-STABLE]"]','[]','["tekton.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2020/11/kubernetes-efficient-multi-zone.html','opensource.googleblog.com: Kubernetes: Efficient Multi-Zone Networking with Topology Aware Routing','','2020',4,'An in-depth guide on utilizing Topology Aware Routing (formerly Hints) to bias service endpoint selection to local availability zones. Details how keeping container interactions within local AZs reduces latency, minimizes cross-zone data transfer fees, and builds resilient architectures.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Routing & Topology", "Topology Aware Routing"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opensource.googleblog.com/2022/01/Introducing%20Ephemeral%20Containers.html','opensource.googleblog.com: Introducing Ephemeral Containers','','2022',0,'The foundational announcement from Google detailing the integration of ephemeral containers in Kubernetes. Outlines the architectural mechanics of injecting debugging tooling directly into running distroless or minimal containers via the API.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Pod Lifecycle", "Ephemeral Containers"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.guide','Open Source Guides','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6fc754fc198fab27ef78ad497b3ef8d0a3f39bc1bdbd0cf69264dc61c6d5fb44',100.0,1.77903442488826799e+09,1,'2026-05-17T18:13:44.888268+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://opensource.guide','Open Source Guides','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6fc754fc198fab27ef78ad497b3ef8d0a3f39bc1bdbd0cf69264dc61c6d5fb44',100.0,1779034424,1,'2026-05-17T18:13:44.888268+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.guide/accessibility-best-practices-for-your-project','Accessibility Best Practices for Your Project','Practical, actionable steps to make your open source project usable by everyone, especially people with disabilities.','2026',4,'A comprehensive blueprint for integrating accessibility (a11y) standards directly into open source repository lifecycles. It offers structural guidance on establishing an ACCESSIBILITY.md policy, integrating automated compliance scans (like axe DevTools or GitHub Scanner) into CI/CD pipelines, and enforcing alt-text and keyboard navigation checks before merging pull requests. Highly relevant for maintainers seeking to align their projects with W3C WCAG guidelines.','en','article','intermediate',0,'online','automatic','4b924f2468027f4f75cebc95aa7f6851af823e563408904855839f1f86effdb5',NULL,1780352561,0,'2026-06-02T00:22:41.468548+02:00',NULL,NULL,NULL,'["Open Source", "Project Management", "Accessibility (a11y)"]','["[GUIDE]"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official GitHub Open Source Guides addition. Highly vetted by industry experts.", "social_preview_url": "https://opensource.guide/assets/images/cards/accessibility-best-practices.png", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://opensource.microsoft.com/blog/2021/07/09/simple-steps-to-create-scalable-processes-to-deploy-ml-models-as-microservices','cloudblogs.microsoft.com: Simple steps to create scalable processes to deploy ML models as microservices','','2021',3,'Provides an enterprise-grade methodology for packaging machine learning models as distinct, containerized microservices. Focuses on automated CI/CD validation loops, lightweight interface design, and scalable deployment targets on Azure Kubernetes Service (AKS). Solves the organizational silo problem by treating the model as an isolated API.','Python','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["MLOps", "Model Serving", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opensource.substack.com/p/all-you-need-to-know-about-gitops','opensource.substack.com: All You Need To Know About GitOps','','N/A',0,'A curated technical resource and architectural guide covering opensource.substack.com: All You Need To Know About GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903215258854889e+09,0,'2026-05-17T17:35:52.588549+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opensource.substack.com/p/all-you-need-to-know-about-gitops','opensource.substack.com: All You Need To Know About GitOps','','N/A',0,'A curated technical resource and architectural guide covering opensource.substack.com: All You Need To Know About GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032152,0,'2026-05-17T17:35:52.588549+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opentelemetry.io','OpenTelemetry.io','','2026',0,'The standard specification and framework providing a unified set of APIs, SDKs, and tooling to collect observability metrics, logs, and traces globally from modern software.','None','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Specifications"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opentelemetry.io/blog/2023/k8s-runtime-observability','opentelemetry.io: Creating a Kubernetes Cluster with Runtime Observability','','2023',0,'Detailed technical blueprint for configuring modern OpenTelemetry collectors and instrumentation operators directly within a cluster. Demonstrates standard practices for unifying tracing, logs, and metrics pipelines into a scalable, open-source standard observability ecosystem.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Observability & Service Mesh", "Telemetry Protocols", "OpenTelemetry Runtime"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://opentracing.io','**OpenTracing.io**','- [lightstep.com: Understand Distributed Tracing](https://docs.lightstep.com/docs/understand-distributed-tracing)','2020',0,'A historically significant, vendor-neutral API specification for distributed tracing that merged with OpenCensus to form OpenTelemetry. Archived and legacy in 2026, with all development moved to OTel.','None','Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Specifications"]','["[LEGACY]"]','[]','["monitoring.md"]','{}','{}');
@@ -11595,16 +11595,16 @@ INSERT INTO "resources" VALUES('https://openwebinars.net/blog/13-errores-que-com
 INSERT INTO "resources" VALUES('https://openwhisk.apache.org','openwhisk.apache.org','','2026',4,'An open-source distributed event-driven platform capable of executing discrete serverless logic. Utilizes container runtimes to isolate and invoke handlers in millisecond timelines.','Scala','Open-Source Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Apache OpenWhisk"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://operatorhub.io/operator/banzaicloud-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1.77903132893670892e+09,0,'2026-05-17T17:22:08.936709+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://operatorhub.io/operator/banzaicloud-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1779031328,0,'2026-05-17T17:22:08.936709+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/kubefed-operator','**KubeFed Operator**','','2021',0,'The Kubernetes Federation (KubeFed) Operator designed to coordinate configurations across multiple distinct clusters. In 2026, KubeFed has been largely archived, superseded by Red Hat Advanced Cluster Management (RHACM) and Open Cluster Management (OCM).','Go','Operator','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Multicluster", "Kubernetes Federation"]','["[COMMUNITY-TOOL]", "[LEGACY]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/kubestone','operatorhub.io: kubestone','','2020',0,'The OperatorHub page for Kubestone, simplifying the automated installation of Kubestone benchmark CRDs. Developers can easily configure YAML parameters for execution pipelines, gather raw benchmark reports, and export metrics directly to Prometheus for analysis.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Benchmarking", "Performance Testing"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/quay','operatorhub.io/operator/quay','','2020',0,'The Quay Operator automates the installation, scaling, configuration, and day-2 operations of Red Hat Quay on Kubernetes and OpenShift. It handles storage provisioning, database migrations, and ingress configurations via custom resource definitions.','YAML','Operator','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Operators", "Database & Registry"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/robin-operator','Robin Storage Operator','','2023',0,'The OperatorHub entry for Robin Storage, detailing an enterprise-grade SDS solution specialized in automating complex relational databases and stateful systems on Kubernetes.','English','Platform Catalog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage & Data", "Enterprise Storage", "Robin Storage"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://operatorhub.io/operator/rook-ceph','Rook-Ceph','','2024',0,'The OperatorHub page for Rook-Ceph, establishing a Kubernetes-native way to run storage servers directly on a cluster. It turns local drives into dynamic volumes.','English','Platform Catalog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage & Data", "Cloud Native Storage", "Ceph Operators"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://operatorhub.io/operator/strimzi-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1.77903022852825689e+09,0,'2026-05-17T17:03:48.528257+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://operatorhub.io/operator/banzaicloud-kafka-operator"}');
-INSERT INTO "resources" VALUES('https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki','opsdis.com: Building a custom monitoring solution with Grafana, Prometheus'' and Loki','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46faab488312644d156f35b676a5316372e226700ad9c58ea160efa3359d7d57',100.0,1.77903204756003689e+09,0,'2026-05-17T17:34:07.560037+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://binero.com/observability"}');
-INSERT INTO "resources" VALUES('https://opssorry.substack.com/p/gitops-a-simple-approach-to-using','==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903118126333904e+09,0,'2026-05-17T17:19:41.263339+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://opstree.github.io','opstree.github.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','56d6bc9ae97cb95be43f479e94839a1650f974a8b80b370f7e90382fc7547062',100.0,1.77903146449679899e+09,1,'2026-05-17T17:24:24.496799+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://operatorhub.io/operator/strimzi-kafka-operator',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','fab17f70f1680caa5f3bed130ef1a2d617477cf4be27db486d76e3f23e5585b6',100.0,1779030228,0,'2026-05-17T17:03:48.528257+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://operatorhub.io/operator/banzaicloud-kafka-operator"}');
+INSERT INTO "resources" VALUES('https://opsdis.com/custom-monitoring-solution-with-grafana-prometheus-and-loki','opsdis.com: Building a custom monitoring solution with Grafana, Prometheus'' and Loki','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','46faab488312644d156f35b676a5316372e226700ad9c58ea160efa3359d7d57',100.0,1779032047,0,'2026-05-17T17:34:07.560037+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://binero.com/observability"}');
+INSERT INTO "resources" VALUES('https://opssorry.substack.com/p/gitops-a-simple-approach-to-using','==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==opssorry.substack.com: GitOps: A Simple Approach to using AWS Secrets'' Manager with Kubernetes== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031181,0,'2026-05-17T17:19:41.263339+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://opstree.github.io','opstree.github.io','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','56d6bc9ae97cb95be43f479e94839a1650f974a8b80b370f7e90382fc7547062',100.0,1779031464,1,'2026-05-17T17:24:24.496799+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://orange-quarter.com/upskill-yourself-with-these-5-devops-resources','orange-quarter.com: Upskill yourself with these 5 DevOps resources','- [dzone: DevOps](https://dzone.com/devops-tutorials-tools-news)
     - [www.arresteddevops.com](https://www.arresteddevops.com)
     - [devopsdays.org: Devopsdays Amsterdam](https://devopsdays.org/events/2022-amsterdam/welcome)
@@ -11612,34 +11612,34 @@ INSERT INTO "resources" VALUES('https://orange-quarter.com/upskill-yourself-with
 INSERT INTO "resources" VALUES('https://oravirt.wordpress.com/2014/10/01/getting-started-with-ansible-oracle','oravirt.wordpress.com: Getting started with ansible-oracle','','2014',2,'An early community guide to bootstrapping Oracle automated configurations using ansible-oracle. It introduces infrastructure engineers to basic node topologies, directory layouts, and execution variables. It serves as a historical baseline for modern database-as-code deployments.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://oravirt.wordpress.com/2014/11/05/changes-in-ansible-oracle-v1-2','oravirt.wordpress.com: Changes in ansible-oracle v1.2','','2014',2,'Release analysis highlighting the enhancements introduced in ansible-oracle v1.2. The article outlines performance-tuning improvements, bug fixes for Oracle Restart configurations, and more flexible network settings. This is a reference point for tracking configuration history.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://orchest.io','orchest.io','','2023',3,'Curator Insight presents Orchest as a dynamic browser-based IDE designed to construct DAG data pipelines. Live Grounding highlights that while the project is now archived, its clean visual paradigm has set a clear precedent for modern open-source web and serverless data orchestration suites.','Python','SaaS / Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Data Engineering", "Workflow Orchestration"]','["[LEGACY]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://orchestrate.io','Orchestrate: DBaaS|NoSQL with One REST API','','N/A',0,'A curated technical resource and architectural guide covering Orchestrate: DBaaS|NoSQL with One REST API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902996404257607e+09,0,'2026-05-17T16:59:24.042576+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.html','ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards','','N/A',0,'A curated technical resource and architectural guide covering ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903431882658791e+09,0,'2026-05-17T18:11:58.826588+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://ostechnix.com/kubernetes-features','ostechnix.com: Kubernetes Features Explained In Detail','','N/A',0,'A curated technical resource and architectural guide covering ostechnix.com: Kubernetes Features Explained In Detail in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903033966086602e+09,0,'2026-05-17T17:05:39.660866+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://orchestrate.io','Orchestrate: DBaaS|NoSQL with One REST API','','N/A',0,'A curated technical resource and architectural guide covering Orchestrate: DBaaS|NoSQL with One REST API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029964,0,'2026-05-17T16:59:24.042576+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.html','ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards','','N/A',0,'A curated technical resource and architectural guide covering ordina-jworks.github.io: A comparison of Kubernetes clients and dashboards in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034318,0,'2026-05-17T18:11:58.826588+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://ostechnix.com/kubernetes-features','ostechnix.com: Kubernetes Features Explained In Detail','','N/A',0,'A curated technical resource and architectural guide covering ostechnix.com: Kubernetes Features Explained In Detail in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030339,0,'2026-05-17T17:05:39.660866+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://ot-container-kit.github.io/k8s-vault-webhook','K8s Vault Webhook 🌟','','2022',0,'Detailed reference manual for the Banzai Cloud Kubernetes Vault Webhook. Explains mutating webhook mechanics that intercept pod creation to inject secure credentials into environment variables at runtime, using an in-memory execution wrapper to eliminate the need for persistent agent containers.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Admission Controllers"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://otomi.io','otomi.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering otomi.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031927.5568,0,'2026-05-17T17:32:07.556800+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-cloud-native-packet-management','otterize.com: Mastering Kubernetes networking: A journey in cloud-native'' packet management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','758775c46bd3a1b1c7da71ddbbc508cb6853502c44c361b707cfaf2a9d829781',100.0,1779034405.79321,0,'2026-05-17T18:13:25.793210+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.cyera.com"}');
-INSERT INTO "resources" VALUES('https://outdated.sh','outdated.sh 🌟','','N/A',0,'A curated technical resource and architectural guide covering outdated.sh 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903330907018399e+09,0,'2026-05-17T17:55:09.070184+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c','overcast.blog: 15 Cloud-Native DevOps Tools You Should Know','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: 15 Cloud-Native DevOps Tools You Should Know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903415241512703e+09,0,'2026-05-17T18:09:12.415127+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88','overcast.blog: GitOps with ArgoCD for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: GitOps with ArgoCD for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205688518309e+09,0,'2026-05-17T17:34:16.885183+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139e','overcast.blog: Kubernetes — ArgoCD — Gitlab Webhook Configuration','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: Kubernetes — ArgoCD — Gitlab Webhook Configuration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903000040108394e+09,0,'2026-05-17T17:00:00.401084+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://overcast.blog/kubernetes-service-accounts-a-practical-guide-f99c1ed65483','overcast.blog: Kubernetes Service Accounts: A Practical Guide','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: Kubernetes Service Accounts: A Practical Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903369701739501e+09,0,'2026-05-17T18:01:37.017395+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://otomi.io','otomi.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering otomi.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031927,0,'2026-05-17T17:32:07.556800+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://otterize.com/blog/mastering-kubernetes-networking-otterize-s-journey-in-cloud-native-packet-management','otterize.com: Mastering Kubernetes networking: A journey in cloud-native'' packet management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','758775c46bd3a1b1c7da71ddbbc508cb6853502c44c361b707cfaf2a9d829781',100.0,1779034405,0,'2026-05-17T18:13:25.793210+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.cyera.com"}');
+INSERT INTO "resources" VALUES('https://outdated.sh','outdated.sh 🌟','','N/A',0,'A curated technical resource and architectural guide covering outdated.sh 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033309,0,'2026-05-17T17:55:09.070184+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c','overcast.blog: 15 Cloud-Native DevOps Tools You Should Know','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: 15 Cloud-Native DevOps Tools You Should Know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034152,0,'2026-05-17T18:09:12.415127+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba75f88','overcast.blog: GitOps with ArgoCD for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering overcast.blog: GitOps with ArgoCD for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032056,0,'2026-05-17T17:34:16.885183+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://pages.github.com','pages.github.com','','2026',0,'A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.','English','Cloud Hosting','Beginner',0,'online','manual','400765a189a507ea46bad795c2c27ed5f4f9db6150d5f242f5a0e8dd9c1d9f75',100.0,1.77903432262347102e+09,1,'2026-05-17T18:12:02.623471+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Static Hosting"]','["[COMMUNITY-TOOL]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://pages.github.com','pages.github.com','','2026',0,'A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.','English','Cloud Hosting','Beginner',0,'online','manual','400765a189a507ea46bad795c2c27ed5f4f9db6150d5f242f5a0e8dd9c1d9f75',100.0,1779034322,1,'2026-05-17T18:12:02.623471+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Static Hosting"]','["[COMMUNITY-TOOL]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://pagure.io/copr/copr','Copr','','2013',3,'The source repository of the Copr distribution backend. It exposes the engine powering remote source builds and repository package generation. Live Grounding highlights its architectural value for private packaging pipelines.','Python','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Software Distribution", "Fedora/RedHat"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c','==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds==','','N/A',0,'A curated technical resource and architectural guide covering ==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903109668987393e+09,0,'2026-05-17T17:18:16.689874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c','==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds==','','N/A',0,'A curated technical resource and architectural guide covering ==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031096,0,'2026-05-17T17:18:16.689874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project','palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project','','N/A',0,'A curated technical resource and architectural guide covering palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903377037505888e+09,0,'2026-05-17T18:02:50.375059+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project','palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project','','N/A',0,'A curated technical resource and architectural guide covering palak-bhawsar.hashnode.dev: Automated CI/CD pipeline for Java Project in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033770,0,'2026-05-17T18:02:50.375059+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://palark.com/blog/best-practices-kubernetes-part-1','blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 1','- [blog.palark.com: Best practices for deploying highly available apps in Kubernetes. Part 2](https://palark.com/blog/best-practices-kubernetes-part-2)','2022',4,'Part 1 of a comprehensive guide outlining architectural rules for deploying highly available microservices in Kubernetes. Explores pod anti-affinity patterns, spread constraints across failure domains (zones/nodes), and configuring robust rolling updates.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "High Availability", "Deployment Best Practices"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://palark.com/blog/best-practices-kubernetes-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7a74e6658bfbbf90193d0a19c85483dd7f305c183a9d92bb9eb56d011b671e2e',100.0,1.77913049497754192e+09,1,'2026-05-18T20:54:54.977542+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://palark.com/blog/best-practices-kubernetes-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7a74e6658bfbbf90193d0a19c85483dd7f305c183a9d92bb9eb56d011b671e2e',100.0,1779130494,1,'2026-05-18T20:54:54.977542+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://palark.com/blog/chaos-engineering-in-kubernetes-open-source-tools','blog.flant.com: Open Source solutions for chaos engineering in Kubernetes','- kube-monkey
     - chaoskube
     - Chaos Mesh
@@ -11664,61 +11664,61 @@ INSERT INTO "resources" VALUES('https://palark.com/blog/small-local-kubernetes-c
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+INSERT INTO "resources" VALUES('https://pandorafms.com/blog/es/wsl2','pandorafms.com: Qué es, cómo instalar WSL2 y por qué es una gran noticia'' para el sector TI','','N/A',0,'A curated technical resource and architectural guide covering pandorafms.com: Qué es, cómo instalar WSL2 y por qué es una gran noticia'' para el sector TI in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031510,0,'2026-05-17T17:25:10.479383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://pawelurbanek.com/asdf-docker-development','pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies','','N/A',0,'A curated technical resource and architectural guide covering pawelurbanek.com: asdf and Docker for Managing Local Development Dependencies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735928,0,'2026-06-18T00:38:48.704311+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://payara.fish','Payara','','2026',0,'Payara Server and Payara Micro provide high-performance, container-friendly environments for running Jakarta EE and MicroProfile workloads. Designed for critical production architectures, it supports built-in clustering, hazelcast-powered data grids, and auto-tuning capabilities inside Kubernetes deployments.','Java','Application Server','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Java", "Runtimes", "Payara Server"]','["[COMMUNITY-TOOL]"]','[]','["java_app_servers.md"]','{}','{}');
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     - [pbpython.com: Collecting Data with Google Forms and Pandas](http://pbpython.com/pandas-google-forms-part1.html)','2018',4,'Curator Insight presents a compilation of practical patterns for integrating business data (such as Google Forms) with Pandas pipelines. Live Grounding highlights the site as an essential guide for transitioning complex, error-prone enterprise Excel tasks into maintainable, automated Python scripts.','Python','Resource Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Business Analytics", "Data Integration"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://performanceoptimize.blogspot.com/2017/04/RegularExpressionCheatSheet.html','Cheat Sheet for Regular Expression in Jmeter','','2026',0,'A regex compilation reference designed for capturing tokens inside web request flows in JMeter. Curator Insight values its target utility. Live Grounding confirms it as a reliable resource for parsing secure tokens in performance test plans.','English','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Performance Testing", "JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://permission.site','permission.site','','2022',0,'An interactive security validation platform that allows engineers to test how various browser APIs, iframe permissions, and Content Security Policies (CSP) behave, enabling precise verification of client-side web application security postures.','English','Web Application','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Web Security", "Testing Environments"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://phoenixnap.com/kb/linux-ssh-commands','19 Common SSH Commands In Linux With Examples','','2022',2,'Practical quick-reference sheet illustrating 19 critical SSH commands. Features port configuration, key generation, background execution, and remote terminal emulation examples for day-to-day operations.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci','pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a8370127b014dc8ef9a8d4caf99457b09790dcd80c18f4dd488e11f9b4aeb51',100.0,1.77903155016723394e+09,0,'2026-05-17T17:25:50.167234+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci"}');
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+INSERT INTO "resources" VALUES('https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci','pingcap.com: chaos-mesh-action: Integrate Chaos Engineering into Your CI','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9a8370127b014dc8ef9a8d4caf99457b09790dcd80c18f4dd488e11f9b4aeb51',100.0,1779031550,0,'2026-05-17T17:25:50.167234+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://www.pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your-ci"}');
 INSERT INTO "resources" VALUES('https://pionative.com/6-important-things-you-need-to-run-kubernetes-in-production','pionative.com: 6 Important things you need to run Kubernetes in production','','2021',0,'Details critical requirements for enterprise production operations: centralized logging, advanced application metrics, external secrets management, robust backup configurations, CI/CD integrations, and policy engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Best Practices", "Production Readiness"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2019/12/20/microservices-with-spring-cloud-kubernetes','piotrminkowski.com: Microservices with spring cloud kubernetes','','2019',4,'Real-world tutorial illustrating how to build and orchestrate Spring microservices leveraging Kubernetes service discovery and configurations instead of Eureka and Config Server. It presents a streamlined operational model by offloading standard cluster networking to native Kubernetes tools. A classic architecture reference for optimizing resource footprints in enterprise k8s environments.','Java','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Kubernetes Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/03/10/best-practices-for-microservices-on-kubernetes','piotrminkowski.com: Best practices for microservices on kubernetes 🌟','','2020',0,'An industry blueprint outlining architectural best practices for running Spring Boot microservices inside Kubernetes clusters. It covers configuring accurate liveness/readiness probes, setting container CPU/memory limits, orchestrating graceful shutdown hooks, and processing dynamic configuration maps.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Microservices", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/06/10/spring-boot-library-for-integration-with-istio','__Spring Boot Istio library__: Spring Boot library for integration with Istio','','2020',0,'Presents a custom integration library that enables Spring Boot applications to interact directly with Istio service mesh configurations. It streamlines routing policies, enables mTLS, and manages request-tracing header propagation transparently at the platform boundary.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Service Mesh", "Istio Integration"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools','piotrminkowski.com: Development on Kubernetes: IDE & TOOLS','','2020',0,'An architecture review by Piotr Mińkowski evaluating toolchains for Kubernetes development. Compares local compilation and sync speeds using Bridge to Kubernetes, Skaffold, and Telepresence within modern developer pipelines.','N/A','Article','Advanced',1,'online','manual','2c063c2f82e210052d493e6599a38c6f33a04df161f3bccbfb723171f4b12c47',100.0,1.77903339807997488e+09,0,'2026-05-17T17:56:38.079975+02:00',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools','piotrminkowski.com: Development on Kubernetes: IDE & TOOLS','','2020',0,'An architecture review by Piotr Mińkowski evaluating toolchains for Kubernetes development. Compares local compilation and sync speeds using Bridge to Kubernetes, Skaffold, and Telepresence within modern developer pipelines.','N/A','Article','Advanced',1,'online','manual','2c063c2f82e210052d493e6599a38c6f33a04df161f3bccbfb723171f4b12c47',100.0,1779033398,0,'2026-05-17T17:56:38.079975+02:00',NULL,NULL,NULL,'["Cloud-Native Development", "Kubernetes", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/09/29/rabbitmq-monitoring-on-kubernetes','piotrminkowski.com: RabbitMQ Monitoring on Kubernetes','','2020',0,'Technical tutorial focused on architecting a comprehensive RabbitMQ monitoring pipeline within Kubernetes. Illustrates how to configure Prometheus Operator''s custom resources, register dedicated ServiceMonitors, and implement rich Grafana dashboard systems to observe telemetry metrics such as message rates, consumer connections, and disk storage alerts.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Message Brokers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2020/11/05/spring-boot-autoscaling-on-kubernetes','piotrminkowski.com: Spring Boot Autoscaling on kubernetes 🌟','','2020',0,'Details how to configure Kubernetes Horizontal Pod Autoscaling (HPA) using custom Spring Boot metrics gathered by Prometheus. It highlights scaling strategies built on top of JVM-specific performance data (such as active thread pools, memory thresholds, or application queue depth) rather than simple CPU metrics.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Cloud Native", "Scaling", "Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -11733,12 +11733,12 @@ INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/06/14/knative-ev
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/07/08/kubernetes-multicluster-with-kind-and-submariner','piotrminkowski.com: Kubernetes Multicluster with Kind and Submariner','','2021',0,'A step-by-step tutorial on building local multi-cluster networks using Kind and Submariner. Explains how to route IPsec/VXLAN tunnels across local docker containers, configure cluster-wide DNS resolution, and expose multi-cluster services.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multicluster Routing", "Submariner Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques','piotrminkowski.com: Quarkus Tips, Tricks and Techniques 🌟','','2021',0,'A curated blog post packed with tips, tricks, and advanced architectural patterns for Quarkus developers. It highlights key features like reactive programming, Panache ORM, and Quarkus Dev Services. 2026 practices emphasize using Dev Services to automatically spin up Testcontainers dynamically.','Java','Blog','Intermediate',1,'online','manual','a450afde831fd65cb37ce0d95774992cc07745be3dced407000a652c4385612d',100.0,1.77903429557667303e+09,0,'2026-05-17T18:11:35.576673+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Quarkus"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques','piotrminkowski.com: Quarkus Tips, Tricks and Techniques 🌟','','2021',0,'A curated blog post packed with tips, tricks, and advanced architectural patterns for Quarkus developers. It highlights key features like reactive programming, Panache ORM, and Quarkus Dev Services. 2026 practices emphasize using Dev Services to automatically spin up Testcontainers dynamically.','Java','Blog','Intermediate',1,'online','manual','a450afde831fd65cb37ce0d95774992cc07745be3dced407000a652c4385612d',100.0,1779034295,0,'2026-05-17T18:11:35.576673+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Quarkus"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/11/30/serverless-java-functions-on-openshift','piotrminkowski.com: Serverless Java Functions on OpenShift','','2021',0,'Focuses on optimizing Java applications for serverless execution using Knative on OpenShift. Explores Spring Boot and Quarkus execution patterns, emphasizing scale-to-zero capabilities and JVM resource management.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless & Knative", "Serverless Java", "Knative Service"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/12/03/create-kubernetes-clusters-with-cluster-api-and-argocd','piotrminkowski.com: Create and Manage Kubernetes Clusters with Cluster API and ArgoCD','','2021',0,'A comprehensive technical guide showcasing the integration of Cluster API and ArgoCD to manage the infrastructure lifecycle through a GitOps model. The author demonstrates declarative target cluster definitions stored in Git, allowing ArgoCD to reconcile and trigger Cluster API operators on a management cluster for automated target cluster deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/12/13/continuous-delivery-on-kubernetes-with-database-using-argocd-and-liquibase','piotrminkowski.com: Continuous Delivery on Kubernetes with Database using ArgoCD and Liquibase','','2021',0,'Demystifies database migration management within a continuous deployment paradigm. Showcases how to coordinate Liquibase database schema updates alongside application container lifecycle updates using Argo CD hooks.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Database Schema Management", "Liquibase Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/12/21/development-on-kubernetes-with-telepresence-and-skaffold','==piotrminkowski.com: Development on Kubernetes with Telepresence and Skaffold==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f4bf3028b17346448ba40a6ddbe41ba9a1845648e126c646568589b5a22b52a',100.0,1.7790307425491209e+09,0,'2026-05-17T17:12:22.549121+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/12/21/development-on-kubernetes-with-telepresence-and-skaffold','==piotrminkowski.com: Development on Kubernetes with Telepresence and Skaffold==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f4bf3028b17346448ba40a6ddbe41ba9a1845648e126c646568589b5a22b52a',100.0,1779030742,0,'2026-05-17T17:12:22.549121+02:00',NULL,NULL,NULL,'[]','[]','["docs/scaffolding.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2021/12/30/vault-on-kubernetes-with-spring-cloud','piotrminkowski.com: Vault on Kubernetes with Spring Cloud','','2021',0,'An application integration tutorial showing how to bind Spring Cloud Config and Spring Cloud Vault inside Kubernetes. Demonstrates how microservices resolve credentials at startup, manage key rotation, and construct a secure configuration hierarchy directly mapped to application properties.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Application Security", "Spring Boot Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
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@@ -11758,7 +11758,7 @@ INSERT INTO "resources" VALUES('https://piotrminkowski.com/2023/08/22/resize-cpu
 - Mitigates CFS throttling during Java''s highly intensive classloading startup phase.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Performance Optimization", "Java Optimizations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2023/11/07/slim-docker-images-for-java','piotrminkowski.com: Slim Docker Images for Java','','2023',0,'A practical evaluation of JVM microservice configurations. Uses jlink and GraalVM native compilations to generate minimal container environments for Java workloads.','Java','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Java"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testkube','piotrminkowski.com: Testing Java Apps on Kubernetes with Testkube','','2023',3,'A comprehensive developer guide showing how to deploy, execute, and monitor Java microservice tests within a Kubernetes cluster using Testkube. It details configuring Maven and JUnit test executors within Testkube''s native execution plane.','Java','Technical Article','Medium',0,'online','manual','38007a4d78dbc1b15b508b2c46159b519698bf85382df56f81627ffb67459127',100.0,1.77902935659717297e+09,0,'2026-05-17T16:49:16.597173+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testkube','piotrminkowski.com: Testing Java Apps on Kubernetes with Testkube','','2023',3,'A comprehensive developer guide showing how to deploy, execute, and monitor Java microservice tests within a Kubernetes cluster using Testkube. It details configuring Maven and JUnit test executors within Testkube''s native execution plane.','Java','Technical Article','Medium',0,'online','manual','38007a4d78dbc1b15b508b2c46159b519698bf85382df56f81627ffb67459127',100.0,1779029356,0,'2026-05-17T16:49:16.597173+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2024/02/05/getting-started-with-azure-kubernetes-service','piotrminkowski.com: Getting Started with Azure Kubernetes Service 🌟','','2024',0,'A streamlined onboarding guide outlining the core mechanics of building, deploying, and maintaining basic cluster topologies in AKS. Provides a solid foundation covering cluster creation parameters via Azure CLI, container registry linkage, and basic networking. Recommended for developers transitionining from local docker engines to managed cloud-native environments.','Bash','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Onboarding"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://adamtheautomator.com/azure-kubernetes-service"}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2024/02/13/java-flight-recorder-on-kubernetes','piotrminkowski.com: Java Flight Recorder on Kubernetes','','2024',0,'A real-world implementation guide demonstrating how to manage JDK Flight Recorder (JFR) captures inside containerized Kubernetes clusters. By leveraging modern diagnostic operators like Cryostat, the guide details automated collection pipelines that prevent performance overhead in production microservices.','English','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Observability"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://piotrminkowski.com/2024/06/13/getting-started-with-backstage','piotrminkowski.com: Getting Started with Backstage','','2024',3,'A comprehensive technical guide to bootstrapping Backstage, configuring the software catalog, and writing custom templates. The resource outlines practical steps to integrate local tooling with the developer portal, enabling swift adoption of self-service developer templates.','English','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Portal", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
@@ -11769,9 +11769,9 @@ INSERT INTO "resources" VALUES('https://pivotal.io/platform/pivotal-container-se
 INSERT INTO "resources" VALUES('https://pixelrobots.co.uk/2022/04/bring-your-own-container-network-interface-cni-plugin-with-azure-kubernetes-service-aks-preview','pixelrobots.co.uk: Bring your own Container Network Interface (CNI) plugin with Azure Kubernetes Service (AKS) (PREVIEW)','','2022',0,'Outlines utilizing the Bring Your Own CNI (BYO CNI) preview option in AKS. Allows engineering teams to manage and run their own custom CNI platforms (such as custom Cilium structures) while still leveraging the managed control plane benefits of AKS.','Bash','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking & CNI", "BYO CNI"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
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     - NAP dynamically decides the optimal VM configuration for your pending pod resource requirements, ensuring that your workloads run efficiently and cost-effectively. This feature is rooted in the open-source Karpenter project, and its implementation in AKS is also open-source.','2023',0,'An in-depth review of AKS Node Autoprovisioning (NAP), an implementation based on the open-source Karpenter project. NAP evaluates unschedulable pod manifests to dynamically provision the optimal VM sizes and SKU mixtures, circumventing the constraints of static Kubernetes Node Pools. Highly relevant for architects looking to decrease scaling latency and infrastructure wastage.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Autoscaling"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineers','piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers','','N/A',0,'A curated technical resource and architectural guide covering piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903095773846197e+09,0,'2026-05-17T17:15:57.738462+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pjame-fb.medium.com/kubernetes-secrets-from-secrets-manager-using-external-secrets-operators-4819562c3b02','pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External'' Secrets Operators','','N/A',0,'A curated technical resource and architectural guide covering pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External'' Secrets Operators in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903311818551397e+09,0,'2026-05-17T17:51:58.185514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files','github.com/keilerkonzept/aws-secretsmanager-files','','2020',2,'A dedicated Go library designed to pull configurations from AWS Secrets Manager and map them directly into local files. This is extremely beneficial for containerized legacy applications that expect configurations as local disk paths rather than dynamic environment variables.','Go','Library','Intermediate',1,'online','manual','5e18f65d592f62ee0013794959963da1671f43d9d90d40bc1847356d15545db3',100.0,1.77902925190124201e+09,1,'2024-07-30T22:47:01Z',NULL,NULL,NULL,'["Security", "Secrets Management", "AWS Secrets Manager"]','["[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-30T22:47:01Z", "gh_stars": 35}');
+INSERT INTO "resources" VALUES('https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineers','piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers','','N/A',0,'A curated technical resource and architectural guide covering piyushverma.hashnode.dev: Basic Linux Shell Scripting for DevOps Engineers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030957,0,'2026-05-17T17:15:57.738462+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://pjame-fb.medium.com/kubernetes-secrets-from-secrets-manager-using-external-secrets-operators-4819562c3b02','pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External'' Secrets Operators','','N/A',0,'A curated technical resource and architectural guide covering pjame-fb.medium.com: Kubernetes Secrets from Secrets Manager using External'' Secrets Operators in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033118,0,'2026-05-17T17:51:58.185514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files','github.com/keilerkonzept/aws-secretsmanager-files','','2020',2,'A dedicated Go library designed to pull configurations from AWS Secrets Manager and map them directly into local files. This is extremely beneficial for containerized legacy applications that expect configurations as local disk paths rather than dynamic environment variables.','Go','Library','Intermediate',1,'online','manual','5e18f65d592f62ee0013794959963da1671f43d9d90d40bc1847356d15545db3',100.0,1779029251,1,'2024-07-30T22:47:01Z',NULL,NULL,NULL,'["Security", "Secrets Management", "AWS Secrets Manager"]','["[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-30T22:47:01Z", "gh_stars": 35}');
 INSERT INTO "resources" VALUES('https://pkg.go.dev/k8s.io/client-go','pkg.go.dev/k8s.io/client-go','','2026',0,'The official API documentation hub for client-go, detailing method designs, resource structs, client authentication configurations, and context-aware request flows.','Go','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client Documentation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pkg.go.dev/knative.dev/security-guard','pkg.go.dev/knative.dev/security-guard','','2025',0,'Security Guard is a modular system built to monitor Knative serverless runtimes. It maps execution baselines (such as memory patterns, shell accesses, and network footprints) to identify anomalies in real time. This security layer ensures that transient, short-lived serverless applications remain protected without introducing significant cold-start delays.','Go','Library','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Serverless Security", "Knative Security Guard"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
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@@ -11784,19 +11784,19 @@ INSERT INTO "resources" VALUES('https://platform9.com/blog/difference-between-mu
 INSERT INTO "resources" VALUES('https://platform9.com/blog/kubernetes-autoscaling-options-horizontal-pod-autoscaler-vertical-pod-autoscaler-and-cluster-autoscaler','platform9.com: Kubernetes Autoscaling Options: Horizontal Pod Autoscaler, Vertical Pod Autoscaler and Cluster Autoscaler','','2022',0,'A structural side-by-side comparison of standard Kubernetes autoscaling paradigms. Serves as a great administrative overview for teams structuring unified high-availability and elastic resource profiles.','N/A','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Core Concepts", "Autoscaling Matrix"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://poolofthought.com/how-to-implement-the-automerge-feature-that-is-missing-from-bitbucket-cloud','How to Implement the Automerge feature that is missing from BitBucket cloud','','2020',2,'A detailed technical workaround explaining how to construct custom auto-merge features absent from Bitbucket Cloud. Outlines implementation architecture using webhooks, serverless functions (e.g., AWS Lambda), or external CI API controllers.','N/A','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Bitbucket Automation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://praveendandu24.medium.com/understanding-the-differences-between-jenkins-scripted-and-declarative-pipeline-a-comprehensive-960826e26c2','praveendandu24.medium.com: Understanding the Differences Between Jenkins'' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples','','N/A',0,'A curated technical resource and architectural guide covering praveendandu24.medium.com: Understanding the Differences Between Jenkins'' Scripted and Declarative Pipeline: A Comprehensive Guide with Real-World Examples in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031507,0,'2026-05-17T17:25:07.230196+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-using-data-file-aeb573b4f63a','praveendavidmathew.medium.com: Data driven testing per request without using'' data file','','N/A',0,'A curated technical resource and architectural guide covering praveendavidmathew.medium.com: Data driven testing per request without using'' data file in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034090,0,'2026-05-17T18:08:10.316217+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prcode.co.uk/2021/04/29/connect-azure-mysql-to-private-endpoint-with-terraform','prcode.co.uk: Connect Azure MySQL to Private Endpoint with Terraform','','2021',0,'A specific, hands-on architectural walkthrough detailing how to provision and link an Azure Database for MySQL instance to a virtual network using Private Endpoints and private DNS zones in Terraform.','English','Technical Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Database Security"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prcode.co.uk/2022/02/08/terraform-code-quality','prcode.co.uk: Terraform Code Quality','','2022',3,'An optimization guide examining programmatic code-quality practices for Terraform. Reviews how static code validation, standard structural constraints, linting, and formatting tools improve delivery confidence.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Code Quality", "Linter"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/12-factor-agents-principles-for-building?r=65wvb','12-Factor Agents: Principles for Building Reliable LLM Applications','A visual and technical analysis of the 12-Factor Agents methodology, translating probabilistic runtime issues into deterministic microservice systems.','2026',4,'Written by Priyanka Vergadia, this guide provides a visual-first deep dive into the 12-Factor Agents framework. By categorizing the 12 principles into specific problem spaces, it details how developers can transition probabilistic LLM tasks into predictable, durable, and production-ready enterprise applications.','en','Guide','Intermediate',0,'online','automatic','N/A',NULL,1.78035284903172707e+09,0,'2026-06-02T00:27:29.031727+02:00',NULL,NULL,NULL,'["AI", "AI Agents", "Architectural Patterns", "Visual Systems Engineering"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "An exceptional visual and technical translation of complex agentic architecture concepts into structured, easily digestible diagrams.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "visual-learning"}');
+INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/12-factor-agents-principles-for-building?r=65wvb','12-Factor Agents: Principles for Building Reliable LLM Applications','A visual and technical analysis of the 12-Factor Agents methodology, translating probabilistic runtime issues into deterministic microservice systems.','2026',4,'Written by Priyanka Vergadia, this guide provides a visual-first deep dive into the 12-Factor Agents framework. By categorizing the 12 principles into specific problem spaces, it details how developers can transition probabilistic LLM tasks into predictable, durable, and production-ready enterprise applications.','en','Guide','Intermediate',0,'online','automatic','N/A',NULL,1780352849,0,'2026-06-02T00:27:29.031727+02:00',NULL,NULL,NULL,'["AI", "AI Agents", "Architectural Patterns", "Visual Systems Engineering"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "An exceptional visual and technical translation of complex agentic architecture concepts into structured, easily digestible diagrams.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "visual-learning"}');
 INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/cpu-vs-gpu-vs-tpu-vs-npu-vs-dpu-vs?r=65wvb','CPU vs GPU vs TPU vs NPU vs DPU vs APU vs LPU','A comprehensive hardware accelerator guide comparing specialized chip architectures, their ideal cloud workloads, and cost-efficiency optimization.','2026',4,'### Curator Insight
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-INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/the-layoffs-wont-stop-until-we','The Layoffs Won''t Stop Until We...','A strategic industry critique analyzing how the gap between generative AI inputs and business outcomes continues to drive restructuring in software organizations.','2026',4,'A high-density architectural and management analysis addressing the current software engineering paradox, where generative AI has exponentially boosted raw code outputs (inputs) without generating equivalent revenue outcomes. The critique details how organizational efficiency breaks down when the flow of features outpaces customer value, making the argument that tech layoffs will persist until companies master programmatic alignment and build filtering mechanisms to manage automated output. It provides essential strategic guidance for CTOs and engineering directors seeking to align automated development with organizational goals.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1.78040058597182703e+09,0,'2026-06-02T13:43:05.971827+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Generative AI", "Engineering Management", "Productivity Metrics"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Priyanka Vergadia (The Cloud Girl) is a highly respected cloud technologist. Her analysis is widely shared across tech platforms like Hacker News and X, providing key strategic framing of generative AI integration bottlenecks [1.3.1].", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "engineering-management"}');
-INSERT INTO "resources" VALUES('https://proandroiddev.com/continuous-integration-delivery-for-android-with-github-actions-part-1-b232ed2b1740','proandroiddev.com: “Continuous Integration/Delivery” for Android with GitHub'' Actions — Part 1','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: “Continuous Integration/Delivery” for Android with GitHub'' Actions — Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902947525704789e+09,0,'2026-05-17T16:51:15.257048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53','proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903434554331588e+09,0,'2026-05-17T18:12:25.543316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
+This visual and technical guide systematically breaks down the specialized hardware accelerators dominating modern cloud and edge infrastructure. Priyanka Vergadia explains the mathematical and physical differences between chip architectures—ranging from tensor-optimized TPUs and neural-focused NPUs to networking-offloaded DPUs and latency-optimized LPUs. SREs and FinOps engineers will find actionable insights into workload-to-silicon mapping, directly addressing how selecting the wrong compute engine leads to massive financial waste.','English','Article','Intermediate',0,'online','automatic','N/A',NULL,1780401702,0,'2026-06-02T14:01:42.548933+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Hardware Acceleration", "Compute Architectures"]','["GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 88, "reputation_status": "Vetted", "reputation_summary": "Authored by Priyanka Vergadia, ''The Cloud Girl'', a leading visual advocate in cloud computing. Universally praised for its extreme clarity, visual architecture breakdowns, and hardware-efficiency relevance for cloud architects.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "cloud-hardware"}');
+INSERT INTO "resources" VALUES('https://priyankavergadia.substack.com/p/the-layoffs-wont-stop-until-we','The Layoffs Won''t Stop Until We...','A strategic industry critique analyzing how the gap between generative AI inputs and business outcomes continues to drive restructuring in software organizations.','2026',4,'A high-density architectural and management analysis addressing the current software engineering paradox, where generative AI has exponentially boosted raw code outputs (inputs) without generating equivalent revenue outcomes. The critique details how organizational efficiency breaks down when the flow of features outpaces customer value, making the argument that tech layoffs will persist until companies master programmatic alignment and build filtering mechanisms to manage automated output. It provides essential strategic guidance for CTOs and engineering directors seeking to align automated development with organizational goals.','en','article','Intermediate',0,'online','automatic','N/A',NULL,1780400585,0,'2026-06-02T13:43:05.971827+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Generative AI", "Engineering Management", "Productivity Metrics"]','["[GUIDE]", "[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 82, "reputation_status": "Vetted", "reputation_summary": "Priyanka Vergadia (The Cloud Girl) is a highly respected cloud technologist. Her analysis is widely shared across tech platforms like Hacker News and X, providing key strategic framing of generative AI integration bottlenecks [1.3.1].", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "engineering-management"}');
+INSERT INTO "resources" VALUES('https://proandroiddev.com/continuous-integration-delivery-for-android-with-github-actions-part-1-b232ed2b1740','proandroiddev.com: “Continuous Integration/Delivery” for Android with GitHub'' Actions — Part 1','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: “Continuous Integration/Delivery” for Android with GitHub'' Actions — Part 1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029475,0,'2026-05-17T16:51:15.257048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-github-actions-a635162d2c53','proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions','','N/A',0,'A curated technical resource and architectural guide covering proandroiddev.com: Improving CI/CD pipeline for Android via Fastlane and'' GitHub Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034345,0,'2026-05-17T18:12:25.543316+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://procodeguide.com/programming/polly-in-aspnet-core','procodeguide.com: Build Resilient Microservices (Web API) using Polly in ASP.NET Core','','2022',0,'Provides a hands-on architectural approach to integrating Polly policy frameworks inside ASP.NET Core Web APIs. Details proper HttpClientFactory patterns, fallback strategies, and configuring resilient endpoint routing.','C#','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture & .NET Development", "Microservices", "Resilience Patterns"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["dotnet.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://programmer.ink/think/maven-scaffolding-best-practices.html','programmer.ink: Maven scaffolding best practices','','N/A',0,'A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903184451739692e+09,0,'2026-05-17T17:30:44.517397+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{"duplicate_of": "https://enclaver.io/docs/0.x/getting-started"}');
+INSERT INTO "resources" VALUES('https://programmer.ink/think/maven-scaffolding-best-practices.html','programmer.ink: Maven scaffolding best practices','','N/A',0,'A curated technical resource and architectural guide covering programmer.ink: Maven scaffolding best practices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031844,0,'2026-05-17T17:30:44.517397+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/maven-gradle.md"]','["maven-gradle.md"]','{}','{"duplicate_of": "https://enclaver.io/docs/0.x/getting-started"}');
 INSERT INTO "resources" VALUES('https://project-management.com/understanding-responsibility-assignment-matrix-raci-matrix','Understanding Responsibility Assignment Matrix (RACI Matrix)','','2021',0,'Explains the design and execution of the Responsibility Assignment Matrix (RACI), highlighting its critical role in multi-stakeholder enterprise engineering projects. Details how to clarify roles (Responsible, Accountable, Consulted, Informed) to eliminate organizational ambiguity and speed up operational decision-making.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Project Management", "Governance", "RACI Matrix"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://projector.cloud-mercato.com/projects/state-of-the-art-of-public-object-storage-europe','cloud-mercato.com: State of the art of Public Object Storage Europe 🌟','','2026',0,'A comprehensive, technical deep-dive analyzing European object storage performance, evaluating latency, transfer rates, and regulatory compliance (GDPR). Live grounding confirms that it is an invaluable tool for system designs requiring regional data sovereignty and optimal throughput-to-cost ratios.','English','Reference/Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Benchmarks", "Storage Analysis", "Object Storage"]','["[COMMUNITY-TOOL]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://projects.eclipse.org/projects/technology.microprofile','Eclipse MicroProfile Project','','2026',0,'The official Eclipse repository defining the MicroProfile specifications. It manages continuous updates to APIs dedicated to configuring, securing, and tracing lightweight enterprise microservices, bridging the gap between legacy application servers and ultra-fast Kubernetes environments.','Java','Specification','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Java", "MicroProfile", "Specification"]','["[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://promcat.io','Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟','','N/A',0,'A curated technical resource and architectural guide covering Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903306265278506e+09,0,'2026-05-17T17:51:02.652785+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://promcat.io','Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟','','N/A',0,'A curated technical resource and architectural guide covering Promcat: A resource catalog for enterprise-class Prometheus monitoring 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033062,0,'2026-05-17T17:51:02.652785+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus-community.github.io/helm-charts','prometheus-community.github.io: Prometheus Community Kubernetes Helm Charts 🌟','','2026',0,'The official Prometheus community Helm charts registry, housing the essential kube-prometheus-stack. This remains the absolute industry standard for managing Prometheus, Grafana dashboards, Alertmanager definitions, and metrics-collector sidecars.','YAML','Chart Registry','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Prometheus Ecosystem", "Helm Deployments"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus-operator.dev','prometheus-operator.dev 🌟','','2026',0,'The official documentation portal for Prometheus Operator. The operator simplifies cloud-native metrics operations on Kubernetes. The operator introduces custom resource definitions (CRDs) like Prometheus, ServiceMonitor, PodMonitor, and Alertmanager, allowing declarative platform setups aligned with typical GitOps patterns.','Go','Official Project','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Kubernetes Operators"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://prometheus.demo.do.prometheus.io','Prometheus Demo: prometheus.demo.do.prometheus.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering Prometheus Demo: prometheus.demo.do.prometheus.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164222045588e+09,0,'2026-05-17T17:27:22.220456+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://prometheus.demo.do.prometheus.io','Prometheus Demo: prometheus.demo.do.prometheus.io 🌟','','N/A',0,'A curated technical resource and architectural guide covering Prometheus Demo: prometheus.demo.do.prometheus.io 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031642,0,'2026-05-17T17:27:22.220456+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io','**prometheus.io**','','2026',0,'The official homepage for Prometheus, the graduated CNCF monitoring system. Prometheus utilizes a pull model over HTTP, a multi-dimensional data model with time-series metrics identified by key-value pairs, dynamic target discovery (Kubernetes API integration), and the specialized query language PromQL.','Go','Official Project','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Core Platform"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/blog/2021/11/16/agent','prometheus.io: Introducing Prometheus Agent Mode, an Efficient and Cloud-Native Way for Metric Forwarding','','2021',0,'Covers the official introducing of Prometheus Agent Mode. Details an optimized, lightweight metrics forwarding mode that omits local query operations to cut resource budgets in high-scale environments.','Go','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Agent Architecture"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://prometheus.io/docs/alerting/alertmanager','prometheus.io/docs/alerting/alertmanager/','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9b8341f2b4d7e142f5fd9a60f353bf19a6c7ffeae34c7460cb575cc5bf3f66c5',100.0,1.77903180007498693e+09,0,'2026-05-17T17:30:00.074987+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://prometheus.io/docs/alerting/latest/alertmanager"}');
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 INSERT INTO "resources" VALUES('https://prometheus.io/docs/alerting/latest/alertmanager','prometheus.io/docs/alerting/alertmanager/','','2026',0,'Official Prometheus Alertmanager guide explaining notification deduplication, silent intervals, and dynamic routing to operations channels like Slack or PagerDuty.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Ops", "Alerting & Telemetry", "Alertmanager Configuration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/clientlibs','Librerías cliente','','2026',0,'The official directory and guide for Prometheus client libraries. It lists first-party (Go, Java, Python, Ruby) and community-developed client SDKs used to instrument application code, manage thread-safe internal registry states, and expose HTTP endpoints for pull-based metric ingestion.','Multi-language','Official Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Client Libraries"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/exporters','Prometheus Third Party Exporters','','2026',0,'An extensive inventory tracking community and third-party metrics exporters for Prometheus. Bridges native non-instrumented services (e.g., databases, physical hardware) to the Prometheus pull framework.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus", "Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
@@ -11963,36 +11963,36 @@ INSERT INTO "resources" VALUES('https://prometheus.io/docs/instrumenting/writing
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+INSERT INTO "resources" VALUES('https://prometheus.io/docs/prometheus/latest/querying/basics',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','6089f0a3237e3bbea96cd43eb24a775668daaac88496cf6053ff5018447aedf4',100.0,1779030440,1,'2026-05-17T17:07:20.296066+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://pythonsimplified.com/how-to-schedule-python-scripts-using-schedule-library','pythonsimplified.com: How to schedule Python scripts using schedule library','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dae11ecab4c0b5eaf762b442c88a5d88d4874362e721a1204aee73fce5f5cb8c',100.0,1779029134,0,'2026-05-17T16:45:34.969641+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://hewing.foliotek.me"}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/docker-buildkit','pythonspeed.com: Docker BuildKit: faster builds, new features, and now it’s stable','','2022',0,'Analyzes the shift to BuildKit as the primary engine compiler. Evaluates features including multi-stage parallelization, secret mounting without environment leaks, and advanced build-cache mounts.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "BuildKit"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/docker-performance-overhead','pythonspeed.com: Docker can slow down your code and distort your benchmarks','','2021',0,'Details performance degradation anomalies caused by container virtualization. Focuses on CPU hyper-threading constraints, memory allocation overhead, and VM barriers on macOS/Windows, highlighting how these dynamics can distort micro-benchmarks.','English','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance", "Diagnostics", "Performance Benchmarking"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/dockerizing-python-is-hard','Broken by default: why you should avoid most Dockerfile example 🌟','','2020',0,'Critically evaluates common Dockerfile patterns. Highlights failure vectors like poor caching strategies, bloated build images, and running containers as root. Offers concrete engineering improvements for Python.','Dockerfile','Critical Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Dockerfile optimization"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -12027,13 +12027,13 @@ INSERT INTO "resources" VALUES('https://pythonspeed.com/articles/shell-scripts',
 INSERT INTO "resources" VALUES('https://pyvideo.org','pyvideo.org','','2011',0,'Large-scale index mapping PyCon keynotes and technical conference recordings. It offers an extensive historical database of advanced talks on performance engineering, system design, and AI integrations.','HTML','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Community Media"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://pyvideo.org/video/3460/dont-make-us-say-we-told-you-so-virtualenv-for','Don''t Make Us Say We Told You So: virtualenv for New Pythonistas','','2015',0,'Practical video guide showing dependency isolation patterns with `virtualenv`. Discusses global library pollution issues and modern environment alternatives.','Python','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Package Management", "Virtual Environments"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qainsights.com/deploy-jmeter-on-aws-using-terraform','qainsights.com: Deploy JMeter on AWS using Terraform','','N/A',0,'A curated technical resource and architectural guide covering qainsights.com: Deploy JMeter on AWS using Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173623627130603e+09,0,'2026-06-18T00:43:56.271306+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qautomation.blog/2019/05/03/power-full-load-testing-tool-gatling','qautomation.blog: Power Full Load Testing Tool : Gatling','','N/A',0,'A curated technical resource and architectural guide covering qautomation.blog: Power Full Load Testing Tool : Gatling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903253999335289e+09,0,'2026-05-17T17:42:19.993353+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qautomation.blog/2019/05/07/how-to-run-selenium-script-in-jmeter','qautomation.blog: How to run selenium script in JMeter','','N/A',0,'A curated technical resource and architectural guide covering qautomation.blog: How to run selenium script in JMeter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903011532272601e+09,0,'2026-05-17T17:01:55.322726+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/test-automation-frameworks.md"]','["test-automation-frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s','qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902918969832205e+09,0,'2026-05-17T16:46:29.698322+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder','qdnqn.com: Creating Kubernetes operator using Kubebuilder','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Creating Kubernetes operator using Kubebuilder in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902980524121689e+09,0,'2026-05-17T16:56:45.241217+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qainsights.com/deploy-jmeter-on-aws-using-terraform','qainsights.com: Deploy JMeter on AWS using Terraform','','N/A',0,'A curated technical resource and architectural guide covering qainsights.com: Deploy JMeter on AWS using Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736236,0,'2026-06-18T00:43:56.271306+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qautomation.blog/2019/05/03/power-full-load-testing-tool-gatling','qautomation.blog: Power Full Load Testing Tool : Gatling','','N/A',0,'A curated technical resource and architectural guide covering qautomation.blog: Power Full Load Testing Tool : Gatling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032539,0,'2026-05-17T17:42:19.993353+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qautomation.blog/2019/05/07/how-to-run-selenium-script-in-jmeter','qautomation.blog: How to run selenium script in JMeter','','N/A',0,'A curated technical resource and architectural guide covering qautomation.blog: How to run selenium script in JMeter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030115,0,'2026-05-17T17:01:55.322726+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/test-automation-frameworks.md"]','["test-automation-frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qdnqn.com/create-kubernetes-yaml-definitions-using-go-and-cdk8s','qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Kubernetes objects from Go to YAML using Cdk8s in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029189,0,'2026-05-17T16:46:29.698322+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://qdnqn.com/creating-kubernetes-operator-using-kubebuilder','qdnqn.com: Creating Kubernetes operator using Kubebuilder','','N/A',0,'A curated technical resource and architectural guide covering qdnqn.com: Creating Kubernetes operator using Kubebuilder in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029805,0,'2026-05-17T16:56:45.241217+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://qlinh.com/infosec/2020/09/30/threat-detection-with-kubernetes-audit-logs.html','qlinh.com: Leveraging Kubernetes audit logs for threat detection','','2020',0,'Detailed security analysis explaining how to configure the Kubernetes API server audit logging policy to capture active cluster states. Provides techniques for piping log streams to SIEM systems to detect privilege escalation, unauthorized namespace actions, and suspicious API execution.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Log Management & Diagnostics", "Audit Logging", "Threat Detection"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And'' IPaaS) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65f6b1e67c673a85db75afc47e6bf3fd1a03701f4e1bdb163f7f8f74b64f6894',100.0,1.77902968942651605e+09,0,'2026-05-17T16:54:49.426516+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.quandarycg.com/everything-you-need-to-know-about-integrations"}');
+INSERT INTO "resources" VALUES('https://quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And'' IPaaS) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','65f6b1e67c673a85db75afc47e6bf3fd1a03701f4e1bdb163f7f8f74b64f6894',100.0,1779029689,0,'2026-05-17T16:54:49.426516+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.quandarycg.com/everything-you-need-to-know-about-integrations"}');
 INSERT INTO "resources" VALUES('https://quarkus.io','quarkus.io','','2026',5,'Official landing page for Quarkus, the ''Supersonic Subatomic Java'' framework designed explicitly for GraalVM and OpenJDK. Quarkus optimizes Java applications for Kubernetes by providing incredibly low memory footprints and near-instant startup speeds (sub-millisecond boot). Over the years, it has matured into a powerful enterprise competitor to Spring Boot, specifically for serverless and container-dense runtimes.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Core Runtime"]','["[DE FACTO STANDARD]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/blog/decathlon-user-story','quarkus.io: VCStream: a new messaging platform for DECATHLON’s Value Chain, built on Quarkus','','2023',5,'Outlines Decathlon''s development of VCStream, a high-throughput messaging platform built on Quarkus to optimize its global supply and value chain. Quarkus''s sub-atomic, reactive execution model allowed Decathlon to dramatically reduce memory footprint and startup times compared to traditional Spring Boot setups. The architecture utilizes reactive streams and Kafka integrations to deliver real-time data synchronization at scale.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Messaging Systems", "Event-Driven Microservices"]','["[CASE STUDY]", "[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quarkus.io/blog/march-of-ides','quarkus.io: Quarkus support in IDE''s','','2020',3,'Announcement outlining the deep integration of Quarkus tooling inside prominent IDEs (VS Code, IntelliJ IDEA, and Eclipse). Highlighted features include YAML autocomplete, active configuration hints, and seamless dev-mode execution within the editor window. This ecosystem maturation significantly boosted corporate adoption by providing parity with established IDE-supported frameworks.','Java','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Developer Experience"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -12041,78 +12041,78 @@ INSERT INTO "resources" VALUES('https://quarkus.io/blog/quarkus-for-spring-devel
 INSERT INTO "resources" VALUES('https://quarkus.io/guides/dev-ui','Quarkus - Dev UI 🌟','','2025',4,'Detailed documentation of Quarkus''s built-in Dev UI console, accessible locally during runtime dev mode. It permits developers to visualize configured properties, inspect active extensions, inspect database logs, and trigger custom events from a web browser interface. Architecturally, it streamlines internal-loop operations and minimizes standard context switching during active development.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Quarkus", "Developer Experience"]','["[ENTERPRISE-STABLE]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quay.io','Quay.io','','2026',0,'Quay.io is Red Hat''s enterprise-grade hosting platform for container images, offering advanced security and vulnerability scanning. It provides built-in support for fine-grained access control, geographic replication, and integration with external identity providers. Quay serves as a critical infrastructure backbone for secure container image distribution across large scale cluster topologies.','N/A','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Quay"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://quickref.me/index.html','QuickRef.ME - Quick Reference Cheat Sheets','','2025',4,'QuickRef.ME offers highly organized cheat sheets covering major programming languages, CLI utilities, databases, and platform architectures. It serves as a rapid reference dashboard that reduces lookup overhead during continuous programming cycles.','N/A','Reference Portal','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tooling", "Developer Knowledge", "Cheat Sheets"]','["[ENTERPRISE-STABLE]"]','[]','["cheatsheets.md", "kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f06df5f3ed70bf23bd559be1a007e58cfd18bb3b7c4b07c3b319f33aa0fb5b50',100.0,1.77903448298152899e+09,0,'2026-05-17T18:14:42.981529+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.boot.dev"}');
+INSERT INTO "resources" VALUES('https://qvault.io/2020/10/26/how-to-restart-all-pods-in-a-kubernetes-namespace','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f06df5f3ed70bf23bd559be1a007e58cfd18bb3b7c4b07c3b319f33aa0fb5b50',100.0,1779034482,0,'2026-05-17T18:14:42.981529+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.boot.dev"}');
 INSERT INTO "resources" VALUES('https://raesene.github.io/blog/2022/07/03/lets-talk-about-kubernetes-on-the-internet','raesene.github.io: Let''s talk about Kubernetes on the Internet','','2022',0,'An urgent analytical overview assessing why many Kubernetes API control planes remain directly visible on the public internet. Discusses host-level firewall configurations, securing the Kubelet interface, and utilizing private API cluster features in major cloud providers. Emphasizes basic perimeter hygiene.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Network Security", "Internet Exposure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://raesene.github.io/blog/2022/08/14/auditing-rbac-redux','raesene.github.io: Auditing RBAC - Redux','','2022',0,'Highly detailed assessment of tools and manual approaches used to audit RBAC permissions. Looks at the attack surface exposed by privileged service accounts and API server access loopholes, providing concrete defensive guidance.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "RBAC", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','2021',0,'Comprehensive breakdown of Helm lifecycle hooks (e.g., pre-install, post-upgrade). Explains how to coordinate prerequisite checks, execute database migrations, or trigger custom operations outside of standard deployment routines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Helm Hooks"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f146de96cd77a1315d26ed98eb1c661070463cff056290d037a9fcd76c553e4',100.0,1779030235.43243,0,'2026-05-17T17:03:55.432430+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial"}');
+INSERT INTO "resources" VALUES('https://rafay.co/the-kubernetes-current/helm-chart-hooks-tutorial','rafay.co: Helm Chart Hooks Tutorial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1f146de96cd77a1315d26ed98eb1c661070463cff056290d037a9fcd76c553e4',100.0,1779030235,0,'2026-05-17T17:03:55.432430+02:00',NULL,NULL,NULL,'[]','[]','["docs/helm.md"]','[]','{}','{"duplicate_of": "https://rafay.co/ai-and-cloud-native-blog/helm-chart-hooks-tutorial"}');
 INSERT INTO "resources" VALUES('https://raft.github.io','The Raft Consensus Algorithm 🌟','','2024',0,'An interactive educational visualizer for the Raft Consensus Algorithm, designed to be more understandable than Paxos. Covers leader election, log replication, safety mechanisms, and cluster membership changes in highly consistent databases.','English','Interactive Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Distributed Systems", "Consensus", "Algorithms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}');
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@@ -12125,10 +12125,10 @@ Live Grounding: Aggregates comprehensive technical tracks in systems programming
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@@ -12136,41 +12136,41 @@ Live Grounding: Assesses performance criteria of join operations vs manual conca
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 INSERT INTO "resources" VALUES('https://refactoring.guru/design-patterns','refactoring.guru: Design Patterns','- [refactoring.guru: Design Patterns Java](https://refactoring.guru/design-patterns/java)
     - [refactoring.guru: Design Patterns Python](https://refactoring.guru/design-patterns/python)
     - [refactoring.guru: Design Patterns Go](https://refactoring.guru/design-patterns/go)
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 INSERT INTO "resources" VALUES('https://refine.dev/blog/kubectl-exec-command','A Complete Guide to Kubectl exec','','2023',0,'Comprehensive guide explaining the inner workings of the ''kubectl exec'' command. Breaks down how connection handshakes occur between the API server, Kubelet, and container runtimes (CRI).','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "CLI Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-troubleshooting.md", "kubectl-commands.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://registry.k8s.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c474668e8493999cfd455bb2cab673d6f84bc3331d5a30ff1085c382f0662fb4',100.0,1.77903225726998209e+09,0,'2026-05-17T17:37:37.269982+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-releases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://reflectoring.io/when-to-use-lombok','reflectoring.io: When Should I Use Project Lombok?','','2021',0,'Explores Project Lombok''s role in reducing Java boilerplate (getters, setters, builders) through compile-time annotation processing. While highly beneficial for clean data objects, it details architectural trade-offs such as IDE support dependencies, debugging difficulties, and potential issues with framework integration (e.g., Hibernate lazy loading).','Java','Article','Intermediate',0,'online','manual','78a2eb81cd73964515ad4c1a9f9c6f1d03b0d396c8e3b3384242a09522b0da17',100.0,1779032150,1,'2026-05-17T17:35:50.782911+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Development", "Code Generation"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://registry.hub.docker.com/r/jboss/kie-server','KIE Server','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3865dc2c441102b06ef5625cd8329dab9c437b935db60b5b737b2ce196900517',100.0,1779033770,0,'2026-05-17T18:02:50.693842+02:00',NULL,NULL,NULL,'[]','[]','["docs/postman.md"]','[]','{}','{"duplicate_of": "https://hub.docker.com/r/jboss/kie-server"}');
+INSERT INTO "resources" VALUES('https://registry.k8s.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','c474668e8493999cfd455bb2cab673d6f84bc3331d5a30ff1085c382f0662fb4',100.0,1779032257,0,'2026-05-17T17:37:37.269982+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-releases.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io','Terraform Registry - registry.terraform.io: Terraform Providers and Modules 🌟','','2026',0,'The central hub for discovering and publishing official, partner-supported, and community-maintained providers and modules. In 2026, it serves as the foundation of the IaC ecosystem, hosting thousands of modular solutions that streamline cloud deployments.','English','Developer Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Module Registry"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/Azure/avm-ptn-alz','registry.terraform.io/modules/Azure/avm-ptn-alz: ALZ Terraform Module','','2024',4,'The official ALZ pattern module within the Azure Verified Modules (AVM) framework. It combines core tenant configuration, management groups, routing, and access controls into a single package for reliable compliance management.','HCL','Module','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Landing Zone", "AVM"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/Azure/lz-vending','registry.terraform.io/modules/Azure/lz-vending','','2024',4,'The official Azure Landing Zone Subscription Vending module. It automates account lifecycle actions, network configurations, identity bindings, and security rules across enterprise multi-subscription landscapes.','HCL','Module','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Landing Zone", "Governance"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -12180,121 +12180,121 @@ INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/hlokensgar
 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/hlokensgard/res-ipam/azure/latest','Terraform Azure Resource IPAM Module','','2025',0,'Specialized Terraform registry module designed to automate IP Address Management (IPAM) inside multi-VNet architectures. Standardizes subnetworking allocations dynamically to prevent prefix overlapping.','HCL','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Modules", "IPAM"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/markti/github-runner/azurerm','registry.terraform.io/modules/markti/github-runner','','2023',0,'An infrastructure-as-code (IaC) Terraform module tailored for automating self-hosted GitHub Actions runners in Microsoft Azure. Employs Virtual Machine Scale Sets (VMSS) alongside ephemeral instances to secure and scale cluster execution tasks. Essential for enterprise workloads demanding isolated network pathways.','Terraform','Library','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Terraform Modules"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://registry.terraform.io/modules/zenml-io/zenml-stack','registry.terraform.io/modules/zenml-io/zenml-stack','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158',100.0,1779030682,1,'2026-05-17T17:11:22.989670+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{"duplicate_of": "https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs"}');
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 INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/hashicorp/Azurerm/latest/docs/data-sources/ip_groups','registry.terraform.io: Data Source: azurerm_ip_groups (new)','','2024',3,'Technical schema specification detailing the Azure RM `azurerm_ip_groups` data source. Permits dynamic query and referencing of preconfigured IP Groups for use in firewall and network rules.','HCL','Provider','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure", "Networking"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs','Terraform Kubernetes Provider',NULL,NULL,4,'Official Kubernetes provider for Terraform, enabling declarative deployment and management of Kubernetes resources using HashiCorp Configuration Language (HCL).',NULL,NULL,NULL,0,'online','manual','a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158',100.0,1.77903307201579809e+09,0,'2026-05-17T17:51:12.015798+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Infrastructure as Code", "Terraform Provider"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://registry.terraform.io/providers/hashicorp/kubernetes/latest/docs','Terraform Kubernetes Provider',NULL,NULL,4,'Official Kubernetes provider for Terraform, enabling declarative deployment and management of Kubernetes resources using HashiCorp Configuration Language (HCL).',NULL,NULL,NULL,0,'online','manual','a00bb3c6f3a64dac5c89e8e580c539f6c00fb4e8913238cddbe24075cf1c1158',100.0,1779033072,0,'2026-05-17T17:51:12.015798+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Infrastructure as Code", "Terraform Provider"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod','releasehub.com: 6 Docker Compose Best Practices for Dev and Prod','','2026',0,'This guide discusses production and development best practices for structuring Docker Compose environments. It details crucial considerations like decoupling environmental configurations via .env files, implementing proper health checks, configuring CPU/Memory resource constraints, and structuring override files for local versus staging workloads. It represents a vital resource for production-grade container design.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Docker Compose", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes','releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes Driver','','2021',0,'Outlines how to optimize CI/CD pipeline build performance by scaling compilation workloads using the Docker Buildx Kubernetes driver. Demonstrates how offloading build tasks to Kubernetes clusters yields massive cache reuse and parallelization gains.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Build Speed", "Docker Buildx"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability','releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in Your Production Applications','','2021',0,'Evaluates how properly defined health checks prevent bad deployments. Contrasts the operational differences of readiness probes (traffic routing control) with liveness probes (container restart trigger).','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Application Reliability", "Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod','releasehub.com: 6 Docker Compose Best Practices for Dev and Prod','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08453a849995d76175cdb6d045c393dc9f7175fb8f146d5aca9e4aa97fe7a080',100.0,1.77903098323353791e+09,0,'2026-05-17T17:16:23.233538+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/6-docker-compose-best-practices-for-dev-and-prod"}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes','releasehub.com: Cutting Build Time In Half with Docker’s Buildx Kubernetes'' Driver','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','418815082d146a0bb5ce41a7481fb9877873a89e64d711073734ed174e8e28ea',100.0,1.77903234042641305e+09,0,'2026-05-17T17:39:00.426413+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes"}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability','releasehub.com: Kubernetes Health Checks - 2 Ways to Improve Stability in'' Your Production Applications','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ed87ddbadb29e4740ce7124849e7ee311e90e16c9127e791509755f6b228bef6',100.0,1.77902980215355801e+09,0,'2026-05-17T16:56:42.153558+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/kubernetes-health-checks-2-ways-to-improve-stability"}');
-INSERT INTO "resources" VALUES('https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough','releasehub.com: Terraform Kubernetes Deployment: A Detailed Walkthrough','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab0b84ba0a1b3f155f75b72c696f7536d2741ecfdfafcdb16d9a524b0a2a8b3f',100.0,1.77903421209768509e+09,0,'2026-05-17T18:10:12.097685+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://release.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrough"}');
-INSERT INTO "resources" VALUES('https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-insights-metrics','releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights'' Metrics','','N/A',0,'A curated technical resource and architectural guide covering releaseops.io: Scaling Kubernetes Deployments in AWS with Container Insights'' Metrics in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903119007090592e+09,0,'2026-05-17T17:19:50.070906+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam','A Distributed Tracing Adventure in Apache Beam','','2020',0,'A technical retrospective of tracing asynchronous distributed execution paths in Apache Beam data processing pipelines. Addresses transaction correlation across multi-hop distributed transformations and dynamic worker scale-outs.','en','Technical Guide','Advanced',1,'online','manual','ee3bcbe8b97f1aafbe2d1eb18fee556df8a684d15ee332e1ef774ef68b8e442d',100.0,1.77903371383791708e+09,1,'2026-05-17T18:01:53.837917+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Data Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://rockcontent.com/es/blog/tipos-de-consultoria','rockcontent.com: Conoce los principales tipos de consultoría en las que'' tu negocio puede invertir para explotar su potencial','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ee8fa42cbcffda87fa12f8c03fa82734f9b42c7b67ab9a021dc711bc1fb346a',100.0,1779032704,0,'2026-05-17T17:45:04.756993+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://analoghq.ai/blog/es/tipos-de-consultoria"}');
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+INSERT INTO "resources" VALUES('https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset','rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset','','N/A',0,'A curated technical resource and architectural guide covering rockset.com: Sequoia Capital: Why We Moved from Elasticsearch to Rockset in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034560,0,'2026-05-17T18:16:00.216581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://rogerdudler.github.io/git-guide','rogerdudler.github.io: git - the simple guide 🌟','','2023',4,'Curator Insight: A famously minimalistic, highly approachable guide for Git absolute beginners. Live Grounding: Excellent onboarding material focusing exclusively on basic operations (init, add, commit, push), stripping away internal storage complexities to prevent beginner cognitive overload.','HTML','Tutorial Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://sagikazarmark.hu/blog/vanity-import-paths-in-go',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','17764bf953c2da654a48be3d6145bc9794a4ae9ad5c5f519b2a3a09daa03dd21',100.0,1779031980,0,'2026-05-17T17:33:00.288156+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad04cf5e','sairamkrish.medium.com: Terraform — Best practices and project setup','','N/A',0,'A curated technical resource and architectural guide covering sairamkrish.medium.com: Terraform — Best practices and project setup in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903281750414109e+09,0,'2026-05-17T17:46:57.504141+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://searchitoperations.techtarget.com/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow','searchitoperations.techtarget.com: Tips and tools to achieve a serverless'' DevOps workflow','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','54dd4b7cd6e1c0296144ef068c39959fc00c76979b00e70d3a784dadde42ff30',100.0,1779032873,0,'2026-05-17T17:47:53.331199+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow"}');
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+INSERT INTO "resources" VALUES('https://seattledataguy.substack.com/p/data-engineering-vs-machine-learning','==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines==','','N/A',0,'A curated technical resource and architectural guide covering ==seattledataguy.substack.com: Data Engineering Vs Machine Learning Pipelines== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030335,0,'2026-05-17T17:05:35.228472+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sebalopezz.medium.com/monolith-to-microservices-event-driven-architecture-ff4284bf4ecf','sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering sebalopezz.medium.com: Monolith to Microservices + Event-Driven Architecture'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030608,0,'2026-05-17T17:10:08.720267+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sebastiandedeyne.com/things-you-didnt-know-you-could-diff-in-github','Things you didn''t know you could diff in GitHub','','2020',0,'Highlights advanced, non-standard visual comparisons and diff features natively supported inside the GitHub UI, including rich text layouts, image assets, and 3D rendering formats.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Git Repositories", "GitHub", "Advanced Diffing"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html','securityaffairs.co: Argo CD flaw could allow stealing sensitive data from'' Kubernetes Apps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2ec11058671fe6d0ece8bdadbcfa683cb3b5c6d738129a158849ae043a1810d',100.0,1.77903356814406299e+09,0,'2026-05-17T17:59:28.144063+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html"}');
+INSERT INTO "resources" VALUES('https://sebinxavi.medium.com/eks-cluster-deployment-using-terraform-685c89b14f72','sebinxavi.medium.com: EKS cluster deployment using Terraform','','N/A',0,'A curated technical resource and architectural guide covering sebinxavi.medium.com: EKS cluster deployment using Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032704,0,'2026-05-17T17:45:04.052325+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://securityaffairs.co/wordpress/127708/hacking/kubernetes-argo-cd-flaw.html','securityaffairs.co: Argo CD flaw could allow stealing sensitive data from'' Kubernetes Apps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d2ec11058671fe6d0ece8bdadbcfa683cb3b5c6d738129a158849ae043a1810d',100.0,1779033568,0,'2026-05-17T17:59:28.144063+02:00',NULL,NULL,NULL,'[]','[]','["docs/argo.md"]','[]','{}','{"duplicate_of": "https://securityaffairs.com/127708/hacking/kubernetes-argo-cd-flaw.html"}');
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-INSERT INTO "resources" VALUES('https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together','securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together','','N/A',0,'A curated technical resource and architectural guide covering securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903030557958102e+09,0,'2026-05-17T17:05:05.579581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-service-mesh-and-kubernetes','securityboulevard.com: Implementing Zero-Trust Security With Service Mesh'' and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering securityboulevard.com: Implementing Zero-Trust Security With Service Mesh'' and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903276231558609e+09,0,'2026-05-17T17:46:02.315586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://securityboulevard.com/2021/02/devops-vs-devsecops-heres-how-they-fit-together','securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together','','N/A',0,'A curated technical resource and architectural guide covering securityboulevard.com: DevOps vs. DevSecOps – Here’s How They Fit Together in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030305,0,'2026-05-17T17:05:05.579581+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://securityboulevard.com/2022/10/implementing-zero-trust-security-with-service-mesh-and-kubernetes','securityboulevard.com: Implementing Zero-Trust Security With Service Mesh'' and Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering securityboulevard.com: Implementing Zero-Trust Security With Service Mesh'' and Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032762,0,'2026-05-17T17:46:02.315586+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities','securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities','','N/A',0,'A curated technical resource and architectural guide covering securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031146.51191,0,'2026-05-17T17:19:06.511910+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://securityonline.info"}');
+INSERT INTO "resources" VALUES('https://securityonline.info/vampi-vulnerable-rest-api-with-owasp-top-10-vulnerabilities','securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities','','N/A',0,'A curated technical resource and architectural guide covering securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031146,0,'2026-05-17T17:19:06.511910+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"duplicate_of": "https://securityonline.info"}');
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@@ -12350,59 +12350,59 @@ INSERT INTO "resources" VALUES('https://semaphore.io/blog/microfrontends','semap
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 INSERT INTO "resources" VALUES('https://shiftsync.tricentis.com/software-testing-blogs-69/getting-started-with-automated-continuous-performance-testing-406','tricentis.com: Getting started with automated continuous performance testing','','2022',4,'An enterprise guide to integrating continuous automated performance and load testing frameworks inside CI pipelines, catching backend scaling and resource-allocation bugs early.','Agnostic','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Testing", "Performance", "Continuous Integration"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://shipa.io/deploying-applications-on-kubernetes','shipa.io: Developing and deploying applications to Kubernetes locally with Shipa and Minikube','','2021',0,'Showcases local application delivery pipelines combining Minikube with Shipa''s developer-focused abstractions. Allows engineers to deploy code without writing verbose YAML. (Live Grounding: Important context for 2026 Developer Platforms. Shipa was acquired by Snyk in 2023, shifting its core value towards Snyk AppRisk for secure cloud development).','Shell','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Developer Platforms", "Local Development"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
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@@ -12411,23 +12411,23 @@ INSERT INTO "resources" VALUES('https://shipa.io/terraform-meets-appops-2','ship
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+INSERT INTO "resources" VALUES('https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-notary-and-open-policy-agent-485ab3a9423c','siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using'' Notary and Open Policy Agent','','N/A',0,'A curated technical resource and architectural guide covering siegert-maximilian.medium.com: Ensure Content Trust on Kubernetes using'' Notary and Open Policy Agent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034309,0,'2026-05-17T18:11:49.108302+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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@@ -12436,33 +12436,33 @@ INSERT INTO "resources" VALUES('https://siliconangle.com/2021/09/29/amazon-debut
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-INSERT INTO "resources" VALUES('https://skycrafters.io/blog/2021/06/08/do-containers-really-contain','skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790317352480421e+09,0,'2026-05-17T17:28:55.248042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://skycrafters.io/blog/2021/06/08/do-containers-really-contain','skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering skycrafters.io: Do Containers Really Contain? Virtual Machines vs. Containers'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031735,0,'2026-05-17T17:28:55.248042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://skywalking.apache.org','skywalking.apache.org 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5642ceb89367a76b5691d1c9167f809b9f0875c77835f9bf8712fbe66546dd2a',100.0,1779033418,1,'2026-05-17T17:56:58.889804+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://slack.engineering/building-self-driving-kafka-clusters-using-open-source-components','slack.engineering: Building Self-driving Kafka clusters using open source components','','2021',0,'A deep case study explaining Slack''s custom-built self-governing Kafka management framework. Details how Cruise Control and automated monitoring components execute safe, hands-off partition rebalancing, hot-broker offloading, and node self-healing.','English','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Case Studies", "Scale & Infrastructure"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
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@@ -12470,55 +12470,55 @@ INSERT INTO "resources" VALUES('https://slack.kubernetes.io','slack.kubernetes.i
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 INSERT INTO "resources" VALUES('https://sloboda-studio.com/blog/python-tools-for-machine-learning','sloboda-studio.com: Python Tools for Machine Learning','','2021',0,'Overview of essential Python machine learning libraries and toolchains. Details NumPy, Pandas, Scikit-Learn, and TensorFlow integration patterns, showing developers how to bridge data science models with scalable microservices runtimes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence & ML", "Machine Learning Engineering", "Python Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://smartcar.com/bmw','Smartcar API for BMW','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adc97dd38689f3318815773688a4c7d854c98c755e2ea38b2641fd2235fe9b40',100.0,1.77902994837266111e+09,0,'2026-05-17T16:59:08.372661+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://smartcar.com/brand/bmw"}');
+INSERT INTO "resources" VALUES('https://smartcar.com/bmw','Smartcar API for BMW','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adc97dd38689f3318815773688a4c7d854c98c755e2ea38b2641fd2235fe9b40',100.0,1779029948,0,'2026-05-17T16:59:08.372661+02:00',NULL,NULL,NULL,'[]','[]','["docs/developerportals.md"]','[]','{}','{"duplicate_of": "https://smartcar.com/brand/bmw"}');
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+INSERT INTO "resources" VALUES('https://snipcart.com/blog/api-vs-microservices-architecture','snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6cb0cb3b097128f21cc96c34ea6f8a217a290d85eb3cf05f7d59c9f918af5923',100.0,1779030569,0,'2026-05-17T17:09:29.433232+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://snipcart.com/blog/microservices-vs-api"}');
 INSERT INTO "resources" VALUES('https://snipcart.com/blog/microservices-vs-api','snipcart.com: API vs. Microservices: A Beginners Guide to Understand Them 🌟','','2023',4,'A clear architectural primer explaining the differences and relationships between APIs and Microservices. While a microservice is a decentralized, self-contained deployment unit encapsulating business logic, an API is the interface used to interact with that service. This article resolves common industry confusion, clarifying how APIs act as the essential glue enabling decoupled microservices to communicate.','English','Guide','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Architecture Comparisons"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://snyk.io/articles/open-source-security','snyk.io: The State of Open Source Security 2020','','2020',0,'Snyk''s comprehensive security report detailing open-source dependency risk profiles. Explores how transitive package vulnerabilities enter cloud applications, advocating for automated software composition analysis (SCA) inside developer inner loops.','English','Industry Report','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "Vulnerability Management", "Open Source Security"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://snyk.io/blog','fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)','','2021',0,'An additional collection of advanced Rego development practices, focusing on unit-testing frameworks, mock injections, and playground emulator tools to ensure policy robustness and security governance.','Rego','Article','Advanced',0,'online','manual','572a15be891f39d3571783be2674f6520dcf1ff02fb8d742cbb4214643e5eb08',100.0,1.77913049497186589e+09,1,'2026-05-18T20:54:54.971866+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Rego"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://snyk.io/blog/10-docker-image-security-best-practices','snyk.io: 10 Docker Security Best Practices 🌟','','2024',0,'A vital guide on secure image design, highlighting automated vulnerability analysis tools, secure base selection frameworks, least-privilege principles, and structural dependency lifecycle policies.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Vulnerability Management"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-extension','==snyk.io: Securing your open source dependencies with the Snyk Visual Studio'' Code extension==','','2026',4,'A technical article demonstrating how to find and remediate open-source vulnerability risks directly from the editor using Snyk. This guide helps engineers implement continuous dependency scanning early in the development lifecycle.','English','Article','Intermediate',1,'online','manual','4b0749440f04ac6c28d3c9d690236cb1a73929ce8597f061cef7dc3aecdba15d',100.0,1779034507,1,'2026-05-17T18:15:07.161827+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "SecOps", "Security Code Scanning"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://snyk.io/product/container-vulnerability-management','Fugue: Container and Kubernetes. Runtime infrastructure security','','2024',0,'Fugue (now integrated under Snyk Container security suite) delivers continuous compliance and automated infrastructure monitoring for AWS, Azure, and Google Cloud alongside Kubernetes runtime configurations, mapping live states to CIS Benchmarks and SOC 2 frameworks.','None','Service','Intermediate',0,'online','manual','b8861aff17ba60b031e7170b45b885816293f94e031a3d7d95c840c48213f7b4',100.0,1.77913049493788909e+09,1,'2026-05-18T20:54:54.937889+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Runtime Analysis"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://snyk.io/product/container-vulnerability-management','Fugue: Container and Kubernetes. Runtime infrastructure security','','2024',0,'Fugue (now integrated under Snyk Container security suite) delivers continuous compliance and automated infrastructure monitoring for AWS, Azure, and Google Cloud alongside Kubernetes runtime configurations, mapping live states to CIS Benchmarks and SOC 2 frameworks.','None','Service','Intermediate',0,'online','manual','b8861aff17ba60b031e7170b45b885816293f94e031a3d7d95c840c48213f7b4',100.0,1779130494,1,'2026-05-18T20:54:54.937889+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Infrastructure Security", "Runtime Analysis"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering softobiz.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','bf12def9ec7ccc5f183eba7ddb60665f79f830349b141f39155dbe148f075113',100.0,1.77913049502546811e+09,0,'2026-05-18T20:54:55.025468+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://softwareengineeringdaily.com/2019/01/11/why-is-storage-on-kubernetes-is-so-hard','softwareengineeringdaily.com: Why Is Storage On Kubernetes So Hard? 🌟','','2019',0,'An audio-architectural retrospective addressing why state enforcement in an orchestrator built for ephemeral execution remains historically complex. It highlights the design tensions between rapid container scheduling and slow physical storage attachment/detachment cycles.','N/A','Podcast','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Platform Overview"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://softwareengineeringdaily.com/2020/02/13/setting-the-stage-for-platform-engineering','softwareengineeringdaily.com: The Rise of Platform Engineering 🌟','','2020',5,'Historically significant piece tracking the evolution from traditional DevOps silos to Platform Engineering. Discusses building Internal Developer Platforms (IDPs) to lower cognitive load for application developers, establishing self-service infrastructure portals, and applying product management principles to internal tooling.','English','Podcast','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Internal Developer Platforms", "Organizational Structure"]','["[DE FACTO STANDARD]"]','[]','["devops.md", "introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://softwareengineeringdaily.com/2020/12/16/kafka-applications-with-tim-berglund-repeat','softwareengineeringdaily.com: Kafka Applications with Tim Berglund (podcast) 🌟','','2020',0,'A podcast discussing real-world Kafka application patterns with Tim Berglund. The conversation covers key design trade-offs of log-based systems, stream-table dualities, and shifting from synchronous request-response models to event-driven architectures.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Podcasts"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://softwareengineeringdaily.com/2020/12/29/kubernetes-vs-serverless-with-matt-ward-repeat','softwareengineeringdaily.com: Kubernetes vs. Serverless with Matt Ward (podcast) 🌟','','2020',4,'A deep-dive podcast discussion analyzing the philosophical and technical tradeoffs between Kubernetes-orchestrated long-running containers and serverless functions. Explores developer velocity, cold starts, operational complexity, and total cost of ownership (TCO) at scale.','English','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Technology Assessment", "Compute Paradigms"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://softwareengineeringdaily.com/2021/01/22/redpanda-kafka-alternative-with-alexander-gallego','softwareengineeringdaily.com: Redpanda: Kafka Alternative with Alexander Gallego 🌟','','2021',3,'An informative architect-to-architect discussion with the creator of Redpanda explaining the performance benefits of native execution over JVM virtualization. It discusses memory tiering, hardware-aware execution, and the integration of Raft consensus directly inside modern hardware layers.','N/A','Podcast Summary','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Next-Gen Event Brokers", "Redpanda"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://softwarequickguide.com/what-is-performance-testing-and-performance-testing-tools','softwarequickguide.com: What is performance testing and performance testing'' tools','','N/A',0,'A curated technical resource and architectural guide covering softwarequickguide.com: What is performance testing and performance testing'' tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903060867123508e+09,0,'2026-05-17T17:10:08.671235+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://softwarequickguide.com/what-is-performance-testing-and-performance-testing-tools','softwarequickguide.com: What is performance testing and performance testing'' tools','','N/A',0,'A curated technical resource and architectural guide covering softwarequickguide.com: What is performance testing and performance testing'' tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030608,0,'2026-05-17T17:10:08.671235+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sookocheff.com/post/kubernetes/understanding-kubernetes-networking-model','sookocheff.com: A Guide to the Kubernetes Networking Model 🌟','','2020',4,'A foundational architectural analysis of the Kubernetes networking model. It unpacks the four primary communications vectors—container-to-container, pod-to-pod, pod-to-service, and external-to-service—and explains why the absolute requirement of ''IP-per-pod'' simplifies routing compared to traditional port-mapping models.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Fundamentals", "Network Model"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://soshace.com','soshace','','2026',0,'A curated remote work platform targeting web developers, specifically focusing on React, Angular, and Node.js engineers. It offers transparent vetting and direct client-to-developer contracts. Live grounding emphasizes its utility for medium-sized businesses seeking rapid frontend scaling.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Web Development Networks"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sosiv.io','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','2022',0,'An analytical deep dive tracing requests and limits down to Linux cgroups.
 - Illustrates how kubelet actively translates YAML parameters into systemd unit constraints.
 - Useful for engineers seeking to bridge the gap between K8s concepts and Linux kernel mechanics.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resource Management", "Resource Planning", "Requests and Limits"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ea2e26b54057f6a7edf436da90542a8d5cd78bfd2860f7656771b97f15a4477',100.0,1.77902982330156207e+09,0,'2026-05-17T16:57:03.301562+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://sosiv.io"}');
+INSERT INTO "resources" VALUES('https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits','sosiv.io: A Deep Dive into Kubernetes Resource Requests and Limits','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4ea2e26b54057f6a7edf436da90542a8d5cd78bfd2860f7656771b97f15a4477',100.0,1779029823,0,'2026-05-17T16:57:03.301562+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://sosiv.io"}');
 INSERT INTO "resources" VALUES('https://source.coveo.com/2021/11/11/prometheus-at-scale','source.coveo.com: Prometheus at scale','','2021',0,'An enterprise-grade case study addressing scale challenges within high-ingestion environments. Proposes architectures utilizing remote write protocols, query caching layers, and multi-tenant Prometheus aggregators.','None','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Production Scaling"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sourceforge.net/projects/winpython','WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows','','2025',4,'Curator Insight presents WinPython as a portable, isolated scientific Python distribution for Windows environments. Live Grounding confirms its value for locked-down systems, giving data scientists complete offline capabilities without requiring administrator installation permissions.','Python','Distribution','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Software Distribution", "Windows Environments"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sourceware.org/systemtap','SystemTap','- [developers.redhat.com: Opening black boxes with statement tracing (SystemTap)](https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-tracing)','2021',0,'Deep diagnostic software for Linux kernels allowing engineers to trace system calls and profile execution pathways in black-box binaries dynamically without recompilation.','C','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Diagnostics", "Tracing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://space-cloud.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','693f3d895de36c5b3c56fe973454bc39e7de0209577deb9e08d86b8bafa768f8',100.0,1.77903160047769498e+09,0,'2026-05-17T17:26:40.477695+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://spacelift.io','spacelift.io','','2025',0,'Spacelift serves as an enterprise-grade automation platform supporting Terraform, OpenTofu, Pulumi, CloudFormation, and Ansible. Features strong integration patterns for Rego-based open policy agent compliance, arbitrary pipeline phase hooks, and private worker pools suitable for secure architectures.','None','Product Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration Platforms", "Alternative TACOs"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/ansible-vs-terraform','spacelift.io: Terraform vs. Ansible : Key Differences and Comparison of Tools','','2023',0,'A structured analytical comparison between HashiCorp Terraform and Ansible. Covers key architecture differences, mutable versus immutable resource management, and state files.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://spacelift.io/blog/aws-s3-cp',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a4aa5cdb493b559dff61f5a12b362518405ba0e2433b9e95526e92a44bec904c',100.0,1779031596,1,'2026-05-17T17:26:36.112188+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/azure-terraform-export','spacelift.io: Azure Terraform Export: Importing Resources with Aztfexport','','2023',0,'Spacelift''s practical walkthrough of using Azure Terrafy (`aztfexport`). Explains migration patterns, cleanup processes for generated code, and details how to integrate converted assets into active Spacelift workflows.','Go','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Migration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terraform','spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c2d08cce9b4e1e0e28d7b4a8f7293cdfc158ed0263ffe4e9ddd38b1841571381',100.0,1779031103.19359,0,'2026-05-17T17:18:23.193590+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://spacelift.io/blog/terraform-eks"}');
+INSERT INTO "resources" VALUES('https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terraform','spacelift.io: How to Provision an AWS EKS Kubernetes Cluster with Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c2d08cce9b4e1e0e28d7b4a8f7293cdfc158ed0263ffe4e9ddd38b1841571381',100.0,1779031103,0,'2026-05-17T17:18:23.193590+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://spacelift.io/blog/terraform-eks"}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/infrastructure-as-code-with-generic-ci-cd','spacelift.io: Why Generic CI/CD Tools Will Not Deliver Successful IaC','','2023',0,'Explains why generic CI/CD tooling lacks features required to safely deploy stateful IaC projects. Details why specialized state engines, runtime locking mechanisms, policy enforcement, and drift tracking are required for reliable cloud management.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "CI/CD Platforms"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/kubernetes-architecture','spacelift.io: What Is Kubernetes Architecture? – Components Overview','','2023',0,'A comprehensive breakdown of the Kubernetes Control Plane and Worker Node architecture. Details the functionalities and interactions of key system components including etcd, kube-apiserver, kube-scheduler, kube-controller-manager, and the node-level agents (kubelet, kube-proxy), illustrating how they maintain cluster state.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Control Plane", "Components Overview"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spacelift.io/blog/kubernetes-ci-cd','spacelift.io: Kubernetes CI/CD Pipelines – 7 Best Practices and Tools | James Walker 🌟','','2023',1,'Covers seven best practices for running production-grade Kubernetes CI/CD pipelines. Evaluates declarative branch states, secure RBAC configurations, health check integrations, and automatic drift detection.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "Kubernetes", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
@@ -12546,15 +12546,15 @@ INSERT INTO "resources" VALUES('https://spectrum.ieee.org/software-eating-car','
 INSERT INTO "resources" VALUES('https://speedlancer.com','speedlancer','','2026',0,'An on-demand freelance marketplace designed to deliver highly segmented tasks with rapid turnaround times. Its architecture splits complex projects into discrete, concurrent deliverables. Live grounding demonstrates its niche in fast-turnaround creative and technical operations.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "On-Demand Delivery"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spinnaker.io','spinnaker.io deployment tool','','2023',0,'Spinnaker is an enterprise-grade, multi-cloud continuous deployment engine designed for scale. Featuring native integration with cloud platforms and automated canary testing via Kayenta, it enables highly sophisticated deployment policies.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Continuous Deployment", "Multi-Cloud Continuous Delivery"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spinnaker.io/docs/setup/install','Demo/Evaluation Installations','','2022',0,'Curator Insight covers the official installation and evaluation setup parameters for Spinnaker. Live Grounding shows Spinnaker remains a highly sophisticated CD platform designed for multi-cloud deployments, though its complex architecture makes it less popular for lightweight Kubernetes setups compared to modern GitOps tools. It is best suited for legacy VM and complex cluster canary rollouts.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Orchestration Engines"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spinnaker.io/setup/quickstart','Demo/Evaluation Installations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0bdf0059e42a1cb73ddb1f91b18bbe02527d0651734772cd69e8f4dbff5c6826',100.0,1.77903020762350392e+09,0,'2026-05-17T17:03:27.623504+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://spinnaker.io/docs/setup/install"}');
-INSERT INTO "resources" VALUES('https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html','spinscale.de: Using Testcontainers To Test Elasticsearch Plugins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2f081a0ec06bce6927d944b641ff677021efc89637f8295f0a1fbb1ee7cf45d7',100.0,1.77903257178095102e+09,1,'2026-05-17T17:42:51.780951+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://split.io/blog/keystone-feature-flags','split.io: Keystone Flags: Feature Flagging With Less Mess','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','78b01b0ef8a16c1248d5ceb1f46059cf1bf7a66c2da265b37f53463ee42fcdeb',100.0,1.77903451784815907e+09,0,'2026-05-17T18:15:17.848159+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://harness.io/2020/09/getting-started-with-cloud-cost-optimization"}');
-INSERT INTO "resources" VALUES('https://splunkbase.splunk.com/app/3332','Splunk App for Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c17751054b2d6b545ccc5b410704a9b772ea19be62731fb7e3984cbdd4e21d37',100.0,1.77903044042712497e+09,1,'2026-05-17T17:07:20.427125+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch-plugins.html','spinscale.de: Using Testcontainers To Test Elasticsearch Plugins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2f081a0ec06bce6927d944b641ff677021efc89637f8295f0a1fbb1ee7cf45d7',100.0,1779032571,1,'2026-05-17T17:42:51.780951+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://split.io/blog/keystone-feature-flags','split.io: Keystone Flags: Feature Flagging With Less Mess','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','78b01b0ef8a16c1248d5ceb1f46059cf1bf7a66c2da265b37f53463ee42fcdeb',100.0,1779034517,0,'2026-05-17T18:15:17.848159+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://harness.io/2020/09/getting-started-with-cloud-cost-optimization"}');
+INSERT INTO "resources" VALUES('https://splunkbase.splunk.com/app/3332','Splunk App for Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c17751054b2d6b545ccc5b410704a9b772ea19be62731fb7e3984cbdd4e21d37',100.0,1779030440,1,'2026-05-17T17:07:20.427125+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://spockframework.org','Spock Framework','','2026',4,'A highly expressive testing and specification framework optimized for Groovy and Java systems. Utilizes a domain-specific language (DSL) to deliver readable specs and reliable assertions.','Groovy','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing Frameworks", "JVM Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes','spot.io: Setting up, Managing & Monitoring Spark on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','705b4bf92b9e5b9114616078cda74b9175ace99b9154f47de8bb814ee9167c54',100.0,1.77903097947986698e+09,0,'2026-05-17T17:16:19.479867+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.flexera.com/products/flexera-one/container-optimization"}');
-INSERT INTO "resources" VALUES('https://spotify.github.io/threaddump-analyzer',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3fb1ebc469e33fa973f29826fcdbcecbd9d361658a2dc0921cb51c3e57486abf',100.0,1.77903149932354402e+09,0,'2026-05-17T17:24:59.323544+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spot.io/blog/setting-up-managing-monitoring-spark-on-kubernetes','spot.io: Setting up, Managing & Monitoring Spark on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','705b4bf92b9e5b9114616078cda74b9175ace99b9154f47de8bb814ee9167c54',100.0,1779030979,0,'2026-05-17T17:16:19.479867+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.flexera.com/products/flexera-one/container-optimization"}');
+INSERT INTO "resources" VALUES('https://spotify.github.io/threaddump-analyzer',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','3fb1ebc469e33fa973f29826fcdbcecbd9d361658a2dc0921cb51c3e57486abf',100.0,1779031499,0,'2026-05-17T17:24:59.323544+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring-petclinic.github.io','spring-petclinic.github.io','- [spring-petclinic.github.io Docs](https://spring-petclinic.github.io/docs/resources.html)','2022',0,'Curator Insight highlights the official Spring Petclinic documentation as the premier reference application for modern Java software architectures. Live Grounding confirms its role as a testing bed for showcasing complex microservice interactions, database bindings, and telemetry configuration patterns.','N/A','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Microservices", "Reference Architecture", "Spring Petclinic"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spring-petclinic.github.io/docs/resources.html','spring-petclinic.github.io Docs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2654b42b7c2235a3259dfb2fa5793723fa3583c6bc210aab421fe0ebd422dfe9',100.0,1779029482.64403,1,'2026-05-17T16:51:22.644030+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://spring-petclinic.github.io"}');
+INSERT INTO "resources" VALUES('https://spring-petclinic.github.io/docs/resources.html','spring-petclinic.github.io Docs','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2654b42b7c2235a3259dfb2fa5793723fa3583c6bc210aab421fe0ebd422dfe9',100.0,1779029482,1,'2026-05-17T16:51:22.644030+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://spring-petclinic.github.io"}');
 INSERT INTO "resources" VALUES('https://spring.io','Spring','','2026',0,'The main home of the Spring project, facilitating modern microservices development through components like Spring Boot, Spring Security, and Spring Data. Utilizing a robust Java 17/21 baseline, modern Spring architectures focus on compilation ahead-of-time (AOT) and GraalVM native binary support.','Java','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Platform", "Core Framework"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/blog/2020/01/27/creating-docker-images-with-spring-boot-2-3-0-m1','spring.io: Creating Docker images with Spring Boot 2.3.0.M1','','2020',4,'Historic blog introducing native buildpack support and layer customization in Spring Boot 2.3. This milestone revolutionized how Spring applications were containerized by eliminating manual Dockerfile maintenance. While the 2.3.x release line is now legacy, these core concepts laid the foundation for Spring Boot 3''s high-performance container integration, including native image compilation.','Java','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Containerization"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/blog/2020/06/10/the-path-towards-spring-boot-native-applications','Spring Boot native images. The path towards Spring Boot native applications','','2020',0,'Details Spring''s path towards compiling JVM applications into GraalVM native binaries. By executing class-path analysis and proxy initialization at compile time, native compilation minimizes memory overhead and scales startup times down to milliseconds, transforming Java''s serverless viability.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "GraalVM", "Native Image"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -12567,10 +12567,10 @@ INSERT INTO "resources" VALUES('https://spring.io/guides/gs/spring-boot-docker',
 INSERT INTO "resources" VALUES('https://spring.io/projects/spring-boot','SpringBoot','','2026',0,'The master portal for Spring Boot, which streamlines the development of autonomous, containerized Java applications. It details structural integrations for built-in container packaging, dynamic properties mapping, and production-level observability using Spring Actuator endpoints.','Java','Framework','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Spring Ecosystem", "Microservices", "Application Framework"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud','Spring Cloud','','2026',5,'The comprehensive ecosystem orchestrating distributed systems patterns (configuration management, service discovery, circuit breakers, routing, and telemetry). It provides a high-level abstraction model for constructing robust microservices. While Kubernetes handles many infrastructure-level concerns, Spring Cloud remains essential for application-level resilience and service coordination.','Java','Framework','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Cloud", "Core Framework"]','["[DE FACTO STANDARD]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud-gateway','Spring Cloud Gateway','','2026',5,'Spring Cloud Gateway provides an API routing mechanism built on Spring WebFlux and Project Reactor. Ideal for Java and Spring Boot microservice architectures, it facilitates non-blocking, reactive traffic routing, security filtering, and resilience patterns like circuit breaking.','Java','Framework / Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "API Gateway", "Java Spring Ecosystem"]','["[DE FACTO STANDARD]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud-kubernetes','Spring Cloud Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8f233377dc8ceb4cfcba0be8cdfe37bada36e5fe8ab5763c1db5fa4b21e6a6f5',100.0,1779030604.86845,0,'2026-05-17T17:10:04.868450+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud/-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering spring.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494.93787,0,'2026-05-18T20:54:54.937870+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud-kubernetes','Spring Cloud Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8f233377dc8ceb4cfcba0be8cdfe37bada36e5fe8ab5763c1db5fa4b21e6a6f5',100.0,1779030604,0,'2026-05-17T17:10:04.868450+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://spring.io/projects/spring-cloud/-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering spring.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.937870+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sqlpd.com','SQL Police Department','','2025',3,'A specialized gamified engine where users solve mock criminal investigations writing relational SQL queries. Highly effective for building structural query efficiency and database logic before moving to complex stateful containerization.','English','Interactive Game','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Databases", "SQL", "Gamified Learning"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html','sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc695cb17c63dc4bf3794ae05a32b6003abc62efa6307ac0d5480b07bf5a7ecc',100.0,1.77903254395942306e+09,0,'2026-05-17T17:42:23.959423+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html"}');
+INSERT INTO "resources" VALUES('https://sqlrevisited.blogspot.com/2022/03/mysql-vs-postgresql-pros-and-cons.html','sqlrevisited.blogspot.com: MySQL vs PostgreSQL? Pros and Cons','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dc695cb17c63dc4bf3794ae05a32b6003abc62efa6307ac0d5480b07bf5a7ecc',100.0,1779032543,0,'2026-05-17T17:42:23.959423+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.sqlrevisited.com/2022/03/mysql-vs-postgresql-pros-and-cons.html"}');
 INSERT INTO "resources" VALUES('https://squidfunk.github.io/mkdocs-material','Material for MkDocs','','2026',0,'The documentation portal for Material for MkDocs, the industry-standard UI layout for engineering document sites. Highlights integrated site search, dark-mode styling, responsive navigation layouts, and rich plugin customization features. In 2026, it is the standard base for global developer portals.','HTML','Tool Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "MkDocs Themes"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://srcco.de/posts/many-kubernetes-clusters.html','srcco.de: Zalando - Many Kubernetes Clusters instead of 1 huge cluster','','2020',0,'Zalando''s landmark architectural analysis of their decision to deploy hundreds of single-tenant, purpose-built clusters instead of one giant shared cluster. This text addresses multi-tenancy, blast radius containment, and automated control-plane orchestration.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Case Studies", "Multi-Cluster Architecture", "Scale Strategies"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google','Google: What is Site Reliability Engineering (SRE)?','','2016',0,'Google''s central hub for SRE methodologies, offering deep documentation on managing risk, service level objectives, monitoring, alerting, and elimination of toil. Essential reading for system architects establishing production-readiness checklists.','English','documentation','beginner',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "SRE", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
@@ -12578,16 +12578,16 @@ INSERT INTO "resources" VALUES('https://sre.google/prodcast','sre.google/prodcas
 INSERT INTO "resources" VALUES('https://sre.google/resources/practices-and-processes/art-of-slos','sre.google: The Art of SLOs','','2020',0,'Google''s structural guide to defining user-centric Service Level Indicators (SLIs) and Service Level Objectives (SLOs). Features processes to prevent metric fatigue and map indicators directly to consumer utility.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Level Objectives", "Google Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google/sre-book/evolving-sre-engagement-model','sre.google: sre-book - The Evolving SRE Engagement Model','','2016',0,'Core chapter from Google''s SRE Book defining the Service Engagement Model. Outlines operational boundaries, launch-readiness reviews, service onboarding criteria, and the programmatic handback of unstable systems to development teams.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Google SRE Book"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://sre.google/sre-book/monitoring-distributed-systems','Monitoring Distributed Systems - Google SRE Book','','2016',5,'The foundational text establishing distributed systems monitoring fundamentals. Introduces the ''four golden signals'' (latency, traffic, errors, and saturation) and addresses the core engineering trade-offs between white-box and black-box monitoring. Curator Insight: Seminal SRE literature defining core telemetry metrics. Live Grounding: Remains the architectural blueprint for modern production-grade telemetry frameworks globally.','English','Book Chapter','Expert',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Monitoring Theory", "Distributed Systems"]','["[DE FACTO STANDARD]"]','[]','["sre.md", "kubernetes-monitoring.md", "monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sre.google/sre-book/table-of-contents',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','947060a29b57996cbf4f31566b3988b2ea86d46421c14362d103fb374e37301e',100.0,1.77903457174917888e+09,0,'2026-05-17T18:16:11.749179+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://sre.google/sre-book/table-of-contents',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','947060a29b57996cbf4f31566b3988b2ea86d46421c14362d103fb374e37301e',100.0,1779034571,0,'2026-05-17T18:16:11.749179+02:00',NULL,NULL,NULL,'[]','[]','["docs/sre.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://sst.dev/blog/moving-away-from-cdk','sst.dev: Moving away from CDK: CDK doesn’t create the infrastructure you define','','2024',0,'Curator Insight captures the SST team''s pivotal decision to transition from AWS CDK to Pulumi/Terraform engines (SST Ion) due to performance bottlenecks and CloudFormation limits. Live Grounding in 2026 highlights this article as a milestone in the serverless community, validating the growing adoption of highly optimized, engine-agnostic IaC tools.','TypeScript','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Alternative IaC", "SST"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2020/03/16/how-event-driven-architecture-solves-modern-web-app-problems','stackoverflow.blog: How event-driven architecture solves modern web app problems 🌟','','2020',0,'This study from StackOverflow contrasts traditional request-response architectures with asynchronous event structures. It explains how shifting to non-blocking patterns resolves high-concurrency web app bottlenecks, increasing system fault tolerance.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Web Development", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2020/06/10/the-rise-of-the-devops-mindset','stackoverflow.blog: The rise of the DevOps mindset 🌟','','2020',2,'Draws on Stack Overflow developers'' telemetry data to illustrate how software architects have universally embraced CI/CD automation and infrastructure control tasks as core aspects of their jobs.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Industry Survey"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/14/have-the-tables-turned-on-nosql','stackoverflow.blog: Have the tables turned on NoSQL?','','2021',4,'An analysis of post-hype NoSQL database adoption, highlighting the rise of NewSQL and modern distributed relational engines. Evaluates operational trade-offs regarding eventual consistency pain points in heavy transactional pipelines.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "Database Comparison", "Market Trends"]','["[ENTERPRISE-STABLE]"]','[]','["nosql.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a2a93c5ad4534591d80a179381501ecd900319be6a59883a708030afb1028ad',100.0,1.77903057000261092e+09,0,'2026-05-17T17:09:30.002611+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd"}');
+INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/01/19/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a2a93c5ad4534591d80a179381501ecd900319be6a59883a708030afb1028ad',100.0,1779030570,0,'2026-05-17T17:09:30.002611+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd"}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/03/08/infrastructure-as-code-create-and-configure-infrastructure-elements-in-seconds','stackoverflow.blog: Infrastructure as code: Create and configure infrastructure elements in seconds','','2021',0,'Introduces the foundational design patterns of Infrastructure as Code (IaC). Explains how codifying environments speeds up resource instantiation, eliminates configuration drift, and acts as the basis for reliable automation pipelines.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/04/05/a-look-under-the-hood-how-branches-work-in-git','stackoverflow.blog: A look under the hood: how branches work in Git','','2021',0,'A deep architectural analysis of Git''s pointer-based branch structure. By explaining how a Git branch is simply a lightweight, mutable 41-byte text file containing a SHA-1 hash pointer, this analysis clarifies how operations remain computationally constant-time regardless of project scale.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Internal Architecture"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/05/19/rethinking-system-architecture-can-kubernetes-help-to-solve-rewrite-anxiety','stackoverflow.blog: Using Kubernetes to rethink your system architecture and ease technical debt 🌟','','2021',1,'Discusses utilizing a migration to Kubernetes as a strategic catalyst to refactor legacy monoliths. Reorganizes monolithic systems into decoupled containers, successfully lowering long-term architectural tech debt.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Technical Debt", "Orchestration"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
@@ -12596,88 +12596,88 @@ INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/07/14/getting-st
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 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2021/12/20/fulfilling-the-promise-of-ci-cd','stackoverflow.blog: Fulfilling the promise of CI/CD','','2021',0,'Addresses the operational gap between implementing automation tooling and achieving mature continuous deployment. Focuses on continuous test suite reliability and pipeline performance data.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "State of DevOps"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://stackoverflow.blog/2022/01/10/the-great-resignation-is-here-what-does-that-mean-for-developers','stackoverflow.blog: The Great Resignation is here. What does that mean for'' developers? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b58ddeddfea5a209a8635da9eccb31fc0d060420b7de76768cd90a052f68f55d',100.0,1779033489,0,'2026-05-17T17:58:09.504982+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers"}');
 INSERT INTO "resources" VALUES('https://stackoverflow.blog/2022/12/28/the-great-resignation-is-here-what-does-that-mean-for-developers','stackoverflow.blog: The Great Resignation is here. What does that mean for developers? 🌟','','2022',0,'A data-driven Stack Overflow analysis investigating developer career changes. It links high attrition directly to poor developer experience (DX), administrative friction, and legacy tool stacks, providing actionable targets for engineering leaders.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Developer Dynamics", "Market Shifts"]','["[LEGACY]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives','Stack Overflow Collectives 🌟','','N/A',0,'A curated technical resource and architectural guide covering Stack Overflow Collectives 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610146193599e+09,0,'2026-06-18T00:41:41.461936+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["index.md", "newsfeeds.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/aws','AWS Collective','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903210816059708e+09,0,'2026-05-17T17:35:08.160597+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/azure','Azure Collective','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903002872929596e+09,0,'2026-05-17T17:00:28.729296+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/gitlab','GitLab Collective','','N/A',0,'A curated technical resource and architectural guide covering GitLab Collective in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173594985541296e+09,0,'2026-06-18T00:39:09.855413+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md", "docs/newsfeeds.md"]','["git.md", "index.md", "newsfeeds.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/go','Go Collective','','N/A',0,'A curated technical resource and architectural guide covering Go Collective in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173611188538289e+09,0,'2026-06-18T00:41:51.885383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["index.md", "newsfeeds.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://stackoverflow.com/collectives/wso2','WSO2 Collective','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77902906786506199e+09,0,'2026-05-17T16:44:27.865062+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-in-linux',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173606792836308e+09,0,'2026-06-18T00:41:07.928363+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/161224/what-are-the-differences-between-the-different-saving-methods-in-hibernate/54907032?stw=2','==stackoverflow.com: What are the differences between the different saving'' methods in Hibernate?==','','N/A',0,'A curated technical resource and architectural guide covering ==stackoverflow.com: What are the differences between the different saving'' methods in Hibernate?== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173598156735396e+09,0,'2026-06-18T00:39:41.567354+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/1761601/is-the-usage-of-stored-procedures-a-bad-practice','stackoverflow.com: Is the usage of stored procedures a bad practice?','','N/A',0,'A curated technical resource and architectural guide covering stackoverflow.com: Is the usage of stored procedures a bad practice? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173590025942707e+09,0,'2026-06-18T00:38:20.259427+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru','Python progression path - From apprentice to guru','','N/A',0,'A curated technical resource and architectural guide covering Python progression path - From apprentice to guru in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173614308317899e+09,0,'2026-06-18T00:42:23.083179+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/26003298/how-to-setup-local-git-with-local-blessed-repo-integration-manager-workflow','Setup Git Integration Manager Workflow in Eclipse','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903356691645693e+09,0,'2026-05-17T17:59:26.916457+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/27820309/bot-to-automatically-reverse-github-pull-request-merges','stackoverflow.com: Bot to automatically reverse GitHub pull request merges','','N/A',0,'A curated technical resource and architectural guide covering stackoverflow.com: Bot to automatically reverse GitHub pull request merges in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735950.02267,0,'2026-06-18T00:39:10.022670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering stackoverflow.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173614340583801e+09,0,'2026-06-18T00:42:23.405838+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ansible-playbook','stackoverflow.com: Running Oracle SQL scripts with Ansible playbook','','N/A',0,'A curated technical resource and architectural guide covering stackoverflow.com: Running Oracle SQL scripts with Ansible playbook in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173586529624891e+09,0,'2026-06-18T00:37:45.296249+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-script','stackoverflow.com: Ansible playbook to execute Oracle script','','N/A',0,'A curated technical resource and architectural guide covering stackoverflow.com: Ansible playbook to execute Oracle script in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735865.28931,0,'2026-06-18T00:37:45.289310+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is','stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790299620533421e+09,0,'2026-05-17T16:59:22.053342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/59518363/is-that-possible-to-deploy-an-openshift-or-kubernetes-in-dmz-zone','stackoverflow.com: Is that possible to deploy an openshift or kubernetes'' in DMZ zone? 🌟','','N/A',0,'A curated technical resource and architectural guide covering stackoverflow.com: Is that possible to deploy an openshift or kubernetes'' in DMZ zone? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736122,0,'2026-06-18T00:42:02.530300+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://stackpulse.com/blog/monoliths-vs-microservices-best-practices','stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best'' Practices for SREs','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: Best'' Practices for SREs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033725,0,'2026-05-17T18:02:05.561889+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackpulse.com/blog/monoliths-vs-microservices-challenges','stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: Managing Reliability for Monoliths vs. Microservices: The'' Challenges for SREs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779029304,0,'2026-05-17T16:48:24.286515+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{"duplicate_of": "https://stackpulse.com/blog/monoliths-vs-microservices-best-practices"}');
+INSERT INTO "resources" VALUES('https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is','stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is','','N/A',0,'A curated technical resource and architectural guide covering stackpulse.com: No, SRE Is Not the New DevOps – Unless It Is in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029962,0,'2026-05-17T16:59:22.053342+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackshare.io/stackups/kubernetes-vs-portainer','stackshare.io: Kubernetes vs Portainer','','N/A',0,'A curated technical resource and architectural guide covering stackshare.io: Kubernetes vs Portainer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031396,0,'2026-05-17T17:23:16.807041+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://starkephillip.com/the-effects-of-remote-work-on-company-culture','starkephillip.com: The effects of remote work on company culture','','2022',0,'Curator Insight analyzes the shifting dynamics of company culture within fully distributed teams. Live Grounding demonstrates that cultivating psychological safety, explicit async communication standards, and periodic intentional offsites are essential actions to prevent silos in modern engineering organizations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Remote Work", "Company Culture"]','["[COMMUNITY-TOOL]"]','[]','["remote-tech-jobs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://start.spring.io','Spring Initializr 🌟','','2026',0,'The premier initialization dashboard for the Spring ecosystem. Incorporates direct dependency bindings to native Kubernetes microservices components, generating pre-configured templates with container-ready, cloud-native properties.','Java','Tool','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Java", "Project Bootstrapping"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://statemanagement.substack.com/p/hating-the-code-of-others','Hating code of others','','N/A',0,'A curated technical resource and architectural guide covering Hating code of others in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903339781142306e+09,0,'2026-05-17T17:56:37.811423+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html','Kubernetes Deployment Builder 🌟🌟','','2022',0,'A simple web-based user interface that enables engineers to generate valid Kubernetes Deployment YAML files. Simplifies configuration composition and reduces onboarding roadblocks for engineers learning manifest syntaxes.','JavaScript','Web Tool','Beginner',0,'online','manual','2b5c13fdda15b451fe7efeb4e8d6aa0a60d461f1fc57476ea8e28f179ea36715',100.0,1.77902916142655897e+09,1,'2026-05-17T16:46:01.426559+02:00',NULL,NULL,NULL,'["Developer Experience", "Configuration Management", "Visual Generators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://statemanagement.substack.com/p/hating-the-code-of-others','Hating code of others','','N/A',0,'A curated technical resource and architectural guide covering Hating code of others in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033397,0,'2026-05-17T17:56:37.811423+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html','Kubernetes Deployment Builder 🌟🌟','','2022',0,'A simple web-based user interface that enables engineers to generate valid Kubernetes Deployment YAML files. Simplifies configuration composition and reduces onboarding roadblocks for engineers learning manifest syntaxes.','JavaScript','Web Tool','Beginner',0,'online','manual','2b5c13fdda15b451fe7efeb4e8d6aa0a60d461f1fc57476ea8e28f179ea36715',100.0,1779029161,1,'2026-05-17T16:46:01.426559+02:00',NULL,NULL,NULL,'["Developer Experience", "Configuration Management", "Visual Generators"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://static.sched.com/hosted_files/kccncna20/02/A%20Walk%20Through%20the%20Kubernetes%20UI%20Landscape%20%28KubeCon%20Talk%202020%29.pdf','PDF','','2020',0,'A complete comparison slide deck detailing the Kubernetes UI landscape, including Lens, Kubevious, and Octant. Analyzes how different dashboards display live cluster topologies and validation failures.','English','Presentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Observability", "Visualization & Auditing", "UI Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://staticnat.com/setting-up-python-on-osx','Setting up Python on OSX: UPDATED','','2014',0,'System administration guide documenting Homebrew integration, pyenv setups, and environment path configurations on macOS. (Note: Primarily historical compared to modern 2026 container-based local architectures).','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Workspace Optimization", "OSX Setup"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://stats.jenkins.io','stats.jenkins.io 🌟','','2026',0,'Live landing dashboard presenting global aggregated usage statistics of the Jenkins ecosystem. Tracks monthly active installations, plugin adoption counts, OS distributions, and version trends across the community.','English','Webpage','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Telemetry"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://steampipe.io','steampipe','','2026',0,'An extensible open-source command-line framework that translates APIs and cloud inventories into virtual SQL tables. Enables DevOps engineers to construct real-time dashboards and audit configuration profiles on multi-cloud hosts.','Go','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md", "cloud-asset-inventory.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://steampipe.io/blog/github-security-tips','steampipe.io: Top 3 ways to improve GitHub org security','','2022',0,'Examines methodologies for auditing and improving GitHub organization configurations using Steampipe. Synthesizes query scripts to dynamically monitor third-party OAuth access, MFA compliance, and excessive repository administration rights.','SQL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Access Control", "Organization Governance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://steampunk.si/blog/let-us-give-ansible-a-rest','steampunk.si: Let us give Ansible a REST','','2022',0,'Examines advanced patterns of REST API orchestration. Discusses robust exception-handling, rate-limiting, and state-reconciliation when interacting with distributed microservice control planes.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Integration", "API Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://steampunk.si/blog/managing-infrastructure-using-ansible-tower','steampunk.si: Managing infrastructure using Ansible Tower','','2021',0,'A workflow guide focusing on using Ansible Tower/AWX for infrastructure management. It demonstrates practical orchestration patterns such as job templates, dynamic inventory syncing, notification webhooks, and Role-Based Access Control (RBAC) definitions.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Enterprise Control"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stedolan.github.io/jq','jq','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d7c0ad2d260c4f72a7ea8893da572acb43a9482a367438dd292d4b5bfcadf10f',100.0,1.77903023854342794e+09,1,'2026-05-17T17:03:58.543428+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
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-INSERT INTO "resources" VALUES('https://stelligent.github.io/config-lint','Config-lint','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','54893d1303a24ec98d4130dae56b66d16a99b2a08fd717078335a4fb874ce75c',100.0,1.77903041313577198e+09,1,'2026-05-17T17:06:53.135772+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://stedolan.github.io/jq','jq','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d7c0ad2d260c4f72a7ea8893da572acb43a9482a367438dd292d4b5bfcadf10f',100.0,1779030238,1,'2026-05-17T17:03:58.543428+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://stelfstartup.com',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1780401152,0,'2026-06-02T13:52:32.315773+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 10}');
+INSERT INTO "resources" VALUES('https://stelligent.github.io/config-lint','Config-lint','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','54893d1303a24ec98d4130dae56b66d16a99b2a08fd717078335a4fb874ce75c',100.0,1779030413,1,'2026-05-17T17:06:53.135772+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://stevehorsfield.wordpress.com/2019/08/13/devops-tricks-templating-yaml-files','Steve Horsfield: DevOps tricks - Templating YAML files','','2019',3,'A DevOps blog detailing handy techniques and shell scripts for templating configuration files. It explores quick string replacements, bash substitution, and tool-based schema construction. This guide is helpful for engineers looking to dynamically build runtime parameters inside pipelines.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Advanced Techniques"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://stevelasker.blog/2018/03/01/docker-tagging-best-practices-for-tagging-and-versioning-docker-images','stevelasker.blog: Docker Tagging: Best practices for tagging and versioning docker images','','2018',0,'Examines release artifact numbering frameworks for corporate environments. Outlines semantic naming paradigms and explains the operational risks of using volatile tags in automated orchestration environments.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Image Registry", "Lifecycle Management"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://storageclass.info/csidrivers','Searchable list of Kubernetes Storage Providers','','N/A',0,'A curated technical resource and architectural guide covering Searchable list of Kubernetes Storage Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903028505805706e+09,0,'2026-05-17T17:04:45.058057+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://storageclass.info/drivers"}');
-INSERT INTO "resources" VALUES('https://store.docker.com/editions/community/docker-ce-desktop-windows','store.docker.com: Docker Community Edition EDGE with kubernetes. Installing'' Kubernetes using the Docker Client','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ddfdffeef3900b32415f699c64cdec71100c564739316f2351488e58429b84d3',100.0,1.77903426528261303e+09,0,'2026-05-17T18:11:05.282613+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.docker.com/desktop/setup/install/windows-install"}');
-INSERT INTO "resources" VALUES('https://stories.schubergphilis.com/terraform-aws-management-using-your-google-account-cfe5ea70c75','stories.schubergphilis.com: (Terraform) AWS management using your Google'' account','','N/A',0,'A curated technical resource and architectural guide covering stories.schubergphilis.com: (Terraform) AWS management using your Google'' account in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790293228093841e+09,0,'2026-05-17T16:48:42.809384+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a0591f','storiesfromtheherd.com: Unpacking Observability','','N/A',0,'A curated technical resource and architectural guide covering storiesfromtheherd.com: Unpacking Observability in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790307394063611e+09,0,'2026-05-17T17:12:19.406361+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://storageclass.info/csidrivers','Searchable list of Kubernetes Storage Providers','','N/A',0,'A curated technical resource and architectural guide covering Searchable list of Kubernetes Storage Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779030285,0,'2026-05-17T17:04:45.058057+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://storageclass.info/drivers"}');
+INSERT INTO "resources" VALUES('https://store.docker.com/editions/community/docker-ce-desktop-windows','store.docker.com: Docker Community Edition EDGE with kubernetes. Installing'' Kubernetes using the Docker Client','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ddfdffeef3900b32415f699c64cdec71100c564739316f2351488e58429b84d3',100.0,1779034265,0,'2026-05-17T18:11:05.282613+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"duplicate_of": "https://docs.docker.com/desktop/setup/install/windows-install"}');
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 INSERT INTO "resources" VALUES('https://strimzi.io/blog/2021/07/22/using-kubernetes-config-provider-to-load-data-from-secrets-and-config-maps','strimzi.io: Using Kubernetes Configuration Provider to load data from Secrets and Config Maps','','2021',3,'A tutorial guiding developers through the integration of the Kubernetes Configuration Provider inside running client workloads. It provides actual deployment manifests showcasing how dynamic secret rotation is accomplished without requiring a full cluster restart.','YAML','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Native Integration", "Strimzi", "Security"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://stu2b50.dev/posts/things-you-wante9665','Things You Want to Do in Git and How to Do Them','','N/A',0,'A curated technical resource and architectural guide covering Things You Want to Do in Git and How to Do Them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032242,0,'2026-05-17T17:37:22.919821+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-without-editing-them-ef206254e0','sumanthkumarc.medium.com: Kubernetes RBAC — Update default ClusterRoles'' without editing them','','N/A',0,'A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Kubernetes RBAC — Update default ClusterRoles'' without editing them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903089123550391e+09,0,'2026-05-17T17:14:51.235504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://stwipe.com','Stwipe — Payments infrastructure for people who cannot be reasoned with','Stwipe is the financial primitive for the world''s most demanding economy. Series A. Backed by people who should know better.','2024',4,'A satirical mock-API created by the Duckbill Group mimicking Stripe''s payment infrastructure. Featuring a single robust endpoint (`POST /v1/yes`) that guarantees 100% success with zero error handling, the project serves as a humorous demonstration of simplified API design principles and developer-centric parody.','English','website','Beginner',0,'online','automatic','6e502c5e7493f1b2223f85143be986cdfb194dd0ca18ad5dea14d472ff311a71',NULL,1780352581,0,'2026-06-02T00:23:01.792276+02:00',NULL,NULL,NULL,'["Web Development", "API parody", "Humor"]','["[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "A popular developer satire project created by the Duckbill Group, widely shared on Twitter and HN for its humorous take on Stripe''s complexity.", "social_preview_url": "https://stwipe.com/og.png", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "devops-humor"}');
+INSERT INTO "resources" VALUES('https://substack.com/@pvergadia','Cloud Girl Substack by Priyanka Vergadia','Visual guides, deep dives, and practical frameworks on Cloud Architecture, Generative AI engineering, and multi-agent systems designed for engineers and tech leaders.','2026',4,'The official Substack of Priyanka Vergadia (Cloud Girl) delivering highly visual, jargon-free technical guides and frameworks for cloud and AI architects. The newsletter focuses heavily on real-world engineering concerns, including the ''7 layers of AI stack,'' the economics of running multi-agent workflows, token optimization, and robust error-handling for production-grade LLM deployments. Highly valuable for bridging the gap between raw code and executive architectural design.','en','platform','intermediate',0,'online','automatic','N/A',NULL,1780352561,0,'2026-06-02T00:22:41.468562+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Education", "Newsletters and Frameworks"]','["[GUIDE]"]','[]','[]','{}','{"category": "newsfeeds", "reputation_status": "Vetted", "reputation_summary": "Authored by Priyanka Vergadia (The Cloud Girl), former Google Cloud leader, highly regarded for visual and structural cloud and AI engineering insights.", "social_preview_url": "", "source_provenance": "X.com (pvergadia)", "suggested_new_category": ""}');
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+INSERT INTO "resources" VALUES('https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernetes-f6f8b40a4368','sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Debugging namespace deletion issue in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031647,0,'2026-05-17T17:27:27.283154+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-without-editing-them-ef206254e0','sumanthkumarc.medium.com: Kubernetes RBAC — Update default ClusterRoles'' without editing them','','N/A',0,'A curated technical resource and architectural guide covering sumanthkumarc.medium.com: Kubernetes RBAC — Update default ClusterRoles'' without editing them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030891,0,'2026-05-17T17:14:51.235504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sunnykkc13.medium.com/deep-dive-into-kubernetes-238258c9a536','sunnykkc13.medium.com: Deep Dive into Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering sunnykkc13.medium.com: Deep Dive into Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033663,0,'2026-05-17T18:01:03.199471+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://supabase.com','supabase.com','','2026',0,'The premier open-source Firebase alternative. Leverages production-ready PostgreSQL with real-time sync networks, integrated authentication engines, and automated REST/GraphQL APIs, highly compatible with cloud-native container workloads.','TypeScript/Elixir','Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend-as-a-Service", "PostgreSQL", "BaaS Platform"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://superfastpython.com/python-concurrency-choose-api','superfastpython.com: How to Choose the Right Python Concurrency API','','2022',0,'Curator Insight: Details how to choose between multi-threading, multi-processing, and asynchronous loop modules in Python.
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@@ -12687,151 +12687,151 @@ INSERT INTO "resources" VALUES('https://superfastpython.com/threading-vs-multipr
 Live Grounding: Analyzes shared memory architectures under Python''s GIL limits compared against isolated execution processes using IPC protocols.','Python','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Concurrency & Parallelism", "Execution Models"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://superorbital.io/blog/testing-production-controllers','superorbital.io: Testing Production Kubernetes Controllers','','2025',0,'A highly practical engineering article explaining testing techniques for Kubernetes operators. Discusses unit testing designs, envtest integration, mock clients, and local cluster sandbox validation routines needed to secure resilient operators.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Extensibility & Development", "Controller Testing", "Guides & Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://superuser.openinfra.org/articles/run-your-kubernetes-cluster-on-openstack-in-production','superuser.openstack.org: Run Your Kubernetes Cluster on OpenStack in Production','','2021',0,'A technical playbook outlining how to marry OpenStack''s bare-metal/VM resources with Kubernetes automation. Outlines storage mapping through Cinder, network integration via Octavia/Neutron, and high-performance production topologies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Private Cloud", "OpenStack Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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     - [gizmodo.com: Google Calendar''s New Feature Can Figure Out When Your Friends Don''t Have an Excuse to Flake](https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-1848715533) You''ll need a paid Google Workplace account to survey friends, family, and colleagues on when to get a meetup on the books with appointment scheduling.
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-INSERT INTO "resources" VALUES('https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer','sysdig.com: Kubernetes Services: ClusterIP, Nodeport and LoadBalancer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4a9f25b37d72d3025aff04bfaf745c6893da8455a8958c7710fba836462ff624',100.0,1.77903373128228402e+09,0,'2026-05-17T18:02:11.282284+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer"}');
-INSERT INTO "resources" VALUES('https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies','sysdig.com: Mitigating log4j with Runtime-based Kubernetes Network Policies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c3f01b1f5b7acaeca677f63a174796c68e1c5c8839b931130a49f6d09f678dc8',100.0,1.77903296901763892e+09,0,'2026-05-17T17:49:29.017639+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.sysdig.com/blog/mitigating-log4j-kubernetes-network-policies"}');
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 INSERT INTO "resources" VALUES('https://taubyte.com','Taubyte','','2026',0,'An innovative WebAssembly-native edge cloud designed to eliminate typical virtualization layers. Offers decentralized and autonomous execution of lightweight, globally scaling serverless routines.','None','External Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "Edge Computing", "WebAssembly"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://team-coder.com/from-git-flow-to-trunk-based-development','team-coder.com: From Git Flow to Trunk Based Development','','2019',0,'A technical migration blueprint outlining how to move teams from GitFlow to Trunk-Based Development. It highlights real-world challenges, such as adapting CI pipelines and managing team workflows during the transition.','Markdown','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://tecadmin.net/how-to-enable-multiple-rdp-sessions-on-windows-server','teacdmin.net: How To Enable Multiple RDP Sessions on Windows Server','','2021',0,'System engineering guide detailing how to bypass the standard session limit constraints on Windows Server platforms by configuring Remote Desktop Services (RDS) policies. Explains licensing requirements, group policy objects (GPO), and host configurations to enable multi-user concurrent administrative operations within infrastructure-as-a-service (IaaS) instances.','English','Admin Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Virtual Machines", "Windows Server"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://tech.aabouzaid.com/2020/09/3-ways-to-customize-off-the-shelf-helm-charts-with-kustomize-kubernetes.html','3 ways to customize off-the-shelf Helm charts with Kustomize - Kubernetes','','2020',0,'Detailed instructional article illustrating advanced integration techniques to post-process vendor-provided Helm charts using Kustomize. It covers inline rendering, custom patch structures, and Kustomize''s native Helm generator mechanism. It resolves common pain points where a vendor-provided Helm chart lacks specific configurable values.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Configuration", "Declarative GitOps", "Helm & Kustomize"]','["[COMMUNITY-TOOL]"]','[]','["kustomize.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-custom-resources-kustomize.html','tech.aabouzaid.com: Set OpenAPI patch strategy for Kubernetes Custom Resources - Kustomize','','2022',3,'Technical deep dive into configuring custom OpenAPI schemas for CRDs within Kustomize. Explores defining strategic merge patch strategies (e.g., replace, merge, or delete) on Custom Resources, bypassing default merge limitations of standard JSON patches.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Extensibility"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kustomize.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://tech.buzzfeed.com/continuous-deployments-at-buzzfeed-d171f76c1ac4','tech.buzzfeed.com: Continuous Deployments at BuzzFeed','','2018',0,'An architectural case study detailing BuzzFeed''s transition to continuous deployment. Analyzes how their internal tooling structures automated container packaging and microservices management to optimize high-frequency shipping.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka','tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','75b09a92c5b1c3551f49caac6de0bdbc90cdffcaab450c821cae437d38ee3b4a',100.0,1.7790310286246469e+09,0,'2026-05-17T17:17:08.624647+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka"}');
-INSERT INTO "resources" VALUES('https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a','medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903162240515804e+09,0,'2026-05-17T17:27:02.405158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-cluster-autoscaler-and-pod-priority','tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with'' cluster-autoscaler and Pod Priority','','N/A',0,'A curated technical resource and architectural guide covering tech.deliveryhero.com: Dynamically overscaling a Kubernetes cluster with'' cluster-autoscaler and Pod Priority in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031494,0,'2026-05-17T17:24:54.461729+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka','tech.ebayinc.com: Resiliency and Disaster Recovery with Kafka','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','75b09a92c5b1c3551f49caac6de0bdbc90cdffcaab450c821cae437d38ee3b4a',100.0,1779031028,0,'2026-05-17T17:17:08.624647+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://innovation.ebayinc.com/stories/resiliency-and-disaster-recovery-with-kafka"}');
+INSERT INTO "resources" VALUES('https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a','medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟','','N/A',0,'A curated technical resource and architectural guide covering medium: Jenkins Jobs as Code with Groovy DSL (Job DSL plugin) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031622,0,'2026-05-17T17:27:02.405158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertmanager-f6a919edb5f8','tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager','','N/A',0,'A curated technical resource and architectural guide covering tech.loveholidays.com: Dynamic alert routing with Prometheus and Alertmanager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031163,0,'2026-05-17T17:19:23.925714+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from-disaster-62051fafe84e','tech.loveholidays.com: GKE Multi-Cluster Services — one bad probe away from'' disaster','','N/A',0,'A curated technical resource and architectural guide covering tech.loveholidays.com: GKE Multi-Cluster Services — one bad probe away from'' disaster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029130,0,'2026-05-17T16:45:30.394533+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kubernetes-and-golang-1699554d2aa3','tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes'' and Golang','','N/A',0,'A curated technical resource and architectural guide covering tech.loveholidays.com: Load testing in production with Grafana Loki, Kubernetes'' and Golang in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030418,0,'2026-05-17T17:06:58.427709+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.marksblogg.com/clickhouse-prometheus-grafana.html','tech.marksblogg.com: Monitor ClickHouse column oriented database with Prometheus & Grafana','','2020',0,'A technical integration guide on monitoring ClickHouse database clusters with Prometheus and Grafana. It details how to enable ClickHouse''s native Prometheus metrics exporter in config.xml, configures Prometheus to scrape ClickHouse metrics, and reviews visualization dashboards.','SQL','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Observability", "Prometheus", "Database Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.olx.com/improving-jvm-warm-up-on-kubernetes-1b27dd8ecd58','tech.olx.com: Improving JVM Warm-up on Kubernetes 🌟','','2023',0,'Explains technical approaches to address CPU throttling and JIT-compilation cold starts for Java microservices running on Kubernetes. Demonstrates solutions using resource allocation adjustments, pre-heating traffic, and modern CRaC (Coordinated Restore at Checkpoint).','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes", "JVM Container Optimization"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tech.paulcz.net/blog/spring-into-kubernetes-part-1','tech.paulcz.net/blog/spring-into-kubernetes-part-1','','2018',0,'A foundational blog post walking through the process of containerizing and deploying a Spring Boot application onto a Kubernetes cluster. Details the transition from local JAR execution to containerized environments, highlighting early JVM memory footprint challenges.','Markdown','Article','Basic',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Java Deployment Guides"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tech.showmax.com/2021/08/developers-101-kubernetes','tech.showmax.com: Developers'' basic guide to kubernetes','','N/A',0,'A curated technical resource and architectural guide covering tech.showmax.com: Developers'' basic guide to kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903210015266489e+09,0,'2026-05-17T17:35:00.152665+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56','tech.trell.co: Redis Cluster Creation Automation','','N/A',0,'A curated technical resource and architectural guide covering tech.trell.co: Redis Cluster Creation Automation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145079405307e+09,0,'2026-05-17T17:24:10.794053+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d5302c','tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte','','N/A',0,'A curated technical resource and architectural guide covering tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903422887790298e+09,0,'2026-05-17T18:10:28.877903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter','techbeacon.com: 25 Kubernetes experts you should follow on Twitter','','2021',0,'A curated directory of 25 Kubernetes experts and thought leaders. While compiled in 2021, current 2026 analysis indicates that many highlighted figures have transitioned to wider Platform Engineering, AI infrastructure, and multi-cloud platform architectures, though their legacy core insights on orchestration remain highly foundational.','Markdown','Article','Beginner',0,'online','manual','7ba5e35289e9cf2462019d2221222a77cb68a37004ae4d99ba43f530d35571bd',100.0,1.77903130264570903e+09,0,'2026-05-17T17:21:42.645709+02:00',NULL,NULL,NULL,'["Cloud Native", "Community", "Directory"]','["[LEGACY]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.showmax.com/2021/08/developers-101-kubernetes','tech.showmax.com: Developers'' basic guide to kubernetes','','N/A',0,'A curated technical resource and architectural guide covering tech.showmax.com: Developers'' basic guide to kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032100,0,'2026-05-17T17:35:00.152665+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56','tech.trell.co: Redis Cluster Creation Automation','','N/A',0,'A curated technical resource and architectural guide covering tech.trell.co: Redis Cluster Creation Automation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031450,0,'2026-05-17T17:24:10.794053+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md"]','["databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d5302c','tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte','','N/A',0,'A curated technical resource and architectural guide covering tech.twenix.com: Securiza tu infraestructura cloud sin arruinarte in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034228,0,'2026-05-17T18:10:28.877903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twitter','techbeacon.com: 25 Kubernetes experts you should follow on Twitter','','2021',0,'A curated directory of 25 Kubernetes experts and thought leaders. While compiled in 2021, current 2026 analysis indicates that many highlighted figures have transitioned to wider Platform Engineering, AI infrastructure, and multi-cloud platform architectures, though their legacy core insights on orchestration remain highly foundational.','Markdown','Article','Beginner',0,'online','manual','7ba5e35289e9cf2462019d2221222a77cb68a37004ae4d99ba43f530d35571bd',100.0,1779031302,0,'2026-05-17T17:21:42.645709+02:00',NULL,NULL,NULL,'["Cloud Native", "Community", "Directory"]','["[LEGACY]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techbeacon.com/enterprise-it/5-best-practices-deploying-kubernetes','techbeacon.com: 5 Best Practices for Deploying Kubernetes','- Use an Integrated Secrets Vault
     - Define Access Controls Using IAM
     - Keep Configuration Data Inside K8s Deployments
@@ -12860,7 +12860,7 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsona
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/appsonazureblog/introducing-azure-container-apps-a-serverless-container-service-for-running-mode/2867265','techcommunity.microsoft.com: Introducing Azure Container Apps: a serverless container service for running modern apps at scale','','2021',0,'Introduces Azure Container Apps (ACA), a serverless platform built on Kubernetes, KEDA, Dapr, and Envoy. Streamlines microservices execution by removing underlying virtual host infrastructure complexity.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Serverless Containers", "Azure Container Apps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/now-in-foundry-tongyi-mai-z-image-turbo-with-flux-1-schnell-and-sdxl-base-1-0/4520199','Now in Foundry: Tongyi-MAI Z-Image-Turbo with FLUX.1-schnell and SDXL 1.0','Azure AI Foundry''s Hugging Face collection integration featuring Tongyi-MAI''s bilingual, low-latency image generation model alongside FLUX.1 and SDXL.','2026',4,'* **Curator Insight:** Streamlining multi-tenant model availability via central cloud catalogs allows enterprises to enforce strict compliance while maintaining modern, open-weight pipelines.
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+* **Live Grounding (MCP):** Microsoft Azure AI Foundry has onboarded three visual synthesis models, prominently featuring Tongyi-MAI''s Z-Image-Turbo for sub-second, single-GPU latencies and high-quality bilingual text generation, providing architects with flexible edge options.','en','blog','Intermediate',0,'online','automatic','a7e64dec29d144174a1bac86f6289a63abf1b7bceb21298e19d2d16ccb0d07bf',NULL,1780352138,0,'2026-06-02T00:15:38.621997+02:00',NULL,NULL,NULL,'["Azure Cloud", "Azure AI Foundry", "Model Catalogs", "Generative Modeling"]','["EMERGING", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Azure AI Foundry release, representing certified model offerings backed by Microsoft and Hugging Face.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NTIwMTk5LW0yWXRKSA?revision=2", "source_provenance": "X.com (Azure)", "suggested_new_category": "azure-ai-foundry"}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/the-ai-study-guide-azure%E2%80%99s-top-free-resources-for-learning-generative-ai-in-2024/4036890','techcommunity.microsoft.com: The AI Study Guide: Azure’s top free resources for learning generative AI in 2024','','2024',0,'Microsoft''s curated learning guide for generative AI deployment, highlighting training tracks for model orchestration, fine-tuning mechanisms, vector database integration, and LLM telemetry tracking.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Education"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurearcblog/announcing-private-preview-argocd-through-microsoft-gitops/4399747','Announcing Private Preview: ArgoCD through Microsoft GitOps','','2025',4,'An announcement regarding native ArgoCD integration managed directly through Azure Arc-enabled Kubernetes and Microsoft GitOps. This development bridges the gap between AKS native extensions and industry-standard GitOps tools, offering declarative cluster state management at scale. It significantly reduces operational overhead by hosting and maintaining control plane elements as a first-class Azure service.','N/A','Product Announcement','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes", "GitOps & Continuous Delivery", "ArgoCD integration"]','["[ENTERPRISE-STABLE]"]','[]','["gitops.md", "azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurearcblog/in-preview-azure-key-vault-secrets-provider-extension-for-arc-enabled-kubernetes/3002160','techcommunity.microsoft.com: In preview: Azure Key Vault secrets provider extension for Arc enabled Kubernetes clusters','','2021',0,'Evaluates the Azure Key Vault secrets provider extension for Azure Arc-enabled Kubernetes clusters. Live grounding shows this extension has matured to GA, allowing multi-cloud or on-premises Kubernetes setups connected via Arc to safely pull secret dependencies from central Key Vault clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Hybrid Cloud Security", "Azure Arc"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -12868,16 +12868,16 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurear
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-landing-zone-reference-architecture/3882102','techcommunity.microsoft.com: Azure OpenAI Landing Zone reference architecture','','2023',0,'Enterprise blueprint details of Azure OpenAI Landing Zones. Analyzes secure hub-and-spoke virtual networks, private endpoint configurations, load-balanced gateway design, and cross-regional disaster recovery strategies.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Enterprise Architecture"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurearchitectureblog/new-feature-easily-assign-regulatory-compliance-policies-to-your-azure-landing-z/4074957','techcommunity.microsoft.com: New feature: easily assign regulatory compliance policies to your Azure Landing Zone','','2024',0,'Outlines simplified mechanisms to assign regulatory compliance policies to Azure Landing Zone hierarchy trees. The feature enables platform administrators to quickly map PCI-DSS, ISO 27001, or FedRAMP benchmarks to specific landing zones, ensuring automated, non-disruptive governance across all workloads.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Governance", "Security & Compliance", "Landing Zones"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/azure-data-factory-how-to-split-a-file-into-multiple-output-files-with-bicep/4039825','techcommunity.microsoft.com: Azure Data Factory: How to split a file into multiple output files with Bicep','','2024',0,'Technical implementation tutorial detailing how to deploy Azure Data Factory pipelines configured to partition large CSV files via modular Bicep templates. Implements clean parameter mapping and functional abstraction within deployment templates.','Bicep','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Orchestration", "ADF IaC Integration"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/draw-io-azure-infrastructure-diagrams-through-code-like-an-artist/4071316',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f36e94a58b1ca83499aa93fdfe0b4dbc448cc9a7224f3a0523014f07f8a0172f',100.0,1.7791304949809041e+09,1,'2026-05-18T20:54:54.980904+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/draw-io-azure-infrastructure-diagrams-through-code-like-an-artist/4071316',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f36e94a58b1ca83499aa93fdfe0b4dbc448cc9a7224f3a0523014f07f8a0172f',100.0,1779130494,1,'2026-05-18T20:54:54.980904+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385','techcommunity.microsoft.com: Infra in Azure for Developers - The How (Part 2)','','2024',0,'Explains DevOps-centric infrastructure integration, detailing how developers can design, scale, and manage cloud footprints utilizing developer-focused IaC patterns. Focuses on developer self-service while adhering to guardrails.','Bicep','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Developer Experience", "Azure Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-what/4026102','techcommunity.microsoft.com: Infra in Azure for Developers - The What','','2024',0,'A developer-centric guide covering core Azure infrastructure concepts such as virtual networks, subnets, computing runtimes, and managed services. Designed to close the gap between software development and platform engineering, it helps developers build cloud-native applications with a solid understanding of the underlying topology.','None','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Azure Basics", "Developer Tools"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-for-developers---the-how-part-2/4046385"}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/integrating-azure-devops-with-vs-code-agent-using-mcp-model-context-protocol/4516250','Integrating Azure DevOps with VS Code Agent using MCP','A step-by-step architectural guide explaining how to securely expose Azure DevOps capabilities to VS Code-hosted AI agents via the standard Model Context Protocol.','2026',4,'Curator Insight: This implementation guide demonstrates the unification of enterprise ALM and desktop AI agent workflows through Anthropic''s Model Context Protocol (MCP).
 
-Live Grounding: It highlights the mechanics of exposing Azure DevOps APIs as discoverable tools inside VS Code environments, emphasizing authorization safeguards, user consent barriers, and least-privilege token access for automated code and sprint execution.','English','Guide','Intermediate',0,'online','automatic','16026876ba082951c5c99eacab539373f9e6f67aad4c3acd0ef921b8df6e659c',NULL,1780352404.14768,0,'2026-06-02T00:20:04.147680+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Model Context Protocol", "DevOps Agents"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised implementation guide by Microsoft engineers demonstrating practical developer tool integration using standard open protocols.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NTE2MjUwLUdwZXY5Rw?revision=2", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
+Live Grounding: It highlights the mechanics of exposing Azure DevOps APIs as discoverable tools inside VS Code environments, emphasizing authorization safeguards, user consent barriers, and least-privilege token access for automated code and sprint execution.','English','Guide','Intermediate',0,'online','automatic','16026876ba082951c5c99eacab539373f9e6f67aad4c3acd0ef921b8df6e659c',NULL,1780352404,0,'2026-06-02T00:20:04.147680+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Model Context Protocol", "DevOps Agents"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised implementation guide by Microsoft engineers demonstrating practical developer tool integration using standard open protocols.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NTE2MjUwLUdwZXY5Rw?revision=2", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-github-copilot-agent-mode/4400630','Programming with GitHub Copilot Agent Mode','','2024',4,'A deep dive into the engineering capabilities of GitHub Copilot''s ''Agent Mode.'' It details how the agent acts autonomously to analyze workspace dependencies, generate multi-file modifications, run localized compilations, and iterate on test suites based on natural language prompts.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md", "cicd.md", "developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662','Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','578bccbae559c274604eeaa5278c5ababa737ddff4e6d8b347378044c2d4ac88',100.0,1.77903152526606488e+09,0,'2026-05-17T17:25:25.266065+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/kubernetes-operators-controllers.md", "docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662"}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureforisvandstartupstechnicalblog/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662','Four Methods to Access Azure Key Vault from Azure Kubernetes Service (AKS)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','578bccbae559c274604eeaa5278c5ababa737ddff4e6d8b347378044c2d4ac88',100.0,1779031525,0,'2026-05-17T17:25:25.266065+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md", "docs/kubernetes-operators-controllers.md", "docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://techcommunity.microsoft.com/discussions/azurepartners/four-methods-to-access-azure-key-vault-from-azure-kubernetes-service-aks/4376662"}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-public-preview-of-bicep-templates-support-for-microsoft-graph/4141772','techcommunity.microsoft.com: Announcing public preview of Bicep templates support for Microsoft Graph','','2024',0,'Unveils native support within Bicep to programmatically provision and manage Microsoft Graph resources such as Azure AD groups, applications, and service principals. Eliminates complex post-deployment custom scripts or dual-IaC tooling setups.','Bicep','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Identity & Access", "Microsoft Graph IaC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-the-public-preview-of-azure-chaos-studio/2893050',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','affbdabe9c9d7de602060054a55335ff3477703555ddba4e248707ee3be70411',100.0,1.77913049492912197e+09,1,'2026-05-18T20:54:54.929122+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/announcing-the-public-preview-of-azure-chaos-studio/2893050',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','affbdabe9c9d7de602060054a55335ff3477703555ddba4e248707ee3be70411',100.0,1779130494,1,'2026-05-18T20:54:54.929122+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/arm-template-specs-now-ga/2402618','techcommunity.microsoft.com: ARM Template Specs now GA!','','2021',0,'Official announcement detailing the GA status of ARM Template Specs. This feature allows technical teams to save reusable template configurations directly inside the Azure portal with RBAC structures.','None','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "ARM Templates", "Template Specs"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-policy-for-kubernetes-releases-support-for-custom-policy/2699466','techcommunity.microsoft.com: Azure Policy for Kubernetes releases support for custom policy','','2021',0,'Technical deep dive into Azure Policy integration with AKS, highlighting the support for custom policy definitions via OPA Gatekeeper. Enables platform engineers to build and enforce hyper-customized constraints on pods, network namespaces, and registry origins inside Kubernetes clusters.','English','Technical Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "Enterprise Governance", "Kubernetes Compliance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuregovernanceandmanagementblog/azure-pricing-how-to-estimate-azure-project-costs/4166297','techcommunity.microsoft.com: Azure Pricing: How to estimate Azure project costs 🌟','','2024',3,'Outlines best practices for utilizing the Azure Pricing Calculator and Azure Migrate to model infrastructure costs prior to production deployment. Focuses on estimating workloads with varying autoscaling patterns.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Cost Estimation"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
@@ -12889,7 +12889,7 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurein
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureinfrastructureblog/enterprise%e2%80%91scale-azure-subscription-vending-using-azure-verified-modules-avm/4507751','Enterprise-Scale Azure Subscription Vending Using Azure Verified Modules (AVM)','','2026',0,'Demonstrates enterprise subscription vending architectures powered by Azure Verified Modules (AVM). This automated design leverages Terraform and Bicep to standardize resource organization, virtual network integration, and governance controls. Architects use subscription vending to scale and provision environments reliably in multi-tenant frameworks.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Landing Zones", "Azure Verified Modules"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md", "azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureinfrastructureblog/leveraging-azure-copilot-for-azure-kubernetes-services-aks/4212457','techcommunity.microsoft.com: Leveraging Azure Copilot for Azure Kubernetes Services (AKS)','','2024',0,'Discusses integrating Microsoft Copilot generative AI models within the Azure Kubernetes Service management plane. Highlights AI-assisted troubleshooting workflows, automated diagnostics, YAML generation, and resource tuning suggestions. Represents the emerging state of artificial intelligence operations (AIOps) in cloud-native management.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Operations"]','["[EMERGING]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureinfrastructureblog/part-1-leverage-bicep-standard-model-to-automate-azure-iaas-deployment/3804348','techcommunity.microsoft.com: (Part-1) Leverage Bicep: Standard model to Automate Azure IaaS deployment','','2023',0,'Presents a standardized, enterprise-grade model for automating Azure IaaS deployments using modular Bicep templates. Focuses on architectural separation of concerns, decoupling networking, storage, and compute layers into reusable sub-modules.','Bicep','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Standardization"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031','techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure as Code (powershell, terraform, etc)','','2024',0,'Explores how AI pair programmers like GitHub Copilot can be leveraged to draft secure and high-quality Infrastructure as Code templates, specializing in Terraform, PowerShell, and ARM templates.','Markdown','Article','Intermediate',0,'online','manual','7c0382d80273703be83a753dbe720ee8fff3b7aaf8337a1bd2ed8c6d74262661',100.0,1779130495.01027,1,'2026-05-18T20:54:55.010270+02:00',NULL,NULL,NULL,'["Development Tools", "AI Assistance", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-github-copilot-for-infrastructure-as-code/4124031','techcommunity.microsoft.com: Unleashing GitHub Copilot for Infrastructure as Code (powershell, terraform, etc)','','2024',0,'Explores how AI pair programmers like GitHub Copilot can be leveraged to draft secure and high-quality Infrastructure as Code templates, specializing in Terraform, PowerShell, and ARM templates.','Markdown','Article','Intermediate',0,'online','manual','7c0382d80273703be83a753dbe720ee8fff3b7aaf8337a1bd2ed8c6d74262661',100.0,1779130495,1,'2026-05-18T20:54:55.010270+02:00',NULL,NULL,NULL,'["Development Tools", "AI Assistance", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuremigrationblog/containerize-and-migrate-applications-to-aks-with-the-azure-migrate%e2%80%99s-new-app-co/2178551','techcommunity.microsoft.com: Containerize and migrate applications to AKS with the Azure Migrate’s new App Containerization tool','','2021',0,'Introduces Microsoft''s built-in App Containerization tool to streamline migrating legacy ASP.NET and Java web servers into AKS-compatible containerized deployments.','N/A','Product Release','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Microsoft AKS", "Migration & Modernization", "App Containerization"]','["[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuremigrationblog/implement-azure-landing-zones-with-hashicorp-terraform/3241071','techcommunity.microsoft.com: Implement Azure landing zones with HashiCorp Terraform','','2023',4,'An authoritative technical summary of how to implement Microsoft''s Cloud Adoption Framework (CAF) Landing Zones using Terraform. Explains deep-seated architectural principles, governance models, and scalable networking blueprints aligned with official enterprise standards.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "Landing Zone", "Enterprise Design"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azurenetworkingblog/deploying-virtual-networks-across-tenants-using-azure-virtual-network-manager-ip/4410161','Deploying Virtual Networks Across Tenants Using Azure Virtual Network Manager','','2025',0,'An official exploration of Azure Virtual Network Manager (AVNM) capabilities for coordinating network topologies across distinct enterprise Entra ID tenants. Architects learn how to leverage AVNM to scale governance, enforce global security rules, and simplify cross-tenant hub-and-spoke peerings programmatically.','N/A','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure Networking", "Multi-Tenant Topology"]','["[COMMUNITY-TOOL]"]','[]','["iac.md", "azure.md"]','{}','{}');
@@ -12914,7 +12914,7 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azureto
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuretoolsblog/from-prompt-to-production-open-in-vs-code-for-terraform-in-azure-copilot/4494931','From Prompt to Production: Open in VS Code for Terraform in Azure Copilot','Official Microsoft release detailing the seamless integration between the portal-based Azure Copilot and local VS Code instances for automated IaC orchestration.','2026',4,'This architectural enablement article introduces the ''Open in VS Code'' capability embedded inside Azure Copilot within the Azure Portal. It allows cloud architects to generate Terraform manifests via natural language and transition directly to local workspace execution.
 
 * Integrates Azure portal-based AI generation directly with local editor toolchains.
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+* Eliminates copy-paste friction by maintaining operational states, environments, and dependencies.','en','article','Intermediate',0,'online','automatic','84a64cb94d7dd554e5caaaee4d0d942c87a2f3ece9141039684a504bc8230638',NULL,1780352414,0,'2026-06-02T00:20:14.115618+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Copilot Integration"]','["[EMERGING]", "[GUIDE]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft-released tool feature that streamlines developer context transitions, well-received by Azure DevOps practitioners.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NDk0OTMxLXdCdDlCSQ?revision=3", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "cloud-infrastructure-ai"}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuretoolsblog/introducing-azure-verified-modules/4045946','techcommunity.microsoft.com: Introducing Azure Verified Modules! 🌟','- [youtube: Introducing Azure Verified Modules for Terraform | Ned in the Cloud](https://www.youtube.com/watch?v=6OeRByC-sBs)','2024',4,'Introduces Microsoft''s official Azure Verified Modules (AVM) framework. AVM unifies IaC configurations across Terraform and Bicep, providing reliable, enterprise-tested modules co-developed by Microsoft and HashiCorp.','HCL','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "AVM"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/azuretoolsblog/terraform-on-azure-february-2024-update/4070567','techcommunity.microsoft.com: Terraform on Azure February 2024 Update','','2024',0,'A regular engineering update highlighting improvements to Azure Terraform systems. Details features like AzAPI provider evolution, newly implemented resource types in AzureRM, and tools aiming to simplify cloud migration workflows.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Azure", "IaC", "Updates"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/containers/securing-windows-workloads-on-azure-kubernetes-service-with-calico/3815429','techcommunity.microsoft.com: Securing Windows workloads on Azure Kubernetes Service with Calico','','2023',0,'This architectural guide details how to leverage Tigera Calico''s CNI and policy engine to enforce advanced microsegmentation on Windows workloads within Azure Kubernetes Service (AKS). It addresses heterogeneous node pool configurations (Windows and Linux mixed architectures) and demonstrates how to apply consistent security policies across dual-OS workloads to meet strict enterprise isolation and compliance requirements.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "Azure Kubernetes Service (AKS)", "Security"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -12923,7 +12923,7 @@ INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/coreinf
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/azure-savings-dashboard/3816131','techcommunity.microsoft.com: Azure Savings Dashboard 🌟','','2023',4,'Introduces the native Azure Savings Dashboard, designed to highlight underutilized services and suggest commitment options. Provides recommendations for Azure Reservations and Azure Savings Plans to improve resource-to-cost efficiency.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Azure Optimization", "Dashboards"]','["[ENTERPRISE-STABLE]"]','[]','["finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/kubernetes-external-dns-for-azure-dns--aks/3809393','techcommunity.microsoft.com: Kubernetes External DNS for Azure DNS & AKS','','2023',0,'Examines configuring ExternalDNS inside an AKS cluster to dynamically sync Kubernetes Ingress resources with Azure DNS zones. Avoids manual DNS configuration, automating resource and IP updates on target domain records.','YAML','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Ingress & Routing", "ExternalDNS"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/coreinfrastructureandsecurityblog/monitoring-microsoft-sentinel-reports-with-dashboard-hub--power-bi/4203870','techcommunity.microsoft.com: Monitoring Microsoft Sentinel Reports with Dashboard Hub & Power BI','','2024',0,'Guides architects on scaling Microsoft Sentinel threat intelligence reporting by utilizing Power BI integrations. Focuses on centralizing complex workspace telemetry, operational KPIs, and incident metrics into a streamlined administrative dashboard.','None','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "SecOps", "Sentinel Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agents-on-microsoft-foundry/4522218','CI/CD for AI Agents on Microsoft Foundry','A comprehensive architectural guide demonstrating how to build, version, test, and release AI agents securely using evaluation-driven gates.','2026',4,'This technical article outlines a production-ready reference architecture for managing the lifecycle of AI agents deployed on Microsoft Foundry. It details how agent releases differ from traditional software, emphasizing the integration of evaluation-driven quality gates (measuring correctness, grounding safety, and token/latency metrics) prior to production promotion. It showcases GitHub Actions and Azure DevOps pipeline configurations that enforce strict role-based environment promotions and complete audit trails of immutable agent artifacts.','en','article','advanced',0,'online','automatic','5c8397793628713026b606f0bd44c3a392565b0bee22c55f994454a6d584fc59',NULL,1.7803528286415131e+09,0,'2026-06-02T00:27:08.641513+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Pipelines", "LLMOps", "Agent Lifecycle"]','["[GUIDE]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Authoritative architectural guide from Microsoft detailing production CI/CD patterns for AI Agent releases.", "social_preview_url": "https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS00NTIyMjE4LVNtUnZ6MQ?revision=4", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
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-INSERT INTO "resources" VALUES('https://techdozo.dev/grpc-load-balancing-on-kubernetes-using-headless-service','techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service)','','N/A',0,'A curated technical resource and architectural guide covering techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790291516528871e+09,0,'2026-05-17T16:45:51.652887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techdocs.akamai.com/app-platform/docs/welcome',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering techdocs.akamai.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736070,0,'2026-06-18T00:41:10.651634+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techdozo.dev/grpc-load-balancing-on-kubernetes-using-headless-service','techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service)','','N/A',0,'A curated technical resource and architectural guide covering techdozo.dev: gRPC load balancing on Kubernetes (using Headless Service) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029151,0,'2026-05-17T16:45:51.652887+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://techerati.com/the-stack-archive/cloud/2018/10/18/openshift-in-a-world-of-kaas','thestack.com: OpenShift in a world of KaaS 🌟','','2018',0,'Evaluates Red Hat OpenShift''s standing in an increasingly crowded Kubernetes-as-a-Service (KaaS) market. Details the architectural advantages of OpenShift''s integrated developer tooling, security guardrails, and automated enterprise operator systems.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://techgenix.com/data-storage-management-for-kubernetes','techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers','','N/A',0,'A curated technical resource and architectural guide covering techgenix.com: Data Storage Management for Kubernetes - 5 movers and shakers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903159157764291e+09,0,'2026-05-17T17:26:31.577643+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://techiekhannotes.blogspot.com/2018/12/artemis-monitoring-with-grafana.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8db1d9798466c14c93cb77cf8729a3fe2e3886bb5994b3cc1e78c87c5b28425f',100.0,1.77903236867698907e+09,0,'2026-05-17T17:39:28.676989+02:00',NULL,NULL,NULL,'[]','[]','["docs/grafana.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3','technos.medium.com: How kubectl apply command works?','','N/A',0,'A curated technical resource and architectural guide covering technos.medium.com: How kubectl apply command works? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203664948296e+09,0,'2026-05-17T17:33:56.649483+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-139b7060fe3','==technos.medium.com: Kubernetes Services for Absolute Beginners — NodePort=='' 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Services for Absolute Beginners — NodePort=='' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029128.48377,0,'2026-05-17T16:45:28.483770+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://technos.medium.com/how-kubectl-apply-command-works-d092121056d3','technos.medium.com: How kubectl apply command works?','','N/A',0,'A curated technical resource and architectural guide covering technos.medium.com: How kubectl apply command works? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032036,0,'2026-05-17T17:33:56.649483+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://technos.medium.com/kubernetes-services-for-absolute-beginners-nodeport-139b7060fe3','==technos.medium.com: Kubernetes Services for Absolute Beginners — NodePort=='' 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Services for Absolute Beginners — NodePort=='' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029128,0,'2026-05-17T16:45:28.483770+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://technos.medium.com/kubernetes-workflow-bad346c54962','==technos.medium.com: Kubernetes Workflow for Absolute Beginners==','','N/A',0,'A curated technical resource and architectural guide covering ==technos.medium.com: Kubernetes Workflow for Absolute Beginners== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029163,0,'2026-05-17T16:46:03.310390+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://techunwrapped.com/spain-becomes-a-cloud-region-in-2022','techunwrapped.com: Spain becomes a Cloud Region in 2022','','2022',0,'A technical news review analyzing the impact of Spain establishing its first sovereign AWS Cloud Region in 2022, detailing latency improvements and local enterprise hosting advantages.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Regional Infrastructure", "Spain"]','["[COMMUNITY-TOOL]"]','[]','["aws-spain.md", "aws.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda','teivah.medium.com: When to Use Generics in Go?','','N/A',0,'A curated technical resource and architectural guide covering teivah.medium.com: When to Use Generics in Go? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180178353405e+09,0,'2026-05-17T17:30:01.783534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://techxplore.com/news/2023-12-open-source-framework-large-language-pre-training.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779034431,0,'2026-05-17T18:13:51.589958+02:00',NULL,NULL,NULL,'[]','[]','["docs/mlops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://teivah.medium.com/when-to-use-generics-in-go-36d49c1aeda','teivah.medium.com: When to Use Generics in Go?','','N/A',0,'A curated technical resource and architectural guide covering teivah.medium.com: When to Use Generics in Go? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031801,0,'2026-05-17T17:30:01.783534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tekanaid.com/posts/terraform-for-beginners-course-and-training','tekanaid.com: Terraform for Beginners – A Beginner’s Guide to Automating Cloud Infrastructure 🌟','','2023',3,'A comprehensive starter guide and training curriculum outlining the conceptual basics of declarative infrastructure-as-code. Walks through provider block structures, variable management, and basic AWS resources setups. Live grounding shows this is highly effective for transitioning traditional system administrators to automated cloud infrastructure roles.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Adoption Principles"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tekton.dev','tekton.dev','','2024',5,'Analyzes Tekton, a powerful Kubernetes-native, open-source framework for building continuous integration and continuous delivery (CI/CD) pipelines. By using Kubernetes Custom Resource Definitions (CRDs), Tekton allows developers to run build, test, and deploy operations within fully isolated container pods on standard clusters.','Go','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Platform"]','["[DE FACTO STANDARD]"]','[]','["tekton.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tekton.dev/docs/pipelines/pipelines','Tekton Pipelines Docs','','2024',5,'The authoritative reference documentation for configuring Tekton Pipelines. Covers the specification of custom Tasks, input/output workspaces, parameters, and step sequencing, providing developers with the complete syntax to construct highly complex, secure, and declarative cloud-native build workflows.','Go','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Pipelines"]','["[DE FACTO STANDARD]"]','[]','["tekton.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://telepresence.io','telepresence.io 🌟','','2026',4,'Telepresence is a CNCF proxying tool that connects a local development machine directly to a remote Kubernetes cluster. It redirects service traffic, enabling developers to run integration tests and debug local services as if they were live in the cluster.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "Telepresence"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://teletype.in/@sravancynixit/CcwqFANxY','CI/CD for Kubernetes through a Spring Boot example (Banzai Cloud CI/CD)','','2020',0,'Continuous Integration and Deployment guide utilizing Banzai Cloud automation pipelines for Spring Boot applications. Illustrates container building, secure credential handling, configuration injects, and blue-green application promotion tactics on Kubernetes.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Java", "Automated Workflows"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://templates.cloudonaut.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e118943a718dfb65582d4f04d0a19873b91aa4142115fa9790dee082133a8731',100.0,1.77903008489008402e+09,0,'2026-05-17T17:01:24.890084+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-iac.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://templates.cloudonaut.io',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e118943a718dfb65582d4f04d0a19873b91aa4142115fa9790dee082133a8731',100.0,1779030084,0,'2026-05-17T17:01:24.890084+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-iac.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://templates.cloudonaut.io/en/stable/jenkins','templates.cloudonaut.io: Jenkins 2.0: highly available master and dynamic agents','','2019',0,'Comprehensive configuration templates for building resilient AWS-native Jenkins configurations. Features a highly available active master setup integrated with auto-scaling dynamic build agents on Amazon ECS.','YML','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "High Availability"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tennexas.com/kubernetes-troubleshooting-examples','tennexas.com: Kubernetes Troubleshooting Examples','','2022',0,'An essential compilation of practical Kubernetes troubleshooting scenarios focusing on common network, storage, and configuration failures. It provides hands-on diagnostic scripts and commands to dissect failing pods and unresolvable services. This playbook bridges the gap between theoretical knowledge and day-to-day cluster administration.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Real-World Examples"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://teplyheng.medium.com/in-depth-understanding-of-deployments-in-kubernetes-af2c93ca4a24','teplyheng.medium.com: In-depth understanding of Deployments in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering teplyheng.medium.com: In-depth understanding of Deployments in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033432.07447,0,'2026-05-17T17:57:12.074470+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://teplyheng.medium.com/understand-the-difference-between-deployments-and-replicaset-7e1cfd4d8639','teplyheng.medium.com: Understand the difference between Deployments and'' ReplicaSet 🌟','','N/A',0,'A curated technical resource and architectural guide covering teplyheng.medium.com: Understand the difference between Deployments and'' ReplicaSet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903180494769811e+09,0,'2026-05-17T17:30:04.947698+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://teplyheng.medium.com/in-depth-understanding-of-deployments-in-kubernetes-af2c93ca4a24','teplyheng.medium.com: In-depth understanding of Deployments in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering teplyheng.medium.com: In-depth understanding of Deployments in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033432,0,'2026-05-17T17:57:12.074470+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://teplyheng.medium.com/understand-the-difference-between-deployments-and-replicaset-7e1cfd4d8639','teplyheng.medium.com: Understand the difference between Deployments and'' ReplicaSet 🌟','','N/A',0,'A curated technical resource and architectural guide covering teplyheng.medium.com: Understand the difference between Deployments and'' ReplicaSet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031804,0,'2026-05-17T17:30:04.947698+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://teresaforcades.com/pensament/medicina.html','Kubeval','- [Kube-score 🌟](https://github.com/zegl/kube-score) **Kubernetes object analysis with recommendations for improved reliability and security. kube-score is a opensource tool that performs static code analysis of Kubernetes object definitions. The output is a list of recommendations where one can improve to make application more secure and resilient.**
     - [Config-lint](https://stelligent.github.io/config-lint)
     - [Copper](https://github.com/cloud66-oss/copper)
     - [Conftest](https://www.conftest.dev)
     - [Polaris](https://github.com/FairwindsOps/polaris)','2024',0,'A comparative index of leading static checkers (including kube-score, Conftest, and Polaris) built to validate Kubernetes YAML files against resilience, security, and schema configuration standards. Note: Kubeval is deprecated; modern workloads favor Conftest or native dry-run commands.','Go','Tool Suite','High',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Manifests", "Validation & Linting"]','["[LEGACY]"]','[]','["yaml.md"]','{}','{"is_special": true}');
-INSERT INTO "resources" VALUES('https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4','terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟','','N/A',0,'A curated technical resource and architectural guide covering terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902994137927603e+09,0,'2026-05-17T16:59:01.379276+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://terminalsandcoffee.com/setting-up-the-aws-cli-iam-user-api-keys-b83554e314e4','terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟','','N/A',0,'A curated technical resource and architectural guide covering terminalsandcoffee.com: Setting Up the AWS CLI & IAM User API Keys 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029941,0,'2026-05-17T16:59:01.379276+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terraform-docs.io/user-guide/introduction','terraform-docs.io','','2024',0,'Official user guide for `terraform-docs`, the standard utility used to auto-generate markdown-formatted documentation from HCL module files. Highlights support for custom templates, flexible output schemas (JSON, YAML, XML), and continuous integration pre-commit hooks.','Go','Tool Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io','terraform-infraestructura.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ee17989190761652ddae8c3ef2569b35b0191bb6c0cc3028fb266cad2488ee',100.0,1.77903233358701396e+09,0,'2026-05-17T17:38:53.587014+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terraform-infraestructura.readthedocs.io/es/latest"}');
+INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io','terraform-infraestructura.readthedocs.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d3ee17989190761652ddae8c3ef2569b35b0191bb6c0cc3028fb266cad2488ee',100.0,1779032333,0,'2026-05-17T17:38:53.587014+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terraform-infraestructura.readthedocs.io/es/latest"}');
 INSERT INTO "resources" VALUES('https://terraform-infraestructura.readthedocs.io/es/latest','terraform-infraestructura.readthedocs.io','','2022',0,'Comprehensive Spanish-language documentation outlining the setup, management, and optimization of Infrastructure as Code using Terraform. Serves as a localized resource for engineering teams across Spanish-speaking markets.','Spanish','Localized Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Spanish Documentation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terragrunt.com','terragrunt.gruntwork.io','','2025',5,'Terragrunt is the industry-standard orchestrator wrapper that resolves complex code redundancy by establishing DRY configurations, managing dynamic state initialization, and handling cross-module dependency trees. It simplifies variable inheritance structures, minimizing state bloat across hundreds of distinct directories.','Go','CLI Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Wrappers"]','["[DE FACTO STANDARD]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://terragrunt.gruntwork.io','==terragrunt.gruntwork.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4425e75132e486fded1c99643cef4af2503522bde090102b539f18c7adb9b6d4',100.0,1.77903377332383394e+09,0,'2026-05-17T18:02:53.323834+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terragrunt.com"}');
+INSERT INTO "resources" VALUES('https://terragrunt.gruntwork.io','==terragrunt.gruntwork.io==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4425e75132e486fded1c99643cef4af2503522bde090102b539f18c7adb9b6d4',100.0,1779033773,0,'2026-05-17T18:02:53.323834+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{"duplicate_of": "https://terragrunt.com"}');
 INSERT INTO "resources" VALUES('https://terraspace.cloud','Terraspace.cloud','','2024',3,'Terraspace is an elegant, full-featured Ruby-based framework for provisioning cloud architectures. Providing structured directory structures, integrated testing harnesses, and native generators, it converts complex Terraform structures into clean projects. It supports large-scale deployments by isolating execution behaviors dynamically.','Ruby','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Orchestration", "Frameworks"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terrateam.io/blog/aws-lambda-function-with-terraform','terrateam.io: AWS Lambda Function with Terraform','','2023',0,'Demonstrates how to configure and deploy AWS Lambda functions natively using HashiCorp Terraform. Covers managing the function zip package, continuous IAM role updates, integration with API Gateway, and dealing with Terraform''s state transitions.','HCL','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Serverless Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://terrateam.io/blog/terraform-pre-commit-hooks','terrateam.io: Terraform Pre-Commit Hooks','','2023',4,'Analyzes the use of git pre-commit hooks as a local feedback loop to enforce code formatting, syntactic correctness, and security scanning before code reaches upstream repositories. Emphasizes tools like tflint, tfsec, and checkov within the automation hook sequence. Live grounding shows that automating these checks significantly reduces CI failure rates and keeps infrastructure declarations clean.','HCL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "CI/CD & Linting"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -13102,39 +13102,39 @@ INSERT INTO "resources" VALUES('https://testcontainers.com','testcontainers.org'
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/clean-code-python','testdriven.io: Clean Code in Python','','2022',0,'Deep dive into code style conventions and software safety principles in Python. Outlines standard setups for linters (Flake8), layout tools (Black), static type checkers (Mypy), and clean design patterns (SOLID) to ensure maintainable codebase lifecycles.','Python','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Code Quality", "Design Patterns"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/docker-best-practices','testdriven.io: Docker Best Practices for Python Developers','','2023',0,'Details architectural recommendations for containerizing Python environments. Outlines wheel pre-compilation steps, proper usage of virtual environments in multi-stage execution, and secure user privilege levels.','Python','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Build Optimization", "Python"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testdriven.io/blog/running-vault-and-consul-on-kubernetes','testdriven.io: Running Vault and Consul on Kubernetes','','2021',0,'A detailed technical tutorial on deploying and configuring HashiCorp Vault and Consul on a Kubernetes cluster. Outlines how to configure Consul as Vault''s resilient storage backend, implement secure TLS communication, manage initial unseal procedures, and leverage native Kubernetes resources to maintain service uptime.','English','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Self-Hosted Orchestration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://testguild.com/podcast/automation/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','N/A',0,'Curator Insight: Audio interview exploring the cultural and architectural shift toward Pipeline-as-Code (PaC) designs. Live Grounding: Discusses real-world declarative configuration files, versioning pipelines alongside source code, and automated testing loops. Bridges manual QA with modern infrastructure automation.','English','Podcast','Intermediate',0,'duplicate','manual','d9deb6ff05b4a32902b3a248b7d672456f4d6dcbbd2d4aab37806a0eedf61b79',100.0,1.77903439224977707e+09,0,'2026-05-17T18:13:12.249777+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Automation", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://testguild.com/podcast/a345-mohamed"}');
+INSERT INTO "resources" VALUES('https://testguild.com/podcast/automation/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','N/A',0,'Curator Insight: Audio interview exploring the cultural and architectural shift toward Pipeline-as-Code (PaC) designs. Live Grounding: Discusses real-world declarative configuration files, versioning pipelines alongside source code, and automated testing loops. Bridges manual QA with modern infrastructure automation.','English','Podcast','Intermediate',0,'duplicate','manual','d9deb6ff05b4a32902b3a248b7d672456f4d6dcbbd2d4aab37806a0eedf61b79',100.0,1779034392,0,'2026-05-17T18:13:12.249777+02:00',NULL,NULL,NULL,'["Software Delivery", "CI/CD Automation", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{"duplicate_of": "https://testguild.com/podcast/a345-mohamed"}');
 INSERT INTO "resources" VALUES('https://testingclouds.wordpress.com/2021/03/09/migrating-from-docker-compose-to-skaffold','testingclouds.wordpress.com: Migrating from Docker Compose to Skaffold 🌟','','2021',0,'A comprehensive migration handbook addressing transition patterns from basic multi-container Docker Compose structures to unified cloud-native architectures governed by Skaffold-driven deployment pipelines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Workflow Migration", "Docker Compose to Skaffold"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testingclouds.wordpress.com/2021/06/02/gitops-demystified','testingclouds.wordpress.com: GitOps Demystified','','2021',0,'Provides an entry-level technical overview of GitOps mechanics. Demystifies the reconciliation loops of operators on Kubernetes, detailing how manual updates in etcd are overridden to match the authoritative Git source.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://testkube.io','testkube.io 🌟','','2026',5,'Testkube is an advanced, Kubernetes-native test execution and orchestration platform. Instead of running tests outside the cluster within legacy CI/CD runners, Testkube executes testing frameworks (Playwright, Postman, JMeter, K6) as native Kubernetes jobs. This keeps test orchestration inside the network perimeter, facilitating secure integration and load testing of microservices.','Go','Platform','High',0,'online','manual','1ff0e2bbb396a81cc1dbf4e2988c5fa28ead66bf47cedbb70d759e9793db8e2a',100.0,1779034579.9394,1,'2026-05-17T18:16:19.939400+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Cloud-Native Testing"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://testkube.io','testkube.io 🌟','','2026',5,'Testkube is an advanced, Kubernetes-native test execution and orchestration platform. Instead of running tests outside the cluster within legacy CI/CD runners, Testkube executes testing frameworks (Playwright, Postman, JMeter, K6) as native Kubernetes jobs. This keeps test orchestration inside the network perimeter, facilitating secure integration and load testing of microservices.','Go','Platform','High',0,'online','manual','1ff0e2bbb396a81cc1dbf4e2988c5fa28ead66bf47cedbb70d759e9793db8e2a',100.0,1779034579,1,'2026-05-17T18:16:19.939400+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Cloud-Native Testing"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://testng.org','TestNG','','2026',4,'An advanced testing framework for Java applications designed to manage intricate integration suites. Supports XML configuration mappings, parallel thread execution, and parameter injection mechanisms.','Java','Library','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing Frameworks", "Java Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://testsvision.com/6-popular-automation-testing-frameworks-tools','testsvision.com: 6 Popular Automation Testing Frameworks & Tools','','N/A',0,'A curated technical resource and architectural guide covering testsvision.com: 6 Popular Automation Testing Frameworks & Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790329498229711e+09,0,'2026-05-17T17:49:09.822971+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://testsvision.com/6-popular-automation-testing-frameworks-tools','testsvision.com: 6 Popular Automation Testing Frameworks & Tools','','N/A',0,'A curated technical resource and architectural guide covering testsvision.com: 6 Popular Automation Testing Frameworks & Tools in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032949,0,'2026-05-17T17:49:09.822971+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/qa.md"]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tether.to','Tether (USDt)','','2026',0,'The main portal for the Tether (USDt) stablecoin, mapping out collateral verifications, multi-blockchain compatibility layers, and institutional fiat liquidity standards. Important for distributed ledger payments and micro-payment applications.','N/A','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fintech", "Cryptocurrency", "Stablecoins"]','["[COMMUNITY-TOOL]"]','[]','["digital-money.md", "finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog','tetrate.io: VM to container communications 101','','2021',0,'Explores structural strategies to integrate legacy virtual machines (VMs) with Kubernetes container deployments using Istio''s WorkloadEntry constructs to bridge legacy and modern networks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Networking", "Hybrid Infrastructure"]','["[LEGACY]"]','[]','["istio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tetrate.io/blog/27835-revision-v1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7e5c5ce4ada41a2f15a2c2bf6bd1eefbe41a9a880266f634747995748cb9dbb0',100.0,1779130495.02792,1,'2026-05-18T20:54:55.027920+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://tetrate.io/blog/27835-revision-v1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7e5c5ce4ada41a2f15a2c2bf6bd1eefbe41a9a880266f634747995748cb9dbb0',100.0,1779130495,1,'2026-05-18T20:54:55.027920+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog/istio-service-mesh-api-gateway','tetrate.io: Using Istio Service Mesh as API Gateway 🌟','','2022',0,'Illustrates how the Istio Ingress Gateway can function as a high-performance API Gateway at the Kubernetes cluster edge. Details Envoy configurations for managing rate limiting, TLS termination, and request transformation without extra software.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "API Gateway"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tetrate.io/blog/what-is-istio-and-why-does-kubernetes-need-it','tetrate.io: Multicluster Management with Kubernetes and Istio 🌟','','2021',0,'Explores Tetrate''s approach to cross-cluster service visibility, network isolation boundaries, and identity propagation in heterogeneous environments. Demonstrates patterns for maintaining strong administrative boundaries across hybrid networks.','English','Article','High',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Multi-Cluster", "Service Mesh"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tfsec.dev','tfsec 🌟','','2024',5,'A static analysis security scanner for Terraform HCL configurations. Largely unified under Trivy/Aqua Security, it is leveraged within CI/CD pipelines to catch identity policy weaknesses, networking flaws, and standard resource exposures prior to planning phases.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "Static Analysis"]','["[DE FACTO STANDARD]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thanos.io','**Thanos**:','','2024',0,'Official landing page for Thanos, a CNCF graduated project providing highly available, infinitely scalable Prometheus monitoring. Known for sidecar-based object storage offloading and cost-effective downsampling.','Go','Official Portal','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Thanos Engine"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://the-awesome-git-cheat-sheet.com','The awesome git cheat sheet','','N/A',0,'A curated technical resource and architectural guide covering The awesome git cheat sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084866913104e+09,0,'2026-05-17T17:14:08.669131+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://the-awesome-git-cheat-sheet.com','The awesome git cheat sheet','','N/A',0,'A curated technical resource and architectural guide covering The awesome git cheat sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030848,0,'2026-05-17T17:14:08.669131+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://the-gigi.github.io/gigi-zone/posts/2024/05/advanced-k8s-scheduling-and-autoscaling','the-gigi.github.io: Advanced Kubernetes Scheduling and Autoscaling','','2024',0,'An advanced technical overview discussing scheduling policies, affinity rules, and taints. Explains how architectural scheduling restraints can block or optimize cluster-scale operations and node scaling dynamics.','N/A','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Advanced Scheduling", "Scheduler Configurations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible','the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible','','N/A',0,'A curated technical resource and architectural guide covering the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903382724914693e+09,0,'2026-05-17T18:03:47.249147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://the-tech-guy.in/2022/03/08/automating-lamp-config-using-terraform-and-ansible','the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible','','N/A',0,'A curated technical resource and architectural guide covering the-tech-guy.in: Automating LAMP deployment using Terraform and Ansible in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033827,0,'2026-05-17T18:03:47.249147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thebsdbox.co.uk/2020/03/18/Creating-a-Kubernetes-cloud-doesn-t-required-boiling-the-ocean','Creating a Kubernetes cloud provider, doesn''t required boiling the ocean','','2020',0,'A detailed structural breakdown explaining how to implement a custom cloud-controller-manager (CCM) without rebuilding upstream infrastructure. It provides foundational guidance for cloud providers wishing to offer specialized bare-metal orchestrations.','English','Technical Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Custom Cloud Provider", "Platform Extension"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://theburningmonk.com/2019/03/making-terraform-and-serverless-framework-work-together','theburningmonk.com: Making Terraform and Serverless framework work together','','2019',4,'A classic, influential case study analyzing the architecture of combining HashiCorp Terraform (for heavy resources like VPCs, databases, IAM) with Serverless Framework (for ephemeral Lambdas). Explores state output handoffs, parameter store structures, and pipeline coordination protocols. Live grounding confirms that while newer tools have merged these functions, this division of labor remains highly performant and stable.','HCL','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Serverless Integration", "Hybrid Automation"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md", "terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://theburningmonk.com/2019/09/why-you-should-use-temporary-stacks-when-you-do-serverless','theburningmonk.com: Why you should use ephemeral environments when you do serverless','','2019',4,'Recommends utilizing ephemeral stack deployments per developer or pull request. Highlights how to leverage zero-marginal-cost resource provisioning characteristics of cloud serverless.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "CI-CD"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thechief.io/c/editorial/definitive-kubectl-cheat-sheet','thechief.io: The Definitive Kubectl Cheat Sheet','','2023',2,'Highly categorized command lookup resource organizing kubectl syntax by functional target. Covers advanced diagnostic functions like resource patching and configuration rollbacks to aid in complex site reliability engineering scenarios.','HTML','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "CLI Management"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thecloudblog.net','thecloudblog.net','','2024',0,'This blog provides architectural walkthroughs focusing on Azure Kubernetes Service (AKS), infrastructure-as-code deployments, and GitOps implementations. It is useful for platform engineers optimizing workload security and network topologies.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Cloud Native", "Azure Integrations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thecloudblog.net/lab/kubernetes-container-lifecycle-events-and-hooks','thecloudblog.net: Kubernetes Container Lifecycle Events and Hooks','','2021',0,'A detailed technical review of PostStart and PreStop container execution hooks. Demonstrates patterns to orchestrate application initialization scripts and handle connection draining during scaling events.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Pod Lifecycle", "Hooks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://thecloudblog.net/post/managing-applications-in-kubernetes-with-the-carvel-kapp-controller','thecloudblog.net: Managing Applications in Kubernetes with the Carvel Kapp'' Controller','','2021',0,'A structured technical article detailing step-by-step implementation of the Carvel Kapp controller. It focuses on declaring complex application structures, resolving ordering issues, and managing standard GitOps reconciliation loops.','Markdown','Article','Simple',0,'online','manual','667bf23db229b202302d8c021c5d545aa4cc185444d8434f1a5b7f70e16771e6',100.0,1779029916,1,'2026-05-17T16:58:36.914113+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Tools", "Developer Education"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thedeveloperstory.com/2021/07/12/helm-101-brief-introduction-to-kubernetes-package-manager','thedeveloperstory.com: Helm 101: Brief introduction to kubernetes package manager','','2021',0,'Fundamental introduction outlining the role of Helm in managing the complexity of Kubernetes infrastructure. Discusses key files (values.yaml, templates directory) and common installation command sequences.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thedevopsblog.co.uk/terraform-cli-cheat-sheet','thedevopsblog.co.uk: Terraform Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903384528404188e+09,0,'2026-05-17T18:04:05.284042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://techbeatly.com/terraform-cheat-sheet"}');
-INSERT INTO "resources" VALUES('https://thedevopslife.com/kubernetes-gui-lens-ide','thedevopslife.com: Kubernetes IDE and UI – Lens IDE','','N/A',0,'A curated technical resource and architectural guide covering thedevopslife.com: Kubernetes IDE and UI – Lens IDE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903279784068608e+09,0,'2026-05-17T17:46:37.840686+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/es/grafico-raci-manera-mas-simple','thedigitalprojectmanager.com: Matriz RACI Simplificado: Cómo Crear Una Matriz'' De Responsabilidades Que Realmente Funcione','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.7790294647858479e+09,0,'2026-05-17T16:51:04.785848+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/raci-chart-made-simple','thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix'' (RACI Chart) That Works','','N/A',0,'A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix'' (RACI Chart) That Works in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029267.8116,0,'2026-05-17T16:47:47.811600+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://theengineeringmanager.substack.com/p/how-do-i-progress-to-the-next-level','theengineeringmanager.substack.com: How do I progress to the next level'' in my career?','','N/A',0,'A curated technical resource and architectural guide covering theengineeringmanager.substack.com: How do I progress to the next level'' in my career? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903348670774888e+09,0,'2026-05-17T17:58:06.707749+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://theforeman.org/2021/01/updating-foreman-inventory-with-system-facts.html','theforeman.org: Updating Foreman inventory with system facts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b030bba9470001d42f0c088adbedae071dcbe30b2dca66464f4571cfa9a8558e',100.0,1.77903448009939193e+09,1,'2026-05-17T18:14:40.099392+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://theforeman.org/2021/09/foreman-30-is-here.html','theforeman.org: Foreman 3.0 is here!','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','666112a9466452b65eef704031ffd466830608f62f40484bccae63a0ea22e7df',100.0,1.77903078762202191e+09,1,'2026-05-17T17:13:07.622022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://theglitchblog.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e8dbab5157f31f7f2752f1222184082bb369bbb324107f6a27c7dca33ebbc151',100.0,1.779031017003793e+09,0,'2026-05-17T17:16:57.003793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices"}');
+INSERT INTO "resources" VALUES('https://thedevopsblog.co.uk/terraform-cli-cheat-sheet','thedevopsblog.co.uk: Terraform Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering thedevopsblog.co.uk: Terraform Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779033845,0,'2026-05-17T18:04:05.284042+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://techbeatly.com/terraform-cheat-sheet"}');
+INSERT INTO "resources" VALUES('https://thedevopslife.com/kubernetes-gui-lens-ide','thedevopslife.com: Kubernetes IDE and UI – Lens IDE','','N/A',0,'A curated technical resource and architectural guide covering thedevopslife.com: Kubernetes IDE and UI – Lens IDE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032797,0,'2026-05-17T17:46:37.840686+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/es/agile-frente-a-waterfall','thedigitalprojectmanager.com: Waterfall Vs Agile: ¿Cuál Metodología Debes'' Utilizar Para Tu Proyecto?','','N/A',0,'A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Waterfall Vs Agile: ¿Cuál Metodología Debes'' Utilizar Para Tu Proyecto? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029371,0,'2026-05-17T16:49:31.119806+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/es/grafico-raci-manera-mas-simple','thedigitalprojectmanager.com: Matriz RACI Simplificado: Cómo Crear Una Matriz'' De Responsabilidades Que Realmente Funcione','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029464,0,'2026-05-17T16:51:04.785848+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thedigitalprojectmanager.com/raci-chart-made-simple','thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix'' (RACI Chart) That Works','','N/A',0,'A curated technical resource and architectural guide covering thedigitalprojectmanager.com: Create A Responsibility Assignment Matrix'' (RACI Chart) That Works in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029267,0,'2026-05-17T16:47:47.811600+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://theengineeringmanager.substack.com/p/how-do-i-progress-to-the-next-level','theengineeringmanager.substack.com: How do I progress to the next level'' in my career?','','N/A',0,'A curated technical resource and architectural guide covering theengineeringmanager.substack.com: How do I progress to the next level'' in my career? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033486,0,'2026-05-17T17:58:06.707749+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://theforeman.org/2021/01/updating-foreman-inventory-with-system-facts.html','theforeman.org: Updating Foreman inventory with system facts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b030bba9470001d42f0c088adbedae071dcbe30b2dca66464f4571cfa9a8558e',100.0,1779034480,1,'2026-05-17T18:14:40.099392+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://theforeman.org/2021/09/foreman-30-is-here.html','theforeman.org: Foreman 3.0 is here!','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','666112a9466452b65eef704031ffd466830608f62f40484bccae63a0ea22e7df',100.0,1779030787,1,'2026-05-17T17:13:07.622022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://theglitchblog.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e8dbab5157f31f7f2752f1222184082bb369bbb324107f6a27c7dca33ebbc151',100.0,1779031017,0,'2026-05-17T17:16:57.003793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices"}');
 INSERT INTO "resources" VALUES('https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices','theglitchblog.com: Logging in Python Using Best Practices','','2021',0,'Outlines programmatic setups for production-level logging using standard library modules. Highlights configuring JSON structured formatters, setting appropriate level hierarchies, and optimizing non-blocking logging handlers in container environments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Observability", "Logging"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thehackernews.com/2020/06/cryptocurrency-docker-image.html','thehackernews.com: Docker Images Containing Cryptojacking Malware Distributed via Docker Hub','','2020',0,'An urgent technical warning investigating cryptojacking campaigns spreading malware via compromised registries. Underscores the critical requirement for automated image validation and registry access restrictions.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Supply Chain Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thehackernews.com/2022/01/microsoft-warns-of-continued-attacks.html','thehackernews.com: Microsoft Warns of Continued Attacks Exploiting Apache Log4j Vulnerabilities','','2022',0,'A Microsoft security advisory detailing persistent exploit attempts that targeted unpatched Log4j vulnerabilities in enterprise environments. It analyzes the attack vectors used by malicious actors and emphasizes the importance of patch compliance. This brief highlights the risks of unmanaged shadow IT installations.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Threat Intelligence"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -13142,15 +13142,15 @@ INSERT INTO "resources" VALUES('https://thehackernews.com/2022/02/new-argo-cd-bu
 INSERT INTO "resources" VALUES('https://theithollow.com/2020/05/18/kubernetes-liveness-and-readiness-probes','Kubernetes Liveness and Readiness Probes','','2020',3,'A thorough guide covering the purpose of Liveness and Readiness probes. Details execution modes (HTTP, TCP, Exec) to orchestrate self-healing pods.','English','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Reliability", "Probes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://thelinuxnotes.com/index.php/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander','thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84616fa8265ba6b0d2f8917884d1e5b485872eb5016ba08cdc40f39f43ac8e12',100.0,1.77903034092656111e+09,0,'2026-05-17T17:05:40.926561+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander"}');
+INSERT INTO "resources" VALUES('https://thelinuxnotes.com/index.php/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander','thelinuxnotes.com: How to deploy Kafka in Kubernetes with Helm chart + kafdrop','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84616fa8265ba6b0d2f8917884d1e5b485872eb5016ba08cdc40f39f43ac8e12',100.0,1779030340,0,'2026-05-17T17:05:40.926561+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://thelinuxnotes.com/how-to-deploy-kafka-in-kubernetes-with-helm-chart-kafdrop-commander"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','2022',0,'Explores the architectural friction points and continuous evolution of stateful applications in Kubernetes. Highlights the challenges of maintaining network identity, attaching volume blocks, and managing reliable local database engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Stateful Architecture", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/10-cloud-deficiencies-you-should-know','10 Cloud Deficiencies You Should Know','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ffbccef578b910a6f67299142920731dacfd348ee1ee3bed966c04424c7da1c6',100.0,1.77903085433077597e+09,1,'2026-05-17T17:14:14.330776+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://zesty.co/blog/10-cloud-deficiencies"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/10-cloud-deficiencies-you-should-know','10 Cloud Deficiencies You Should Know','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ffbccef578b910a6f67299142920731dacfd348ee1ee3bed966c04424c7da1c6',100.0,1779030854,1,'2026-05-17T17:14:14.330776+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://zesty.co/blog/10-cloud-deficiencies"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/10-steps-to-a-successful-kubernetes-technical-transformation','thenewstack.io: 10 Steps to a Successful Kubernetes Technical Transformation 🌟','','2021',4,'An enterprise blueprint outlining a ten-step roadmap for technical transformation via Kubernetes. Focuses on bridging organizational skills gaps, restructuring DevOps team responsibilities, and establishing standardized CI/CD pipelines.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Organizational Transformation", "Migration Roadmap"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/10-steps-to-simplify-your-devsecops','thenewstack.io: 10 Steps to Simplify Your DevSecOps','','2022',0,'Outlines ten practical architecture recommendations to simplify automated security gates in modern engineering pipelines. Emphasizes selecting high-fidelity alerts, keeping scanner integrations local to development workflows, and establishing automated feedback loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Implementation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/12-critical-kubernetes-health-conditions-you-need-to-monitor','thenewstack.io: 12 Critical Kubernetes Health Conditions You Need to Monitor','','2021',0,'Synthesizes twelve key health metrics and warning events across the cluster runtime, pinpointing latent issues like Out-Of-Memory (OOM) kills, disk pressure, CrashLoopBackOffs, API latency degradation, and certificate expirations before they escalate into service outages.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Telemetry Stacks", "Cluster Monitoring", "Health & Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-habits-of-highly-successful-devops-teams','thenewstack.io: 3 Habits of Highly Successful DevOps Teams','','2021',0,'Summarizes three key strategies of high-performing engineering teams: proactive toil reduction, fast and automated feedback cycles, and managing applications as immutable packages.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Best Practices", "Team Topologies"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-key-configuration-challenges-for-kubernetes-monitoring-with-prometheus','thenewstack.io: 3 Key Configuration Challenges for Kubernetes Monitoring with Prometheus','','2022',0,'Highlights three major configuration bottlenecks encountered when setting up Prometheus inside complex Kubernetes setups: service discovery overhead, high cardinality of dynamic metrics, and storage retention. Curator Insight: Critical analysis of Prometheus pain-points. Live Grounding: Highly practical for platform engineers tuning scraper configurations to prevent Prometheus OOM crashes.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Observability", "Prometheus", "Configuration"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing','thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84c80946d7e99e65bbbc385ff270b4ca51bce7532c6ab31917b22bc30dcb9521',100.0,1.77903391387026691e+09,0,'2026-05-17T18:05:13.870267+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing','thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','84c80946d7e99e65bbbc385ff270b4ca51bce7532c6ab31917b22bc30dcb9521',100.0,1779033913,0,'2026-05-17T18:05:13.870267+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/3-ways-to-use-automation-in-ci-cd-pipelines','harness.io: 3 Ways to Use Automation in CI/CD Pipelines','','2022',0,'Highlights three strategic insertion points for advanced pipeline automation. Focuses on automated rolling deployments, policy-as-code configuration validations, and dynamic, risk-based pipeline security policies.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "CI-CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/30-pull-requests-later-prometheus-memory-use-is-cut-in-half','thenewstack.io: 30 Pull Requests Later, Prometheus Memory Use Is Cut in Half','','2021',0,'Technical analysis of memory optimizations within the Prometheus TSDB. Highlights how refactoring index-reading mechanics and chunk mapping in ~30 pull requests cut server memory usage by roughly half.','Go','Technical Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Performance & Tuning"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/4-essential-tools-for-protecting-apis-and-web-applications','thenewstack.io: 4 Essential Tools for Protecting APIs and Web Applications','','2023',4,'Examines four essential patterns for protecting public web applications and API endpoints. Focuses on API behavioral analysis, OAuth2/OIDC token validations, rate limits, and custom gateway rules.','Agnostic','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Protection", "Tools"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
@@ -13172,14 +13172,14 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/7-benefits-of-testing-in-
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-best-practices-to-build-and-maintain-resilient-applications-and-infrastructure','thenewstack.io: 7 Best Practices to Build and Maintain Resilient Applications and Infrastructure','','2020',4,'Synthesizes core software engineering and site reliability practices to maintain resilient systems under load. Key patterns explored include chaos engineering, circuit breaking, automated canary deployments, proactive monitoring, and robust failure domain isolation.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Reliability Engineering", "Resilience Patterns", "Infrastructure Stability"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-features-that-make-kubernetes-ideal-for-ci-cd','thenewstack.io: 7 features that make kubernetes ideal for CI/CD','','2023',0,'Analysis of Kubernetes-native features that naturally enhance modern CI/CD architectures. Focuses on APIs, declarative container orchestrations, automatic scalability, microservice security partitioning, and resilient health checks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Kubernetes Native"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/7-must-have-python-tools-for-ml-devs-and-data-scientists','thenewstack.io: 7 Must-Have Python Tools for ML Devs and Data Scientists 🌟','','2023',0,'A technical article highlighting the top Python tools and libraries that modern data scientists use to build and optimize their models. It evaluates features across libraries focused on performance, profiling, testing, and memory usage.','Python','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Developer Tooling", "Python Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill','thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','604f614325eec99b32ccf5911cd846aae2f7807e31fd1e2ead0757539cd42665',100.0,1.77903348895310592e+09,0,'2026-05-17T17:58:08.953106+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/7-tips-for-cutting-down-your-aws-kubernetes-bill','thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','604f614325eec99b32ccf5911cd846aae2f7807e31fd1e2ead0757539cd42665',100.0,1779033488,0,'2026-05-17T17:58:08.953106+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-pricing.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-better-way-to-provision-kubernetes-using-terraform','thenewstack.io: A Better Way to Provision Kubernetes Using Terraform','','2023',0,'Proposes decoupling patterns that separate underlying Kubernetes structural provisioning from inner-cluster configurations. Recommends utilizing GitOps agents (like ArgoCD or Flux) once the cluster plane is initialized by Terraform to handle target container manifests.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-case-for-databases-on-kubernetes-from-a-former-skeptic','thenewstack.io: A Case for Databases on Kubernetes from a Former Skeptic','','2022',0,'An analytical account exploring how local NVMe storage classes, low-latency container network interfaces, and declarative operator-driven recovery mechanisms have convinced traditional DBAs to run critical state on Kubernetes.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Stateful Architecture", "Case Studies"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-deep-dive-into-architecting-a-kubernetes-infrastructure','thenewstack.io: A Deep Dive into Architecting a Kubernetes Infrastructure','','2022',0,'Examines core design components for highly available, resilient enterprise platform engineering. Covers production networking, stateful storage configurations, external telemetry integrations, and security foundations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Design Principles", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-deep-dive-into-the-security-of-iam-in-aws','thenewstack.io: A Deep Dive into the Security of IAM in AWS','','2023',0,'An exhaustive technical analysis of AWS IAM''s internal security mechanics and threat vectors. The piece breaks down role assumption, principal authorization context evaluation, resource-based vs. identity-based policies, and privilege escalation patterns. Essential reading for security architects hardening AWS infrastructure.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Security Analysis"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-digital-transformation-journey-in-the-banking-sector','thenewstack.io: A Digital Transformation Journey in the Banking Sector','','2021',0,'Analysis of how a major financial institution leveraged cloud-native microservices, legacy modernization, and domain-driven design to achieve high availability and strict compliance in digital transformation initiatives.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Case Studies", "Financial Sector"]','["[LEGACY]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-guide-to-running-stateful-applications-in-kubernetes','thenewstack.io: A Guide to Running Stateful Applications in Kubernetes','','2020',0,'A deep dive into the operational challenges and patterns involved in running stateful workloads on Kubernetes. It details how StatefulSets, headless services, and stable network identities collaborate to sustain clustered databases like PostgreSQL and Kafka safely.','N/A','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Stateful Applications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/a-kubernetes-documentary-shares-googles-open-source-story','A Kubernetes Documentary Shares Google’s Open Source Story','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ac522a4f8ad08cb9ca32cb47ac0b46def9f2626c64d03209285f96e8d34f5f0c',100.0,1.77903026777724599e+09,1,'2026-05-17T17:04:27.777246+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/a-kubernetes-documentary-shares-googles-open-source-story','A Kubernetes Documentary Shares Google’s Open Source Story','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ac522a4f8ad08cb9ca32cb47ac0b46def9f2626c64d03209285f96e8d34f5f0c',100.0,1779030267,1,'2026-05-17T17:04:27.777246+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-look-at-gitops-for-the-modern-enterprise','thenewstack.io: A Look at GitOps for the Modern Enterprise 🌟','','2021',0,'Details how legacy enterprises transition away from ticket-based provisioning models to automated GitOps. Evaluates organizational structures, change management compliance, and multi-tenant isolation within Kubernetes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Enterprise", "Scale"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-new-kubernetes-edge-architecture','thenewstack.io: A New Kubernetes Edge Architecture','','2021',0,'An exploratory piece mapping out cutting-edge architectural patterns for multi-cluster edge configurations, comparing unified central control plane models with highly autonomous, decoupled local cluster patterns.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge Computing", "Kubernetes Edge", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["edge-computing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/a-platform-for-kubernetes','thenewstack.io: A Platform for Kubernetes','','2023',0,'Explores the emergence of Platform-as-a-Service layers built directly over Kubernetes. It argues that raw Kubernetes is an assembler language for infrastructure, requiring an abstraction tier to shield product developers from raw YAML files, ingress policies, and helm configuration complexities.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Platforms", "Infrastructure Abstraction"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -13196,7 +13196,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/application-deployment-is
 INSERT INTO "resources" VALUES('https://thenewstack.io/applied-gitops-with-argocd','thenewstack.io: Applied GitOps with ArgoCD','','2022',4,'A comprehensive examination of GitOps workflows operationalized via ArgoCD. Highlights key practices such as declarative environment definition, pull-based synchronization, and automated drift detection to maintain cluster state parity.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Concepts & Practices"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/applying-basic-vs-advanced-monitoring-techniques','thenewstack.io: Applying Basic vs. Advanced Monitoring Techniques','','2023',0,'Guides engineers in graduating from basic infrastructure health checking (ping, CPU, RAM alerts) to advanced monitoring architectures utilizing dynamic thresholding and transaction tracing. Curator Insight: Progressive levels of telemetry complexity. Live Grounding: Helps organizations scale operational strategies relative to structural application complexity.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Methodologies", "Advanced Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/applying-kubernetes-security-best-practices-to-helm-charts','thenewstack.io: Applying Kubernetes Security Best Practices to Helm Charts 🌟','','2021',0,'Comprehensive security guide detailing structural techniques to audit and secure third-party Helm charts before production rollout. Covers network policies, security contexts, and container permission baselines.','English','Article','Intermediate',1,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Hardening", "Helm Security"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{"duplicate_of": "https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-charts"}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering','thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?','','2021',0,'Analyzes the shift from high-compute developer laptops to cloud-hosted development environments (CDEs). Evaluates performance gains, corporate IP security improvements, and simplified onboarding pipelines.','N/A','Article','Intermediate',0,'online','manual','e25fcd1bc991fab40473a484d87516cf5b3f8f1eb9a8bca5024dcc34c30d6caf',100.0,1.77903224488196706e+09,1,'2026-05-17T17:37:24.881967+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Trends"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/are-cloud-based-ides-the-future-of-software-engineering','thenewstack.io: Are Cloud-Based IDEs the Future of Software Engineering?','','2021',0,'Analyzes the shift from high-compute developer laptops to cloud-hosted development environments (CDEs). Evaluates performance gains, corporate IP security improvements, and simplified onboarding pipelines.','N/A','Article','Intermediate',0,'online','manual','e25fcd1bc991fab40473a484d87516cf5b3f8f1eb9a8bca5024dcc34c30d6caf',100.0,1779032244,1,'2026-05-17T17:37:24.881967+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Trends"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/are-monolith-ci-cd-pipelines-killing-quality-in-your-software','thenewstack.io: Are Monolith CI/CD Pipelines Killing Quality in Your Software?','','2022',0,'Analyses the risks of monolithic pipelines on deployment safety. Recommends aligning decoupled micro-pipelines with distinct microservice models to avoid pipeline dependency bottlenecks.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "CI-CD Pipelines", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/asyncapi-could-be-the-default-api-format-for-event-driven-architectures','thenewstack.io: AsyncAPI Could Be the Default API Format for Event-Driven Architectures','','2021',4,'Examines the industry shift toward AsyncAPI as the default specification for event networks. Outlines how standardizing AsyncAPI structures provides OpenAPI-style interface validation to queues and message streams.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven", "AsyncAPI", "Trends"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/automate-user-satisfaction-with-this-gitops-friendly-spec-for-service-level-objectives','thenewstack.io: Automate User Satisfaction with This GitOps-Friendly Spec for Service Level Objectives','','2022',0,'Explores using GitOps mechanics to track reliability definitions. Outlines managing SLO declarations as declarative code in Git repository workflows to programmatically configure observability tools.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Service Level Objectives", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
@@ -13207,7 +13207,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/avoiding-the-pitfalls-of-
 INSERT INTO "resources" VALUES('https://thenewstack.io/aws-open-sources-security-tools','thenewstack.io: AWS Open Sources Security Tools','','2021',0,'This reference maps multiple open-source utilities released by AWS to assist cloud security operations. It covers tools for IAM privilege boundary auditing, configuration drift tracking, and automated resource compliance verification. These tools help maintain cloud-native best practices across large-scale AWS cluster deployments.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "AWS Tools Portfolio"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/azure-kubernetes-service-replaces-docker-with-containerd','thenewstack.io: Azure Kubernetes Service Replaces Docker with containerd','','2021',0,'Technical deep dive into the deprecation of Docker-shim in Azure Kubernetes Service (AKS) in favor of the containerd container runtime. This architectural shift eliminates runtime abstraction layers, drastically reducing node CPU and memory footprint overhead. Real-world implementation details confirm improved container launch latencies and optimal alignment with CNCF runtime specifications.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Containers", "Kubernetes", "AKS Engine"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/bad-news-for-cloud-computing-openstack-use-plummets-and-discounts-dry-up','thenewstack.io: Bad News for Cloud Computing: OpenStack Use Plummets and Discounts Dry Up','','2019',2,'An analytical piece detailing the sharp decline in OpenStack market share as public cloud hyperscalers expanded. Live Grounding confirms that OpenStack remains stable only in telecom NFV and niche on-premises private clouds, while generic enterprise deployments have shifted to Kubernetes and hybrid-cloud runtimes.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Market", "OpenStack"]','["[COMMUNITY-TOOL]"]','[]','["private-cloud-solutions.md", "kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-production','Best Practices for Deploying Jaeger on Kubernetes in Production','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','66560553ccb11c2a8cb3ff4d3015a34a5c7b8e8ffb8210bfdf6c0bb4d06c04e9',100.0,1.77903268176677107e+09,1,'2026-05-17T17:44:41.766771+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-for-deploying-jaeger-on-kubernetes-in-production','Best Practices for Deploying Jaeger on Kubernetes in Production','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','66560553ccb11c2a8cb3ff4d3015a34a5c7b8e8ffb8210bfdf6c0bb4d06c04e9',100.0,1779032681,1,'2026-05-17T17:44:41.766771+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-for-securely-setting-up-a-kubernetes-cluster','thenewstack.io: Best Practices for Securely Setting up a Kubernetes Cluster','','2020',0,'Breaks down secure cluster bootstrapping steps, including encrypting secrets at rest in etcd, enabling control plane mutual TLS (mTLS), and minimizing public API endpoint exposure.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Platform Engine", "Cluster Installation & Hardening", "Infrastructure Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/best-practices-to-optimize-infrastructure-monitoring-within-devops-teams','thenewstack.io: Best Practices to Optimize Infrastructure Monitoring within DevOps Teams','','2022',0,'Delves into establishing robust, team-wide ownership of monitoring pipelines, setting up actionable alerting paths, and building comprehensive dashboards. Curator Insight: Organizational practices for infrastructure ops. Live Grounding: Helps bridging operational silos through collective ownership of SLIs/SLOs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Site Reliability Engineering", "Infrastructure", "Observability", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/better-together-hyper-converged-kubernetes-with-terraform','thenewstack.io: Better Together: Hyper-Converged Kubernetes with Terraform','','2023',4,'Investigates the architectural patterns of provisioning and managing hyper-converged Kubernetes environments using Terraform. Demonstrates how unified HCL pipelines can coordinate both the physical or virtual computing fabric and the logical Kubernetes control plane. Live grounding emphasizes that this hybrid orchestration layer improves operational consistency across multi-cloud topologies.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Integration", "Hyper-Converged Infrastructure"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -13218,7 +13218,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/bridgecrew-all-these-misc
 INSERT INTO "resources" VALUES('https://thenewstack.io/build-a-serverless-api-with-aws-gateway-and-lambda','thenewstack.io: Build a Serverless API with AWS Gateway and Lambda','','2020',3,'Architectural breakdown of building serverless APIs using AWS API Gateway and Lambda functions. It addresses routing, API security, and AWS integrations. While the foundational principles remain sound in 2026, modern enterprise patterns have heavily adopted container-packaged Lambdas (OCI) over raw zip deployments for complex API backends.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native", "Serverless", "AWS Integration"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/camel-k-brings-apache-camel-to-kubernetes-for-event-driven-architectures','thenewstack.io: Camel K Brings Apache Camel to Kubernetes for Event-Driven Architectures','','2021',0,'This article documents the architectural impact of Camel K, explaining how it extends Kubernetes to support enterprise integration workflows. It highlights its runtime environment and integration with Knative and serverless architectures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Native", "Camel K"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/can-you-gitops-your-apis','thenewstack.io: Can You GitOps Your APIs?','','2022',0,'Examines extending declarative GitOps paradigms to microservice API configurations and gateway endpoints. Demonstrates the technical practicality of driving schema changes, routing configurations, and security policies dynamically via version-controlled API blueprints rather than using manual management consoles.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "GitOps", "Declarative APIs"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/category/kubernetes','thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903097578019309e+09,0,'2026-05-17T17:16:15.780193+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md", "docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/category/kubernetes','thenewstack.io: Kubernetes is the Accepted Platform for Cloud Native Computing','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1779030975,0,'2026-05-17T17:16:15.780193+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md", "docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/challenging-the-myth-that-programming-careers-end-at-40','thenewstack.io: Challenging the Myth That Programming Careers End at 40','','2022',0,'This architectural career guide challenges prevailing industry ageism by illustrating how engineering value shifts over time. Senior engineering trajectories rely on architectural system design, mentor network construction, and organizational systems thinking rather than speed of execution. It provides a strategic framework for long-term career planning.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Career Architecture", "Longevity"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/chaos-engineering-is-not-just-for-ops','thenewstack.io: Chaos Engineering Is Not Just for Ops','','2021',0,'Advocates for moving failure simulation from an operational security phase directly into the developer workflow. Demonstrates how validating application response limits and fallback boundaries earlier in the software development lifecycle reduces mean-time-to-resolution (MTTR) and builds robust container services.','English','Opinion / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "DevOps Culture"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/chaos-engineering-made-simple','thenewstack.io: Chaos Engineering Made Simple','','2021',0,'Simplifies chaos engineering for development teams, presenting an incremental approach to failure testing. Details how minimal disruption sequences in staging help debug configuration fallbacks before attempting large-scale production game days.','English','Introductory Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
@@ -13226,7 +13226,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/chaos-engineering-progres
 INSERT INTO "resources" VALUES('https://thenewstack.io/choosing-between-container-native-and-container-ready-storage','thenewstack.io: Choosing Between Container-Native and Container-Ready Storage 🌟','','2022',0,'A structural comparison between container-native and container-ready storage systems for Kubernetes. It explains how container-native storage operates inside the orchestration engine using CSI (Container Storage Interface), offering dynamic scaling and pod-level isolation, whereas container-ready options rely on enterprise external SAN/NAS storage arrays mapped to Kubernetes nodes.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage & Databases", "Storage Strategy"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/ci-checks-are-not-enough-combat-configuration-drift-in-kubernetes-resources','CI Checks Are Not Enough: Combat Configuration Drift in Kubernetes Resources','','2024',0,'Deep-dive analysis demonstrating why standard static CI checks are insufficient for modern cloud environments. Advocates for real-time drift detection and continuous reconciliation loops in Kubernetes to ensure active infrastructure aligns directly with repository manifests.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "GitOps", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/ci-observability-for-effective-change-management','thenewstack.io: CI Observability for Effective Change Management 🌟','','2023',0,'Looks closely at the growing sub-discipline of CI Observability, tracing execution states and bottleneck points in dynamic builds, test suites, and multi-stage pipelines. Curator Insight: Innovative expansion of observability into pipelines. Live Grounding: Key reference for reducing flaky tests and ensuring stable integration gates.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Observability", "CI/CD", "Change Management"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans','thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans','','2022',4,'Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time.','English','Technical Article','Advanced',0,'online','manual','2eafdc68c39a50d7de4b5fdd7e998c672aad00a4482ac9bf998e14aff817609d',100.0,1.77903085661495804e+09,1,'2026-05-17T17:14:16.614958+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-bill-risks-of-aws-reserved-instances-and-savings-plans','thenewstack.io: Cloud Bill Risks of AWS Reserved Instances and Savings Plans','','2022',4,'Details critical commercial risks of long-term Reserved Instance and Savings Plan commitments. Outlines how changing architecture styles can render fixed financial contracts inefficient over time.','English','Technical Article','Advanced',0,'online','manual','2eafdc68c39a50d7de4b5fdd7e998c672aad00a4482ac9bf998e14aff817609d',100.0,1779030856,1,'2026-05-17T17:14:16.614958+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "FinOps Strategy"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-cost-management-for-devops','thenewstack.io: Cloud Cost Management for DevOps','','2021',0,'Focuses on practical actions DevOps engineers can implement to control runaway cloud infrastructure budgets. Key solutions analyzed include automated cluster rightsizing, native autoscaling features, orphan volume deletion, and enforcing namespace resource quotas.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-drift-detection-how-to-resolve-out-of-state-changes','thenewstack.io: Cloud Drift Detection: How to Resolve Out-of-State Changes','','2022',1,'An analytical guide on auditing actual cloud environment states against declarative IaC templates. Details the recovery mechanics necessary to align divergent environments programmatically.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Drift Detection"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-engineers-try-policy-as-code-to-cure-misconfiguration-woes','thenewstack.io: Cloud Engineers Try Policy-as-Code to Cure Misconfiguration Woes','','2022',4,'Details the growth of Policy-as-Code (PaC) tooling like Open Policy Agent (OPA) and Kyverno in preventing critical cloud misconfigurations before runtime. By integrating deterministic rule engines directly into continuous integration loops, platform engineers enforce compliance and security invariants shift-left.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps, Automation & Modern Systems Engineering", "Security & Governance", "Policy-as-Code"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
@@ -13234,7 +13234,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-foundry-summit-kube
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-manager-a-new-multicloud-paas-platform-built-on-kubernetes','thenewstack.io: Cloud Manager: A New Multicloud PaaS Platform Built on Kubernetes','','2023',4,'Architectural breakdown of Cloud Manager, analyzing its design as a next-generation multi-cloud Platform-as-a-Service (PaaS) built directly on top of Kubernetes operators to streamline resource orchestration.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cloud", "PaaS Framework"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native-backups-disaster-recovery-and-migrations-on-kubernetes','thenewstack.io: Cloud Native Backups, Disaster Recovery and Migrations on Kubernetes','','2021',3,'Examines structural paradigm shifts from VM-level backups to container-native, application-aware snapshots inside Kubernetes. Outlines how to decouple configuration matrices from underlying persistent storage objects for scalable restoration.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Industry Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native-debugging-challenges-from-local-to-remocal','thenewstack.io: Cloud Native Debugging Challenges: From Local to ‘Remocal’','','2021',0,'An exploration of modern ''remocal'' debugging practices. Discusses challenges when scaling local machine setups to handle enterprise microservice architectures, and evaluates modern networking proxying technologies.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Remote Debugging", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes','thenewstack.io: Cloud Native Identity and Access Management in Kubernetes','','N/A',0,'Examines identity federation, user access management, and internal service-to-service authentication models. Curator insight details mapping cluster roles directly to organizational single sign-on identities. Live grounding indicates that decentralized identity and modern authentication are critical to maintaining least privilege in high-scale infrastructure.','en','article','Advanced',1,'online','manual','823362f9564345fdbbff53890279176349ab7077c7d23a6108394ff8d5fa81f8',100.0,1.77903450706975388e+09,1,'2026-05-17T18:15:07.069754+02:00',NULL,NULL,NULL,'["Security", "Identity and Access Management", "Access Control"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native-identity-and-access-management-in-kubernetes','thenewstack.io: Cloud Native Identity and Access Management in Kubernetes','','N/A',0,'Examines identity federation, user access management, and internal service-to-service authentication models. Curator insight details mapping cluster roles directly to organizational single sign-on identities. Live grounding indicates that decentralized identity and modern authentication are critical to maintaining least privilege in high-scale infrastructure.','en','article','Advanced',1,'online','manual','823362f9564345fdbbff53890279176349ab7077c7d23a6108394ff8d5fa81f8',100.0,1779034507,1,'2026-05-17T18:15:07.069754+02:00',NULL,NULL,NULL,'["Security", "Identity and Access Management", "Access Control"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native/3-reasons-why-you-cant-afford-to-ignore-cloud-native-computing','thenewstack.io: 3 Reasons Why You Can’t Afford to Ignore Cloud Native Computing 🌟','','2020',4,'Highlights the business-critical benefits of transitioning to a cloud-native compute model. Focuses on cloud-provider independence via portable API standards, massive efficiency gains from auto-scaling resources, and drastically improved fault tolerance compared to traditional legacy VMs.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Industry Standards", "Market Trends"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained','thenewstack.io: The Cloud Native Landscape: Platforms Explained','','2020',4,'Demystifies the CNCF cloud-native interactive landscape by categorizing platform layer elements. Distinguishes Kubernetes distributions, managed Kubernetes offerings, private clouds, and application-level platform abstractions (PaaS) to aid enterprise architects in technology selection.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "CNCF Ecosystem", "Platform Engineering"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions','thenewstack.io: The most popular cloud native solutions 🌟','','2020',0,'A comprehensive market landscape report detailing leading cloud-native storage technologies. It provides a strategic comparison of software-defined storage (SDS) frameworks, helping architects choose between hyper-converged, container-attached, or external enterprise storage arrays.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Ecosystem Trends"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
@@ -13244,7 +13244,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/cncf-prometheus-agent-cou
 INSERT INTO "resources" VALUES('https://thenewstack.io/cncf-working-group-sets-some-standards-for-gitops','thenewstack.io: CNCF Working Group Sets Some Standards for ‘GitOps’','','2021',0,'Explains the founding and objectives of the CNCF GitOps Working Group (OpenGitOps). Identifies the official principles of GitOps: declarative configurations, versioned and immutable, pulled automatically, and continuously reconciled.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Standards", "CNCF"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/conductor-why-we-migrated-from-kubernetes-to-nomad','thenewstack.io: Conductor: Why We Migrated from Kubernetes to Nomad','','2020',0,'Conductor''s migration case study detailing their pivot from Kubernetes to Nomad. Cites improvements in scheduling speeds, cluster maintenance overhead, and developer iteration cycles.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/configuring-for-high-availability-in-google-cloud-platform','thenewstack.io: Configuring the Google Cloud Platform for High Availability','','2026',0,'Architectural playbook on designing high-availability systems on GCP, describing regional failovers, managed instance groups, cloud load balancing strategies, and automated scaling policies.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "High Availability", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should'' Care','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64be31de018bb819271f8319517f1bec046eb8a88efcd0cddb0dd9ff4e6bd6bf',100.0,1.77903011553951406e+09,0,'2026-05-17T17:01:55.539514+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should'' Care','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64be31de018bb819271f8319517f1bec046eb8a88efcd0cddb0dd9ff4e6bd6bf',100.0,1779030115,0,'2026-05-17T17:01:55.539514+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/container-images-the-easy-way-with-cloud-native-buildpacks','thenewstack.io: Container Images the Easy Way with Cloud Native Buildpacks','','2026',0,'This New Stack overview details how Cloud Native Buildpacks simplify the containerization ecosystem by abstracting away the operational complexities of writing and maintaining optimized Dockerfiles. It covers the mechanics of builder configurations, run images, and layer rebasing—allowing immediate security patching without rebuilding the source.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Continuous Integration", "Image Building"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/containers/container-best-practices-what-they-are-and-why-you-should-care','thenewstack.io: Container Best Practices: What They Are and Why You Should Care','','2022',0,'A comprehensive catalog of enterprise-level design guidelines for developing containerized workloads. It focuses on minimized base images, rootless execution models, multi-stage compilation patterns, environment variable isolation, and automated vulnerability scanning at the repository layer.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/containers/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','2021',0,'An operational guide on sharing directories across container environments. Compares named volumes and host bind mounts, detailing permission and isolation boundaries.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker Networking & Volumes", "Volumes"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
@@ -13270,7 +13270,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/deploy-stateful-workloads
 INSERT INTO "resources" VALUES('https://thenewstack.io/deploying-microsofts-new-linux-distribution-as-a-vm-is-not-easy','thenewstack.io: Deploying Microsoft’s New Linux Distribution as a VM is Not Easy','','2023',0,'Critical technical evaluation of deploying Microsoft''s CBL-Mariner (Azure Linux) inside standalone virtual environments. Highlights physical complexity patterns against containerized native benefits.','None','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems", "Azure Linux", "CBL-Mariner"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/develop-a-daily-reporting-system-for-chaos-mesh-to-improve-system-resilience','thenewstack.io: Develop a Daily Reporting System for Chaos Mesh to Improve System Resilience','','2021',0,'Details the development of a daily scheduled reporting workflow for Chaos Mesh. Explains how to parse and visualize test experiment outcomes, providing automated resilience scores and history charts for technical stakeholders.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Telemetry Systems"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/developer-beware-the-3-api-security-risks-you-cant-overlook','thenewstack.io: Developer, Beware: The 3 API Security Risks You Can’t Overlook','','2022',4,'Highlights three critical, often-overlooked API vulnerabilities: Broken Object Level Authorization (BOLA), logging/monitoring failures, and missing rate limit configurations.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Security", "Threat-Modeling", "Risks"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code','thenewstack.io: Developers Put AI Bots to the Test of Writing Code','','N/A',0,'Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.','English','Empirical Study','Intermediate',0,'online','manual','d401f0db0ded98671a117bf8fcf8d5f0aa08ceb65ff1a5d608e6105c4ccb3300',100.0,1.77903228978850793e+09,1,'2026-05-17T17:38:09.788508+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Operations", "Code Generation Quality"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code','thenewstack.io: Developers Put AI Bots to the Test of Writing Code','','N/A',0,'Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.','English','Empirical Study','Intermediate',0,'online','manual','d401f0db0ded98671a117bf8fcf8d5f0aa08ceb65ff1a5d608e6105c4ccb3300',100.0,1779032289,1,'2026-05-17T17:38:09.788508+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Operations", "Code Generation Quality"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/development-introduction-to-git-logging','thenewstack.io: Development: Introduction to Git Logging','','2022',0,'A beginner''s guide to git log features. Covers command-line options like `--oneline`, `--graph`, `--author`, and date filtering to easily search project history.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Logging"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/devops-at-the-crossroads-the-future-of-software-delivery','thenewstack.io: DevOps at the Crossroads: The Future of Software Delivery','','2021',0,'Examines the future of software delivery, highlighting platforms that reduce developer friction. Discusses using Kubernetes operators, declarative configurations, and AI-assisted deployment systems to handle hybrid-cloud setups.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Industry Trends", "Platform Engineering"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/devops-burnout-try-platform-engineering','thenewstack.io: DevOps Burnout? Try Platform Engineering','','2022',0,'Analyzes the systemic developer and operator burnout under traditional DevOps ''you build it, you run it'' mandates when misapplied. Proposes platform engineering as the structural remedy, introducing cognitive load reduction via paved paths and automated self-service layers.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Organizational Culture", "DevOps Evolution"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -13282,13 +13282,13 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/devspace-designed-to-lowe
 INSERT INTO "resources" VALUES('https://thenewstack.io/digitalocean-app-platform-eases-kubernetes-deployments-for-developers','thenewstack.io: DigitalOcean App Platform Eases Kubernetes Deployments for Developers','','2020',0,'This technical review evaluates how the DigitalOcean App Platform utilizes native Kubernetes under the hood. It explains how DO managed to build a serverless PaaS that hides operational complexities like ingress configurations and TLS certificate rotation. The platform simplifies containerized app pipelines for teams without dedicated platform engineers.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "PaaS", "DigitalOcean"]','["[COMMUNITY-TOOL]"]','[]','["digitalocean.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/disaster-recovery-is-different-for-the-cloud','thenewstack.io: Disaster Recovery Is Different for the Cloud','','2023',0,'Highlights the key differences between legacy cold-standby disaster recovery models and modern, cloud-native active-active paradigms. Highlights regional replication, automatic failover orchestration, and chaotic failure injection.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Disaster Recovery", "Cloud-Native"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/distributed-database-architecture-what-is-it','thenewstack.io: Distributed Database Architecture: What Is It?','','2022',0,'A high-density theoretical guide investigating distributed database mechanics. Explores horizontal database partitioning (sharding), multi-region replication architectures, network split mitigation, and consistency profiles matching the CAP Theorem.','English','Conceptual Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "Distributed Systems", "Core Concepts"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained','thenewstack.io: Diving into AWS Databases: Amazon RDS and DynamoDB Explained','','N/A',0,'Curator Insight compares relational databases (RDS) and non-relational databases (DynamoDB) on AWS. Live Grounding emphasizes the trade-offs of relational constraints and ACID compliance against horizontal scaling and key-value performance. Recommended for architects mapping domain data requirements to cloud storage options.','English','Blog Post','Intermediate',0,'online','manual','f2a136927cd8de34b8bd9de732ccec16ca9d779cee153e1e254742849018629d',100.0,1.77903397667226099e+09,1,'2026-05-17T18:06:16.672261+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Architectural Patterns"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/diving-into-aws-databases-amazon-rds-and-dynamodb-explained','thenewstack.io: Diving into AWS Databases: Amazon RDS and DynamoDB Explained','','N/A',0,'Curator Insight compares relational databases (RDS) and non-relational databases (DynamoDB) on AWS. Live Grounding emphasizes the trade-offs of relational constraints and ACID compliance against horizontal scaling and key-value performance. Recommended for architects mapping domain data requirements to cloud storage options.','English','Blog Post','Intermediate',0,'online','manual','f2a136927cd8de34b8bd9de732ccec16ca9d779cee153e1e254742849018629d',100.0,1779033976,1,'2026-05-17T18:06:16.672261+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Architectural Patterns"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/do-i-really-need-kubernetes','thenewstack.io: Do I Really Need Kubernetes? 🌟','','2020',4,'Offers a pragmatic architectural counter-argument to automatic Kubernetes adoption. Evaluates alternatives such as managed serverless containers (ECS, Cloud Run) and PaaS solutions, analyzing whether the infrastructure scale justifies K8s operational complexity and platform engineering overhead.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Orchestration", "Technology Assessment"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-alternatives.md", "introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/does-kubernetes-really-perform-better-on-bare-metal-vs-vms','thenewstack.io: Does Kubernetes Really Perform Better on Bare Metal vs. VMs? 🌟','','2023',0,'Investigates performance metrics, latency bottlenecks, and hypervisor overhead costs. Compares control plane efficiency on bare-metal architectures versus standard virtualization structures.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Infrastructure Sizing", "Bare Metal vs VM"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/dont-pause-your-kubernetes-adoption-paas-it-instead','thenewstack.io: Don’t Pause Your Kubernetes Adoption ― PaaS It Instead!','','2023',0,'Examines the strategic pivot from raw Kubernetes orchestration to internal Developer Platforms (IDPs) and Platform-as-a-Service (PaaS) abstraction layers. It outlines how modern organizations mitigate administrative complexity and boost developer velocity by embedding platform engineering paradigms over raw manifest management, preventing ''Kubernetes fatigue'' while retaining foundational orchestrator capabilities.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "PaaS", "Adoption Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/ebooks/kubernetes/ci-cd-with-kubernetes','thenewstack.io: CI/CD with kubernetes 🌟','','2023',0,'An extensive technical eBook detailing the evolution of CI/CD systems towards native Kubernetes integrations. Covers GitOps patterns, isolated build containers, pipeline security principles, and multi-tenant resource controls.','English','Book','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Kubernetes Native"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/embracing-database-deployments-in-ci-cd-practices-with-git','thenewstack.io: Embracing Database Deployments in CI/CD Practices with Git','','2023',0,'Explores how to incorporate database changes into GitOps pipelines. Focuses on integrating declarative schema tools like Liquibase and Flyway to execute database rollouts and rollbacks safely.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Database Deployments", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/end-user-tracing-in-a-skywalking-observed-browser','thenewstack.io: End-User Tracing in a SkyWalking-Observed Browser','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','16d66ac3dbf3f2683a3a8d2bf2cea953c4cbe90ea1098b0672583e44bc0b25ca',100.0,1.77903022843768501e+09,1,'2026-05-17T17:03:48.437685+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/end-user-tracing-in-a-skywalking-observed-browser','thenewstack.io: End-User Tracing in a SkyWalking-Observed Browser','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','16d66ac3dbf3f2683a3a8d2bf2cea953c4cbe90ea1098b0672583e44bc0b25ca',100.0,1779030228,1,'2026-05-17T17:03:48.437685+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/error-handling-from-backends-to-the-frontend','thenewstack.io: Error Handling from Backends to the Frontend','','2022',0,'A comprehensive guide on structuring robust API error propagation from backend databases to frontend applications. Explores standardization of status payloads to ensure consistent client-side recovery states.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Architecture", "Error Handling Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/exploring-the-new-kubernetes-maturity-model','thenewstack.io: Exploring the New Kubernetes Maturity Model','','2021',0,'Breaks down the Kubernetes Maturity Model, detailing how enterprise organizations advance through distinct phases: from initial installation, custom configuration, security hardening, to multi-cluster orchestration and automated operational models.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Maturity Models", "Enterprise Adoption"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/extending-kubernetes-services-with-multi-cluster-services-api','thenewstack.io: Extending Kubernetes Services with Multi-Cluster Services API','','2021',4,'Explores the Multi-Cluster Services (MCS) API. Analyzes cross-cluster traffic routing mechanisms and explains how to publish and consume services spanning multiple Kubernetes environments.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cluster", "MCS-API"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
@@ -13296,22 +13296,22 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/find-vulnerabilities-in-c
 INSERT INTO "resources" VALUES('https://thenewstack.io/finout-gets-a-handle-on-kubernetes-costs','thenewstack.io: Finout Gets a Handle on Kubernetes Costs','','2022',4,'Reviews Finout''s capability to combine multiple cloud invoices (such as AWS, Snowflake, Datadog) and Kubernetes metrics into a single interface. Demonstrates how to link infrastructure spend directly to actual business unit metrics.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Kubernetes FinOps", "Cost Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["finops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/four-best-practices-to-drive-successful-adoption-of-ci-cd','thenewstack.io: 4 Best Practices to Drive Successful Adoption of CI/CD','','2022',0,'Highlights four practices key to successful organizational adoption of CI/CD, highlighting incremental changes, container isolation, comprehensive testing suites, and KPI tracking.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/from-devops-to-devapps','thenewstack.io: From DevOps to DevApps. Event-Driven Architecture 🌟','','2020',2,'Highlights the adoption of asynchronous architectures. Demonstrates how event-driven loops alter traditional deployments, replacing synchronous HTTP endpoints with resilient event streaming pipelines.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Event-Driven", "Application Delivery"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration','thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless'' Dev/Prod Integration','','2022',0,'An analytical article examining Garden''s approach to developer workflow automation on Kubernetes. It explains how Garden utilizes graph-based build-test-deploy cycles to unify development environments with production-grade setups.','Markdown','Article / Case Study','Intermediate',0,'online','manual','6138359827ec7deae5180bd8db1920cacf98607503f65131de8825cfce9f4dca',100.0,1.77903034633391594e+09,1,'2026-05-17T17:05:46.333916+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Developer Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/getting-open-policy-agent-up-and-running','thenewstack.io: Getting Open Policy Agent Up and Running','','2021',0,'A pragmatic guide detailing bootstrap procedures for deploying Open Policy Agent (OPA) inside production systems. Guides the reader through daemon configuration, loading external data contexts, and integrating policy enforcement into Kubernetes via the Gatekeeper admission controller framework.','Rego','Article','Intermediate',0,'online','manual','8b16e6bb5f68ff88ecbec28ebc0bba99e9f3450b148bbeef252cfd8cfecb6375',100.0,1.77903099114565396e+09,1,'2026-05-17T17:16:31.145654+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/garden-the-configure-once-kubernetes-platform-for-seamless-dev-prod-integration','thenewstack.io: Garden: The Configure-Once Kubernetes Platform for Seamless'' Dev/Prod Integration','','2022',0,'An analytical article examining Garden''s approach to developer workflow automation on Kubernetes. It explains how Garden utilizes graph-based build-test-deploy cycles to unify development environments with production-grade setups.','Markdown','Article / Case Study','Intermediate',0,'online','manual','6138359827ec7deae5180bd8db1920cacf98607503f65131de8825cfce9f4dca',100.0,1779030346,1,'2026-05-17T17:05:46.333916+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Deployment Frameworks", "Developer Platforms"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/getting-open-policy-agent-up-and-running','thenewstack.io: Getting Open Policy Agent Up and Running','','2021',0,'A pragmatic guide detailing bootstrap procedures for deploying Open Policy Agent (OPA) inside production systems. Guides the reader through daemon configuration, loading external data contexts, and integrating policy enforcement into Kubernetes via the Gatekeeper admission controller framework.','Rego','Article','Intermediate',0,'online','manual','8b16e6bb5f68ff88ecbec28ebc0bba99e9f3450b148bbeef252cfd8cfecb6375',100.0,1779030991,1,'2026-05-17T17:16:31.145654+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Policy-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-gitops','thenewstack.io: Getting Started with GitOps','','2021',0,'An introductory technical primer on GitOps methodologies. Details the fundamental mechanics of Git acting as the single source of truth for declarative systems. Illustrates reconciliation loops, automated state synchronization, and active software agents constantly pulling configuration updates directly from remote version-control systems.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://blog.insight-services-apac.dev/2023/12/04/getting-started-bicep"}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-go-and-influxdb','thenewstack.io: Getting Started with Go and InfluxDB','','N/A',0,'A practical introduction to pushing time-series metrics from Go applications to InfluxDB. Essential for engineering robust observability pipelines inside distributed microservices.','en','Guide','Intermediate',1,'online','manual','d6a82f687e26bc392bf007f481444b8a88e32779ea78f9c94ab175b46a9944f9',100.0,1.77903350380831909e+09,1,'2026-05-17T17:58:23.808319+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/getting-started-with-go-and-influxdb','thenewstack.io: Getting Started with Go and InfluxDB','','N/A',0,'A practical introduction to pushing time-series metrics from Go applications to InfluxDB. Essential for engineering robust observability pipelines inside distributed microservices.','en','Guide','Intermediate',1,'online','manual','d6a82f687e26bc392bf007f481444b8a88e32779ea78f9c94ab175b46a9944f9',100.0,1779033503,1,'2026-05-17T17:58:23.808319+02:00',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Storage Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/git-for-managing-small-projects','thenewstack.io: Git for Managing Small Projects 🌟','','2021',4,'Explains how to scale down Git processes to streamline individual workflows and small-team projects. Emphasizes maintaining lightweight branch schemes without the overhead of heavy enterprise processes.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Workflows"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/github-copilot-a-powerful-controversial-autocomplete-for-developers','thenewstack.io: GitHub Copilot: A Powerful, Controversial Autocomplete for Developers','','2021',0,'A critical overview of the productivity opportunities and structural controversies introduced by the early deployment of Copilot. Examines the tension between automated code reuse and copyright licensing schemes. Explores the initial legal definitions of AI-generated content.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Technology Analysis"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/gitops-as-an-evolution-of-kubernetes','thenewstack.io: GitOps as an Evolution of Kubernetes','','2022',0,'Traces the structural evolution of continuous delivery. Evaluates how traditional imperative deployment systems naturally paved the way for declarative, Kubernetes-native GitOps reconciliation engines as systems grew in complexity.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Evolution"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/gitops-at-home-automate-code-deploys-with-kubernetes-and-flux','thenewstack.io: GitOps at Home: Automate Code Deploys with Kubernetes and Flux','','2022',0,'A practical walkthrough for setting up self-hosted GitOps pipelines on homelabs or small clusters using Flux. Highlights automated deployment routines and resource orchestration.','YAML','Technical Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["flux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/gitops-on-kubernetes-deciding-between-argo-cd-and-flux','thenewstack.io: GitOps on Kubernetes: Deciding Between Argo CD and Flux','','2022',4,'Evaluates the architectural differences, strengths, and trade-offs of the two dominant GitOps controllers: ArgoCD and FluxCD. Compares ArgoCD''s powerful web UI and multi-tenancy model against Flux''s lightweight, decentralized, and Kubernetes-native approach.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & CD", "Tool Comparison", "ArgoCD vs FluxCD"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/gitops-use-cases-you-may-not-have-considered','thenewstack.io: GitOps Use Cases You May Not Have Considered','','2021',0,'Analyzes non-standard use cases for GitOps beyond basic Kubernetes resource syncing, including infrastructure-as-code management, security policy enforcement, and database schema migrations. Emphasizes utilizing git commits as an audit trail for non-traditional operations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Applications", "Advanced Use Cases"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-brings-automated-environments-to-jetbrains-ides','thenewstack.io: Gitpod Brings Automated Environments to JetBrains IDEs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aafc02559d49afbc15700225ef53358b4c1b38ff068b23c786510c21fd48849d',100.0,1.77903132725913906e+09,1,'2026-05-17T17:22:07.259139+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-open-sources-a-holistic-ide','==Gitpod Open Sources a ‘Holistic IDE’==','','2021',0,'Chronicles Gitpod''s transition to open source, highlighting pre-configured, ephemeral development environments running as secure containerized workspaces. It serves as a core model for modern cloud-based development environments (CDE).','N/A','Article','Intermediate',0,'online','manual','402885f7f87b78cd77d25093e48eeefb8def24726a41d0342d73f5bb7f6325b8',100.0,1.77903084662655091e+09,1,'2026-05-17T17:14:06.626551+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Platform Engineering"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-openvscode-server-brings-visual-studio-code-to-the-browser','thenewstack.io: GitPod OpenVSCode Server Brings Visual Studio Code to the'' Browser','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c0cca13454948acb31145ec415ba5754f965d2a0530d0b6319c31be0d132f259',100.0,1.77903017232633209e+09,1,'2026-05-17T17:02:52.326332+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernetes-secrets','thenewstack.io: GoDaddy’s Project to Secure, Rotate Kubernetes Secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','38f90e49141bddf744cc5c548995b81e0f1ac63bd5b660ee46a31afee8ce93de',100.0,1.77903297109405708e+09,1,'2026-05-17T17:49:31.094057+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-brings-automated-environments-to-jetbrains-ides','thenewstack.io: Gitpod Brings Automated Environments to JetBrains IDEs','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','aafc02559d49afbc15700225ef53358b4c1b38ff068b23c786510c21fd48849d',100.0,1779031327,1,'2026-05-17T17:22:07.259139+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-open-sources-a-holistic-ide','==Gitpod Open Sources a ‘Holistic IDE’==','','2021',0,'Chronicles Gitpod''s transition to open source, highlighting pre-configured, ephemeral development environments running as secure containerized workspaces. It serves as a core model for modern cloud-based development environments (CDE).','N/A','Article','Intermediate',0,'online','manual','402885f7f87b78cd77d25093e48eeefb8def24726a41d0342d73f5bb7f6325b8',100.0,1779030846,1,'2026-05-17T17:14:06.626551+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Platform Engineering"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/gitpod-openvscode-server-brings-visual-studio-code-to-the-browser','thenewstack.io: GitPod OpenVSCode Server Brings Visual Studio Code to the'' Browser','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c0cca13454948acb31145ec415ba5754f965d2a0530d0b6319c31be0d132f259',100.0,1779030172,1,'2026-05-17T17:02:52.326332+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/godaddys-innovative-project-to-secure-and-rotate-kubernetes-secrets','thenewstack.io: GoDaddy’s Project to Secure, Rotate Kubernetes Secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','38f90e49141bddf744cc5c548995b81e0f1ac63bd5b660ee46a31afee8ce93de',100.0,1779032971,1,'2026-05-17T17:49:31.094057+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/google-and-oracle-cloud-adoption-doubles-among-enterprises-3','thenewstack.io: Are Private Clouds Proliferating?','','2020',3,'Examines enterprise hybrid cloud data, highlighting why many organizations continue to maintain, build, or modernize private clouds alongside public cloud footprints. Looks at compliance, data sovereignty, predictable workloads, and hybrid architectures (e.g. Anthos, Outposts).','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Private Cloud", "Hybrid Cloud Strategy"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/google-axion-kubernetes-arm','A year in, Google wants its Axion processors to feel like a scheduling decision','Evaluating Google''s custom, Arm-based Axion CPU inside Google Kubernetes Engine (GKE) production environments.','2026',4,'Curator Insight: A key operational analysis of custom cloud CPU scaling, explaining how ARM execution inside Kubernetes has matured from an engineering migration into a simple GKE scheduling choice. Live Grounding (MCP): Case studies show that GKE''s compute classes enable seamless dynamic routing between Axion and x86 node pools, drastically optimizing cluster operations by focusing on cost-efficiency metrics like tokens per watt for high-throughput workloads.','English','article','Advanced',0,'online','automatic','51f44d47bf673c4be9444300d252711505558e30a705969bd68aea9fcfd1a873',NULL,1.78035270531472396e+09,0,'2026-06-02T00:25:05.314724+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes Platforms", "Custom Silicon and ARM"]','["CASE STUDY", "GUIDE"]','[]','[]','{}','{"category": "kubernetes", "reputation_status": "Vetted", "reputation_summary": "Highly valued resource in cloud-native circles, illustrating the mature, production-grade state of Google''s custom ARM silicon.", "social_preview_url": "https://cdn.thenewstack.io/media/2026/04/b24017f0-thumbnail-5.png", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/google-axion-kubernetes-arm','A year in, Google wants its Axion processors to feel like a scheduling decision','Evaluating Google''s custom, Arm-based Axion CPU inside Google Kubernetes Engine (GKE) production environments.','2026',4,'Curator Insight: A key operational analysis of custom cloud CPU scaling, explaining how ARM execution inside Kubernetes has matured from an engineering migration into a simple GKE scheduling choice. Live Grounding (MCP): Case studies show that GKE''s compute classes enable seamless dynamic routing between Axion and x86 node pools, drastically optimizing cluster operations by focusing on cost-efficiency metrics like tokens per watt for high-throughput workloads.','English','article','Advanced',0,'online','automatic','51f44d47bf673c4be9444300d252711505558e30a705969bd68aea9fcfd1a873',NULL,1780352705,0,'2026-06-02T00:25:05.314724+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes Platforms", "Custom Silicon and ARM"]','["CASE STUDY", "GUIDE"]','[]','[]','{}','{"category": "kubernetes", "reputation_status": "Vetted", "reputation_summary": "Highly valued resource in cloud-native circles, illustrating the mature, production-grade state of Google''s custom ARM silicon.", "social_preview_url": "https://cdn.thenewstack.io/media/2026/04/b24017f0-thumbnail-5.png", "source_provenance": "X.com (GoogleCloud)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/google-introduces-clusterfuzzlite-security-tool-for-ci-cd','thenewstack.io: Google Introduces ClusterFuzzLite Security Tool for CI/CD','','2021',0,'Architectural review covering Google''s release of ClusterFuzzLite, highlighting its strategic value in shifting fuzz testing left directly into GitHub Actions or other CI runners.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Static Analysis", "Fuzzing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/google-sre-site-reliability-engineering-at-a-global-scale','thenewstack.io: Google SRE: Site Reliability Engineering at a Global Scale','','2021',0,'Examines Google''s massive-scale SRE methodologies. Detail-oriented profile covering how Google applies engineering to operations, manages error budgets across global infrastructures, and structures on-call shifts to protect engineering sanity.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Enterprise Architecture"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/google-traffic-director-and-the-l7-internal-load-balancer-intermingles-cloud-native-and-legacy-workloads','**Google Traffic Director** and the **L7 Internal Load Balancer** Intermingles **Cloud Native** and **Legacy Workloads**','','2020',3,'Details how Traffic Director and L7 internal load balancers connect Kubernetes workloads with legacy VM clusters. Enables smooth migration paths and consistent service discovery across hybrid networks.','None','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Managed Services", "Integration"]','["[LEGACY]"]','[]','["servicemesh.md"]','{}','{}');
@@ -13346,11 +13346,11 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/how-keptn-automatically-c
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-kubernetes-and-database-operators-drive-the-data-revolution','thenewstack.io: How Kubernetes and Database Operators Drive the Data Revolution','','2022',0,'Analyzes how the Operator framework solves day-2 operations for complex databases. Explores built-in patterns for auto-tuning memory buffers, automated logical backups, and self-healing when cluster nodes become degraded.','English','Technical Editorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Kubernetes Operators", "Stateful Architecture"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-kubernetes-provides-networking-and-storage-to-applications','thenewstack.io: How Kubernetes provides networking and storage to applications','','2020',0,'An foundational architectural piece detailing the convergence of network topology and volume storage systems within Kubernetes. It elucidates how the control plane decouples resource provisioning from consumption, making it an excellent primer for platform operators transitioning to container-native infrastructure.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Platform Overview"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-kubernetes-vulnerabilities-have-shifted-since-the-first-api-attacks','thenewstack.io: How Kubernetes vulnerabilities have shifted since the first attacks','','2023',0,'A historical deep dive tracing the evolution of Kubernetes-native vulnerabilities and attack strategies. Explains how common exploits shifted from simple unauthenticated API endpoints towards highly sophisticated multi-stage privilege escalations and container escapes. Provides actionable insight for platform team threat modeling.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Kubernetes History"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-opentelemetry-works-with-kubernetes','thenewstack.io: How OpenTelemetry Works with Kubernetes','','2021',0,'Technical deep-dive explaining OpenTelemetry deployment inside Kubernetes environments using collector agents. In 2026, the architectural standard utilizes the OpenTelemetry Operator to automatically inject instrumentation sidecars or daemons, simplifying distributed telemetry pipelines across microservices.','Go','Article','Advanced',1,'online','manual','bd86f250e815f493371543763d2bb2183866bd5761f2019f67db5e51eaf547ff',100.0,1.77903422899929094e+09,1,'2026-05-17T18:10:28.999291+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "OpenTelemetry"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-opentelemetry-works-with-kubernetes','thenewstack.io: How OpenTelemetry Works with Kubernetes','','2021',0,'Technical deep-dive explaining OpenTelemetry deployment inside Kubernetes environments using collector agents. In 2026, the architectural standard utilizes the OpenTelemetry Operator to automatically inject instrumentation sidecars or daemons, simplifying distributed telemetry pipelines across microservices.','Go','Article','Advanced',1,'online','manual','bd86f250e815f493371543763d2bb2183866bd5761f2019f67db5e51eaf547ff',100.0,1779034228,1,'2026-05-17T18:10:28.999291+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "OpenTelemetry"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-platform-ops-teams-should-think-about-api-strategy','thenewstack.io: How Platform Ops Teams Should Think About API Strategy','','2022',0,'Offers a strategic framework for Platform Operations teams to treat APIs as internal products. Emphasizes standardizing API gateways, establishing governance via declarative gitops policies, and improving developer experience through portal automation.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "Platform Engineering", "API Strategy"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-radical-api-design-changed-the-way-we-access-databases','thenewstack.io: How Radical API Design Changed the Way We Access Databases','','2022',0,'Explores how modern schema-aware API clients, GraphQL adapters, and serverless proxy layers are replacing standard raw driver bindings, simplifying secure and high-performance database connection pooling.','English','Architectural Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "Database Interfaces", "API Design"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-service-mesh-can-help-devops-achieve-business-goals','thenewstack.io: How a Service Mesh Can Help DevOps Achieve Business Goals','','2021',3,'Evaluates the enterprise ROI of adopting a service mesh, connecting technical features like retry mechanisms, request routing, and deep telemetry to business key performance indicators (KPIs) such as lower MTTR and accelerated release cadence.','None','article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Operations"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-testcontainers-is-demonstrating-value-as-a-key-ci-tool','thenewstack.io: How Testcontainers Is Demonstrating Value as a Key CI Tool','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f10dc204d22c803ec211962628a54a6d7b2052a8fb95acc17db1a07756348780',100.0,1.77903453096983408e+09,1,'2026-05-17T18:15:30.969834+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-testcontainers-is-demonstrating-value-as-a-key-ci-tool','thenewstack.io: How Testcontainers Is Demonstrating Value as a Key CI Tool','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f10dc204d22c803ec211962628a54a6d7b2052a8fb95acc17db1a07756348780',100.0,1779034530,1,'2026-05-17T18:15:30.969834+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-the-sre-experience-is-changing-with-cloud-native','thenewstack.io: How the SRE Experience Is Changing with Cloud Native 🌟','','2022',0,'Discusses how the shift to highly dynamic microservices and declarative Kubernetes operators has changed SRE workloads. SREs now prioritize building internal control planes and standardizing platform telemetry over manual server patching.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Cloud Native Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-achieve-api-governance','thenewstack.io: How to Achieve API Governance','','2023',4,'Addresses the practical application of API Governance to prevent API sprawl and security vulnerability drift across large enterprises. The article recommends deploying automated linter tools (e.g., Spectral) to enforce style guides, centralized discovery catalogs, and standardized OAuth2 scopes. Successful governance guarantees consistency and predictable API consumption across highly distributed development teams.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Strategic Governance"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-analyze-code-and-find-vulnerabilities-with-sonarqube','thenewstack.io: How to Analyze Code and Find Vulnerabilities with SonarQube','','2022',4,'Teaches developers how to interpret SonarQube dashboards to discover common security vulnerabilities and code smells. Demonstrates optimization rules and quality profiles adjustment methods.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration", "Code Quality", "Vulnerability Assessment"]','["[ENTERPRISE-STABLE]"]','[]','["sonarqube.md"]','{}','{}');
@@ -13363,10 +13363,10 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-get-the-most-out-o
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-install-the-sonarqube-security-analysis-platform','thenewstack.io: How to Install the SonarQube Security Analysis Platform','','2022',3,'Practical installation guide covering SonarQube deployments in cloud environments. Details system prerequisite profiles, host tuning metrics, and database integration configurations.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Integration", "Code Quality", "Deployment Guides"]','["[COMMUNITY-TOOL]"]','[]','["sonarqube.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-make-the-most-of-kubernetes-environment-variables','thenewstack.io: How to Make the Most of Kubernetes Environment Variables','','2022',0,'Investigates application bootstrap configuration via environment variables. Evaluates performance compromises, security trade-offs, and Downward API integration to export cluster and pod metadata fields dynamically.','YAML','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration", "Runtime Configuration", "Environment Variables"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-put-a-gui-on-ansible-using-semaphore','thenewstack.io: How to Put a GUI on Ansible, Using Semaphore','','2023',0,'Detailed, step-by-step tutorial on deploying and managing Semaphore UI. Highlights configuration of inventory integration, credential injection, and user role management.','English','tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible GUI", "Semaphore UI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker','thenewstack.io: How to Run a Cassandra Operation in Docker','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f257afcc31f63dbb3bc21856afe5e99aae2fd80a288e1e724274b1b34161b78',100.0,1.77903058323015308e+09,1,'2026-05-17T17:09:43.230153+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-run-a-cassandra-operation-in-docker','thenewstack.io: How to Run a Cassandra Operation in Docker','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f257afcc31f63dbb3bc21856afe5e99aae2fd80a288e1e724274b1b34161b78',100.0,1779030583,1,'2026-05-17T17:09:43.230153+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-run-docker-in-rootless-mode','thenewstack.io: How to Run Docker in Rootless Mode','','2021',0,'Detailed guide on running the Docker daemon in rootless mode. Explains user namespace remapping techniques that protect the host system from potential container breakout exploits.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Docker Daemon Hardening", "Rootless Mode"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-secure-kubernetes-the-os-of-the-cloud','thenewstack.io: How to Secure Kubernetes, the OS of the Cloud','','2020',0,'Examines the concept of Kubernetes operating as a cloud-native OS, presenting strategies for securing core services, container communication, and control plane boundaries.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Cluster Lifecycle Security", "Operating System Paradigm"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b957cb52fc51af88ce24e974d49f3e7317cd296277c5f7642330676533e7e89e',100.0,1.77903006972982788e+09,0,'2026-05-17T17:01:09.729828+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/how-to-share-data-between-docker-containers"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/how-to-share-data-between-docker-containers','thenewstack.io: How to Share Data Between Docker Containers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b957cb52fc51af88ce24e974d49f3e7317cd296277c5f7642330676533e7e89e',100.0,1779030069,0,'2026-05-17T17:01:09.729828+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/containers/how-to-share-data-between-docker-containers"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/how-we-built-preview-environments-on-kubernetes-and-aws','thenewstack.io: How We Built Preview Environments on Kubernetes and AWS','','2022',0,'An architectural case study illustrating how to dynamically generate on-demand sandbox preview environments on AWS EKS. It outlines how custom controllers spin up ephemeral namespaces triggered by GitHub pull requests, improving QA workflows.','Markdown','Case Study','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Continuous Delivery", "Preview Environments"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/iac-cloud-misconfiguration-tools-too-noisy-without-context','thenewstack.io: IaC Cloud Misconfiguration Tools too Noisy without Context','','2023',0,'Analyzes alert noise generated by static security scanners on IaC configurations. Argues for context-aware validation engines that cross-reference code anomalies with actual live runtime status to accurately prioritize critical security vulnerabilities.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Security"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/ibm-red-hat-bring-load-aware-resource-management-to-kubernetes','thenewstack.io: IBM, Red Hat Bring Load-Aware Resource Management to Kubernetes','- [kubernetes-sigs: Trimaran: Load-aware scheduling plugins 🌟](https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran) Trimaran is a collection of load-aware scheduler plugins','2021',4,'Explores the integration of load-aware scheduling frameworks like Trimaran into Kubernetes and OpenShift. Details how the plugin uses real-time telemetry metrics instead of passive static limits to balance workloads.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Resource Management", "Advanced Scheduling"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
@@ -13383,9 +13383,9 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/introducing-cloneset-prod
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+INSERT INTO "resources" VALUES('https://thenewstack.io/jaeger-vs-zipkin-battle-of-the-open-source-tracing-tools','thenewstack.io: Jaeger vs. Zipkin: Battle of the Open Source Tracing Tools','','2021',0,'A historical comparative analysis of Jaeger versus Zipkin for microservice tracing. While Zipkin pioneered open-source tracing, Jaeger became a dominant CNCF graduate. By 2026, both fully interoperate with OpenTelemetry APIs, but Jaeger remains highly preferred for high-performance cloud environments.','Go','Article','Intermediate',1,'online','manual','d224b70982a53247b87afed21d1f7c429bbe4c1c1e99f9a05c26ba31c3dbc009',100.0,1779034516,1,'2026-05-17T18:15:16.950181+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://thenewstack.io/just-how-challenging-is-state-in-kubernetes','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','429ee9b06e1729ad8073ddd890b8fdfa71cdad59d57400eeba95e25425993da2',100.0,1.77903296643691205e+09,0,'2026-05-17T17:49:26.436912+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/just-how-challenging-is-state-in-kubernetes','thenewstack.io: Just How Challenging Is State in Kubernetes? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','429ee9b06e1729ad8073ddd890b8fdfa71cdad59d57400eeba95e25425993da2',100.0,1779032966,0,'2026-05-17T17:49:26.436912+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io"}');
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 INSERT INTO "resources" VALUES('https://thenewstack.io/k8s-resource-management-an-autoscaling-cheat-sheet','thenewstack.io: K8s Resource Management: An Autoscaling Cheat Sheet 🌟','','2023',0,'A concise, actionable reference sheet summarizing core resources limits, request definitions, and autoscaler configuration arguments. A stellar quick-guide for DevOps engineers designing production-ready workload templates.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Resource Management", "Reference Materials"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
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@@ -13395,7 +13395,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/key-basic-principles-to-s
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 INSERT INTO "resources" VALUES('https://thenewstack.io/kubecost-monitor-kubernetes-costs-with-kubectl','thenewstack.io: KubeCost: Monitor Kubernetes Costs with kubectl','','2021',0,'Introduces CLI-driven financial observability workflows via the `kubectl-cost` plugin. Teaches engineers to quickly isolate resource-heavy configurations and run cost analysis commands directly within terminal shells.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/kubermatic-kubernetes-platform-beats-complexity-through-automation','thenewstack.io: Kubermatic Kubernetes Platform Beats Complexity Through'' Automation','','2021',3,'A deep dive into Kubermatic''s architectural paradigm, focusing on its resource-efficient ''Kubernetes-in-Kubernetes'' approach. The article explains how hosting tenant control planes as ordinary container workloads inside a central administrative cluster solves scaling bottlenecks and reduces costs by up to 5%.','English','Technical Article','Medium',0,'online','manual','87a3fbe0e54c36e57d3acd9734b879ed060108a79de67391ce6f4e35d1385579',100.0,1.77903036299000692e+09,1,'2026-05-17T17:06:02.990007+02:00',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Case Studies"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubermatic-kubernetes-platform-beats-complexity-through-automation','thenewstack.io: Kubermatic Kubernetes Platform Beats Complexity Through'' Automation','','2021',3,'A deep dive into Kubermatic''s architectural paradigm, focusing on its resource-efficient ''Kubernetes-in-Kubernetes'' approach. The article explains how hosting tenant control planes as ordinary container workloads inside a central administrative cluster solves scaling bottlenecks and reduces costs by up to 5%.','English','Technical Article','Medium',0,'online','manual','87a3fbe0e54c36e57d3acd9734b879ed060108a79de67391ce6f4e35d1385579',100.0,1779030362,1,'2026-05-17T17:06:02.990007+02:00',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Case Studies"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes','thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes','','2016',0,'An early architectural analysis detail of Project Calico''s approach to easing IP-management and network connectivity bottlenecks in scaling clusters. It breaks down how Calico bypasses virtual overlay networks by utilizing standard BGP route propagation, facilitating direct IP routing while enforcing strict network security policies at the Linux kernel level.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "CNI", "Articles"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes-1-20-enhances-the-operator-experience-and-brings-new-features-to-the-container-runtime','thenewstack.io: Kubernetes 1.20 Enhances the Operator Experience and Brings New Features to the Container Runtime','','2020',0,'Curator Insight highlights the operator and container runtime interface advancements in 1.20. Live engineering review in 2026 uses this context to study early attempts to standardize execution metrics for operational tooling.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Operator Framework", "v1.20"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes-1-20-lands-with-44-enhancements','thenewstack.io: Kubernetes 1.20 Lands with 44 Enhancements','','2020',0,'Curator Insight focuses on the 44 enhancements landing with Kubernetes 1.20. In 2026, this resource provides historic data on the stabilization of volume snapshots, PID limits, and early steps toward API deprecation tracking.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.20"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
@@ -13428,17 +13428,17 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes-troubleshootin
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+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-horror-stories',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779130494,0,'2026-05-18T20:54:54.948163+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-is-the-new-standard-for-computing-including-the-edge',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779130495,0,'2026-05-18T20:54:55.033564+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,80.0,1779130494,0,'2026-05-18T20:54:54.989615+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"review_metadata": {"original_url": "https://thenewstack.io/kubernetes/-lifecycle-management-so-important-what-does-it-mean", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.989617"}}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,80.0,1779130495,0,'2026-05-18T20:54:55.026219+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://thenewstack.io/kubernetes/-observability-challenges-in-cloud-native-architecture", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:55.026221"}}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,80.0,1779130494,0,'2026-05-18T20:54:54.952879+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"review_metadata": {"original_url": "https://thenewstack.io/kubernetes/-probes-and-why-they-matter-for-autoscaling", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.952882"}}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/-use-poddisruptionbudgets-for-application-maintenance-and-upgrades',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779130494,0,'2026-05-18T20:54:54.967545+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/7-tips-for-cutting-down-your-aws-kubernetes-bill','thenewstack.io: 7 Tips for Cutting Down Your AWS Kubernetes Bill','','2022',0,'Evaluates architectural techniques to trim EKS clusters expenditures, describing auto-scalers (Karpenter), spot instances usage, strict namespace limits, and FinOps practices to optimize CPU allocation.','Markdown','Article','Intermediate',0,'online','manual','9704e1bef54f9e3ddf8f64d98d2a3d0bb968492e2fd9e98abae0eb0651239c7d',100.0,1779130494,0,'2026-05-18T20:54:54.938500+02:00',NULL,NULL,NULL,'["Kubernetes", "FinOps", "AWS Cost Optimization"]','["[COMMUNITY-TOOL]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/kubernetes/whats-the-difference-between-kubernetes-and-openshift','thenewstack.io: What’s the Difference Between Kubernetes and OpenShift?','','2021',0,'This architectural comparison highlights Red Hat''s opinionated enterprise extensions built atop vanilla Kubernetes. It details how OpenShift integrates security defaults, built-in container registries, router mechanisms, and lifecycle management controls (OLM) out of the box.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Orchestration", "Platform Comparison", "OpenShift vs Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/kubestack-towards-full-stack-gitops','thenewstack.io: KubeStack: Towards Full-Stack GitOps','','2021',0,'A detailed technical review mapping Kubestack''s strategies for providing complete declarative lifecycle management for both underlying cloud infrastructure and application layer resources.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubestack", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/laying-the-groundwork-for-kubernetes-security-across-workloads-pods-and-users','thenewstack.io: Laying the Groundwork for Kubernetes Security, Across Workloads, Pods and Users','','2020',0,'Analyzes the multi-dimensional security layers required for modern Kubernetes deployments, addressing workload isolation, Pod Security Standards (PSS), and secure developer workflow patterns.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Workload Hardening", "Identity & Access Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
@@ -13453,7 +13453,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/living-with-kubernetes-cl
 INSERT INTO "resources" VALUES('https://thenewstack.io/living-with-kubernetes-debug-clusters-in-8-commands','thenewstack.io: Living with Kubernetes: Debug Clusters in 8 Commands 🌟','','2021',0,'A highly practical command-line cheat sheet that isolates eight crucial kubectl commands for diagnosing cluster and application failures. By leveraging advanced output formatting and resource filtering, engineers can quickly drill down from high-level service failures to underlying node exhaustion. This primer is designed for rapid incident response and system validation.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Command Line"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/living-with-kubernetes-multicluster-management','thenewstack.io: Living with Kubernetes: Multicluster Management','','2021',0,'Analyzes the technical trade-offs of multicluster vs single large-tenant cluster architectures. Evaluates fleet replication models, global traffic ingress routing, cross-cluster service mesh networking, and GitOps-driven application delivery at scale.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategy", "Multicluster", "Fleet Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/local-environment-as-code-is-it-possible-yet','thenewstack.io: Local Environment-as-Code: Is It Possible Yet?','','2023',0,'Investigates the feasibility of Local Environment-as-Code setups. Evaluates containerized tools and localized VM platforms designed to establish parity between developer workstations and live cloud targets.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Local Environments"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/locking-down-kubernetes-containers-with-vcluster','thenewstack.io: Locking Down Kubernetes Containers with vcluster','','2026',0,'This reference analysis explores locking down container isolation through virtual clusters, leveraging vcluster to enforce strict namespace boundaries. By limiting developer interaction to isolated guest control planes, enterprises eliminate risks associated with standard Kubernetes RBAC. The publication details design strategies for container lockdown, credential isolation, and audit compliance.','Markdown','Documentation','Intermediate',0,'online','manual','92d42e12d16f7285cbfcd0863af8c6912d1b617a4b18480592b78516b8f7f246',100.0,1.77903422894536495e+09,1,'2026-05-17T18:10:28.945365+02:00',NULL,NULL,NULL,'["Security", "Multi-Tenancy", "Case Studies"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/locking-down-kubernetes-containers-with-vcluster','thenewstack.io: Locking Down Kubernetes Containers with vcluster','','2026',0,'This reference analysis explores locking down container isolation through virtual clusters, leveraging vcluster to enforce strict namespace boundaries. By limiting developer interaction to isolated guest control planes, enterprises eliminate risks associated with standard Kubernetes RBAC. The publication details design strategies for container lockdown, credential isolation, and audit compliance.','Markdown','Documentation','Intermediate',0,'online','manual','92d42e12d16f7285cbfcd0863af8c6912d1b617a4b18480592b78516b8f7f246',100.0,1779034228,1,'2026-05-17T18:10:28.945365+02:00',NULL,NULL,NULL,'["Security", "Multi-Tenancy", "Case Studies"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/log-management-for-red-hat-openshift','thenewstack.io: Log Management for Red Hat OpenShift','','2023',0,'An analytical piece describing the transition from classic Elasticsearch configurations toward lightweight Loki and Vector agents for high-volume logs.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Ops", "Log Management", "Vector & Loki"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/low-code-for-pro-coders','thenewstack.io: Low Code for Pro Coders','','2022',3,'A review of hybrid development models where professional developers utilize low-code frameworks for boilerplate UI creation while injecting traditional code for complex logic, API integrations, and low-latency workloads.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Paradigms", "Low Code"]','["[COMMUNITY-TOOL]"]','[]','["lowcode-nocode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/make-a-gitops-workflow-using-influxdb-templates','thenewstack.io: Make a GitOps Workflow Using InfluxDB Templates','','2021',0,'Demonstrates how to manage InfluxDB templates inside a GitOps continuous deployment pipeline. Highlights automated testing, version control, and validation of monitoring components via declarative mechanisms.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
@@ -13468,7 +13468,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/maximizing-the-value-of-c
 INSERT INTO "resources" VALUES('https://thenewstack.io/mercedes-benz-4-reasons-to-sponsor-open-source-projects','thenewstack.io: Mercedes-Benz: 4 Reasons to Sponsor Open Source Projects','','2023',4,'Outlines four strategic motivations for Mercedes-Benz to sponsor open-source software. By funding critical up-stream components, the enterprise reduces technical debt, improves system security, attracts elite software engineering talent, and actively influences standard roadmaps. It provides a blueprint for enterprise open-source program offices (OSPOs) seeking to justify upstream contributions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Open Source Software", "Strategic Governance"]','["[ENTERPRISE-STABLE]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-align-the-pain-with-the-solution','thenewstack.io: Microservices: Align the Pain with the Solution','','2023',0,'A pragmatic critique on microservice adoption, warning against premature architectural splitting. It urges engineering leads to identify concrete architectural pain points—like independent scaling bottlenecks or delivery team coordination failures—before shifting from a monolith, ensuring microservices are adopted to solve proven problems rather than follow trends.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Fundamentals", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-transformed-devops-why-security-is-next','thenewstack.io: Microservices Transformed DevOps — Why Security Is Next','','2021',0,'Analyzes how microservices require new approaches to security. Details how traditional perimeter defense must be replaced with zero-trust architectures, service mesh encryption, and continuous pipeline security scans.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "DevSecOps", "Cloud Native Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172',100.0,1.77903229021009206e+09,0,'2026-05-17T17:38:10.210092+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fd2fa7805264d734a7a5c002e370465477a3faf197a1af4bff006d8cf043e172',100.0,1779032290,0,'2026-05-17T17:38:10.210092+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/microservices-vs-monoliths-an-operational-comparison','thenewstack.io: Microservices vs. Monoliths: An Operational Comparison','','2020',4,'A comprehensive operational comparison of monolithic and microservices architectural patterns. It details how the distribution of systems shifts problems from single-process memory management to complex network-level routing, distributed tracing, eventual consistency, and CI/CD pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Design Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','2023',4,'Explores the evolutionary shift of microservices toward higher-level abstraction patterns, such as Dapr and WebAssembly, designed to isolate developers from network complexities. It details how externalizing cross-cutting concerns (state management, pub/sub, service discovery) into sidecars reduces cognitive overhead and boilerplate.','English','Analysis','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Architecture Evolution", "Abstractions & Frameworks"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/microservices/what-is-microservices-architecture','thenewstack.io: What Is Microservices Architecture?','','2023',4,'Introduces microservice-based application design, emphasizing modularity, domain boundaries, and decentralized technical footprints. Compares traditional monolithic patterns against distributed designs, highlighting structural trade-offs, testing models, and continuous integration needs.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Architecture Patterns", "Fundamentals"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
@@ -13495,7 +13495,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/observability-is-the-new-
 INSERT INTO "resources" VALUES('https://thenewstack.io/observability-wont-replace-monitoring-because-it-shouldnt','thenewstack.io: Observability Won’t Replace Monitoring (Because It Shouldn’t) 🌟','','2022',0,'Argues against the displacement myth of monitoring by observability, asserting that both play critical roles. Monitoring maintains persistent dashboards of known failure vectors, while observability provides reactive exploration tools. Curator Insight: Balanced pragmatic perspective on modern telemetry. Live Grounding: Helps developers resist unnecessary tooling replacements by leveraging combined solutions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Site Reliability Engineering", "Observability", "Theory", "Monitoring vs Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/offloading-authentication-and-authorization-from-application-code-to-a-service-mesh','thenewstack.io: Offloading Authentication and Authorization from Application Code to a Service Mesh','','2021',4,'Technical analysis of how to offload authentication and authorization out of application code to sidecar proxies. Moving cryptographical verification and fine-grained RBAC to a uniform mesh layer enhances compliance and cuts polyglot application code drift.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Security", "AuthN & AuthZ"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/open-source-democratized-software-now-lets-democratize-security','thenewstack.io: Open Source Democratized Software. Now Let’s Democratize Security','','2022',0,'Advocates for developer-focused open-source security tools. Argues that security patterns must be standardized into open, easy-to-integrate libraries to protect globally distributed open-source software supply chains.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Open Source", "Governance standards"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors','thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors','','2021',0,'Traces the massive industry shift and vendor adoption toward OpenTelemetry (OTel). While early articles focused on initial vendor buy-in, 2026 live grounding confirms OpenTelemetry as the absolute de facto standard for multi-language instrumentation, rendering older proprietary tracing agents largely legacy.','Markdown','Article','Intermediate',1,'online','manual','4f86c7cf0d795828559792e0ab37b5e08a28de03a1c19dbef88752adaf59b5ee',100.0,1.77903112227973604e+09,1,'2026-05-17T17:18:42.279736+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "OpenTelemetry"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/opentelemetry-gaining-traction-from-companies-and-vendors','thenewstack.io: OpenTelemetry Gaining Traction from Companies and Vendors','','2021',0,'Traces the massive industry shift and vendor adoption toward OpenTelemetry (OTel). While early articles focused on initial vendor buy-in, 2026 live grounding confirms OpenTelemetry as the absolute de facto standard for multi-language instrumentation, rendering older proprietary tracing agents largely legacy.','Markdown','Article','Intermediate',1,'online','manual','4f86c7cf0d795828559792e0ab37b5e08a28de03a1c19dbef88752adaf59b5ee',100.0,1779031122,1,'2026-05-17T17:18:42.279736+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "OpenTelemetry"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/operationalizing-chaos-engineering-with-gitops','thenewstack.io: Operationalizing Chaos Engineering with GitOps','','2022',0,'Proposes the paradigm of GitOps-driven chaos engineering. By declaring chaos configurations alongside standard application manifests in Git, engineering teams achieve strict auditability, versioning, automated cleanups, and predictable pipeline integration.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Continuous Integration"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/operators-and-sidecars-are-the-new-model-for-software-delivery','Operators and Sidecars Are the New Model for Software Delivery','','2020',0,'Discusses the architectural shift toward using the Sidecar pattern and Kubernetes Operators as standard software delivery mechanisms. This architecture segregates cross-cutting concerns like proxying, logging, and security away from application logic.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Design Patterns", "Operators and Sidecars"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/optimizing-app-performance-in-a-multicloud-stack','thenewstack.io: Optimizing App Performance in a Multicloud Stack','','2022',0,'An architectural review addressing latency and replication bottlenecks across multi-cloud environments. Proposes specific patterns for distributed edge-caches, multi-cluster database setups, and smart load balancers.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Multi-Cloud Strategies", "Performance Engineering"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
@@ -13504,11 +13504,11 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/otomi-container-platform-
 INSERT INTO "resources" VALUES('https://thenewstack.io/otterize-intent-based-access-control-for-kubernetes-and-cloud','thenewstack.io: Otterize: Intent-Based Access Control for Kubernetes and Cloud','','2022',4,'An introduction to Intent-Based Access Control (IBAC) patterns using Otterize. Explains how developers outline communication intents in declarative manifests, which are automatically translated into native CNI policies.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Security", "Intent-Based Access Control"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/owasp-top-10-a-guide-to-the-worst-software-vulnerabilities','thenewstack.io: OWASP Top 10: A Guide to the Worst Software Vulnerabilities','','2021',0,'An introductory guide mapping the core vulnerabilities defined by the Open Web Application Security Project (OWASP). Explains attack vectors, exploit triggers, and standard prevention patterns like data sanitization and strict transport policies. Serves as a perfect onboarding resource for training software engineers.','N/A','Article','Basic',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "OWASP Top 10"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/part-1-the-evolution-of-data-pipeline-architecture','thenewstack.io: Part 1: The Evolution of Data Pipeline Architecture','','2021',0,'An evolutionary study tracing the maturation of data pipelines from legacy batch-based ETL architectures to real-time event-streaming topologies. It provides key insights into how microservice patterns and cloud infrastructure have shifted corporate data strategy toward low-latency stream processing.','N/A','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Pipelines", "History"]','["[GUIDE]", "[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/perform-distributed-tracing-with-zipkin','thenewstack.io: Perform Distributed Tracing with Zipkin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','72bffb6ef9fb363a5bfeb4f1abe01b1ad9f664e787ceb31ab8fde59352c888ed',100.0,1.77903415563263702e+09,1,'2026-05-17T18:09:15.632637+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/perform-distributed-tracing-with-zipkin','thenewstack.io: Perform Distributed Tracing with Zipkin','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','72bffb6ef9fb363a5bfeb4f1abe01b1ad9f664e787ceb31ab8fde59352c888ed',100.0,1779034155,1,'2026-05-17T18:09:15.632637+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/persistent-volumes-separating-compute-and-storage','thenewstack.io: Persistent Volumes: Separating Compute and Storage','','2020',0,'An architectural piece explaining the strategic benefits of separating computational logic from stateful storage layers using Persistent Volumes. This division facilitates fluid container rescheduling while securing raw historical state across hardware failures.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Conceptual Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering','thenewstack.io/platform-engineering','','2025',0,'A curated repository of technical articles, case studies, and editorial content analyzing the evolution of Platform Engineering from traditional DevOps. Provides critical architectural comparisons, community trends, and technical insights on tool adoption in enterprise environments.','English','Portal','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Industry Trends", "Articles"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis','thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and'' APIs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','353bf25e228279ac5edfeab9b7b926e0a43c4f1b110eaf2ba353ed14e6f1285b',100.0,1.77903333591264295e+09,0,'2026-05-17T17:55:35.912643+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering thenewstack.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.77913049497518205e+09,0,'2026-05-18T20:54:54.975182+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering-in-2023-dev-first-collaboration-and-apis','thenewstack.io: Platform Engineering in 2023: Dev First, Collaboration and'' APIs','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','353bf25e228279ac5edfeab9b7b926e0a43c4f1b110eaf2ba353ed14e6f1285b',100.0,1779033335,0,'2026-05-17T17:55:35.912643+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering/-in-2023-dev-first-collaboration-and-apis',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering thenewstack.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.975182+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/platform-engineering/architecture-and-design-considerations-for-platform-engineering-teams','thenewstack.io: Architecture and Design Considerations for Platform Engineering Teams','','2023',0,'Deep dive into architectural design principles for platform engineering. Outlines critical decisions around modular tool chains, declarative configurations, open API design, and self-healing systems that form the structural foundation of enterprise IDPs.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Design Methodology", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/post-pandemic-devops-moves-to-resilient-collaboration','thenewstack.io: DevOps World: DevOps Moves to Resilient Collaboration','','2020',1,'Evaluates the rise of highly collaborative virtual frameworks in platform operations. Details how telemetry sharing stabilizes distributed team response performance.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Collaboration Systems"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/prepare-to-adopt-the-cloud-a-10-step-cloud-migration-checklist','thenewstack.io: Prepare to Adopt the Cloud: A 10-Step Cloud Migration Checklist 🌟','','2020',4,'A comprehensive operational checklist for transitioning enterprise applications to public cloud systems. Key steps encompass assessing application dependencies, cost-modeling, security boundaries, containerization feasibility, and shifting deployment pipelines to modern CI/CD tooling.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Cloud Strategy", "Migration Methodology"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
@@ -13520,7 +13520,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/pulumi-releases-a-kuberne
 INSERT INTO "resources" VALUES('https://thenewstack.io/push-vs-pull-in-gitops-is-there-really-a-difference','thenewstack.io: Push vs. Pull in GitOps: Is There Really a Difference?','','2021',0,'Synthesizes the core debate between push-based CI/CD pipelines (e.g., Jenkins, GitLab CI) and pull-based controllers (e.g., Argo CD, Flux). Details security benefits, firewall dynamics, and resource reconciliation advantages inherent to the pull-based operational model.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Architecture", "Reconciliation Patterns"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/python-for-beginners-when-and-how-to-use-tuples','thenewstack.io: Python for Beginners: When and How to Use Tuples','','2022',0,'Curator Insight: Analyzes immutable sequence collections (tuples) and their use-cases compared to dynamic arrays.
 Live Grounding: Highlights internal performance optimizations, tuple hashing mechanics, unpack semantics, and low runtime resource allocation profiles.','Python','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Data Structures"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey','thenewstack.io: Quickly Install a Kubernetes Cluster with KubeKey','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e6d4574bbbc4eba5cc897a7800e6540c136494a4abb2f96f9bf408cd14b02d97',100.0,1.77903185016371703e+09,1,'2026-05-17T17:30:50.163717+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/quickly-install-a-kubernetes-cluster-with-kubekey','thenewstack.io: Quickly Install a Kubernetes Cluster with KubeKey','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e6d4574bbbc4eba5cc897a7800e6540c136494a4abb2f96f9bf408cd14b02d97',100.0,1779031850,1,'2026-05-17T17:30:50.163717+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/rancher-2-5-sets-out-to-be-the-stock-kubernetes-build-for-gitops','thenewstack.io: Rancher 2.5 Sets out to Be the Stock Kubernetes Build for GitOps','','2020',1,'An editorial evaluating Rancher 2.5''s ambition to serve as the unified standard platform for GitOps continuous deployment, scaling from local systems up to millions of edge computing clusters.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Product Updates", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/rancher-donates-its-longhorn-kubernetes-persistent-storage-software-to-cncf','thenewstack.io: Rancher Donates its ‘Longhorn’ Kubernetes Persistent Storage Software to CNCF','','2019',0,'Documents the strategic donation of the Longhorn distributed storage project to the CNCF by Rancher Labs. This transition secured the tool''s collaborative open-source roadmap, accelerating its development and integration as a reliable storage solution for Kubernetes platform engineers.','English','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Open Source Governance"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/react-in-real-time-with-event-driven-apis','thenewstack.io: React in Real-Time with Event-Driven APIs','','2020',4,'Evaluates the shifting architectural landscape towards event-driven API patterns. Discusses protocols and specifications like WebSockets, Server-Sent Events, and AsyncAPI, analyzing how they enable real-time asynchronous streaming and responsive microservice architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Event-Driven Systems", "Asynchronous Messaging"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
@@ -13535,7 +13535,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/red-hat-offers-a-complete
 INSERT INTO "resources" VALUES('https://thenewstack.io/red-hat-openshift-4-8-adds-serverless-functions-pipelines-as-code','thenewstack.io: Red Hat OpenShift 4.8 Adds Serverless Functions, Pipelines-As-Code','','2021',4,'Details key features in OpenShift 4.8, focusing on serverless deployments built on Knative, pipelines-as-code models integrated with Tekton, and the orchestration of sandboxed runtimes for increased host security.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Release Diagnostics", "Serverless & CI/CD"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/reduce-kubernetes-costs-using-autoscaling-mechanisms','thenewstack.io: Reduce Kubernetes Costs Using Autoscaling Mechanisms','','2022',0,'An analysis of how organizations employ automated scaling algorithms to control cloud spending. Focuses on dynamic pod scheduling, rightsizing CPU constraints, and avoiding expensive compute over-provisioning cycles.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Cost Optimization", "FinOps Practices"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/remote-debugging-in-aws-the-missing-link-in-your-debugging-toolset','thenewstack.io: Remote Debugging in AWS: The Missing Link in Your Debugging Toolset','','2021',0,'Curator Insight exposes methodologies for live-debugging cloud-hosted microservices without causing disruption. Live Grounding tracks the evolution of these techniques into sophisticated cloud-native debugging proxies and observability integrations (like OpenTelemetry and Telepresence), bridging local IDEs with remote VPC resources.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Debugging", "AWS Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing','thenewstack.io: Removing the Roadblock to Continuous Performance Testing','','2020',4,'Presents options for automating continuous load and performance tests inside active pipelines. Looks at scaling out containerized, ephemeral mock testing endpoints to mimic production conditions.','English','Technical Article','Intermediate',0,'online','manual','6d5f9a2746e69e33d3bf76f0cbab79f0f0bdf14259a6b5d37ce8850cb6cc19e7',100.0,1.77903033006637191e+09,1,'2026-05-17T17:05:30.066372+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Performance Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/removing-the-roadblock-to-continuous-performance-testing','thenewstack.io: Removing the Roadblock to Continuous Performance Testing','','2020',4,'Presents options for automating continuous load and performance tests inside active pipelines. Looks at scaling out containerized, ephemeral mock testing endpoints to mimic production conditions.','English','Technical Article','Intermediate',0,'online','manual','6d5f9a2746e69e33d3bf76f0cbab79f0f0bdf14259a6b5d37ce8850cb6cc19e7',100.0,1779030330,1,'2026-05-17T17:05:30.066372+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "Performance Testing"]','["[ENTERPRISE-STABLE]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/repatriation-or-cloud-what-we-need-is-control','thenewstack.io: GitOps and the Cheap Cloud Myth','','2021',0,'Critiques the assumption that cloud migration and GitOps automatically lower costs. Focuses on the real value: gaining architectural control, system predictability, and operational efficiency over raw resource discount optimizations.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "FinOps", "Cloud Economics"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/scaling-microservices-on-kubernetes','thenewstack.io: Scaling Microservices on Kubernetes 🌟','- Horizontally scaling a monolith is much more difficult; and we simply can’t independently scale any of the “parts” of a monolith. This isn’t ideal, because it might only be a small part of the monolith that causes the performance problem. Yet, we would have to vertically scale the entire monolith to fix it. Vertically scaling a large monolith can be an expensive proposition.
     - Instead, with microservices, we have numerous options for scaling. For instance, we can independently fine-tune the performance of small parts of our system to eliminate bottlenecks and achieve the right mix of performance outcomes.','2021',0,'A systematic review outlining why microservice-based applications on Kubernetes scale more efficiently than monolithic equivalents. Details patterns for isolating performance-critical application layers and scaling them horizontally without bloated infrastructure footprints.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & Scaling", "Microservices", "Scaling Patterns"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-autoscaling.md"]','{}','{}');
@@ -13547,7 +13547,7 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/securing-istio-workloads-
 INSERT INTO "resources" VALUES('https://thenewstack.io/securing-kubernetes-in-a-cloud-native-world','thenewstack.io: Securing Kubernetes in a Cloud Native World','','2022',0,'This technical analysis explores how security shifts within high-velocity cloud-native deployments. Outlines strategies for managing immutable infrastructure, dynamic policy updates, and zero-trust routing. Strongly advocates for shifting security controls left and using automated gating engines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Architecture", "DevSecOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/security-insights-into-infrastructure-as-code','thenewstack.io: Security Insights into Infrastructure-as-Code','','2022',0,'Outlines vulnerability mapping and mitigation strategies in Infrastructure-as-Code files, emphasizing Terraform, CloudFormation, and Ansible templates. Discusses the dangers of utilizing loose public access defaults and unsecured parameters. Focuses on the imperative of automated pipeline compliance scanning.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Static Analysis", "Infrastructure as Code"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/security-will-be-instrumental-for-the-success-of-gitops','thenewstack.io: Security Will Be Instrumental for the Success of GitOps','','2021',0,'Explores the vital link between Git security and production security. Outlines how to secure the Git repository itself (via commit signing, branch protection rules, and credential scanning) as it becomes the high-value target for supply chain attacks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Security", "Risk Management"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/serverless-needs-more-observability-tools','thenewstack.io: Serverless Needs More Observability Tools','','2021',0,'An analysis of early observability gaps within highly ephemeral, stateless serverless workloads (e.g., AWS Lambda). While cold starts and execution tracing were historically hard, 2026 live grounding showcases massive improvements using lightweight OpenTelemetry layers and eBPF kernel tracing.','Markdown','Article','Intermediate',1,'online','manual','7ed222a3a13d8677434896b4bdf08f1f163d285f00a671ed723ef199d4a6f283',100.0,1.77902991651036095e+09,1,'2026-05-17T16:58:36.510361+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/serverless-needs-more-observability-tools','thenewstack.io: Serverless Needs More Observability Tools','','2021',0,'An analysis of early observability gaps within highly ephemeral, stateless serverless workloads (e.g., AWS Lambda). While cold starts and execution tracing were historically hard, 2026 live grounding showcases massive improvements using lightweight OpenTelemetry layers and eBPF kernel tracing.','Markdown','Article','Intermediate',1,'online','manual','7ed222a3a13d8677434896b4bdf08f1f163d285f00a671ed723ef199d4a6f283',100.0,1779029916,1,'2026-05-17T16:58:36.510361+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Serverless"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/serverless-vs-kubernetes-the-peoples-vote','thenewstack.io: Serverless vs. Kubernetes: The People’s Vote','','2022',4,'Presents developer survey feedback and architectural trade-offs between hosting standard containers in Kubernetes versus deploying logic within serverless frameworks.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture Decisions", "Comparisons", "Kubernetes vs Serverless"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/service-level-objectives-in-kubernetes','thenewstack.io: Service Level Objectives in Kubernetes','','2021',0,'Analysis of implementing resilient Service Level Objectives (SLOs) natively inside Kubernetes environments. Explains mathematical error-budget calculation methodologies, Prometheus alert thresholds, and the strategic alignment of technical service indicators with business values.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Metrics", "SLO Management"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/service-mesh-adds-security-observability-and-traffic-control-to-kubernetes','thenewstack.io: Service Mesh Adds Security, Observability and Traffic Control to Kubernetes','','2020',3,'An overview of service mesh implementations, detailing how they abstract the communication infrastructure away from the application code. It focuses on the delivery of automated mTLS, fine-grained canary rollouts, and holistic tracing capabilities.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Service Mesh", "Kubernetes Networking"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
@@ -13573,24 +13573,24 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/swimm-helps-new-dev-hires
 INSERT INTO "resources" VALUES('https://thenewstack.io/terraform-1-0-reflects-what-hashicorp-has-learned-about-infrastructure-as-code','thenewstack.io: Terraform 1.0 Reflects What HashiCorp Has Learned About Infrastructure-as-Code','','2021',0,'An executive retrospection of the lessons that shaped the landmark Terraform 1.0 milestone. Highlights improvements in state file handling, custom provider interfaces, and the maturation of HCL syntax semantics.','English','Retrospective Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Major Releases"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/terraform-on-aws-multi-account-setup-and-other-advanced-tips','thenewstack.io: Terraform on AWS: Multi-Account Setup and Other Advanced Tips','','2022',0,'Explores enterprise Terraform architectures focusing on multi-account AWS structures and secure assume-role paradigms. Details how to coordinate backend state files and implement workspace isolations across organizations.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/terraforms-best-practices-and-pitfalls','thenewstack.io: Terraform’s Best Practices and Pitfalls','','2022',0,'A diagnostic review examining common Terraform design errors, including monolithic state layouts and static credentials hardcoding. Provides engineering strategies to partition large state networks, establishing solid boundary scopes for cloud infrastructure.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Best Practices", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/testcontainers-integration-library-gets-commercial-backing-with-atomicjar','thenewstack.io: Testcontainers Integration Library Gets Commercial Backing'' with AtomicJar','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','94051faa5fdaaf380030a84c858517ffccb5eee3eb315644cb442b6e327f33fa',100.0,1.77903442274899697e+09,1,'2026-05-17T18:13:42.748997+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing','thenewstack.io: TestKube: A New Approach to Cloud Native Testing','','2021',3,'An editorial introduction to Testkube''s decoupled test-runner architecture. The piece explains how running test suites inside Kubernetes clusters eliminates the need to expose private APIs to external runner environments like GitHub Actions or GitLab CI.','English','Technical Article','Low',0,'online','manual','0c1745a8f0d6e7c692208e9ad1fedbc3d92213d3a14b4997d48f8196edfbcaf8',100.0,1.77903019927096295e+09,1,'2026-05-17T17:03:19.270963+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Industry Reviews"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes','thenewstack.io: Testkube: A Cloud Native Testing Framework for Kubernetes','','2022',3,'A follow-up analysis focusing on Testkube''s integration with popular GitOps tooling. The article details how treating tests as Kubernetes custom resources ensures test pipelines automatically sync alongside the corresponding microservices.','English','Technical Article','Low',0,'online','manual','1b9c1b501be2135dc3ee22d69bd84e50519a23f65fd9adbd151a1ae68284aa81',100.0,1.77903065837014198e+09,1,'2026-05-17T17:10:58.370142+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Industry Reviews"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/testcontainers-integration-library-gets-commercial-backing-with-atomicjar','thenewstack.io: Testcontainers Integration Library Gets Commercial Backing'' with AtomicJar','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','94051faa5fdaaf380030a84c858517ffccb5eee3eb315644cb442b6e327f33fa',100.0,1779034422,1,'2026-05-17T18:13:42.748997+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/testkube-a-new-approach-to-cloud-native-testing','thenewstack.io: TestKube: A New Approach to Cloud Native Testing','','2021',3,'An editorial introduction to Testkube''s decoupled test-runner architecture. The piece explains how running test suites inside Kubernetes clusters eliminates the need to expose private APIs to external runner environments like GitHub Actions or GitLab CI.','English','Technical Article','Low',0,'online','manual','0c1745a8f0d6e7c692208e9ad1fedbc3d92213d3a14b4997d48f8196edfbcaf8',100.0,1779030199,1,'2026-05-17T17:03:19.270963+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Industry Reviews"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/testkube-cloud-native-testing-framework-for-kubernetes','thenewstack.io: Testkube: A Cloud Native Testing Framework for Kubernetes','','2022',3,'A follow-up analysis focusing on Testkube''s integration with popular GitOps tooling. The article details how treating tests as Kubernetes custom resources ensures test pipelines automatically sync alongside the corresponding microservices.','English','Technical Article','Low',0,'online','manual','1b9c1b501be2135dc3ee22d69bd84e50519a23f65fd9adbd151a1ae68284aa81',100.0,1779030658,1,'2026-05-17T17:10:58.370142+02:00',NULL,NULL,NULL,'["Testing", "Test Orchestration", "Industry Reviews"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-4-definitions-of-multicloud-part-1-data-portability','thenewstack.io: The 4 Definitions of Multicloud: Part 1 — Data Portability','','2020',4,'Evaluates the concept of data portability within multi-cloud configurations. Focuses on the architectural mechanisms of synchronizing state across varying proprietary cloud databases, minimizing network egress latency, and utilizing modern cloud-native storage interfaces (CSI) for storage flexibility.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Multi-Cloud Strategy", "Data Management"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-6-pillars-of-platform-engineering-part-1-security','thenewstack.io: The 6 Pillars of Platform Engineering: Part 1 — Security','','2023',0,'Outlines the security pillar of Platform Engineering, showing how to bake access control, compliance, vulnerability scanning, and secrets management directly into the paved path. This strategy ensures security compliance is passive and frictionless for product developers.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Pillars", "Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-benefits-and-drawbacks-of-dataops-in-practice','thenewstack.io: The Benefits and Drawbacks of DataOps in Practice','','2022',0,'Explores the practical benefits and deployment drawbacks of DataOps. Outlines continuous integration strategies for analytical workflows, database schema migration safety, automated validation testing, and orchestrating massive data pipelines.','Conceptual','Methodology Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Data Operations", "DataOps"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-best-site-reliability-engineering-tools-in-2021','thenewstack.io: The Best Site Reliability Engineering Tools in 2021','','2021',0,'An evaluative overview of top-tier reliability platforms. Focuses on tools addressing continuous anomaly detection, SLO dashboards, chaos engineering, and incident management pipelines.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Tooling"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift','thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903233997600293e+09,0,'2026-05-17T17:38:59.976003+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-cloud-native-landscape-platforms-explained','thenewstack.io: The Cloud Native Landscape: Platforms Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c04d6959199ddd8499c01571ff0d8015a21ef6141ad2d68df43b1e5a8dba2bb1',100.0,1.77903392528500604e+09,0,'2026-05-17T18:05:25.285006+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-challenges-of-monitoring-kubernetes-and-openshift','thenewstack.io: The Challenges of Monitoring Kubernetes and OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1779032339,0,'2026-05-17T17:38:59.976003+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-cloud-native-landscape-platforms-explained','thenewstack.io: The Cloud Native Landscape: Platforms Explained','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c04d6959199ddd8499c01571ff0d8015a21ef6141ad2d68df43b1e5a8dba2bb1',100.0,1779033925,0,'2026-05-17T18:05:25.285006+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-cloud-native-landscape-platforms-explained"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-coming-era-of-data-as-code','thenewstack.io: The Coming Era of Data as Code 🌟','','2021',0,'Presents the ''Data as Code'' philosophy, where datasets are treated with the same version control, testing, and continuous delivery disciplines as application source code. The author argues that data pipelines must have rigorous validation tests before execution. Live enterprise analytics frameworks validate this trend, showing that treating data declaratively is essential for stable, reproducible machine learning and analytical pipelines.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Operations", "Data-as-Code"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-devsecops-skillsets-required-for-cloud-deployments','thenewstack.io: The DevSecOps Skillsets Required for Cloud Deployments','','2022',0,'Identifies core competencies required to bridge the gap between application engineering, infrastructure management, and information security. Explores training approaches for policy-as-code linting, automated vulnerability triage, and team threat modeling.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Engineering Skills"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','32a7606ea43f5e0c14b7551ad20fbae17443ab78a078191d67d136bd0a96f41d',100.0,1.77903148953830289e+09,0,'2026-05-17T17:24:49.538303+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-microservices-more-abstractions','thenewstack.io: The Future of Microservices? More Abstractions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','32a7606ea43f5e0c14b7551ad20fbae17443ab78a078191d67d136bd0a96f41d',100.0,1779031489,0,'2026-05-17T17:24:49.538303+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/microservices/the-future-of-microservices-more-abstractions"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-future-of-ops-careers','thenewstack.io: The Future of Ops Careers 🌟🌟','','2020',3,'Analyzes the evolution of systems careers, mapping the rise of specialized SRE and platform engineering positions to handle complex multi-cloud deployments.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Career Development"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-growth-of-state-in-kubernetes','thenewstack.io: The Growth of State in Kubernetes','','2021',0,'A historical and architectural analysis of the growth of stateful applications inside Kubernetes. It documents the transition from early, experimental Peterson/Docker volume loops to highly hardened cloud-native database clustering engines.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Stateful Applications"]','["[EMERGING]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-hidden-costs-of-service-meshes','thenewstack.io: The Hidden Costs of Service Meshes','','2022',4,'An essential architectural analysis of the hidden performance costs of deploying service meshes. Details resource overhead limits (CPU/RAM per proxy), network latency penalties, and cognitive overhead for platform engineering teams.','None','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Performance"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-kubernetes-network-security-effect','thenewstack.io: The Kubernetes Network Security Effect 🌟','','2021',0,'Explores the industry paradigm shift toward dynamic microsegmentation. Discusses the downstream security benefits of adopting strict default-deny postures in multi-tenant environments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Zero Trust"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-latest-owasp-top-10-looks-a-lot-like-the-old-owasp','thenewstack.io: Latest OWASP Top 10 Surfaces Web Development Security Bugs','','2021',0,'Analyzes shifts within the OWASP Top 10 web application vulnerabilities list. Highlights the prominence of Broken Access Control and Cryptographic Failures, showing a clear shift from simple code-level bugs (like injection) toward systemic architectural logic failures. Useful for security steering groups updating development policies.','N/A','Article','Basic',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Mitigation Standards", "OWASP Top 10"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/the-most-popular-cloud-native-storage-solutions','thenewstack.io: The most popular cloud native solutions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','faf4291b9c2044bc614e34926ec7b8dff96a5f79c8b7efd21727bc222f63f11a',100.0,1.77903369251177597e+09,0,'2026-05-17T18:01:32.511776+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/the-most-popular-cloud-native-storage-solutions','thenewstack.io: The most popular cloud native solutions 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','faf4291b9c2044bc614e34926ec7b8dff96a5f79c8b7efd21727bc222f63f11a',100.0,1779033692,0,'2026-05-17T18:01:32.511776+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/cloud-native/the-most-popular-cloud-native-storage-solutions"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-new-stacks-top-kubernetes-stories-of-2021','thenewstack.io: The New Stack’s Top Kubernetes Stories of 2021','','2021',2,'A retro collection of tech journalism covering Kubernetes security vulnerabilities, runtime deprecations, and API improvements. Essential history context of cloud-native developments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Industry Trends", "Yearly Reviews"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-next-kubernetes-management-frontier-automation','thenewstack.io: The Next Kubernetes Management Frontier: Automation. Automation Is No Longer a “Nice to Have” 🌟🌟','','2022',0,'Analyzes automation frameworks as the definitive management frontier for multi-cluster operations. Curator Insight focuses on standard tooling, whereas Live Grounding demonstrates how GitOps-driven automation is a core requirement to support modern self-healing platforms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Cluster Operations", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-next-step-after-devops-and-gitops-is-cloud-engineering-pulumi-says','thenewstack.io: The Next Step after DevOps and GitOps Is Cloud Engineering, Pulumi Says','','2021',0,'A foundational examination of the shift from legacy DevOps models to full Cloud Engineering. Highlights how Pulumi bridges application development and infrastructure via standardized code workflows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Cloud Engineering", "Pulumi"]','["[LEGACY]"]','[]','["pulumi.md"]','{}','{}');
@@ -13605,13 +13605,13 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/the-state-of-kubernetes-k
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-time-to-decide-on-docker-desktop-has-arrived','thenewstack.io: The Time to Decide on Docker Desktop Has Arrived','','2021',0,'Strategic evaluation analyzing how Docker Desktop''s commercial subscription timeline impacts enterprise operations, helping organizations choose between purchasing licenses or migrating to open-source alternatives.','English','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Licensing & Licensing Shift"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-top-5-secrets-management-mistakes-and-how-to-avoid-them','thenewstack.io: The Top 5 Secrets Management Mistakes and How to Avoid Them','','2022',0,'Identifies critical anti-patterns in cloud secrets administration, detailing the hazards of static credential rotation, environment variable exposure, and Git commits. Recommends implementing ephemeral credentials via HashiCorp Vault, dynamic injection, and scoped role access.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Risk Mitigation"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/the-urgency-driving-aiops-into-your-enterprise','thenewstack.io: The Urgency Driving AIOps into Your Enterprise','','2023',0,'Analyzes the business and technology drivers forcing rapid enterprise integration of AIOps platforms. Addresses the challenge of telemetry overload and details how automated correlation engines optimize modern cloud networks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "AIOps & Observability", "Strategic IT Ops"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-all-hail-visual-studio-code','thenewstack.io: This Week in Programming: All Hail Visual Studio Code','','2020',0,'This programmatic review explores VS Code''s ascent to market dominance. It analyzes the underlying lightweight Electron architecture, dynamic ecosystem scaling, and multi-language support that enable the platform to function effectively across diverse programming environments.','N/A','Article','Beginner',0,'online','manual','8358a8656dbcb0da4c4db2d50690dbcf94b8e895767ef99220cb29135e7ac57d',100.0,1.7790291132990911e+09,1,'2026-05-17T16:45:13.299091+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-all-hail-visual-studio-code','thenewstack.io: This Week in Programming: All Hail Visual Studio Code','','2020',0,'This programmatic review explores VS Code''s ascent to market dominance. It analyzes the underlying lightweight Electron architecture, dynamic ecosystem scaling, and multi-language support that enable the platform to function effectively across diverse programming environments.','N/A','Article','Beginner',0,'online','manual','8358a8656dbcb0da4c4db2d50690dbcf94b8e895767ef99220cb29135e7ac57d',100.0,1779029113,1,'2026-05-17T16:45:13.299091+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-aws-completes-elasticsearch-fork-with-opensearch','thenewstack.io: This Week in Programming: AWS Completes Elasticsearch Fork with OpenSearch','','2021',0,'Discusses the initial release milestones of OpenSearch 1.0. Focuses on the decoupling of proprietary Elastic modules to ensure a community-driven, open-source path forward for cloud providers and developers.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "OpenSearch"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-can-you-feel-the-burn','thenewstack.io: This Week in Programming: Can You Feel the Burn?','','2021',0,'This analysis focuses on developer burnout within accelerated release environments. It outlines organizational remedies to alleviate continuous delivery stress, advocating for structural changes in planning, tooling automation, and mental well-being initiatives inside technical orgs.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Developer Wellness", "Burnout Prevention"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-kubernetes-from-day-one','thenewstack.io: This Week in Programming: Kubernetes from Day One? 🌟','','2021',3,'Debates the architectural trade-offs of starting projects on Kubernetes from inception versus migrating legacy monoliths. Evaluates how early adoption influences software delivery pipelines and containerizes early infrastructure.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Strategy", "Application Lifecycle"]','["[LEGACY]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-the-elasticsearch-saga-continues','thenewstack.io: This Week in Programming: The ElasticSearch Saga Continues','','2021',0,'Evaluates the technical and legal friction generated by Elastic''s license change. Discusses how this licensing pivot forced major enterprises and open-source ecosystems to migrate infrastructure to OpenSearch or accept SSPL/Elastic licenses.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Log Management", "Industry Shifts"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/this-week-in-programming-windows-opens-up-to-android-developers','thenewstack.io: This Week in Programming: Windows Opens Up to Android Developers','','2021',0,'Details the integration of Android application virtualization inside the Windows developer workflow. Bridges target compilation and execution environments using native Windows subsystems for a streamlined developer experience.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Experience", "Mobile Development", "Windows Integration"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes','thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1.77903217987502098e+09,0,'2026-05-17T17:36:19.875021+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/tigera-aims-ease-connectivity-pain-kubernetes','thenewstack.io: Tigera''s Calico Aims to Ease Connectivity Pain with Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ce324f75cac9ce1dedc76a360b4d1111028392d339e272a632be07a175a9acc3',100.0,1779032179,0,'2026-05-17T17:36:19.875021+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/category/kubernetes"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tracing-why-logs-arent-enough-to-debug-your-microservices','thenewstack.io: Tracing: Why Logs Aren’t Enough to Debug Your Microservices 🌟','','2021',0,'Explores the technical limitations of traditional centralized logging in cloud-native microservices. Highlights how distributed tracing bridges context gaps, tracing request flow across network boundaries.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Methodology"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/transform-and-future-proof-your-architecture-with-mach','thenewstack.io: Transform and Future-Proof Your Architecture with MACH','','2022',4,'Introduces MACH (Microservices, API-first, Cloud-native, Headless) as a modern enterprise blueprint for agile digital experience platforms. This modular paradigm allows businesses to scale individual pieces independently, facilitating seamless integrations and preventing monolithic vendor lock-in.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Modern Architectural Paradigms", "MACH Architecture"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tricks-for-cloud-cost-optimization','thenewstack.io: Tricks for Cloud Cost Optimization | Pavan Belagatti','','2021',0,'Discusses key tactical tricks for managing cloud infrastructure billing. Focuses on the implementation of modern open-source Kubernetes cost observability tools (such as Kubecost) alongside active container rightsizing strategies to optimize compute expenditures.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
@@ -13625,14 +13625,14 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/tutorial-deploy-anthos-ap
 INSERT INTO "resources" VALUES('https://thenewstack.io/tutorial-gitops-in-multicluster-environments-with-anthos-config-management','Tutorial: GitOps in Multicluster Environments with Anthos Config Management','','2020',0,'A comprehensive guide on establishing declarative configuration management in multi-cluster environments using Anthos Config Management (ACM). The tutorial details Git-to-cluster synchronization protocols, security policies via Config Controller, and cluster-state reconciliation mechanisms, representing a stable paradigm for enterprise hybrid-cloud control planes.','YAML','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid Cloud Solutions", "Multi-Cluster GitOps", "Anthos Config Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tutorial-host-a-local-podman-image-registry','thenewstack.io: Tutorial: Host a Local Podman Image Registry 🌟','','2021',0,'An operations tutorial detailing how to host and secure a local container image registry on a Podman development node. This blueprint outlines container networking setups, systemd integration, and storage mounting strategies, facilitating offline local image building and rapid microservice prototyping loops.','Shell','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Tooling", "Local Registries"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/tutorial-install-and-configure-openebs-on-amazon-elastic-kubernetes-service','thenewstack.io: Install and Configure OpenEBS on Amazon Elastic Kubernetes Service','','2021',0,'Technical tutorial on running OpenEBS as a local containerized block storage provider within Amazon EKS node groups, optimizing performance for persistent enterprise workloads.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Storage Solutions"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/understand-the-aws-shared-responsibility-model-for-kubernetes','thenewstack.io: The AWS Shared Responsibility Model for Kubernetes','','2026',0,'An analytical overview dissecting the limits of responsibility when managing containerized infrastructure on AWS. It contrasts the delineation of security controls between self-managed EC2 EKS node groups, managed node groups, and AWS Fargate abstractions.','N/A','Article','Intermediate',0,'online','manual','49e9f9cf77f36d5f306a1d0dbcbb2d567c851a4d8e871e50d346c505f6ade3a6',100.0,1.7790336401076951e+09,1,'2026-05-17T18:00:40.107695+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/understand-the-aws-shared-responsibility-model-for-kubernetes','thenewstack.io: The AWS Shared Responsibility Model for Kubernetes','','2026',0,'An analytical overview dissecting the limits of responsibility when managing containerized infrastructure on AWS. It contrasts the delineation of security controls between self-managed EC2 EKS node groups, managed node groups, and AWS Fargate abstractions.','N/A','Article','Intermediate',0,'online','manual','49e9f9cf77f36d5f306a1d0dbcbb2d567c851a4d8e871e50d346c505f6ade3a6',100.0,1779033640,1,'2026-05-17T18:00:40.107695+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/understanding-gitops-the-latest-tools-and-philosophies','thenewstack.io: Understanding GitOps: The Latest Tools and Philosophies','','2021',0,'Synthesizes emerging GitOps technologies and delivery paradigms. It focuses on how modern sync engines handle connectivity losses in hybrid environments and manage multi-tenant boundaries. It serves as a great tool for architects planning future-proof application delivery frameworks.','None','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Ecosystem"]','["[EMERGING]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/unifying-kubernetes-service-networking-again-with-the-gateway-api','thenewstack.io: Unifying Kubernetes Service Networking (Again) with the Gateway API 🌟','','2021',0,'A critical industry analysis discussing the reunification of layer 4 and layer 7 service networking. Highlights the collaborative benefits of separating cluster ops configurations from developer route manifests.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Gateway API"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/upgrade-helm-if-you-dont-want-to-share-your-username-and-password','thenewstack.io: Upgrade Helm if You Don’t Want to Share Your Username and Password (Helm’s CVE-2021-32690) 🌟','','2021',0,'Critical analysis of Helm security vulnerability CVE-2021-32690. Investigates how auth credentials could be inadvertently leaked to third-party domains during chart installations, emphasizing immediate upgrades to safe client versions.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Vulnerabilities", "CVE-2021-32690"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/use-chaos-engineering-to-strengthen-your-incident-response','thenewstack.io: Use Chaos Engineering to Strengthen Your Incident Response','','2021',0,'Explores how structured chaos experiments improve an organization''s incident response systems. By executing planned simulations, teams refine alert routing, on-call page distributions, incident runbooks, and cross-functional post-mortems.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Operations Strategy"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/use-low-code-to-reduce-friction-for-cloud-operations-teams','thenewstack.io: Use Low Code to Reduce Friction for Cloud Operations Teams','','2022',3,'Explores how operations teams can build internal operational dashboards and trigger-action automation scripts using low-code tools. It emphasizes using visual drag-and-drop orchestration to decrease the engineering backlog for infrastructure maintenance.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Development Paradigms", "Low Code"]','["[COMMUNITY-TOOL]"]','[]','["lowcode-nocode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/using-chaos-engineering-to-improve-the-resilience-of-stateful-applications-on-kubernetes','thenewstack.io: Using Chaos Engineering to Improve the Resilience of Stateful Applications on Kubernetes','','2021',0,'Analyzes specific failure paradigms and risk mitigation patterns when practicing chaos engineering on stateful Kubernetes applications. Evaluates how databases, storage queues, and shared volumes respond to network latency, node crashes, and storage attachment failures.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Stateful Systems"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data','thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data','','N/A',0,'Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.','English','Technical Article','Advanced',1,'online','manual','6a840541f51fdb019c2f1fcfb37c592726a16cb682292b395f21580e61a23bb0',100.0,1.77903002073973202e+09,1,'2026-05-17T17:00:20.739732+02:00',NULL,NULL,NULL,'["Data Architecture", "Retrieval-Augmented Generation", "Enterprise AI"]','["[ENTERPRISE-STABLE]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data','thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data','','N/A',0,'Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.','English','Technical Article','Advanced',1,'online','manual','6a840541f51fdb019c2f1fcfb37c592726a16cb682292b395f21580e61a23bb0',100.0,1779030020,1,'2026-05-17T17:00:20.739732+02:00',NULL,NULL,NULL,'["Data Architecture", "Retrieval-Augmented Generation", "Enterprise AI"]','["[ENTERPRISE-STABLE]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/using-traefik-ingress-controller-with-istio-service-mesh','thenewstack.io: Using Traefik Ingress Controller with Istio Service Mesh','','2020',0,'An architectural examination of combining Traefik''s edge ingress capabilities with the granular micro-segmentation of the Istio Service Mesh. This dual-layer approach optimizes ingress pathing while maintaining strict mTLS and telemetry enforcement across internal pod networks.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Traffic Management", "Kubernetes Ingress Controllers", "Traefik Ingress"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/validate-service-level-objectives-of-rest-apis-using-iter8','thenewstack.io: Validate Service-Level Objectives of REST APIs Using Iter8','','2022',0,'Demonstrates utilizing Iter8 to execute programmatic SLO assertions on REST endpoints. Ideal for modern CI/CD patterns validating performance bounds before traffic transitions to production.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "SLO Validation", "REST APIs"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/vfunction-transforms-monolithic-java-to-microservices','thenewstack.io: vFunction Transforms Monolithic Java to Microservices','','2021',0,'Deep-dive case study covering how vFunction automates the decomposition of complex legacy Java application structures into modern cloud-native APIs. Illustrates mapping monolithic complexity to decoupled Domain-Driven Design (DDD) boundaries.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Modernization", "Monolith to Microservices", "Case Studies"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
@@ -13644,14 +13644,14 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/wave-goodbye-to-release-n
 INSERT INTO "resources" VALUES('https://thenewstack.io/we-pushed-helm-to-the-limit-then-built-a-kubernetes-operator','thenewstack.io: We Pushed Helm to the Limit, then Built a Kubernetes Operator 🌟','','2021',0,'A real-world case study outlining the transition from Helm charts to custom Go operators. It discusses the scaling limitations of template parsing when implementing complex state machines.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Case Study", "Migration", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/weave-gitops-core-integrates-git-with-kubernetes','thenewstack.io: Weave GitOps Core Integrates Git with Kubernetes','','2021',0,'Historical technical overview detailing Weave GitOps Core''s launch and design paradigm. It explains how the core controller establishes declarative reconciliation to manage standard deployments using Flux engines under the hood.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "GitOps", "Legacy Tools"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/weave-gitops-trusted-delivery-a-road-to-kubernetes-sanity','thenewstack.io: Weave GitOps Trusted Delivery: A Road to Kubernetes Sanity?','','2022',0,'An archived analytical exploration highlighting Weave''s ''Trusted Delivery'' framework, emphasizing secure supply chain integration with OPA policies and cryptographically verified pipelines inside Kubernetes environments.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "GitOps", "Legacy Tools"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps','thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps'' (Magalix)','','2021',0,'Reports on Weaveworks'' acquisition and integration of Magalix to embed Policy-as-Code directly into GitOps pipelines. Details how declarative governance policies can be evaluated in continuous-delivery cycles prior to deployment, preventing misconfigured resources from ever entering a live cluster.','Go','News','Intermediate',0,'online','manual','464e95b3fc55b3d93cc5fff93f4e6bf1ca1feb8cc23533b2cb204805530f090a',100.0,1.77903111098841691e+09,1,'2026-05-17T17:18:30.988417+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/weaveworks-adds-policy-as-code-to-secure-kubernetes-apps','thenewstack.io: Weaveworks Adds Policy as Code to Secure Kubernetes Apps'' (Magalix)','','2021',0,'Reports on Weaveworks'' acquisition and integration of Magalix to embed Policy-as-Code directly into GitOps pipelines. Details how declarative governance policies can be evaluated in continuous-delivery cycles prior to deployment, preventing misconfigured resources from ever entering a live cluster.','Go','News','Intermediate',0,'online','manual','464e95b3fc55b3d93cc5fff93f4e6bf1ca1feb8cc23533b2cb204805530f090a',100.0,1779031110,1,'2026-05-17T17:18:30.988417+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "GitOps"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/web3-architecture-and-how-it-compares-to-traditional-web-apps','thenewstack.io: Web3 Architecture and How It Compares to Traditional Web Apps','','2021',0,'A detailed technical breakdown comparing the architecture of traditional Web2 web applications (database-to-backend-to-frontend) with Web3 decentralized topologies. It outlines the role of blockchain consensus layers, smart contracts, RPC providers, client wallets, and distributed file stores (such as IPFS and Arweave).','N/A','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Emerging Paradigms", "Web3 Architecture", "Decentralized Systems", "System Comparison"]','["[COMMUNITY-TOOL]"]','[]','["web3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-david-flanagan-learned-fixing-kubernetes-clusters','thenewstack.io: What David Flanagan Learned Fixing Kubernetes Clusters','','2021',0,'This synthesis highlights critical real-world lessons from fixing broken Kubernetes clusters under pressure, illustrating how misconfigurations lead to spectacular outages. It emphasizes that basic oversights in DNS configuration, RBAC permissions, and resource constraints cause the majority of cluster-wide failures. This post-mortem review serves as a warning and a guide to preventative cluster maintenance.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-does-it-take-to-manage-hundreds-of-kubernetes-clusters','thenewstack.io: What Does It Take to Manage Hundreds of Kubernetes Clusters?','','2021',4,'Examines the challenges of managing large fleets of Kubernetes clusters in production. Evaluates key strategies for GitOps-driven deployment automation, programmatic RBAC enforcement, policy propagation, and consolidated fleet telemetry across environments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Multi-Cluster Management", "Fleet Orchestration"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-cloud-automation-and-how-does-it-benefit-it-teams','thenewstack.io: What Is Cloud Automation and How Does It Benefit IT Teams? 🌟','','2021',0,'Demystifies cloud automation paradigms, describing how automated resource provisioning, scaling, and configuration reduce operational overhead and human error. Key focus is placed on programmatic API orchestration and infrastructure-as-code.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Automation", "Concepts"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-container-monitoring','thenewstack.io: What Is Container Monitoring?','','2022',0,'Details the core components of container-level metric collection, explaining the collection layers between host OS kernels, container runtimes (containerd), and container orchestrators. Curator Insight: Structural baseline for container runtimes. Live Grounding: Invaluable context for engineers trying to diagnose performance issues when transitioning from VMs to bare-metal containers.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Containers", "Observability", "Basics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-data-management-in-the-kubernetes-age','thenewstack.io: What Is Data Management in the Kubernetes Age?','','2022',0,'Redefines how data management must adapt to the API-first, declarative paradigm of Kubernetes. Highlights key criteria including multi-cloud data transportability, self-healing database engines, and policy-driven backups.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Data Governance", "Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops','thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for'' DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489203d7c644a615dd8c991690faeec1a09c7b7699df5401d74e958dc09808c7',100.0,1.77903203464261388e+09,0,'2026-05-17T17:33:54.642614+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/software-development"}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-gitops-and-why-it-might-be-the-next-big-thing-for-devops','thenewstack.io: What Is GitOps and Why It Might Be The Next Big Thing for'' DevOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','489203d7c644a615dd8c991690faeec1a09c7b7699df5401d74e958dc09808c7',100.0,1779032034,0,'2026-05-17T17:33:54.642614+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://thenewstack.io/software-development"}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-istio-and-why-does-kubernetes-need-it','thenewstack.io: What Is Istio and Why Does Kubernetes Need it? 🌟','','2021',0,'An introductory overview focusing on how Istio decouples communication concerns from business logic. Explains the operational benefits of shifting circuit breaking, telemetry collection, and dynamic routing into Envoy proxies.','English','Article','Low',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-is-the-modern-cloud-native-stack','thenewstack.io: What is the modern cloud native stack? 🌟🌟','','2020',5,'Maps out the components of the modern Cloud Native Computing Foundation (CNCF) stack. From container runtimes (containerd) and orchestration (Kubernetes) to service meshes (Istio/Linkerd) and GitOps deployment paradigms (ArgoCD), this serves as an essential reference architecture.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "CNCF Ecosystem", "Platform Engineering"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/what-we-learned-from-enabling-developer-self-service','thenewstack.io: What We Learned from Enabling Developer Self-Service','','2023',0,'Analyzes the lessons learned from deploying internal developer platforms. Emphasizes that successful self-service portals require careful user-research, avoiding over-automation, and continuous developer feedback loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Self-Service", "Case Studies"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
@@ -13676,17 +13676,17 @@ INSERT INTO "resources" VALUES('https://thenewstack.io/why-kubernetes-has-emerge
 INSERT INTO "resources" VALUES('https://thenewstack.io/why-open-source-project-maintainers-are-reluctant-to-use-digital-signatures-two-factor-authentication','thenewstack.io: Why Open Source Project Maintainers are Reluctant to use Digital Signatures, Two-Factor Authentication','','2021',0,'Explores the workflow friction and usability issues surrounding GPG/SSH commit signing and multi-factor authentication (MFA) in open-source projects. Examines the trade-offs between supply-chain security mandates and developer velocity.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Security and Authentication"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/will-grafana-become-easier-to-use-in-2022','thenewstack.io: Will Grafana Become Easier to Use in 2022?','','2022',0,'Examines Grafana''s platform roadmap toward simplifying visual dashboarding, query building, and exploration. Focuses on low-barrier UI paradigms to democratize data analytics without reducing technical expressiveness.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "User Experience & Usability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/yet-another-log4j-security-problem-appears','thenewstack.io: Yet Another Log4j Security Problem Appears','','2021',0,'This article tracks the emergence of subsequent vulnerabilities discovered within early Log4j patch updates. It analyzes why partial mitigations and incomplete configurations failed to resolve the issues, highlighting the need for comprehensive updates. It provides crucial context for managing complex software supply chain threats.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4j Evolution"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thenewstack.io/yor-automates-tagging-for-infrastructure-as-code','thenewstack.io: Yor Automates Tagging for Infrastructure as Code','','2021',0,'Outlines the capabilities of Yor, an automated tagging engine designed to apply consistent metadata to IaC assets (Terraform, CloudFormation). Tracks resource ownership, drift, and git commit history through auto-injected tags, improving traceability and cloud financial operations (FinOps).','Go','Article','Intermediate',0,'online','manual','a986652d7b5cb4f8f08fd4b5ba434346d871af68c4c6f194e1b5dd537fb5bc12',100.0,1.77903223208788895e+09,1,'2026-05-17T17:37:12.087889+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Infrastructure-as-Code", "Tagging & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thenewstack.io/yor-automates-tagging-for-infrastructure-as-code','thenewstack.io: Yor Automates Tagging for Infrastructure as Code','','2021',0,'Outlines the capabilities of Yor, an automated tagging engine designed to apply consistent metadata to IaC assets (Terraform, CloudFormation). Tracks resource ownership, drift, and git commit history through auto-injected tags, improving traceability and cloud financial operations (FinOps).','Go','Article','Intermediate',0,'online','manual','a986652d7b5cb4f8f08fd4b5ba434346d871af68c4c6f194e1b5dd537fb5bc12',100.0,1779032232,1,'2026-05-17T17:37:12.087889+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Infrastructure-as-Code", "Tagging & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thenewstack.io/you-dont-need-a-blockchain-you-need-a-time-series-database','thenewstack.io: You Don’t Need a Blockchain, You Need a Time-Series Database','','2021',0,'An analytical architectural article arguing against the systemic misuse of blockchain technologies for transactional audit logging. Demonstrates that time-series databases provide equivalent historic immutability, superior indexing speed, and scalable writes.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Time-Series", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://thomasthornton.cloud/if-elseif-or-else-in-github-actions','thomasthornton.cloud: If, elseif or else in GitHub Actions','','2021',0,'This architectural guide details the execution of complex conditional routing syntax (if-elif-else) within GitHub Actions workflows. It highlights the evaluation patterns of workflow-level expressions, env-context variables, and pipeline optimization mechanics.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://thorntail.io','Red Hat Thorntail','','2021',0,'Formerly known as WildFly Swarm, Thorntail was Red Hat''s early MicroProfile runtime. In 2026, Thorntail is entirely deprecated and archived. Red Hat has transitioned its engineering effort and user community to Quarkus, which serves as the modern standard for fast cloud-native Java.','Java','Tool','Intermediate',1,'online','manual','47aba5d424401c310c3130cf98ae8ae11768b641b7e6aea4ccfd6722e9dc6a6a',100.0,1.77903348876530694e+09,1,'2026-05-17T17:58:08.765307+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "MicroProfile"]','["[LEGACY]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean','Azure Arc enabled Kubernetes allows you to connect and manage external Kubernetes clusters in Azure','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad503abd9254c46c5640e7c0f8150a2e4ab8c6ea9f3ec72c46a2988b6c74fd11',100.0,1.77903248390137791e+09,0,'2026-05-17T17:41:23.901378+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean"}');
+INSERT INTO "resources" VALUES('https://thorntail.io','Red Hat Thorntail','','2021',0,'Formerly known as WildFly Swarm, Thorntail was Red Hat''s early MicroProfile runtime. In 2026, Thorntail is entirely deprecated and archived. Red Hat has transitioned its engineering effort and user community to Quarkus, which serves as the modern standard for fast cloud-native Java.','Java','Tool','Intermediate',1,'online','manual','47aba5d424401c310c3130cf98ae8ae11768b641b7e6aea4ccfd6722e9dc6a6a',100.0,1779033488,1,'2026-05-17T17:58:08.765307+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "MicroProfile"]','["[LEGACY]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean','Azure Arc enabled Kubernetes allows you to connect and manage external Kubernetes clusters in Azure','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ad503abd9254c46c5640e7c0f8150a2e4ab8c6ea9f3ec72c46a2988b6c74fd11',100.0,1779032483,0,'2026-05-17T17:41:23.901378+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean"}');
 INSERT INTO "resources" VALUES('https://thoth-station.ninja','Project Thoth','','2023',0,'Project Thoth is Red Hat''s AI-driven build engine providing automated recommendations on Python packaging setups. Recommends target-optimized, secure package versions by tracking execution metrics, compatibility bugs, and vulnerability profiles in container runtimes.','Python','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Dependency Management", "AI-Driven Operations"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://thoughtbot.com/blog/zero-downtime-rails-deployments-with-kubernetes','thoughtbot.com: Zero Downtime Rails Deployments with Kubernetes','','2020',3,'Analyzes the unique operational challenges of rolling out Ruby on Rails workloads dynamically. Synthesizes migration orchestration pipelines, preStop lifecycle adjustments, and database scaling hooks to prevent downtime during database schema updates and container recycling.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Deployment", "Frameworks", "Ruby on Rails"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://threadreaderapp.com/thread/963413508300812295.html','threadreaderapp.com:  Kelsey Hightower: "Kubernetes has made huge improvements in the ability to run stateful workloads including databases and message queues, but I still prefer not to run them on Kubernetes" 🌟','','2018',0,'Kelsey Hightower''s historical analysis on running stateful databases inside Kubernetes. While operator maturity has improved significantly, the core operational warning remains relevant: separating state from compute minimizes platform complexity and failure domain blast radius.','Conceptual','Opinion Piece','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Data on Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://threatpost.com/argo-cd-security-bug-kubernetes-cloud-apps/178239','threatpost.com: Argo CD Security Bug Opens Kubernetes Cloud Apps to Attackers','','2022',3,'News coverage of a severe vulnerability affecting ArgoCD. Explains how the path traversal flaw (CVE-2022-24348) allowed malicious manifests to pull sensitive secrets and files from the GitOps control plane cluster.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerabilities & CVEs", "ArgoCD Security"]','["[COMMUNITY-TOOL]"]','[]','["argo.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943fc057b208','tiagodiasgeneroso.medium.com: Observability Concepts you should know','','N/A',0,'A curated technical resource and architectural guide covering tiagodiasgeneroso.medium.com: Observability Concepts you should know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903023044341111e+09,0,'2026-05-17T17:03:50.443411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943fc057b208','tiagodiasgeneroso.medium.com: Observability Concepts you should know','','N/A',0,'A curated technical resource and architectural guide covering tiagodiasgeneroso.medium.com: Observability Concepts you should know in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030230,0,'2026-05-17T17:03:50.443411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tier1app.com','tier1app.com','','2026',0,'Platform behind core JVM diagnostic tools such as GCEasy, FastThread, and HeapHero. Provides automated analysis of GC logs, thread dumps, and heap dumps to resolve memory leaks and performance bottlenecks.','None','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Performance"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tigerabrodi.hashnode.dev/interviewing-software-developers','tigerabrodi.hashnode.dev: Interviewing software developers','','N/A',0,'A curated technical resource and architectural guide covering tigerabrodi.hashnode.dev: Interviewing software developers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903236096178889e+09,0,'2026-05-17T17:39:20.961789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tigerabrodi.hashnode.dev/interviewing-software-developers','tigerabrodi.hashnode.dev: Interviewing software developers','','N/A',0,'A curated technical resource and architectural guide covering tigerabrodi.hashnode.dev: Interviewing software developers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032360,0,'2026-05-17T17:39:20.961789+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tilt.dev','tilt.dev','','2026',4,'Tilt is an advanced local inner-loop orchestrator. It observes codebase modifications to automatically rebuild container filesystems and sync live changes straight into Kubernetes pods, presenting structured status reporting via a local CLI/web UI.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "Tilt"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tldp.org/LDP/sag/html/index.html','tldp.org: The Linux System Administrator''s Guide 🌟','','2004',3,'A historic, comprehensive manual detailing Linux system initialization, filesystem structure, and low-level administrative operations. While modern systemd paradigms have evolved, Live Grounding confirms it still offers critical theoretical fundamentals of POSIX architecture.','N/A','Book','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2004-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "System Administration", "Documentation"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tldrsec.com/?404=%2Fguides%2Fkubernetes','tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟','','2020',0,'A comprehensive vulnerability catalog and risk analysis guide highlighting exploitation pathways in typical cluster deployments. Highlights the security impacts of insecure volume mounts and metadata service access.','N/A','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Risk Analysis & Auditing", "Threat Vector Modeling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tldrsec.com/guides/kubernetes','tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64a54413e9e56516effa35bfc867ab790192d4fdfeec78524ec96433e18a71d9',100.0,1.77903112585858488e+09,0,'2026-05-17T17:18:45.858585+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://tldrsec.com/?404=%2Fguides%2Fkubernetes"}');
-INSERT INTO "resources" VALUES('https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications-eebd6522e102','tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications','','N/A',0,'A curated technical resource and architectural guide covering tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790341554871881e+09,0,'2026-05-17T18:09:15.487188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tldrsec.com/guides/kubernetes','tldrsec.com: Risk8s Business: Risk Analysis of Kubernetes Clusters 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','64a54413e9e56516effa35bfc867ab790192d4fdfeec78524ec96433e18a71d9',100.0,1779031125,0,'2026-05-17T17:18:45.858585+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://tldrsec.com/?404=%2Fguides%2Fkubernetes"}');
+INSERT INTO "resources" VALUES('https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications-eebd6522e102','tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications','','N/A',0,'A curated technical resource and architectural guide covering tom-sapak.medium.com: Deployment vs. StatefulSet for stateful applications in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034155,0,'2026-05-17T18:09:15.487188+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomd.xyz/jenkins-shared-library','tomd.xyz: Jenkins shared library: tutorial with examples 🌟','','2020',0,'A highly readable, practical tutorial showcasing files, directory structures, and global step patterns required to build a Jenkins Shared Library. Includes simplified code demonstrations showing how to write, import, and test custom steps.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomd.xyz/kubernetes-event-driven-keda','tomd.xyz: Event-driven integration on Kubernetes with Camel & KEDA 🌟','','2021',0,'Demonstrates how to run Apache Camel integration microservices on Kubernetes, leveraging KEDA to dynamically scale Camel routes based on incoming message rates. Synthesizes enterprise integration patterns (EIP) with modern cloud-native autoscaling.','Java','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Autoscaling", "Event-Driven Scaling"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomee.apache.org','TomEE from Tomitribe','','2026',0,'Apache TomEE is a lightweight, certified Jakarta EE and MicroProfile implementation built on Apache Tomcat. It merges Tomcat''s speed and small footprint with full Java Enterprise capabilities, including CDI, JTA, and JPA, making it ideal for microservice deployments requiring standardized API layers.','Java','Application Server','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Java", "Runtimes", "Apache TomEE"]','["[COMMUNITY-TOOL]"]','[]','["java_app_servers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://tomlous.medium.com/ci-cd-for-data-engineers-68b0fd915545','tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark'' containers for Kubernetes with Github Actions','','N/A',0,'A curated technical resource and architectural guide covering tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark'' containers for Kubernetes with Github Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903145855636906e+09,0,'2026-05-17T17:24:18.556369+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-bigdata.md"]','["kubernetes-bigdata.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://tomlous.medium.com/ci-cd-for-data-engineers-68b0fd915545','tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark'' containers for Kubernetes with Github Actions','','N/A',0,'A curated technical resource and architectural guide covering tomlous.medium.com: CI/CD for Data Engineers. Reliably Deploying Scala Spark'' containers for Kubernetes with Github Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031458,0,'2026-05-17T17:24:18.556369+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-bigdata.md"]','["kubernetes-bigdata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomsitcafe.com/2023/02/14/getting-started-with-ansible-playbooks-more-steps-towards-devops','tomsitcafe.com: Getting started with Ansible playbooks: more steps towards DevOps','','2023',0,'Explores the anatomy of fundamental Ansible playbooks, focusing on variable declaration, inventory definition, and core task blocks. Guides operators transitioning from shell scripts to declarative orchestration.','English','blog_post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Playbook Design"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomsitcafe.com/2023/02/17/conditional-statements-making-decisions-in-ansible-code','tomsitcafe.com: Conditional statements – making decisions in Ansible code','','2023',0,'Deep dive into conditional execution mechanisms within Ansible playbooks. Illustrates dynamic logic control using `when` blocks, registered outputs, and complex Jinja2 conditional expressions to manage multi-os targets.','English','blog_post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Control Flow"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://tomsitcafe.com/2023/03/06/how-to-implement-and-use-handlers-in-ansible-code','tomsitcafe.com: How to implement and use handlers in Ansible code?','','2023',0,'Covers design patterns for Ansible handlers, focusing on event-driven task execution. Shows how to trigger service reloads or post-installation actions only when underlying states are programmatically mutated.','English','blog_post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Task Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -13768,31 +13768,31 @@ INSERT INTO "resources" VALUES('https://tomsitcafe.com/2023/05/11/lets-use-a-mor
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-INSERT INTO "resources" VALUES('https://towardsaws.com/automating-static-website-deployment-a-guide-to-ci-cd-with-aws-and-terraform-bb6fcbae5667','towardsaws.com: Automating Static Website Deployment: A Guide to CI/CD with'' AWS and Terraform','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Automating Static Website Deployment: A Guide to CI/CD with'' AWS and Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903038458468389e+09,0,'2026-05-17T17:06:24.584684+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a','towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902932549828505e+09,0,'2026-05-17T16:48:45.498285+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-infrastructure-with-terraform-17ee287bb3d','==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS'' Infrastructure with Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS'' Infrastructure with Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030115.35968,0,'2026-05-17T17:01:55.359680+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50','towardsaws.com: How to centralize VPC endpoints in AWS','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: How to centralize VPC endpoints in AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903320581809091e+09,0,'2026-05-17T17:53:25.818091+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-api-in-aws-api-gateway-5112b835c0d4','towardsaws.com: Accessing a Private REST API from another Private REST API'' in AWS API Gateway','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Accessing a Private REST API from another Private REST API'' in AWS API Gateway in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034131,0,'2026-05-17T18:08:51.312760+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a','towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Autoscale Kubernetes Metrics Server on Amazon EKS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029325,0,'2026-05-17T16:48:45.498285+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-infrastructure-with-terraform-17ee287bb3d','==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS'' Infrastructure with Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==towardsaws.com: Creating a Bastion Host for Secure Access to Your AWS'' Infrastructure with Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030115,0,'2026-05-17T17:01:55.359680+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/from-scratch-to-production-deploying-eks-clusters-and-applications-with-ci-cd-using-jenkins-and-f27d4686d5fe','towardsaws.com: From Scratch to Production: Deploying EKS Clusters and Applications'' with CI/CD using Jenkins and Terraform','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: From Scratch to Production: Deploying EKS Clusters and Applications'' with CI/CD using Jenkins and Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032039,0,'2026-05-17T17:33:59.050504+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50','towardsaws.com: How to centralize VPC endpoints in AWS','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: How to centralize VPC endpoints in AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033205,0,'2026-05-17T17:53:25.818091+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/how-to-deploy-two-tier-aws-architecture-with-terraform-59db7b11dd47','==towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?==','','N/A',0,'A curated technical resource and architectural guide covering ==towardsaws.com: How to Deploy Two-Tier AWS Architecture with Terraform?== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030538,0,'2026-05-17T17:08:58.482994+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/import-existing-aws-architecture-to-terraform-368b66c48275','==towardsaws.com: Import Existing AWS Infrastructure to Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==towardsaws.com: Import Existing AWS Infrastructure to Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031615,0,'2026-05-17T17:26:55.098147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/integrating-python-amazon-api-gateway-lambda-sqs-and-sns-services-6015631d5527','towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and'' SNS Services | Brandi McCall','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Integrating Python, Amazon API Gateway, Lambda, SQS, and'' SNS Services | Brandi McCall in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032149,0,'2026-05-17T17:35:49.929591+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/kubernetes-multi-tenancy-approach-b0f58d615971','towardsaws.com: Kubernetes Multi-Tenancy Approach','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Kubernetes Multi-Tenancy Approach in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029948,0,'2026-05-17T16:59:08.083092+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/networking-basics-in-aws-ab72882855c4','towardsaws.com: Networking Basics in AWS','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Networking Basics in AWS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030322,0,'2026-05-17T17:05:22.866243+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-networking.md"]','["aws-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://towardsaws.com/terraform-basics-creating-custom-aws-vpc-subnets-and-route-tables-4e7075135e99','towardsaws.com: Terraform Basics: Creating Custom AWS VPC, Subnets, and'' Route Tables','','N/A',0,'A curated technical resource and architectural guide covering towardsaws.com: Terraform Basics: Creating Custom AWS VPC, Subnets, and'' Route Tables in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034391,0,'2026-05-17T18:13:11.810585+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://towardsdatascience.com/3-high-availability-cloud-concepts-you-should-know-93f3bab2cb4a','towardsdatascience.com: 3 High Availability Cloud Concepts You Should Know','','2022',4,'Explores three fundamental high-availability cloud strategies: active-active vs active-passive configurations, geo-redundant database replication, and zero-downtime DNS-routed failovers. Discusses mathematical SLA models and network traffic planning required to achieve high service uptime.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "High Availability", "Core Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15','towardsdatascience.com: 7 Must-Know Data Wrangling Operations with Python Pandas','','2021',0,'Technical deep dive into high-efficiency Pandas data-wrangling techniques. Covers aggregation, filtering, melting, pivoting, merging, and masking complex datasets for upstream analytical and ML training pipelines.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Python Data Science", "Pandas"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://towardsdatascience.com/a-git-cheatsheet-that-all-coders-need-bf8ad4d91576','towardsdatascience.com: A Git cheatsheet that all coders need','','2021',0,'Synthesizes essential syntax and common CLI combinations into an easily accessible reference index, enabling rapid search capabilities during routine coding tasks.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git CLI Basics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
@@ -13819,7 +13819,7 @@ INSERT INTO "resources" VALUES('https://towardsdatascience.com/git-commands-chea
 INSERT INTO "resources" VALUES('https://towardsdatascience.com/heroku-docker-in-10-minutes-f4329c4fd72f','towardsdatascience.com: Heroku + Docker in 10 Minutes','','2021',0,'A deployment guide detailing how to host containerized applications on Heroku using the Docker runtime. Shows a frictionless path to hosting containers without any complex infrastructure layers.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment", "PaaS", "Heroku"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://towardsdatascience.com/jenkins-for-ci-is-dead-why-do-people-hate-it-and-whats-the-alternative-8d8b6b88fdba',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering towardsdatascience.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,100.0,1779130495,0,'2026-05-18T20:54:55.031489+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
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@@ -13847,227 +13847,227 @@ Live Grounding: Explains object-relational abstraction mechanisms, parameterized
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 INSERT INTO "resources" VALUES('https://towardsdatascience.com/you-should-use-this-to-visualize-sql-joins-instead-of-venn-diagrams-ede15f9583fc','towardsdatascience.com: You Should Use This to Visualize SQL Joins Instead of Venn Diagrams','','2020',0,'Advocates for visual table-mapping paradigms instead of Venn diagrams for SQL joins. Demonstrates how relational algebra maps more accurately to table dimensions, preventing Cartesian product misunderstandings in complex queries.','SQL','Concept Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Fundamentals", "Visualization"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsdatascience.com/yq-mastering-yaml-processing-in-command-line-e1ff5ebc0823','towardsdatascience.com: yq: Mastering YAML Processing in Command Line 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0d6da0f5aadba38d823d4812168767989d93c80fe1663e28c1f82b5c77f38209',100.0,1.77903242102402806e+09,0,'2026-05-17T17:40:21.024028+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
-INSERT INTO "resources" VALUES('https://towardsdev.com/12-scanners-to-find-security-vulnerabilities-and-misconfigurations-in-kubernetes-332a738d076d','towardsdev.com: 12 Scanners to Find Security Vulnerabilities and Misconfigurations'' in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering towardsdev.com: 12 Scanners to Find Security Vulnerabilities and Misconfigurations'' in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902930976714801e+09,0,'2026-05-17T16:48:29.767148+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsdev.com/azure-devops-project-creation-and-setup-via-terraform-3444ff985bae','==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==towardsdev.com: Azure DevOps Project Creation and Setup via Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903110696610689e+09,0,'2026-05-17T17:18:26.966107+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsdev.com/kubernetes-deploying-nginx-servers-with-configmaps-shared-services-with-minikube-618aee9a8ff6','towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared'' Services with Minikube','','N/A',0,'A curated technical resource and architectural guide covering towardsdev.com: Kubernetes: Deploying Nginx Servers with ConfigMaps & Shared'' Services with Minikube in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790321037249031e+09,0,'2026-05-17T17:35:03.724903+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsdev.com/microservice-interview-questions-for-backend-developers-series-1-112d623a7c2a','towardsdev.com: Microservice Interview questions for Backend Developers'' series-1','','N/A',0,'A curated technical resource and architectural guide covering towardsdev.com: Microservice Interview questions for Backend Developers'' series-1 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032834.75369,0,'2026-05-17T17:47:14.753690+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/interview-questions.md"]','["interview-questions.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://towardsdev.com/performance-testing-your-kubernetes-kafka-cluster-95f6e7d8dfc5','towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster','','N/A',0,'A curated technical resource and architectural guide covering towardsdev.com: Performance Testing Your Kubernetes Kafka Cluster in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903122646928596e+09,0,'2026-05-17T17:20:26.469286+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-manager.html','unixarena.com: Terraform – Source credentials from AWS secret Manager','','2022',3,'Illustrates how to source cloud infrastructure credentials dynamic-on-demand from AWS Secrets Manager using standard Terraform data resources. Avoids persisting plaintext administrative credentials within static project variable configurations.','HCL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Infrastructure as Code", "Terraform Secrets"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks','vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e86bf5c49bb5d428ebc616efa414aded48bcb489b9a6c5bae094c8698d23fe4f',100.0,1779031672,0,'2026-05-17T17:27:52.463128+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks"}');
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 INSERT INTO "resources" VALUES('https://website.vcluster.com/blog/kubernetes-multi-tenancy-10-essential-considerations','loft.sh: 10 Essentials For Kubernetes Multi-Tenancy','- Resource Limits
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 - **Architectural Value**: Addresses the security blast radius of autonomous AI agents interacting with environments.
 - **Key Features**: Contrasts the use of gVisor for claude.ai, Seatbelt/Bubblewrap for Claude Code, and full hypervisor virtual machines for Cowork.
-- **Technical Significance**: Breaks down historical security breaches (e.g., domain-based egress bypasses and config parsing injection), establishing best practices for implementing robust agent egress filters and least-privilege mounts.','en','article','advanced',0,'online','automatic','f9b1830b5fcde2d73a52801c4316f641493d4a51b76af3ba6b3e4d7daaa65a50',NULL,1.78035254437065505e+09,0,'2026-06-02T00:22:24.370655+02:00',NULL,NULL,NULL,'["AI Security", "Agent Sandboxing", "Container Security", "Anthropic Containment Strategy"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely praised on Reddit and Hacker News as one of the most transparent, high-depth security analyses of AI agent containment and sandboxing architecture.", "social_preview_url": "https://cdn.sanity.io/images/4zrzovbb/website/82d2262129af025d98a46411fbd42ee970a95cb4-2400x1260.heif", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
+- **Technical Significance**: Breaks down historical security breaches (e.g., domain-based egress bypasses and config parsing injection), establishing best practices for implementing robust agent egress filters and least-privilege mounts.','en','article','advanced',0,'online','automatic','f9b1830b5fcde2d73a52801c4316f641493d4a51b76af3ba6b3e4d7daaa65a50',NULL,1780352544,0,'2026-06-02T00:22:24.370655+02:00',NULL,NULL,NULL,'["AI Security", "Agent Sandboxing", "Container Security", "Anthropic Containment Strategy"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Widely praised on Reddit and Hacker News as one of the most transparent, high-depth security analyses of AI agent containment and sandboxing architecture.", "social_preview_url": "https://cdn.sanity.io/images/4zrzovbb/website/82d2262129af025d98a46411fbd42ee970a95cb4-2400x1260.heif", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.anthropic.com/news/anthropic-acquires-stainless','Anthropic Acquires Stainless to Accelerate SDK and MCP Tooling','Anthropic''s strategic acquisition of Stainless, a developer tools startup specializing in automated, production-ready SDK and Model Context Protocol (MCP) server generation, aiming to enhance developer integration and agent connectivity for Claude.','2026',4,'Curator Insight: This acquisition secures a crucial developer-facing SDK and protocol generation layer that rival models previously leveraged.
 
-Live Grounding: Official announcements verify that Stainless converts API specifications into production-ready SDKs across TypeScript, Python, Go, and Java, while natively facilitating token-efficient Model Context Protocol (MCP) server generation, directly scaling Claude''s agentic integrations.','en','news','Intermediate',0,'online','automatic','abb25de57e6b3068744c0e9f0108f10b3c5cc6db1a91c0e425a9ab655fff3ae3',NULL,1.780352158263314e+09,0,'2026-06-02T00:15:58.263314+02:00',NULL,NULL,NULL,'["AI", "Developer Tools", "SDK Generation", "Model Context Protocol"]','["[DE FACTO STANDARD]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised developer tool ecosystem; strategic acquisition by Anthropic validated by top-tier community engagement.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Node%20Shapes&backgroundColor=coral", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.anthropic.com/news/chris-olah-pope-leo-encyclical','Anthropic co-founder Chris Olah''s remarks on Pope Leo XIV''s encyclical "Magnifica humanitas"','Full remarks of Anthropic co-founder Chris Olah at the Vatican City presentation of Pope Leo XIV''s AI encyclical, addressing the commercial, geopolitical, and ethical incentives of frontier AI labs.','2026',4,'This address by Anthropic co-founder Chris Olah outlines the structural incentives, competitive pressures, and ethical imperatives facing frontier AI labs in the wake of Pope Leo XIV''s encyclical, ''Magnifica humanitas.'' It argues that commercial, geopolitical, and personal ambitions often conflict with safety mandates, requiring independent, values-driven external oversight. Olah advocates for sustained, multi-faith and multi-disciplinary ethical dialogue to constrain and guide model alignment toward human flourishing.','en','article','intermediate',0,'online','automatic','19ca05ba34231874a8ebc3bc6df7d2eb4efcebab918633e45ef7eded5f6253b5',NULL,1.78035256146846389e+09,0,'2026-06-02T00:22:41.468464+02:00',NULL,NULL,NULL,'["AI and Agents", "AI Safety", "AI Ethics and Alignment"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official address by Anthropic co-founder Chris Olah regarding AI ethics and papal encyclical Magnifica Humanitas.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Quill&backgroundColor=heather", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
+Live Grounding: Official announcements verify that Stainless converts API specifications into production-ready SDKs across TypeScript, Python, Go, and Java, while natively facilitating token-efficient Model Context Protocol (MCP) server generation, directly scaling Claude''s agentic integrations.','en','news','Intermediate',0,'online','automatic','abb25de57e6b3068744c0e9f0108f10b3c5cc6db1a91c0e425a9ab655fff3ae3',NULL,1780352158,0,'2026-06-02T00:15:58.263314+02:00',NULL,NULL,NULL,'["AI", "Developer Tools", "SDK Generation", "Model Context Protocol"]','["[DE FACTO STANDARD]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly praised developer tool ecosystem; strategic acquisition by Anthropic validated by top-tier community engagement.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Node%20Shapes&backgroundColor=coral", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.anthropic.com/news/chris-olah-pope-leo-encyclical','Anthropic co-founder Chris Olah''s remarks on Pope Leo XIV''s encyclical "Magnifica humanitas"','Full remarks of Anthropic co-founder Chris Olah at the Vatican City presentation of Pope Leo XIV''s AI encyclical, addressing the commercial, geopolitical, and ethical incentives of frontier AI labs.','2026',4,'This address by Anthropic co-founder Chris Olah outlines the structural incentives, competitive pressures, and ethical imperatives facing frontier AI labs in the wake of Pope Leo XIV''s encyclical, ''Magnifica humanitas.'' It argues that commercial, geopolitical, and personal ambitions often conflict with safety mandates, requiring independent, values-driven external oversight. Olah advocates for sustained, multi-faith and multi-disciplinary ethical dialogue to constrain and guide model alignment toward human flourishing.','en','article','intermediate',0,'online','automatic','19ca05ba34231874a8ebc3bc6df7d2eb4efcebab918633e45ef7eded5f6253b5',NULL,1780352561,0,'2026-06-02T00:22:41.468464+02:00',NULL,NULL,NULL,'["AI and Agents", "AI Safety", "AI Ethics and Alignment"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Official address by Anthropic co-founder Chris Olah regarding AI ethics and papal encyclical Magnifica Humanitas.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Hand%20Quill&backgroundColor=heather", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.anthropic.com/news/model-context-protocol','anthropic.com: Introducing the Model Context Protocol','','2024',0,'Anthropic''s release document introducing the Model Context Protocol (MCP), an open-standard protocol enabling LLM agents to securely interact with external tools and data sources. MCP standardizes the JSON-RPC interface between hosts and servers, resolving the integration fragmentation that previously plagued generative AI integrations and agentic workflows.','None','Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.anthropic.com/news/series-h','Anthropic raises $65B in Series H funding at $965B post-money valuation','Anthropic closes a historic $65 billion Series H funding round on the back of crossing a self-reported $47 billion annualized revenue run-rate.','2026',4,'Curator Insight: A monumental capital event that officially positions Anthropic as the highest-valued private AI laboratory in the world, shifting the market landscape past OpenAI. Live Grounding (MCP): Market analysis highlights that this $65 billion injection directly fuels massive infrastructure expansions (including 5GW contracts with Amazon and Google Cloud) and supports the deep enterprise adoption of Claude Code and long-running agent workflows.','English','article','Intermediate',0,'online','automatic','8597fd0a1712740dc882882bea9dc7ff58ed27e9a03c44627f329206d3c1749e',NULL,1.78035270531465697e+09,0,'2026-06-02T00:25:05.314657+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "Industry News", "Corporate Milestones"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A massive, widely vetted market event covered by major tech and finance journals, establishing Anthropic''s unprecedented commercial and technical growth.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Object%20Growth&backgroundColor=coral", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.anthropic.com/news/series-h','Anthropic raises $65B in Series H funding at $965B post-money valuation','Anthropic closes a historic $65 billion Series H funding round on the back of crossing a self-reported $47 billion annualized revenue run-rate.','2026',4,'Curator Insight: A monumental capital event that officially positions Anthropic as the highest-valued private AI laboratory in the world, shifting the market landscape past OpenAI. Live Grounding (MCP): Market analysis highlights that this $65 billion injection directly fuels massive infrastructure expansions (including 5GW contracts with Amazon and Google Cloud) and supports the deep enterprise adoption of Claude Code and long-running agent workflows.','English','article','Intermediate',0,'online','automatic','8597fd0a1712740dc882882bea9dc7ff58ed27e9a03c44627f329206d3c1749e',NULL,1780352705,0,'2026-06-02T00:25:05.314657+02:00',NULL,NULL,NULL,'["AI and Machine Learning", "Industry News", "Corporate Milestones"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A massive, widely vetted market event covered by major tech and finance journals, establishing Anthropic''s unprecedented commercial and technical growth.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Object%20Growth&backgroundColor=coral", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.anthropic.com/news/widening-conversation-ai','Widening the conversation on frontier AI','Anthropic details its ongoing dialogues with scholars, philosophers, clergy, and ethicists exploring how of model values and ''good'' character form in AI assistants.','2026',4,'**Curator Insight:** Anthropic outlines the crucial intersection of technical model alignment, structural safety feedback loops, and humanistic value systems.
 **Live Grounding:** This official news brief chronicles Anthropic’s structured dialogues with philosophers, clergy, and ethicists to design robust constitutional parameters for frontier systems.
 *   **Architectural Value:** Demonstrates how non-technical ethical constraints are systematically translated into model training guidelines and reward structures.
-*   **Technical Takeaways:** Focuses on character formation mechanisms, reducing bias drift, and defining the systemic boundaries of autonomous model behavior.','en','article','intermediate',0,'online','automatic','6059c274c1d5597510ae25587a007167549872986a3c6464ef2396b44b6a1422',NULL,1.78035227299410605e+09,0,'2026-06-02T00:17:52.994106+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Safety", "AI Ethics and Governance"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. Official Anthropic communications focusing on policy and AI alignment, widely praised in the safety community.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Object%20Chat&backgroundColor=sky", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
+*   **Technical Takeaways:** Focuses on character formation mechanisms, reducing bias drift, and defining the systemic boundaries of autonomous model behavior.','en','article','intermediate',0,'online','automatic','6059c274c1d5597510ae25587a007167549872986a3c6464ef2396b44b6a1422',NULL,1780352272,0,'2026-06-02T00:17:52.994106+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Safety", "AI Ethics and Governance"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly vetted. Official Anthropic communications focusing on policy and AI alignment, widely praised in the safety community.", "social_preview_url": "https://www.anthropic.com/api/opengraph-illustration?name=Object%20Chat&backgroundColor=sky", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.anthropic.com/research/glasswing-initial-update','Project Glasswing: An initial update - Anthropic','Anthropic''s first empirical progress report on Project Glasswing, an alliance using Claude Mythos Preview to discover and secure critical global software vulnerabilities.','2026',4,'Curator Insight: Anthropic''s Project Glasswing provides the first massive empirical demonstration of AI-driven defensive security pipelines, uncovering over 10,000 high- or critical-severity issues in critical systems.
 
-Live Grounding: By deploying the unreleased Claude Mythos Preview model with commercial partners, the project highlights that the ultimate bottleneck in software security has shifted from vulnerability identification to the speed of validation, disclosure, and patching.','English','Research','Advanced',0,'online','automatic','bc149ddf48eb86e5ce09c06595272e7392a66e6af8e646327b774d582c48fc74',NULL,1.78035240414771294e+09,0,'2026-06-02T00:20:04.147713+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Security", "Vulnerability Discovery"]','["EMERGING", "CASE STUDY"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Highly cited, groundbreaking industry research publication with wide coverage across cybersecurity and engineering sectors.", "social_preview_url": "https://cdn.sanity.io/images/4zrzovbb/website/8831fc381f1087ce855b4fbb4f080b2685ea38ec-1200x630.jpg", "source_provenance": "X.com (AnthropicAI)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.apidays.co/api-landscape','API Landscape','','N/A',0,'A curated technical resource and architectural guide covering API Landscape in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903283294802808e+09,0,'2026-05-17T17:47:12.948028+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.apidays.co/api-landscape','API Landscape','','N/A',0,'A curated technical resource and architectural guide covering API Landscape in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032832,0,'2026-05-17T17:47:12.948028+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/developerportals.md"]','["developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-1','apmdigest.com: What Can AIOps Do For IT Ops? - Part 1','- [apmdigest.com: What Can AIOps Do For IT Ops? - Part 2](https://www.apmdigest.com/aiops-itops-2)
     - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 3](https://www.apmdigest.com/aiops-itops-3)
     - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 4](https://www.apmdigest.com/aiops-itops-4)
     - [apmdigest.com: What Can AIOps Do For IT Ops? - Part 5](https://www.apmdigest.com/aiops-itops-5)','2023',0,'A comprehensive five-part industry series highlighting how AIOps restructures modern IT Operations. Explores the migration from reactive monitoring to predictive modeling, showing how cognitive analytics can prevent systemic downtime.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "AIOps & Observability", "Strategic IT Ops"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-5','apmdigest.com: What Can AIOps Do For IT Ops? - Part 5','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2458430dc66dff33c41431a3d5dda1e375f2678bfdccea4c0e529d0ae58ef66c',100.0,1.779033802438838e+09,0,'2026-05-17T18:03:22.438838+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai.md"]','[]','{}','{"duplicate_of": "https://www.apmdigest.com/aiops-itops-1"}');
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-INSERT INTO "resources" VALUES('https://www.appmeshworkshop.com','AWS App Mesh Workshop','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5c6fe1628e23f10a5894ba446b7c24b609e989128732428b59218c1c5e2d121d',100.0,1.7790302506060841e+09,0,'2026-05-17T17:04:10.606084+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-miscellaneous.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.appsecengineer.com/courses-collection/kubernetes-policy-management-with-kyverno','appsecengineer.com: Kubernetes Policy Management with Kyverno','','2023',0,'An educational course focusing on Kyverno-driven Kubernetes policy engineering. Walks developers and SREs through writing advanced manifest mutation, generation, and validation policies with real-world scenarios.','YAML','Course','Advanced',0,'online','manual','6d241638d22ef924b7f6cc98b7cde00fa08e01de8364401d0d007ce86021f7a4',100.0,1.77913049502399897e+09,1,'2026-05-18T20:54:55.023999+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-2','apmdigest.com: What Can AIOps Do For IT Ops? - Part 2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5968efa8cf63df77418ef9a77ac40adf18faa2a32d88bf1b6f76bb241053c003',100.0,1779034346,0,'2026-05-17T18:12:26.272717+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai.md"]','[]','{}','{"duplicate_of": "https://www.apmdigest.com/aiops-itops-1"}');
+INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-3','apmdigest.com: What Can AIOps Do For IT Ops? - Part 3','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','69b1d4bac50f785742b7cf12e54167eb4eb1d76bbcd159563b6a43d402e0f6e3',100.0,1779031266,0,'2026-05-17T17:21:06.823898+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai.md"]','[]','{}','{"duplicate_of": "https://www.apmdigest.com/aiops-itops-1"}');
+INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-4','apmdigest.com: What Can AIOps Do For IT Ops? - Part 4','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','75d3f665cc4d79e3cf7592866875dff2c719f6d573a10c047eeba8d1ddc85ac6',100.0,1779031898,0,'2026-05-17T17:31:38.547146+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai.md"]','[]','{}','{"duplicate_of": "https://www.apmdigest.com/aiops-itops-1"}');
+INSERT INTO "resources" VALUES('https://www.apmdigest.com/aiops-itops-5','apmdigest.com: What Can AIOps Do For IT Ops? - Part 5','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2458430dc66dff33c41431a3d5dda1e375f2678bfdccea4c0e529d0ae58ef66c',100.0,1779033802,0,'2026-05-17T18:03:22.438838+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai.md"]','[]','{}','{"duplicate_of": "https://www.apmdigest.com/aiops-itops-1"}');
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+INSERT INTO "resources" VALUES('https://www.argonaut.dev/blog/optimal-k8s-worker-node-size','==argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df82f952ff939cf57534e8286ee06e8180656f3b7fd0f0a68968b41aab3a6ae9',100.0,1779029174,0,'2026-05-17T16:46:14.399056+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.armory.io/blog/how-to-set-up-liquibase-in-spinnaker','armory.io: How to Set Up Liquibase in Spinnaker','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','62e1efcd660811a297e8aa1e45145dd8b8ad5ba20f7ae0dab6d61c55308c9421',100.0,1779034336,0,'2026-05-17T18:12:16.705144+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.armory.io/blog/build-a-deployment-pipeline-with-spinnaker-on-kubernetes"}');
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@@ -14303,29 +14303,29 @@ INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubernetes-misconfig
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+INSERT INTO "resources" VALUES('https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlink-vulnerability-cve202125741','armosec.io: Use Kubescape to check if your Kubernetes clusters are exposed'' to the latest K8s Symlink vulnerability (CVE-2021-25741)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5f4f5676d5acef4ac82613f5124327f391f3966380041636400ed0a6f20c8e13',100.0,1779031788,0,'2026-05-17T17:29:48.960699+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.arsouyes.org/en/blog/2021/2021-06-21_PKCS_pem_der_key_crt','arsouyes.org: PKCS, pem, der, key, crt,...','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e65e002b7a89aaa1f48699f093b78c8c612d3472f5814b9ba50c1cb66d27447f',100.0,1779034263,0,'2026-05-17T18:11:03.485548+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.arsouyes.org/articles/2021/2021-06-21_PKCS_pem_der_key_crt"}');
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+INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/announcements/how-we-cut-pr-cycle-time-with-ai-code-reviews','How Atlassian cut PR cycle time by 45% with AI code reviews','Learn how Atlassian’s Rovo Dev AI code reviewer cut PR cycle time by up to 45% internally and 32% for customers, enforcing engineering standards and Jira acceptance criteria.','2026',4,'An insightful engineering case study analyzing Atlassian''s implementation of Rovo Dev, an AI-powered code reviewer. By automatically evaluating pull requests against corporate standards, formatting configurations, and linked Jira ticket acceptance criteria, the system reduced PR cycle latency by up to 45% internally while accelerating overall merge frequencies.','English','blog','Advanced',0,'online','automatic','363da96bb20cc4fd3c1457519aaa6c7838549a0fd12521f629648359b7fdd676',NULL,1780352581,0,'2026-06-02T00:23:01.792255+02:00',NULL,NULL,NULL,'["DevOps", "AI Assisted Engineering", "Code Review Automation"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Vetted engineering case study by Atlassian''s Dev AI team, receiving positive community interest.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2025/10/fy26-sil-engblog-37-1120x545_@2x.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}');
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 INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/artificial-intelligence/research-with-rovo-dev','What Actually Changes When AI Joins Your Research Process','Inside Atlassian''s case study on using Rovo Dev and MCP servers to connect data tools (like Dovetail and Confluence) for rapid customer research synthesis.','2026',4,'Curator Insight: Qualitative analysis is often bottlenecked by manual data transcription and qualitative pattern matching, areas where AI agents can act as highly efficient synthesis engines.
 
 Live Grounding: Atlassian''s case study showcases Rovo Dev utilizing Model Context Protocol (MCP) to ingest Dovetail and Confluence directories securely.
@@ -14333,106 +14333,106 @@ Live Grounding: Atlassian''s case study showcases Rovo Dev utilizing Model Conte
 Technical Significance:
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 INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/atlassian-engineering/rovo-creation-canvas','Creating with Rovo: How We Built a Collaborative AI Canvas','An engineering deep-dive on constructing Rovo''s collaborative canvas for real-time document and database co-creation between humans and AI.','2026',4,'An in-depth engineering breakdown of Atlassian Rovo''s collaborative AI canvas architecture. The article details how developers solved challenges surrounding real-time, multi-modal human-agent collaboration across diverse document and database schemas.
 
 * **Architecture Choices**: Explores the engineering selection of ADF, SVG, and CSV formats over generic raw markdown.
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 INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/bitbucket/setting-up-a-ci-cd-pipeline-with-spring-mvc-jenkins-and-kubernetes-on-aws','bitbucket.org: setting up a cicd pipeline with spring mvc and kubernetes on aws','','2020',0,'Outlines constructing a complete continuous integration pipeline using Bitbucket, Jenkins, and AWS EKS. Covers maven compilation, Docker Hub image pushes, and automated rolling deployments on target host nodes.','Groovy','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "AWS & Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/company-news/cursor-in-jira','Introducing Cursor in Jira - Inside Atlassian','Atlassian details how teams can assign work items directly to Cursor from within Jira, triggering a cloud agent to write code and open PRs.','2026',4,'Atlassian introduces native support for assigning Jira work items directly to the Cursor AI agent, minimizing context switching for development teams. When tickets are assigned or @Cursor is mentioned in Jira, a cloud-based Cursor agent automatically spins up, analyzes the codebase, implements necessary fixes, and raises pull requests. This deep integration allows developers and product owners to steer autonomous coding agents directly from the issue tracker.','English','blog','Intermediate',0,'online','automatic','a1116f0fa851b91fa7a15901a0b66ce2dda2600d87c08f42999181a4f248743e',NULL,1.78035230245676898e+09,0,'2026-06-02T00:18:22.456769+02:00',NULL,NULL,NULL,'["DevOps", "AI Curation", "Agent Orchestration", "Atlassian Ecosystem"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "project-management-tools", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed enterprise integration by Atlassian and Cursor, bridging project management with autonomous code execution.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2026/05/csd-26784_dark_jira-cursor_build-something_hero_@2x-1-1-scaled.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/developer/automating-mutation-coverage-with-ai','Automating Mutation Coverage with AI','Inside Atlassian''s journey to automate unit test mutation testing across large Java codebases using an AI assistant.','2026',4,'An in-depth engineering case study from Atlassian''s Jira Platform teams on leveraging Rovo Dev CLI and an AI-driven, dev-in-the-loop assistant to scale mutation testing. The automated workflow parses mutation reports, prioritizes classes, and auto-generates project-aware tests. This implementation helped teams reach 80%+ mutation coverage while reducing manual testing overhead by 70%.','English','Technical Article','Advanced',0,'online','automatic','348e2ea5653df19c980dd9d8a58aac7369c2d13c35ae81ce91d325de5ee89322',NULL,1780399982.21178,0,'2026-06-02T13:33:02.211780+02:00',NULL,NULL,NULL,'["Software Quality", "Mutation Testing", "AI-Assisted Engineering"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "qa", "impact_score": 88, "reputation_status": "Vetted", "reputation_summary": "Highly vetted engineering blog post showcasing active development strategies in enterprise testing.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2024/05/csd-9526_developer-blog-header_ecosystem_900x444_2x.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}');
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+INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/developer/automating-mutation-coverage-with-ai','Automating Mutation Coverage with AI','Inside Atlassian''s journey to automate unit test mutation testing across large Java codebases using an AI assistant.','2026',4,'An in-depth engineering case study from Atlassian''s Jira Platform teams on leveraging Rovo Dev CLI and an AI-driven, dev-in-the-loop assistant to scale mutation testing. The automated workflow parses mutation reports, prioritizes classes, and auto-generates project-aware tests. This implementation helped teams reach 80%+ mutation coverage while reducing manual testing overhead by 70%.','English','Technical Article','Advanced',0,'online','automatic','348e2ea5653df19c980dd9d8a58aac7369c2d13c35ae81ce91d325de5ee89322',NULL,1780399982,0,'2026-06-02T13:33:02.211780+02:00',NULL,NULL,NULL,'["Software Quality", "Mutation Testing", "AI-Assisted Engineering"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "qa", "impact_score": 88, "reputation_status": "Vetted", "reputation_summary": "Highly vetted engineering blog post showcasing active development strategies in enterprise testing.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2024/05/csd-9526_developer-blog-header_ecosystem_900x444_2x.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/blog/focus/evolution-of-spm-report','Atlassian SPM Research: Why Strategic Execution Fails to Align with Delivery','Analysis of the ''Clarity Trap'' based on research of 308 senior enterprise leaders exploring why organizational alignment lags behind strategic reviews.','2026',4,'* **Curator Insight:** Aligning high-level organizational strategies with execution systems is a perennial bottleneck, particularly when planning cycles remain decoupled from active code-delivery repositories.
-* **Live Grounding (MCP):** Surveying over 300 enterprise leaders, Atlassian reveals a systemic disconnect: despite 80% reporting strategic clarity, a mere 11% possess automated trace links between active development branches and portfolio milestones, suggesting a critical shift toward integrated agile data planes.','en','blog','Advanced',0,'online','automatic','0fad1227dec717a79eadbf2fca4248c404c8790299b63a1e43074f8d387378b8',NULL,1.78035213862197589e+09,0,'2026-06-02T00:15:38.621976+02:00',NULL,NULL,NULL,'["Agile and DevOps", "Strategic Portfolio Management", "Delivery Operations", "Value Stream Management"]','["CASE STUDY"]','[]','[]','{}','{"category": "project-management-methodology", "reputation_status": "Vetted", "reputation_summary": "Atlassian''s researched State of Strategic Portfolio Management report, well-received by Agile and SRE practitioners.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2026/04/state-of-report-email-banner-v3.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "strategic-portfolio-management"}');
+* **Live Grounding (MCP):** Surveying over 300 enterprise leaders, Atlassian reveals a systemic disconnect: despite 80% reporting strategic clarity, a mere 11% possess automated trace links between active development branches and portfolio milestones, suggesting a critical shift toward integrated agile data planes.','en','blog','Advanced',0,'online','automatic','0fad1227dec717a79eadbf2fca4248c404c8790299b63a1e43074f8d387378b8',NULL,1780352138,0,'2026-06-02T00:15:38.621976+02:00',NULL,NULL,NULL,'["Agile and DevOps", "Strategic Portfolio Management", "Delivery Operations", "Value Stream Management"]','["CASE STUDY"]','[]','[]','{}','{"category": "project-management-methodology", "reputation_status": "Vetted", "reputation_summary": "Atlassian''s researched State of Strategic Portfolio Management report, well-received by Agile and SRE practitioners.", "social_preview_url": "https://atlassianblog.wpengine.com/wp-content/uploads/2026/04/state-of-report-email-banner-v3.png", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "strategic-portfolio-management"}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/collections/service/ai-maturity-model','AI Service Management Readiness Assessment | Atlassian','An interactive evaluation tool and maturity model developed by Atlassian to baseline and upgrade AI service management and ITSM integration readiness.','2026',4,'### Curator Insight
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+This assessment tool provides an actionable framework for teams evaluating their transition to AI-assisted IT Service Management (ITSM). Designed by Atlassian, it measures readiness across data workflows, automation trust, and human-in-the-loop validation. It delivers personalized recommendations for integrating intelligent agents into Jira Service Management, facilitating optimized incident response and service delivery.','English','Tool / Assessment','Intermediate',0,'online','automatic','1a2f0e394d1342bef55cb3e3918e040667115f5533b5ed7af5da50726bda12b3',NULL,1780401702,0,'2026-06-02T14:01:42.549065+02:00',NULL,NULL,NULL,'["IT Service Management", "Artificial Intelligence", "Maturity Frameworks"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 81, "reputation_status": "Vetted", "reputation_summary": "Official Atlassian framework. Highly regarded by IT and DevOps managers as an objective roadmap for evaluating and implementing AI capabilities in Jira-based service models.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "project-management-tools"}');
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 INSERT INTO "resources" VALUES('https://www.atlassian.com/customers/schaeffler','Schaeffler accelerates and innovates on Atlassian Cloud','Case study of German automotive component manufacturer Schaeffler''s migration to Atlassian Cloud, improving productivity using AI agents.','2026',4,'An enterprise success story detailing the cloud migration and platform modernization strategy executed by automotive component manufacturer Schaeffler.
 * Explains the methodology behind unifying legacy platforms post-merger with Vitesco Technologies into a single Atlassian Cloud System of Work.
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+* Shows how integrating Atlassian Rovo enabled the deployment of secure AI agents to automate workflows, optimize cross-app searches, and group Confluence assets.','en','case-study','advanced',0,'online','automatic','1e15bc0f2e0dd986940d772c8a7b906b732a941fb1b5c711137e9fe0caed5321',NULL,1780352686,0,'2026-06-02T00:24:46.744506+02:00',NULL,NULL,NULL,'["Enterprise Systems", "Cloud Migration", "Agile Processes", "AI Automation"]','["CASE STUDY", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "customer", "reputation_status": "Vetted", "reputation_summary": "Standard corporate success case study documenting Atlassian''s enterprise-grade multi-tool migrations.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": "case-studies"}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/git/tutorials/atlassian-git-cheatsheet','Atlassian Git Cheatsheet','','2018',0,'Atlassian''s reference cheatsheet detailing basic and advanced Git operations. Provides quick access to commands for cloning, staging, merging, rebasing, and troubleshooting common version-control issues.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/git/tutorials/comparing-workflows','atlassian.com: Comparing Workflows 🌟','','2022',1,'Evaluates and contrasts popular branch integration workflows (Centralized, Feature Branch, Gitflow, Forking). This guide highlights structural pros, cons, and appropriate environments for each pattern, serving as a standard resource for teams defining their Git branching strategies.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Development Models", "Branching Strategy"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/git/tutorials/comparing-workflows/gitflow-workflow','atlassian.com: Gitflow Workflow','','2019',0,'Atlassian''s classic git tutorial on Gitflow, outlining its mechanics, workflows, and common command patterns. It contrasts this highly structured model with alternative setups, helping teams choose the right balance between isolation and continuous integration.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.atlassian.com/remote','atlassian.com/remote','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4caf1ee18e3de029972270ab1b82e7f2e465a3d5cdb9e8f48150b2dcbdc0f558',100.0,1.77903432302885794e+09,0,'2026-05-17T18:12:03.028858+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{"duplicate_of": "https://www.atlassian.com/solutions/distributed"}');
+INSERT INTO "resources" VALUES('https://www.atlassian.com/remote','atlassian.com/remote','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4caf1ee18e3de029972270ab1b82e7f2e465a3d5cdb9e8f48150b2dcbdc0f558',100.0,1779034323,0,'2026-05-17T18:12:03.028858+02:00',NULL,NULL,NULL,'[]','[]','["docs/workfromhome.md"]','[]','{}','{"duplicate_of": "https://www.atlassian.com/solutions/distributed"}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/software/bamboo','Bamboo','','2026',0,'Atlassian''s classic on-premises CI/CD server. Featuring tight, direct links to Jira and Bitbucket repositories, Bamboo maps sophisticated deployment workflows and releases, although it carries higher VM-management overhead relative to container-native tools.','Java','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise DevOps"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/software/compass','Atlassian Compass','','2026',0,'Atlassian Compass is a developer portal designed to map distributed software architecture, track dependencies, and gauge health metrics. Connects disparate tools, logs team ownership, and automates operational scorecard checks within Atlassian''s software suite.','English','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "Enterprise Portals"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/software/confluence','Atlassian Confluence','- [nightfall.ai: Is Atlassian Cloud HIPAA Compliant?](https://www.nightfall.ai/blog/atlassian-cloud-hipaa-compliant) HIPAA stands for Health Insurance Portability and Accountability Act, the standard for sensitive patient data protection.','2026',0,'Enterprise corporate wiki and collaborative document editor platform. Helps development teams compile, search, and maintain technical wikis, sprint retrospectives, and Architecture Decision Records (ADRs).','English','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Documentation", "Knowledge Base"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/software/jira','Jira','- [Transition Jira issues on merge](https://www.atlassian.com/blog/app/bitbucket) Check out the latest','2026',0,'Industry-standard agile project management and issue-tracking platform. Widely integrated with Git providers and CI/CD triggers to coordinate work items across scale-out software development and platform engineering teams.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "Project Management", "Agile Platforms"]','["[COMMUNITY-TOOL]"]','[]','["project-management-tools.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.atlassian.com/software/loom/download','Loom Desktop App Download','Use Loom to record quick videos of your screen and camera.','2026',4,'The official desktop application download portal for Loom, an asynchronous video recording tool. It allows software development and operations teams to record screens, share technical walk-throughs, and document system workflows without scheduling live, synchronous meetings, increasing team alignment in remote engineering environments.','en','tools','Beginner',0,'online','automatic','0133dee472bf459a0be0af31076f3e32cae971f27fca7e6074d3a3bc7dc2e1e3',NULL,1780352292,0,'2026-06-02T00:18:12.588483+02:00',NULL,NULL,NULL,'["Work from Home", "Asynchronous Collaboration", "Developer Tools"]','["ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "workfromhome", "reputation_status": "Vetted", "reputation_summary": "Ubiquitous and highly trusted asynchronous communication video recording tool widely used in distributed technical teams.", "social_preview_url": "", "source_provenance": "X.com (Atlassian)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.atlassian.com/solutions/distributed','atlassian.com/remote','','2026',0,'Offers structured blueprints, software configurations, and workflow tips for running globally distributed teams using Jira, Confluence, and Trello. Explores collaborative practices, async task tracking, and transparent documentation routines to maintain alignment across multiple timezones.','Agnostic','Professional Resources','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Agile Methodologies"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.atomicjar.com/2021/11/announcing-testcontainers-cloud','atomicjar.com: Announcing Testcontainers Cloud: Integration Testing has'' never been easier','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0cee15ddacce4342f090538d3c6476af2d965573947cbe3994b5cdd2823befc2',100.0,1.77903370646517491e+09,1,'2026-05-17T18:01:46.465175+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security','==augmentedmind.de: Docker optimization guide: the 12 best tips to optimize'' Docker image security==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a974a8318d61d423aaaad6ef26af85c4609feef5fca797dcd2aba9fa73dac7cf',100.0,1.77903357410364604e+09,0,'2026-05-17T17:59:34.103646+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.atomicjar.com/2021/11/announcing-testcontainers-cloud','atomicjar.com: Announcing Testcontainers Cloud: Integration Testing has'' never been easier','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','0cee15ddacce4342f090538d3c6476af2d965573947cbe3994b5cdd2823befc2',100.0,1779033706,1,'2026-05-17T18:01:46.465175+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security','==augmentedmind.de: Docker optimization guide: the 12 best tips to optimize'' Docker image security==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a974a8318d61d423aaaad6ef26af85c4609feef5fca797dcd2aba9fa73dac7cf',100.0,1779033574,0,'2026-05-17T17:59:34.103646+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.augmentedmind.de/2024/06/12/optimize-docker-image-security','augmentedmind.de: Docker optimization guide: the 12 best tips to optimize Docker image security','','2024',0,'Provides twelve optimization patterns aligning build speeds with image security. Topics focus on multi-stage build workflows, package manager caching, minimal base systems, and dynamic secret loading.','N/A','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Build Optimization"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.autoblog.com/2022/07/25/vw-ceo-herbert-diess-fired-over-cariad-buggy-software','autoblog.com: VW CEO lost his job over buggy software that delayed new models','','N/A',0,'A curated technical resource and architectural guide covering autoblog.com: VW CEO lost his job over buggy software that delayed new models in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205048879694e+09,0,'2026-05-17T17:34:10.488797+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.autoblog.com/2022/07/25/vw-ceo-herbert-diess-fired-over-cariad-buggy-software','autoblog.com: VW CEO lost his job over buggy software that delayed new models','','N/A',0,'A curated technical resource and architectural guide covering autoblog.com: VW CEO lost his job over buggy software that delayed new models in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032050,0,'2026-05-17T17:34:10.488797+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.autodraw.com','autodraw.com','','2022',2,'An experimental, AI-powered drawing web client developed by Google. Uses machine learning algorithms to map rough sketches into polished, professional icons and system vectors in real time.','JavaScript','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "AI Assisted"]','["[EMERGING]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.autonomosyemprendedor.es/articulo/tus-finanzas/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html','autonomosyemprendedor.es: Los autónomos no sólo deben presentar el IVA en'' octubre, hay más obligaciones tributarias este mes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','674268664c2f51aa909c010537aa0d6a79f6f47905817895e0b15d3fa83a3c6d',100.0,1779032286.90304,0,'2026-05-17T17:38:06.903040+02:00',NULL,NULL,NULL,'[]','[]','["docs/freelancing.md"]','[]','{}','{"duplicate_of": "https://www.autonomosyemprendedor.es/articulo/finanzas-personales/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html"}');
-INSERT INTO "resources" VALUES('https://www.awsarchitectureblog.com','AWS Architecture Blog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7636bc3ac95c6807b9ff72686bfd831aa9d1632efcd3a473a652be48ca059235',100.0,1779030356.46495,0,'2026-05-17T17:05:56.464950+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-architecture.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/architecture"}');
+INSERT INTO "resources" VALUES('https://www.autonomosyemprendedor.es/articulo/tus-finanzas/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html','autonomosyemprendedor.es: Los autónomos no sólo deben presentar el IVA en'' octubre, hay más obligaciones tributarias este mes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','674268664c2f51aa909c010537aa0d6a79f6f47905817895e0b15d3fa83a3c6d',100.0,1779032286,0,'2026-05-17T17:38:06.903040+02:00',NULL,NULL,NULL,'[]','[]','["docs/freelancing.md"]','[]','{}','{"duplicate_of": "https://www.autonomosyemprendedor.es/articulo/finanzas-personales/autonomos-solo-deben-presentar-iva-octubre-mas-obligaciones-tributarias-mes/20210927125637025167.html"}');
+INSERT INTO "resources" VALUES('https://www.awsarchitectureblog.com','AWS Architecture Blog','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7636bc3ac95c6807b9ff72686bfd831aa9d1632efcd3a473a652be48ca059235',100.0,1779030356,0,'2026-05-17T17:05:56.464950+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-architecture.md"]','[]','{}','{"duplicate_of": "https://aws.amazon.com/blogs/architecture"}');
 INSERT INTO "resources" VALUES('https://www.awsgeek.com/Amazon-S3','awsgeek.com/Amazon-S3','','2023',3,'A highly visual architectural breakdown of Amazon S3 features, storage classes, and lifecycle policies. This resource maps complex cloud storage abstractions into readable visual cheat sheets, clarifying performance tiers and security boundaries. Excellent for quick architectural onboarding and design sessions.','N/A','Cheat Sheet','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Storage"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.awsiam.info','==awsiam.info: AWS IAM Search==','','N/A',0,'A curated technical resource and architectural guide covering ==awsiam.info: AWS IAM Search== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903008675195288e+09,0,'2026-05-17T17:01:26.751953+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.awsiam.info','==awsiam.info: AWS IAM Search==','','N/A',0,'A curated technical resource and architectural guide covering ==awsiam.info: AWS IAM Search== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030086,0,'2026-05-17T17:01:26.751953+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-from-the-microsoft-store','bleepingcomputer.com: Windows 11 can now install WSL from the Microsoft'' Store 🌟','','2021',0,'This technical review details Microsoft''s strategic shift to deliver WSL as an application through the Microsoft Store on Windows 11. Decoupling WSL from core OS updates allows rapid feature and driver iterations without requiring full system reboots. It guarantees that development teams can access the latest filesystem speed improvements and driver updates immediately.','N/A','Article','Beginner',0,'online','manual','fce18a3bc5996030bc3995e405482bc49c722eb5d277c214f33407e338add535',100.0,1.77903373547380089e+09,0,'2026-05-17T18:02:15.473801+02:00',NULL,NULL,NULL,'["Development Environment", "Windows Subsystem for Linux", "WSL Installation"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
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     - Kubernetes is a highly versatile open-source container orchestration system for hosting online services and managing containerized workloads via a uniform API interface.
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 INSERT INTO "resources" VALUES('https://www.blocksandfiles.com/container-storage/2021/01/27/red-hat-openshift-now-does-container-storage-backup/1611166','blocksandfiles.com: Red Hat OpenShift now does container storage backup 🌟','','2021',3,'An industry report outlining Red Hat OpenShift''s container storage data protection upgrades. Evaluates backup orchestration solutions addressing scale constraints in multi-tenant enterprise data pools.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Storage Systems", "OpenShift Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.blog.facilcloud.com/noticias/sql-vs-nosql-which-one-should-i-use/?lang=es_ES',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.blog.facilcloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736118,0,'2026-06-18T00:41:58.630645+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.blog.pythonlibrary.org','blog.pythonlibrary.org 🌟','','2008',0,'Practical engineering blog detailing specialized Python packages, GUI programming frameworks (wxPython, Tkinter), and library updates for system administrators and automation engineers.','Python','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2008-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.cheatography.com/mikesac/cheat-sheets/maven','cheatography.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d8c16e2641165639ccd2c9f092f0e7ee5a650b3338d6dc58a2d1ce9d1fc61e2c',100.0,1.77903025188477301e+09,0,'2026-05-17T17:04:11.884773+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://cheatography.com/mikesac/cheat-sheets/maven"}');
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 INSERT INTO "resources" VALUES('https://www.cio.com/article/350337/make-better-ai-infrastructure-decisions-why-hybrid-cloud-is-a-solid-fit.html','cio.com: Make Better AI Infrastructure Decisions: Why Hybrid Cloud is a Solid Fit 🌟','','2020',0,'This article evaluates hybrid cloud configurations as the optimal topology for running complex AI and ML workloads. By pairing on-premises GPU compute resources (minimizing high data transfer costs) with public cloud scalability for distributed inference, enterprises optimize their infrastructure spending. It acts as an essential decision framework for infrastructure architects.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Strategy", "Hybrid Cloud Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.circonus.com/2021/01/guide-to-monitoring-kubernetes-part-2-which-metrics-and-health-conditions-you-should-be-monitoring','circonus.com: Guide to Monitoring Kubernetes, Part 2: Which Metrics and'' Health Conditions You Should be Monitoring','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','6a02b3646cb284e8ff9f4b4c95e857c4f48d604e39db9702bd50d3606703fbf2',100.0,1.77903154373322391e+09,0,'2026-05-17T17:25:43.733224+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-monitoring.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.circonus.com/2021/04/monitoring-for-success-what-all-sres-need-to-know','circonus.com: Monitoring for Success: What All SREs Need to Know','','2021',0,'Examines monitoring frameworks focused on business outcomes rather than raw resource metrics. Guides SREs on setting up context-rich telemetry pipelines that prioritize application-level user experience over physical host utilization.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "SRE Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.civo.com/learn/kubernetes-clusters-using-the-civo-pulumi-provider','civo.com: Manage Kubernetes clusters using the Civo Pulumi provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f230bb9d36bbfc040e3cad2eabf6f81ba866b26e01d3f3ac480e211911784fa',100.0,1779033576,0,'2026-05-17T17:59:36.973626+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.civo.com/learn/deployments-without-yaml-using-ketch"}');
 INSERT INTO "resources" VALUES('https://www.claydesk.com/ecampus/google-cloud-app-engine-vs-red-hat','claydesk.com: Google Cloud App Engine Vs Red Hat OpenShift','','2020',0,'Analyzes key platform differences between Google Cloud App Engine and OpenShift. Compares scaling, cluster management boundaries, provider dependencies, and operational flexibility when deploying enterprise workloads.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Infrastructure", "Comparisons"]','["[CASE STUDY]", "[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.clickittech.com/aws/amazon-ecs-vs-eks','clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','abb89343780aace3e960c8d9940b76a5f9aae223a54e661604818e84f28b84cf',100.0,1779030346,0,'2026-05-17T17:05:46.456209+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-containers.md", "docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks"}');
 INSERT INTO "resources" VALUES('https://www.clickittech.com/cloud-services/amazon-ecs-vs-eks','clickittech.com: Amazon ECS vs EKS : The Best Container Orchestration Platform','','2022',0,'This comprehensive comparison highlights the operational differences, cost implications, and architecture layouts of Amazon ECS versus Amazon EKS. EKS targets standard Kubernetes-based deployments requiring high portability, while ECS is a highly optimized, opinionated AWS native orchestrator designed for seamless integration.','N/A','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md", "aws-containers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/ci-cd-best-practices','clickittech.com: CI/CD Best Practices: Top 10 Practices for Financial Services','','2023',0,'Outlines specialized continuous delivery configurations designed for high-regulation financial environments. Covers security orchestration, strict separation of duties, and audit trail automation.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Financial Services", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/docker-security-best-practices','clickittech.com: The Ultimate Docker Security Best Practices for Your Node.js Application','','2023',0,'An analytical guide focused on hardening Node.js microservice containers. Details execution under non-root node users, trimming npm development modules, and managing runtime environment security.','JavaScript','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Node.js"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
@@ -14554,23 +14554,23 @@ INSERT INTO "resources" VALUES('https://www.clickittech.com/devops/kubernetes-mu
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+INSERT INTO "resources" VALUES('https://www.clickittech.com/saas/kubernetes-multi-tenancy','clickittech.com: Kubernetes Multi tenancy with Amazon EKS: Best practices'' and considerations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b11c35f92f428e8c4b42b516833dbf6ef27ea3dccdc72cc20eae9ea507640bfe',100.0,1779031103,0,'2026-05-17T17:18:23.478671+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-considerations-60bfd78c2f9a"}');
 INSERT INTO "resources" VALUES('https://www.climagic.org','climagic.org','','2011',3,'An interactive, community-curated archive demonstrating shell scripting snippets, terminal jokes, and advanced command-line recipes. Live Grounding indicates it serves as an educational repository for shell optimization.','N/A','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2011-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Tricks & Tweaks"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloud-architect.fr/2022/01/19/az-cheatsheet-become-an-expert-in-azure-landing-zones','cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones','','N/A',0,'A curated technical resource and architectural guide covering cloud-architect.fr: AZ-CheatSheet: Become an expert in Azure Landing Zones in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903184996332407e+09,0,'2026-05-17T17:30:49.963324+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.cloudbees.com','CloudBees Accelerator','','2026',0,'An enterprise build and test acceleration platform designed to distribute compilation and test execution tasks across an optimized cluster. Minimizes execution cycle duration for high-concurrency systems.','English','Webpage','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Build Acceleration", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog','How to Speed Up Software Development with Build and Test Acceleration Tools','','2021',0,'Discusses the business and technical value of distributed build acceleration systems. Analyzes build parallelization constraints, dependency mapping, and caching strategies to maximize developer productivity.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Build Acceleration", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/13-git-commands-to-know-in-order','cloudbees.com: Git Commands: The 13 You Must Know, In Order 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a7e5fc3106b8a0483b61d71730740c341c221158ab3dea885ce8f0eb8df20e5',100.0,1779034395,0,'2026-05-17T18:13:15.104068+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/git-commit-detailed-tutorial-on-saving-your-code"}');
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 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/application-performance-monitoring-tools','cloudbees.com: Troubleshooting Jenkins Performance: Kubernetes Edition - Part 2 (2020) 🌟','','2020',0,'Part two of the performance diagnostics guide, illustrating JVM thread profiling, profiling heavy database integrations, and configuring Kubernetes CPU/Memory resource constraints safely to prevent master eviction cycles.','None','Article','Advanced',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/apm-tools-jenkins-performance"}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-communication','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77b69cda5ef90f0d832ffff2a8fdbbc76c39fcfe4f189d6005dfd4bcec6e5c3c',100.0,1.77903144922566294e+09,0,'2026-05-17T17:24:09.225663+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/asynchronous-development"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-communication','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','77b69cda5ef90f0d832ffff2a8fdbbc76c39fcfe4f189d6005dfd4bcec6e5c3c',100.0,1779031449,0,'2026-05-17T17:24:09.225663+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/asynchronous-development"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/asynchronous-development','cloudbees.com: How Asynchronous Communication Can Boost Productivity','','2021',3,'Examines the architectural advantages of asynchronous communication in distributed software engineering. Highlights how transitioning away from real-time sync meetings mitigates context switching and protects deep work blocks. Explores tools and documentation strategies required to sustain continuous delivery and maintain transparency in decentralized organizational structures.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Remote Work", "Asynchronous Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana','cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana'' 🌟','','2021',0,'Explores automating real-time CI/CD pipeline deployment feedback by feeding Jenkins build metadata directly to Instana. In 2026, continuous delivery frameworks rely heavily on these auto-marked release timelines to immediately detect and isolate performance regressions on cluster nodes.','Groovy','Blog','Intermediate',1,'online','manual','74105ce17f8328e4e595eb8ff1c615691be5a491cdcccc9b2a0bcc8bd13501d7',100.0,1.77903361782214593e+09,1,'2026-05-17T18:00:17.822146+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Continuous Delivery"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/automated-build-deploy-feedback-using-instana','cloudbees.com: Automated Build and Deploy Feedback Using Jenkins and Instana'' 🌟','','2021',0,'Explores automating real-time CI/CD pipeline deployment feedback by feeding Jenkins build metadata directly to Instana. In 2026, continuous delivery frameworks rely heavily on these auto-marked release timelines to immediately detect and isolate performance regressions on cluster nodes.','Groovy','Blog','Intermediate',1,'online','manual','74105ce17f8328e4e595eb8ff1c615691be5a491cdcccc9b2a0bcc8bd13501d7',100.0,1779033617,1,'2026-05-17T18:00:17.822146+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Continuous Delivery"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment','cloudbees.com: Introductory Handbook for Database Continuous Integration','','2021',0,'Practical guide to continuous integration and delivery loops for relational databases. Synthesizes migration-based vs. declarative database state strategies, tooling integrations, rollback plans, and schema change automation.','Conceptual','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "Data Operations", "Database CI/CD"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/change-management-in-production','cloudbees.com: Feature Flag Best Practices: Change Management in Production','','2020',0,'A deep dive into managing runtime changes in production using feature flags. Explains how software toggles replace classic Change Advisory Board (CAB) gates, providing precise rollback capabilities and automated logs directly linked to active releases.','Markdown','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Operations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/ci-cd-pipeline','cloudbees.com: Key Components of a CI/CD Pipeline','','2022',0,'Breaks down core structural parts of pipeline delivery workflows. Details standard roles for source version managers, build runtimes, package registries, and staging environments.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/cicd-tools-to-know-2021','cloudbees.com: Continuous Delivery Tools: The 5 You Absolutely Need to Know in 2021','','2021',0,'Historical retrospective outlining the landscape of CI/CD systems in 2021. Offers context on how delivery tools have transitioned from central-server models to modern cloud-native, GitOps-driven architectures.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Industry Reports"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/configuration-as-code-plugin-support','cloudbees.com: All Tier 1 Plugins Support Configuration as Code 🌟🌟','','2024',0,'Strategic report confirming unified validation efforts that confirm all Tier 1 Jenkins ecosystem components natively conform to standard JCasC schemas, securing enterprise stability for configuration-driven provisioning pipelines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Configuration as Code", "Plugin Management"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/database-continuous-integration','cloudbees.com: Introductory Handbook for Database Continuous Integration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b449d4f2d38f3242f898733e4cb72612b8e87e1740130f079bea64abe13b22a',100.0,1.77903375967256593e+09,0,'2026-05-17T18:02:39.672566+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/database-continuous-integration','cloudbees.com: Introductory Handbook for Database Continuous Integration','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b449d4f2d38f3242f898733e4cb72612b8e87e1740130f079bea64abe13b22a',100.0,1779033759,0,'2026-05-17T18:02:39.672566+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/beginners-guide-to-continuous-integration-and-deployment"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/enterprise-jvm-administration-and-jenkins-performance','cloudbees.com: Enterprise JVM Administration and Jenkins Performance 🌟','','2024',0,'Advanced runtime configuration analysis covering enterprise Heap allocations, Garbage Collection options, and kernel file descriptors. Guarantees predictable server response profiles under extreme execution loads.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "JVM Tuning"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/feature-flags-improve-developer-productivity','cloudbees.com: Testing with Feature Flags to Improve Developer Productivity','','2020',0,'Explores how integrating feature flags into automated testing pipelines scales development speed. Outlines how running test suites against varied flag states helps validate features without requiring complex, separate staging environments.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Continuous Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
@@ -14580,15 +14580,15 @@ INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-pull-how-it-w
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-push-an-in-depth-tutorial-with-examples','cloudbees.com: Git Push: An In-Depth Tutorial With Examples','','2022',0,'Provides an architectural exploration of outbound object streaming. Covers local-to-remote handshakes, force pushing safety flags (`--force-with-lease`), upstream setup options (`-u`), and push hook validations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-reset-undo-changes','cloudbees.com: Git Reset Clearly Explained: How to Undo Your Changes 🌟','','2021',4,'Demystifies `git reset` by breaking down its three modes: `--soft`, `--mixed`, and `--hard`. Explains target state changes in the working directory, the staging index, and commit history.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Conflict Resolution"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/git-squash-how-to-condense-your-commit-history','cloudbees.com: Git Squash: How to Condense Your Commit History','','2022',0,'Outlines the mechanisms of squashing commits during the merging cycle to produce a highly readable linear history. The guide highlights interactive rebasing (''git rebase -i'') as a fundamental tool for condensing redundant development micro-commits before pull request validation.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Advanced Git", "History Manipulation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/grow-cd-maturity','cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6baf7bcf10a248eaca07b4f16b09ae99ce52c25c64270e6b23679e36a8956e03',100.0,1779030013,0,'2026-05-17T17:00:13.005383+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-disable-code-developers-production-kill-switch','How to Disable Code: The Developer''s Production Kill Switch 🌟','','2021',0,'Conceptual guide detailing the architecture of application "kill switches" using modern feature flagging frameworks. Discusses the trade-offs between static environment configurations and dynamic, real-time control mechanisms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Feature Flagging", "Reliability"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first','cloudbees.com: The Importance of Feature Flags in CI/CD','','2020',0,'Examines the role of feature flags in customer-focused CI/CD pipelines. Explains how engineering teams can continuously deliver complex changes and use flags to safely activate new features once business goals are met.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Decoupling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools','How to Speed Up Software Development with Build and Test Acceleration Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','484792ab15a6bd328e937136e96c2cbe00afaf1db0852ce864d9a51b94b81eec',100.0,1779032950.40662,0,'2026-05-17T17:49:10.406620+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-speed-software-development-build-test-acceleration-tools','How to Speed Up Software Development with Build and Test Acceleration Tools','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','484792ab15a6bd328e937136e96c2cbe00afaf1db0852ce864d9a51b94b81eec',100.0,1779032950,0,'2026-05-17T17:49:10.406620+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-to-build-the-process-and-culture-behind-using-feature-flags-at-scale','cloudbees.com: How to Grow Continuous Delivery Maturity Using Feature Flags','','2020',0,'Focuses on the organizational steps and engineering governance required to scale feature flags. Details code patterns, design practices, and team structures necessary to keep feature flagging clean and scalable across large-scale software systems.','Markdown','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Feature Management", "Governance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/how-to-nail-devops-governance-and-compliance-in-a-highly-regulated-industry','cloudbees.com: How to Nail DevOps Governance and Compliance in a Highly Regulated Industry 🌟','','2021',0,'Explores how to implement automated governance in highly regulated fields. Details integration setups for policy-as-code, audit tracking, container signing, and real-time compliance gates in continuous delivery networks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Governance & Compliance", "Enterprise Security"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/most-common-issues-scaling-jenkins','cloudbees.com: The Two Most Common Issues with Jenkins and How to Fix Them 🌟','','2024',0,'An executive-level operational manual cataloging typical stability failures in high-volume environments (such as configuration lockouts and slow executor thread returns), offering quick mitigation plans for systems teams.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Infrastructure", "Scalability & Resilience", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/rollout-tutorial-feature-flagging-your-react-native-app-5-minutes','rollout.io: CloudBees Rollout Tutorial: Feature Flagging in your React Native App in 5 minutes','','2020',0,'Explains how to integrate CloudBees Rollout (now CloudBees Feature Management) within a React Native mobile application. Demonstrates remote configuration updates and run-time feature toggle management without re-releasing code.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Feature Flagging", "Mobile Development"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd','cloudbees.com: The Importance of Feature Flags in CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8406e06aa995f893b05da9e6ff56056360896755b76adda73fdedfaddccbc7c9',100.0,1.77903237223248791e+09,0,'2026-05-17T17:39:32.232488+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first"}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/the-importance-of-feature-flags-in-cicd','cloudbees.com: The Importance of Feature Flags in CI/CD','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8406e06aa995f893b05da9e6ff56056360896755b76adda73fdedfaddccbc7c9',100.0,1779032372,0,'2026-05-17T17:39:32.232488+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.cloudbees.com/blog/how-feature-flags-help-you-put-customers-first"}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/tips-creating-successful-cicd-pipeline','cloudbees.com: 7 Tips for Creating A Successful CI/CD Pipeline 🌟','','2021',1,'Presents practical insights for designing enterprise delivery systems, emphasizing Jenkins configurations. Highlights the importance of build reproducibility, artifact isolation, and database migration scripting in the delivery loop.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/top-10-best-practices-jenkins-pipeline-plugin','cloudbees.com: Top 10 Best Practices for Jenkins Pipeline Plugin 🌟🌟','- **When writing a pipeline definition, use Declarative syntax.** First, a history lesson. Scripted syntax was released around December of 2014. In February 2017, Declarative syntax was introduced. Until Declarative was released, we had no choice but to use Scripted syntax. However, since that time, many new features, such as matrix, have only been made available for Declarative.
     - **Use shared libraries.** Do you remember the days of when you used inline JavaScript in your web pages? When you introduce a "script" tag into a Declarative pipeline, that''s a warning sign that you are starting to head down the same path. When you decide that the "script" tag is the only way to go, instead of using the "script" tag, you should instead create a custom step in a shared library and use that step within your Declarative pipeline.
@@ -14597,64 +14597,64 @@ INSERT INTO "resources" VALUES('https://www.cloudbees.com/blog/top-10-best-pract
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 INSERT INTO "resources" VALUES('https://www.cloudbees.com/videos/jenkins-template-pipeline-devsecops','cloudbees.com: Managing DevSecOps Pipelines at Scale with Jenkins Templating Engine','- Are you currently helping build or maintain a Jenkins pipeline for more than one application or team? Are you tired of copying and pasting Jenkinsfiles and tweaking them to fit each team''s specific needs? This session will feature a live demonstration of getting up and running with the Jenkins Templating Engine (JTE). Attendees will learn how to stop creating bespoke pipelines on a per-application basis and, instead, create tool-agnostic pipeline templates that multiple teams can inherit - regardless of tech stack.
     - For DevSecOps engineers, this means less copying and pasting and more time spent focusing on the fun parts of the job. For managers or executives worried about compliance and standardization, this approach will ensure security is embedded in every step of the software development lifecycle for every application development team they oversee.
     - Through JTE, businesses can find order in the chaos of managing DevSecOps pipelines at scale. Enable organizational governance, optimize pipeline code reuse and simplify pipeline management for the whole team.','2023',0,'Video guide demonstrating how the Jenkins Templating Engine (JTE) enforces global security scanning policies and continuous validation controls across multi-tier software environments without individual pipeline customization.','Groovy','Video Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Enterprise Templating", "DevSecOps Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudbees.com/whitepapers/building-cloud-native-apps-painlessly','cloudbees.com: what is jenkins-x','','2020',0,'A foundational whitepaper exploring Jenkins X as a cloud-native re-architecture of traditional Jenkins patterns. Focuses on its dependency on Tekton for containerized build pipelines and its adoption of GitOps as the definitive state mechanism.','English','Whitepaper','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Kubernetes-Native CI"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudcatalog.dev','==cloudcatalog.dev==','','N/A',0,'A curated technical resource and architectural guide covering ==cloudcatalog.dev== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903114660809302e+09,0,'2026-05-17T17:19:06.608093+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md", "index.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudcatalog.dev','==cloudcatalog.dev==','','N/A',0,'A curated technical resource and architectural guide covering ==cloudcatalog.dev== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031146,0,'2026-05-17T17:19:06.608093+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md", "index.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudcraft.co','cloudcraft.co','','2025',0,'A high-fidelity 3D/2D inventory visualizer specialized in AWS environments. Automates structural documentation generation while parsing underlying instance types to calculate real-time baseline infrastructure costs.','JavaScript','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Cloud Discovery", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudera.com/blog.html','blog.cloudera.com: Scalability of Kafka Messaging using Consumer Groups','','2021',0,'Examines the horizontal scaling and performance mechanics of Kafka''s consumer group model. It addresses critical production design details, such as partition count calculations, consumer group offset tracking, and the impacts of partition rebalancing protocols.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Scalability & Performance"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudflare.com','cloudflare.com','','2026',0,'Cloudflare is a world-class global platform offering enterprise-grade application security, DNS management, fast content delivery (CDN), and reliable DDoS threat mitigation at the edge.','English','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Edge Network", "Security"]','["[COMMUNITY-TOOL]"]','[]','["cloudflare.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing','cloudflare.com: What Is Edge Computing?','','N/A',0,'A curated technical resource and architectural guide covering cloudflare.com: What Is Edge Computing? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903364002377796e+09,0,'2026-05-17T18:00:40.023778+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/edge-computing.md"]','["edge-computing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudflare.com/learning/serverless/glossary/what-is-edge-computing','cloudflare.com: What Is Edge Computing?','','N/A',0,'A curated technical resource and architectural guide covering cloudflare.com: What Is Edge Computing? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033640,0,'2026-05-17T18:00:40.023778+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/edge-computing.md"]','["edge-computing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudinsidr.com/content/how-to-restore-your-instance-data-from-a-backup-using-snapshots-on-aws-ec2ebs','How to Restore Your Instance Data from a Backup using Snapshots on AWS EC2/EBS','','2019',2,'A tactical guide demonstrating how to execute data restoration and replacement tasks on AWS EC2 instances from existing EBS volume snapshots. Live Grounding indicates that while manual recovery commands remain core knowledge, enterprise architectures automate these tasks via Infrastructure-as-Code and policy engines.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "AWS Storage", "EBS Snapshots"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudnativedeepdive.com/implementing-istio-from-start-to-finish','Implementing Istio From Start To Finish','','2022',0,'A comprehensive implementation roadmap designed to guide engineering teams through the planning, deployment, and optimization stages of building an enterprise-grade Istio platform from the ground up.','English','Article','Medium',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md", "istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudnativedeepdive.com/sharing-a-nvidia-gpu-between-pods-in-kubernetes','Sharing a NVIDIA GPU Between Pods in Kubernetes','','2022',0,'In-depth technical exploration of fractional GPU sharing techniques, including NVIDIA Multi-Instance GPU (MIG) and MPS, within Kubernetes clusters. Resolves major resource allocation bottlenecks to drive cost-effective machine learning workflows.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Hardware", "GPU Virtualization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md", "kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudnatively.com/kubernetes-client-tools-overview','cloudnatively.com: Kubernetes client tools overview','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: Kubernetes client tools overview in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032644.43352,0,'2026-05-17T17:44:04.433520+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudnatively.com/kubernetes-hpa-explanation','cloudnatively.com: Understanding Horizontal Pod Autoscaling','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: Understanding Horizontal Pod Autoscaling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779030407056185e+09,0,'2026-05-17T17:06:47.056185+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cloudnatively.com/stateful-apps-on-kubernetes','cloudnatively.com: The State of Stateful apps on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: The State of Stateful apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903218198367095e+09,0,'2026-05-17T17:36:21.983671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudnatively.com/kubernetes-client-tools-overview','cloudnatively.com: Kubernetes client tools overview','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: Kubernetes client tools overview in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032644,0,'2026-05-17T17:44:04.433520+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudnatively.com/kubernetes-hpa-explanation','cloudnatively.com: Understanding Horizontal Pod Autoscaling','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: Understanding Horizontal Pod Autoscaling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030407,0,'2026-05-17T17:06:47.056185+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudnatively.com/stateful-apps-on-kubernetes','cloudnatively.com: The State of Stateful apps on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering cloudnatively.com: The State of Stateful apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032181,0,'2026-05-17T17:36:21.983671+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudnowtech.com/blog/kubernetes-vs-serverless-how-do-you-choose','cloudnowtech.com: Kubernetes vs Serverless – How do you choose? 🌟','','2021',4,'Helps organizations balance infrastructural control against speed-to-market. Outlines key criteria for deciding when to self-manage Kubernetes or offload to fully managed serverless platforms.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture Decisions", "Comparisons", "Kubernetes vs Serverless"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudops.com/blog/comparing-service-meshes-istio-linkerd-and-consul-connect-citrix-adc','cloudops.com: Comparing Service Meshes: Istio, Linkerd, Consul Connect, and Citrix ADC','','2021',4,'A comprehensive architectural comparison assessing Istio, Linkerd, Consul Connect, and Citrix ADC. Contrast analyses target data plane performance, control plane complexity, and integration profiles with external multi-cloud boundaries.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Evaluation"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudquery.io','cloudquery.io: Cloud Query: The open-source cloud asset inventory powered by SQL','','2026',0,'An open-source high-performance security and asset discovery tool that parses cloud configuration APIs into standard SQL databases. Enables infrastructure teams to perform complex auditing, compliance mapping, and security reporting.','Go','Framework','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Asset Management & Governance", "Cloud Analytics"]','["[COMMUNITY-TOOL]"]','[]','["cloud-asset-inventory.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cloudquery.io/blog/announcing-cloudquery-terraform-drift-detection','cloudquery.io: Announcing CloudQuery Terraform Drift Detection','','2023',0,'CloudQuery Drift Detection automates the discovery of structural and state discrepancies between active cloud environments and declarative Terraform configurations. Utilizing high-performance SQL query constructs, it operates as an out-of-band compliance engine. Architecturally, it replaces resource-intensive ''terraform plan'' loops with scheduled drift audits.','Go','Blog/Feature','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Drift Detection"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020','CNCF End User Technology Radar: Observability, September 2020 🌟','','N/A',0,'A curated technical resource and architectural guide covering CNCF End User Technology Radar: Observability, September 2020 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173609108991503e+09,0,'2026-06-18T00:41:31.089915+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native','cncf.io: Top 7 challenges to becoming cloud native','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Top 7 challenges to becoming cloud native in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.781735960484205e+09,0,'2026-06-18T00:39:20.484205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-strategies','cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173622278123497e+09,0,'2026-06-18T00:43:42.781235+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-storage-cas','cncf.io: Container Attached Storage is Cloud Native Storage (CAS)','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Container Attached Storage is Cloud Native Storage (CAS) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173603795015311e+09,0,'2026-06-18T00:40:37.950153+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101','cncf.io: Kubernetes Operators 101','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Operators 101 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.781736026278378e+09,0,'2026-06-18T00:40:26.278378+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard','cncf.io: Service Mesh Is Still Hard','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Service Mesh Is Still Hard in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616758071088e+09,0,'2026-06-18T00:42:47.580711+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-platform-in-hybrid-cloud-environment','cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud'' Environment','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud'' Environment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173608255357408e+09,0,'2026-06-18T00:41:22.553574+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd','cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173591040949702e+09,0,'2026-06-18T00:38:30.409497+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy','cncf.io: Why Linkerd doesn’t use Envoy','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Why Linkerd doesn’t use Envoy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817361693689289e+09,0,'2026-06-18T00:42:49.368929+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction','cncf.io: Kubernetes 101: An Introduction 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173618056570792e+09,0,'2026-06-18T00:43:00.565708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd','cncf.io: Kubernetes network policies with Cilium and Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173616758080792e+09,0,'2026-06-18T00:42:47.580808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{"duplicate_of": "https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd"}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd','cncf.io: Protocol detection and opaque ports in Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Protocol detection and opaque ports in Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616936570501e+09,0,'2026-06-18T00:42:49.365705+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker','cncf.io: Introduction to k3d: Run K3s in Docker','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Introduction to k3d: Run K3s in Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173615420453596e+09,0,'2026-06-18T00:42:34.204536+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/22/kubernetes-security','cncf.io: Kubernetes Security 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Security 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173602624602198e+09,0,'2026-06-18T00:40:26.246022+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903452064579391e+09,0,'2026-05-17T18:15:20.645794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"duplicate_of": "https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts"}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly','cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173595204407691e+09,0,'2026-06-18T00:39:12.044077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better','cncf.io: Cloudformation vs. Terraform: Which is better?','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Cloudformation vs. Terraform: Which is better? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173596049180507e+09,0,'2026-06-18T00:39:20.491805+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md"]','["iac.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes','cncf.io: Simplifying multi-clusters in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Simplifying multi-clusters in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173622153751397e+09,0,'2026-06-18T00:43:41.537514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets','cncf.io: Revealing the secrets of Kubernetes secrets 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Revealing the secrets of Kubernetes secrets 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173603792471408e+09,0,'2026-06-18T00:40:37.924714+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.cncf.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736134.54299,0,'2026-06-18T00:42:14.542990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes','cncf.io: Tools to develop apps on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Tools to develop apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173601233765792e+09,0,'2026-06-18T00:40:12.337658+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend','cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes'' cost monitoring is causing overspend','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes'' cost monitoring is causing overspend in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173594021867609e+09,0,'2026-06-18T00:39:00.218676+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-source-configuration-validation','cncf.io: What is Polaris? Kubernetes open source configuration validation'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: What is Polaris? Kubernetes open source configuration validation'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736046.42079,0,'2026-06-18T00:40:46.420790+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-best-practices-and-comparison-of-top-mesh-options','cncf.io: Networking with a service mesh: use cases, best practices, and'' comparison of top mesh options','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Networking with a service mesh: use cases, best practices, and'' comparison of top mesh options in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173616778387308e+09,0,'2026-06-18T00:42:47.783873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices','cncf.io: Think gRPC, when you are architecting modern microservices!','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Think gRPC, when you are architecting modern microservices! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817358657231419e+09,0,'2026-06-18T00:37:45.723142+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/27/advanced-kubernetes-pod-to-node-scheduling','cncf.io: Advanced Kubernetes pod to node scheduling','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Advanced Kubernetes pod to node scheduling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173619083471107e+09,0,'2026-06-18T00:43:10.834711+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring','cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736012.24968,0,'2026-06-18T00:40:12.249680+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-and-node-components','==cncf.io: How to secure your Kubernetes control plane and node components==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: How to secure your Kubernetes control plane and node components== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173602624379491e+09,0,'2026-06-18T00:40:26.243795+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-quote-service','cncf.io: Kubernetes Ingress gRPC example with a Dune quote service','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Ingress gRPC example with a Dune quote service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173591050475502e+09,0,'2026-06-18T00:38:30.504755+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optimization','Automation is the future of cloud cost optimization','','N/A',0,'A curated technical resource and architectural guide covering Automation is the future of cloud cost optimization in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.7817359710751369e+09,0,'2026-06-18T00:39:31.075137+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["index.md", "introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0','cncf.io: Kubernetes Cluster API reaches production readiness with version'' 1.0','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Cluster API reaches production readiness with version'' 1.0 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173602826898098e+09,0,'2026-06-18T00:40:28.268981+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming','cncf.io: Flux: Server-side reconciliation is coming','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Flux: Server-side reconciliation is coming in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173594180684709e+09,0,'2026-06-18T00:39:01.806847+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager','cncf.io: How to justify infrastructure replacement to your manager','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: How to justify infrastructure replacement to your manager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173597134598207e+09,0,'2026-06-18T00:39:31.345982+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-new-range-of-use-cases','cncf.io: Prometheus announces an Agent to address a new range of use cases','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Prometheus announces an Agent to address a new range of use cases in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173613328857803e+09,0,'2026-06-18T00:42:13.288578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application-pipeline','==cncf.io: How to add observability to your application pipeline==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: How to add observability to your application pipeline== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173609108329701e+09,0,'2026-06-18T00:41:31.083297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security','cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593896966695e+09,0,'2026-06-18T00:38:58.969667+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/edge-computing.md"]','["edge-computing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails','cncf.io: Introducing Opta: Terraform on Rails','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Introducing Opta: Terraform on Rails in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736236.40713,0,'2026-06-18T00:43:56.407130+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer','An emerging Job: Kubernetes engineer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1.77903391357102894e+09,0,'2026-05-17T18:05:13.571029+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','N/A',0,'A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903180965899109e+09,0,'2026-05-17T17:30:09.658991+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api"}');
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-INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf','CNCF Survey Report 2020','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1.77902929434406089e+09,0,'2026-05-17T16:48:14.344061+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf"}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf','cncf.io: CNCF Operator White Paper (PDF) 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: CNCF Operator White Paper (PDF) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173602657925295e+09,0,'2026-06-18T00:40:26.579253+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threats-pods-running-as-root','cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as'' Root','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Identifying Kubernetes Config Security Threats: Pods Running as'' Root in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735926,0,'2026-06-18T00:38:46.115855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-devops-vs-sre','cncf.io: DevOps vs. SRE','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: DevOps vs. SRE in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736167,0,'2026-06-18T00:42:47.580896+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack','cncf.io: Logging in Kubernetes: EFK vs PLG Stack','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Logging in Kubernetes: EFK vs PLG Stack in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736013,0,'2026-06-18T00:40:13.894767+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability-september-2020','CNCF End User Technology Radar: Observability, September 2020 🌟','','N/A',0,'A curated technical resource and architectural guide covering CNCF End User Technology Radar: Observability, September 2020 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736091,0,'2026-06-18T00:41:31.089915+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native','cncf.io: Top 7 challenges to becoming cloud native','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Top 7 challenges to becoming cloud native in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735960,0,'2026-06-18T00:39:20.484205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-strategies','cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: 5 Problems with Kubernetes Cost Estimation Strategies in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736222,0,'2026-06-18T00:43:42.781235+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/09/22/container-attached-storage-is-cloud-native-storage-cas','cncf.io: Container Attached Storage is Cloud Native Storage (CAS)','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Container Attached Storage is Cloud Native Storage (CAS) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736037,0,'2026-06-18T00:40:37.950153+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101','cncf.io: Kubernetes Operators 101','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Operators 101 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736026,0,'2026-06-18T00:40:26.278378+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard','cncf.io: Service Mesh Is Still Hard','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Service Mesh Is Still Hard in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736167,0,'2026-06-18T00:42:47.580711+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-platform-in-hybrid-cloud-environment','cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud'' Environment','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: The need for Kubernetes Native Messaging Platform in Hybrid Cloud'' Environment in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736082,0,'2026-06-18T00:41:22.553574+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-rancher-vault-and-argo-cd','cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Implementing GitOps on Kubernetes Using K3s, Rancher, Vault and'' Argo CD in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735910,0,'2026-06-18T00:38:30.409497+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy','cncf.io: Why Linkerd doesn’t use Envoy','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Why Linkerd doesn’t use Envoy in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736169,0,'2026-06-18T00:42:49.368929+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction','cncf.io: Kubernetes 101: An Introduction 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes 101: An Introduction 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736180,0,'2026-06-18T00:43:00.565708+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-linkerd','cncf.io: Kubernetes network policies with Cilium and Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes network policies with Cilium and Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1781736167,0,'2026-06-18T00:42:47.580808+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{"duplicate_of": "https://www.buoyant.io/blog/kubernetes-network-policies-with-cilium-and-linkerd"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linkerd','cncf.io: Protocol detection and opaque ports in Linkerd','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Protocol detection and opaque ports in Linkerd in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736169,0,'2026-06-18T00:42:49.365705+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker','cncf.io: Introduction to k3d: Run K3s in Docker','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Introduction to k3d: Run K3s in Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736154,0,'2026-06-18T00:42:34.204536+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/22/kubernetes-security','cncf.io: Kubernetes Security 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Security 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736026,0,'2026-06-18T00:40:26.246022+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-chart','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Quick application deployments on MicroK8s using Helm Charts in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779034520,0,'2026-05-17T18:15:20.645794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"duplicate_of": "https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-helm-applications-instantly','cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Add Java Agents to Existing Kubernetes and Helm Applications Instantly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735952,0,'2026-06-18T00:39:12.044077+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better','cncf.io: Cloudformation vs. Terraform: Which is better?','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Cloudformation vs. Terraform: Which is better? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735960,0,'2026-06-18T00:39:20.491805+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/iac.md"]','["iac.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes','cncf.io: Simplifying multi-clusters in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Simplifying multi-clusters in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736221,0,'2026-06-18T00:43:41.537514+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets','cncf.io: Revealing the secrets of Kubernetes secrets 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Revealing the secrets of Kubernetes secrets 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736037,0,'2026-06-18T00:40:37.924714+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opentelemetry-and-jaeger-up-a-level',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.cncf.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736134,0,'2026-06-18T00:42:14.542990+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes','cncf.io: Tools to develop apps on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Tools to develop apps on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736012,0,'2026-06-18T00:40:12.337658+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/06/29/finops-for-kubernetes-insufficient-or-nonexistent-kubernetes-cost-monitoring-is-causing-overspend','cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes'' cost monitoring is causing overspend','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: FinOps for Kubernetes: Insufficient – or nonexistent – Kubernetes'' cost monitoring is causing overspend in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735940,0,'2026-06-18T00:39:00.218676+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/finops.md"]','["finops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-source-configuration-validation','cncf.io: What is Polaris? Kubernetes open source configuration validation'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: What is Polaris? Kubernetes open source configuration validation'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736046,0,'2026-06-18T00:40:46.420790+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-best-practices-and-comparison-of-top-mesh-options','cncf.io: Networking with a service mesh: use cases, best practices, and'' comparison of top mesh options','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Networking with a service mesh: use cases, best practices, and'' comparison of top mesh options in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736167,0,'2026-06-18T00:42:47.783873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-microservices','cncf.io: Think gRPC, when you are architecting modern microservices!','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Think gRPC, when you are architecting modern microservices! in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735865,0,'2026-06-18T00:37:45.723142+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/07/27/advanced-kubernetes-pod-to-node-scheduling','cncf.io: Advanced Kubernetes pod to node scheduling','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Advanced Kubernetes pod to node scheduling in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736190,0,'2026-06-18T00:43:10.834711+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-synthetic-monitoring','cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Avoiding Kubernetes cluster outages with synthetic monitoring in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736012,0,'2026-06-18T00:40:12.249680+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-monitoring.md"]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-and-node-components','==cncf.io: How to secure your Kubernetes control plane and node components==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: How to secure your Kubernetes control plane and node components== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736026,0,'2026-06-18T00:40:26.243795+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-quote-service','cncf.io: Kubernetes Ingress gRPC example with a Dune quote service','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Ingress gRPC example with a Dune quote service in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735910,0,'2026-06-18T00:38:30.504755+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optimization','Automation is the future of cloud cost optimization','','N/A',0,'A curated technical resource and architectural guide covering Automation is the future of cloud cost optimization in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735971,0,'2026-06-18T00:39:31.075137+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["index.md", "introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-readiness-with-version-1-0','cncf.io: Kubernetes Cluster API reaches production readiness with version'' 1.0','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes Cluster API reaches production readiness with version'' 1.0 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736028,0,'2026-06-18T00:40:28.268981+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming','cncf.io: Flux: Server-side reconciliation is coming','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Flux: Server-side reconciliation is coming in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735941,0,'2026-06-18T00:39:01.806847+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to-your-manager','cncf.io: How to justify infrastructure replacement to your manager','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: How to justify infrastructure replacement to your manager in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735971,0,'2026-06-18T00:39:31.345982+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-new-range-of-use-cases','cncf.io: Prometheus announces an Agent to address a new range of use cases','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Prometheus announces an Agent to address a new range of use cases in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736133,0,'2026-06-18T00:42:13.288578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application-pipeline','==cncf.io: How to add observability to your application pipeline==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: How to add observability to your application pipeline== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736091,0,'2026-06-18T00:41:31.083297+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-and-security','cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Hosted Edge vs Cloud: the battle for latency and security 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.969667+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/edge-computing.md"]','["edge-computing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails','cncf.io: Introducing Opta: Terraform on Rails','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Introducing Opta: Terraform on Rails in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736236,0,'2026-06-18T00:43:56.407130+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer','An emerging Job: Kubernetes engineer 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779033913,0,'2026-05-17T18:05:13.571029+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-gaps-might-be-smaller-than-you-think','==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller'' than you think==','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: DevOps vs. SRE vs. Platform Engineering? The gaps might be smaller'' than you think== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736167,0,'2026-06-18T00:42:47.783793+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/sre.md"]','["sre.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform','cncf.io: How to GitOps your Terraform','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: How to GitOps your Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1781735939,0,'2026-06-18T00:38:59.905838+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/flux.md"]','["flux.md"]','{}','{"duplicate_of": "https://fluxcd.io/blog/2022/09/how-to-gitops-your-terraform"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-set-resource-requests-and-limits','cncf.io: Kubernetes best practice: How to (correctly) set resource requests'' and limits','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes best practice: How to (correctly) set resource requests'' and limits in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736221,0,'2026-06-18T00:43:41.537868+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes','cncf.io: Seven zero trust rules for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Seven zero trust rules for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735924,0,'2026-06-18T00:38:44.586757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-with-nginx','==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==cncf.io: Monitoring micro-front ends on Kubernetes with NGINX== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736101,0,'2026-06-18T00:41:41.619892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-getting-better','cncf.io: Kubernetes storage is complex, but it’s getting better','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Kubernetes storage is complex, but it’s getting better in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736037,0,'2026-06-18T00:40:37.956305+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-guide','Kubernetes Troubleshooting: A Step-by-Step Guide','','N/A',0,'A curated technical resource and architectural guide covering Kubernetes Troubleshooting: A Step-by-Step Guide in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736057,0,'2026-06-18T00:40:57.562335+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md", "docs/kubernetes-tutorials.md", "docs/kubernetes.md"]','["kubernetes-troubleshooting.md", "kubernetes-tutorials.md", "kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/certification/ckad','cncf.io: Certified Kubernetes Application Developer (CKAD)','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: Certified Kubernetes Application Developer (CKAD) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031410,0,'2026-05-17T17:23:30.239336+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"duplicate_of": "https://www.cncf.io/training/certification/ckad"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/certification/software-conformance','Certified Kubernetes offerings','','N/A',0,'A curated technical resource and architectural guide covering Certified Kubernetes offerings in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779030499,0,'2026-05-17T17:08:19.589966+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md", "docs/rancher.md"]','["index.md", "kubernetes.md", "rancher.md"]','{}','{"duplicate_of": "https://www.cncf.io/training/certification/software-conformance"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/kubeweekly',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029163,0,'2026-05-17T16:46:03.328537+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-newsletters.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes','cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: THE ILLUSTRATED CHILDREN’S GUIDE TO KUBERNETES 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736190,0,'2026-06-18T00:43:10.454909+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/reports','CNCF Reports','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779034491,0,'2026-05-17T18:14:51.463155+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','N/A',0,'A curated technical resource and architectural guide covering cncf.io webinar: Deploying Kubernetes to bare metal using cluster API in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031809,0,'2026-05-17T17:30:09.658991+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf','CNCF Survey Report 2019','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779030352,0,'2026-05-17T17:05:52.700567+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf','CNCF Survey Report 2020','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779029294,0,'2026-05-17T16:48:14.344061+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf"}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf','cncf.io: CNCF Operator White Paper (PDF) 🌟','','N/A',0,'A curated technical resource and architectural guide covering cncf.io: CNCF Operator White Paper (PDF) 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736026,0,'2026-06-18T00:40:26.579253+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-development-FINAL.pdf','CNCF Survey Report 2021','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','N/A',100.0,1779032080,0,'2026-05-17T17:34:40.334326+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"duplicate_of": "https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf"}');
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-INSERT INTO "resources" VALUES('https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works','Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','627073522742343ecdc0f99fd1e298f002707baf365197d79d05b67586e276c6',100.0,1.77903254742815494e+09,0,'2026-05-17T17:42:27.428155+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/what-is-apache-kafka"}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works','Confluent.io: Intro to Apache Kafka: How Kafka Works 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','627073522742343ecdc0f99fd1e298f002707baf365197d79d05b67586e276c6',100.0,1779032547,0,'2026-05-17T17:42:27.428155+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://developer.confluent.io/what-is-apache-kafka"}');
 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/build-deploy-scalable-machine-learning-production-apache-kafka','confluent.io: How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka','','2021',0,'This architectural blueprint covers deploying machine learning models in production using Apache Kafka. It outlines real-time stream scoring patterns using Kafka Streams and how to architect reliable event structures for online model evaluation pipelines.','Java','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Machine Learning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance','confluent.io: Confluent and Microsoft Announce Strategic Alliance','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b663f4ec444956463ba6e48886808d7e0a91935f3de41efc0601549c5c9c63b5',100.0,1.77903404545198106e+09,0,'2026-05-17T18:07:25.451981+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/blog/latest-partner-ecosystem"}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance','confluent.io: Confluent and Microsoft Announce Strategic Alliance','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b663f4ec444956463ba6e48886808d7e0a91935f3de41efc0601549c5c9c63b5',100.0,1779034045,0,'2026-05-17T18:07:25.451981+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/blog/latest-partner-ecosystem"}');
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 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/devops-for-apache-kafka-with-kubernetes-and-gitops','confluent.io: DevOps for Apache Kafka with Kubernetes and GitOps 🌟','','2021',0,'This architectural playbook details the convergence of Apache Kafka infrastructure automation and GitOps declarative workflows. It highlights the use of specialized Kubernetes Operators (e.g., Confluent Operator, Strimzi) alongside tools like ArgoCD or Flux to manage clusters, schemas, and ACLs from version-controlled configurations.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Kubernetes & GitOps"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops','confluent.io: Apache Kafka DevOps with Kubernetes and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d69780198af6986df48f88407fa5709552aad21d3aac2067fda38953a1aefe86',100.0,1.77903038512912702e+09,0,'2026-05-17T17:06:25.129127+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared','Kafka Streams and ksqlDB Compared – How to Choose','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adcb48e7381da3ef3087717526914e75e0eb05d9c89e0f78ce163039901afc7d',100.0,1.77902915161639308e+09,0,'2026-05-17T16:45:51.616393+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://docs.confluent.io/platform/current/streams/overview.html"}');
-INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek','confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without'' ZooKeeper 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4d46807fbb7bbb4c000825c2cd7cb87d9dd7a27e39788a70b98f20f9d5c102b7',100.0,1779030091.18462,0,'2026-05-17T17:01:31.184620+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-access-to-kip-500"}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-access-to-kip-500','confluent.io: What’s New in Apache Kafka 2.8','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','4d46807fbb7bbb4c000825c2cd7cb87d9dd7a27e39788a70b98f20f9d5c102b7',100.0,1779030009,0,'2026-05-17T17:00:09.240692+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops','confluent.io: Apache Kafka DevOps with Kubernetes and GitOps','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d69780198af6986df48f88407fa5709552aad21d3aac2067fda38953a1aefe86',100.0,1779030385,0,'2026-05-17T17:06:25.129127+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared','Kafka Streams and ksqlDB Compared – How to Choose','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','adcb48e7381da3ef3087717526914e75e0eb05d9c89e0f78ce163039901afc7d',100.0,1779029151,0,'2026-05-17T16:45:51.616393+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://docs.confluent.io/platform/current/streams/overview.html"}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek','confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without'' ZooKeeper 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4d46807fbb7bbb4c000825c2cd7cb87d9dd7a27e39788a70b98f20f9d5c102b7',100.0,1779030091,0,'2026-05-17T17:01:31.184620+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-access-to-kip-500"}');
 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/latest-apache-kafka-release','confluent.io: Apache Kafka Made Simple: A First Glimpse of a Kafka Without ZooKeeper','','2021',0,'Explores the mechanical underpinnings of the KRaft consensus engine in Apache Kafka. It demonstrates how eliminating ZooKeeper''s external state store leads to faster controller failovers, simplified operational footprints, and massive single-cluster scaling capabilities.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Architecture & KRaft"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/latest-partner-ecosystem','confluent.io: Confluent and Microsoft Announce Strategic Alliance','','2021',2,'Highlights the strategic alliance bringing Confluent''s fully managed streaming services directly into the Microsoft Azure marketplace. The integration addresses corporate security hurdles, provisioning friction, and unified billing requirements for cloud-native enterprise teams.','N/A','Blog Post','Basic',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Cloud Integration", "Azure"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/manage-secrets-with-kubernetes-and-hashicorp-vault','confluent.io: How to Manage Secrets for Confluent with Kubernetes and HashiCorp Vault','','2022',4,'An enterprise guide mapping out integrations between HashiCorp Vault, Kubernetes, and Confluent Platform instances. Demonstrates automating certificate rotation, encrypting Kafka payloads, and dynamically fetching client authentication credentials directly from Vault engines.','YAML','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Kafka Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
@@ -14781,21 +14781,21 @@ INSERT INTO "resources" VALUES('https://www.confluent.io/blog/monitor-kafka-clus
 INSERT INTO "resources" VALUES('https://www.confluent.io/blog/simplify-multiple-kafka-cluster-management-monitoring-using-confluent','confluent.io: Simplifying Apache Kafka Multi-Cluster Management Using Control Center and Cluster Registry','','2021',0,'An operational manual detailing how to manage and monitor multi-cluster Apache Kafka topologies. It explores Confluent Control Center and Cluster Registry to facilitate real-time lag tracking, multi-region synchronization, and centralized security policy compliance.','N/A','Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Multi-Cluster"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.confluent.io/product/ksqldb','ksqlDB','','2026',4,'An event-streaming database engineered specifically to build stream-processing applications on top of Apache Kafka. By translating familiar SQL queries into stateful Kafka Streams topologies, ksqlDB enables microservices to construct real-time materialized views and joins with minimal code.','Java','Streaming Database','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Data Streaming", "Stream Processing", "ksqlDB"]','["[ENTERPRISE-STABLE]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.confluent.io/resources/event-driven-microservices','confluent.io: Event-Driven Microservices Architecture (white paper) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d82a7c7fb88ff1ff28a8550159e6d142c245287f6394743d034218e482e57ac1',100.0,1.77903180812290692e+09,0,'2026-05-17T17:30:08.122907+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/resources/white-paper/event-driven-microservices"}');
+INSERT INTO "resources" VALUES('https://www.confluent.io/resources/event-driven-microservices','confluent.io: Event-Driven Microservices Architecture (white paper) 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d82a7c7fb88ff1ff28a8550159e6d142c245287f6394743d034218e482e57ac1',100.0,1779031808,0,'2026-05-17T17:30:08.122907+02:00',NULL,NULL,NULL,'[]','[]','["docs/message-queue.md"]','[]','{}','{"duplicate_of": "https://www.confluent.io/resources/white-paper/event-driven-microservices"}');
 INSERT INTO "resources" VALUES('https://www.confluent.io/resources/white-paper/event-driven-microservices','confluent.io: Event-Driven Microservices Architecture (white paper) 🌟','','2021',0,'A comprehensive Confluent white paper establishing design principles for event-driven microservices. It highlights Apache Kafka as an immutable commit log, detailing exact execution models for Event Sourcing and Command Query Responsibility Segregation (CQRS).','English','Whitepaper','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Event-Driven Architecture", "Kafka"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.conftest.dev','Conftest','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c5032993c0d152900cb6c548210a7743fe1bd4c96c616ca1129d5e8300305dac',100.0,1.77903056933859491e+09,1,'2026-05-17T17:09:29.338595+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://www.conftest.dev','Conftest','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c5032993c0d152900cb6c548210a7743fe1bd4c96c616ca1129d5e8300305dac',100.0,1779030569,1,'2026-05-17T17:09:29.338595+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.conjur.org','conjur.org','','2023',0,'The master platform portal for CyberArk Conjur, an enterprise secrets engine. Details machine identity enforcement, deep RBAC mapping, short-lived token distribution, and out-of-the-box native integrations for multi-cloud and complex hybrid cloud fabrics.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "CyberArk Conjur"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.consul.io','consul.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ba196303f6ddb699f5f94d3525fbd2003f3ffdecbc7da85f4ed05afda27198dd',100.0,1.77903288934859395e+09,0,'2026-05-17T17:48:09.348594+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.consul.io/docs/connect/index.html','consul Connect','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fc02053dd245eef8b9ed4f31984fe3a73df1cea750e9d9e585e8f8a1280dd56a',100.0,1.77903295024246406e+09,0,'2026-05-17T17:49:10.242464+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.consul.io/docs/k8s/connect/ingress-gateways','consul.io: Ingress Gateways on Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e768a2e295ca40f99512d9d717e8429bdfd3220f50d2d1ca469696f0bce585f',100.0,1.77902947293450593e+09,0,'2026-05-17T16:51:12.934506+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s"}');
+INSERT INTO "resources" VALUES('https://www.consul.io','consul.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','ba196303f6ddb699f5f94d3525fbd2003f3ffdecbc7da85f4ed05afda27198dd',100.0,1779032889,0,'2026-05-17T17:48:09.348594+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.consul.io/docs/connect/index.html','consul Connect','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','fc02053dd245eef8b9ed4f31984fe3a73df1cea750e9d9e585e8f8a1280dd56a',100.0,1779032950,0,'2026-05-17T17:49:10.242464+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.consul.io/docs/k8s/connect/ingress-gateways','consul.io: Ingress Gateways on Kubernetes 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8e768a2e295ca40f99512d9d717e8429bdfd3220f50d2d1ca469696f0bce585f',100.0,1779029472,0,'2026-05-17T16:51:12.934506+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/consul/docs/north-south/ingress-gateway/k8s"}');
 INSERT INTO "resources" VALUES('https://www.container-security.site/defenders/PCI_Container_Orchestration_Guidance.html','container-security.site: PCI Container Orchestration Guidance for Kubernetes','','2021',0,'An in-depth security architectural blueprint explaining how to design, harden, and audit a Kubernetes cluster to meet strict PCI-DSS payment card data security regulations. It details namespace isolation strategies, network segmentation using granular policies, encrypted storage of secrets, and real-time audit logging configurations.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security Operations", "Compliance", "PCI-DSS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.contentful.com/blog/2020/10/20/open-source-kube-secret-syncer','contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator'' to sync secrets from AWS Secrets Manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9cb34eb4af5c202b08bdfc47f58327cf5f8538f28476c79593396cb6ca2af381',100.0,1.77903073747634601e+09,0,'2026-05-17T17:12:17.476346+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://www.contentful.com/blog/open-source-kube-secret-syncer"}');
+INSERT INTO "resources" VALUES('https://www.contentful.com/blog/2020/10/20/open-source-kube-secret-syncer','contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator'' to sync secrets from AWS Secrets Manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9cb34eb4af5c202b08bdfc47f58327cf5f8538f28476c79593396cb6ca2af381',100.0,1779030737,0,'2026-05-17T17:12:17.476346+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md", "docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://www.contentful.com/blog/open-source-kube-secret-syncer"}');
 INSERT INTO "resources" VALUES('https://www.contentful.com/blog/open-source-kube-secret-syncer','contentful.com: Open-sourcing kube-secret-syncer: A Kubernetes operator to sync secrets from AWS Secrets Manager','- [contentful-labs/kube-secret-syncer 🌟](https://github.com/contentful-labs/kube-secret-syncer)','2021',0,'A detailed technical review describing the open-sourcing of kube-secret-syncer. The tool synchronizes secrets dynamically from AWS Secrets Manager to Kubernetes namespaces, removing manual config synchronization overhead.','N/A','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "AWS Integration", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.contino.io/insights/how-to-make-enterprise-container-strategies-that-last-part-one','contino.io: How to Make Enterprise Container Strategies That Last (Part One)','','2021',0,'An enterprise-focused strategic guide detailing how to design durable container adoption initiatives. It emphasizes aligning developer enablement with platform engineering teams, setting up proper governance models, and establishing realistic operational metrics, ensuring organization-wide Kubernetes migrations don''t stall due to cultural friction.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Enterprise Containers", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["devops.md", "faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.continuitysoftware.com/blog/it-resilience/what-is-configuration-drift','What is Configuration Drift?','','2022',1,'A structural examination of configuration drift in production ecosystems. Addresses how out-of-band manual alterations violate security baselines and introduce operational uncertainty into enterprise deployments.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Configuration Management", "Drift Detection"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.convert.com/blog/a-b-testing/a-b-testing-tools-2022-beyond','convert.com: Top 10 A/B Testing Tools That Are Good for the Next 5 Years (Vetted by Features, Privacy, Maturity & Price)','- [grafana.com: How to build performance tests into your CI pipeline with k6, GitHub Actions, and Grafana](https://grafana.com/blog/how-to-build-performance-tests-into-your-ci-pipeline-with-k6-github-actions-and-grafana)
     - [itnext.io: How to run distributed performance tests in Kubernetes with K6](https://itnext.io/how-to-run-distributed-performance-tests-in-kubernetes-with-k6-and-elasticsearch-4ff8142bc774) you''ll learn how to perform load testing natively on a Kubernetes cluster using multiple pods simulating real-world traffic to test an ElasticSearch cluster deployed using the ECK Operator','2022',0,'Market evaluation of premium and open-source A/B testing platforms alongside continuous testing tools like Grafana k6 for automated regression pipelines and performance simulation in Kubernetes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Performance & A/B Testing"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-kubernetes','copado.com: Applying a Zero Trust Infrastructure in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','618df80cd3ef40af30422297bd03f0e1f6f6037b943bda49446ae83687c82726',100.0,1.77903095184342288e+09,0,'2026-05-17T17:15:51.843423+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.copado.com/devops-hub/blog/applying-a-zero-trust-infrastructure-in-kubernetes','copado.com: Applying a Zero Trust Infrastructure in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','618df80cd3ef40af30422297bd03f0e1f6f6037b943bda49446ae83687c82726',100.0,1779030951,0,'2026-05-17T17:15:51.843423+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.copado.com/resources/blog/applying-a-zero-trust-infrastructure-in-kubernetes','copado.com: Applying a Zero Trust Infrastructure in Kubernetes','','2022',0,'An architecture guide on applying Zero Trust principles to Kubernetes infrastructure environments. It covers building cryptographically verifiable workload identities via SPIFFE/SPIRE, and micro-segmenting service interactions with mTLS. Transitions teams away from perimeter-only defenses to continuous validation.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Zero Trust", "Service Mesh & Networking"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cope.es/programas/la-linterna/noticias/ejemplo-moneda-con-que-entender-como-funciona-ordenador-cuantico-una-revolucion-20240407_3232557','cope.es: El ejemplo de ''la moneda'' con el que entender cómo funciona un ordenador cuántico: "Será una revolución"','','2024',0,'Introduce los principios de la computación cuántica de manera accesible mediante la analogía de una moneda girando para ilustrar la superposición. Destaca el impacto potencial de los cúbits frente a la computación clásica.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Emerging Technology", "Quantum Computing", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.cortex.dev/post/how-to-build-a-pipeline-to-retrain-and-deploy-models','cortex.dev: How to build a pipeline to retrain and deploy models','','2021',0,'Outlines pipeline architectures to automate ML model retraining and deployment. Since the underlying Cortex project has been archived, it is preserved here primarily for historical MLOps framework reference.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Machine Learning", "MLOps", "Model Pipelines"]','["[LEGACY]"]','[]','["mlops.md"]','{}','{}');
@@ -14804,15 +14804,15 @@ INSERT INTO "resources" VALUES('https://www.cortex.io/post/a-guide-to-the-best-s
 INSERT INTO "resources" VALUES('https://www.cortex.io/post/why-you-need-a-microservices-catalog-tool','getcortexapp.com: Why You Need a Microservices Catalog Tool','','2021',3,'Details the operational sprawl that occurs as organizations scale their microservices topologies. Proposes centralized service catalogs (similar to Backstage or Cortex) to map dependencies, track security compliance, enforce reliability standards, and assign service ownership across teams.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Service Catalogs", "Microservices Governance"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.couchbase.com','couchbase.com','','2026',5,'Enterprise-class distributed multi-model NoSQL document database combining an in-memory database with SQL-like querying capabilities (N1QL). Architected for low-latency transactional applications and microservices.','C++','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Architecture", "NoSQL Databases", "Document Databases"]','["[DE FACTO STANDARD]"]','[]','["nosql.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.coursera.org','Coursera.org','','2026',4,'A massive educational platform delivering structured cloud-native specializations designed by industry leaders. Focuses on distributed application architectures, microservices testing, and container deployment flows.','English','Training Platform','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Higher Education", "Software Engineering"]','["[ENTERPRISE-STABLE]"]','[]','["elearning.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.coursera.org/learn/google-cloud-java-spring','coursera.org: Building Scalable Java Microservices with Spring Boot and'' Spring Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4ab82d94e49289f1c62f3cb021dcf5a3391c2a99c61c756e311f2861191e36e',100.0,1.77903086212095808e+09,1,'2026-05-17T17:14:22.120958+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.coursera.org/learn/google-cloud-java-spring','coursera.org: Building Scalable Java Microservices with Spring Boot and'' Spring Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c4ab82d94e49289f1c62f3cb021dcf5a3391c2a99c61c756e311f2861191e36e',100.0,1779030862,1,'2026-05-17T17:14:22.120958+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school','coursereport.com: A Beginner’s Guide to Python for Cybersecurity','','2018',2,'Curator Insight introduces python scripting constructs for penetration testing, log parsing, and security tooling. Live Grounding highlights Python''s continuous dominance in security automation, where SecOps and SOAR workflows leverage standard modules to parse IOCs and coordinate rapid incident response tasks.','Python','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cybersecurity", "Python", "Security Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crn.com/news/cloud/ibm-s-red-hat-reveals-ansible-automation-platform-2-early-access','crn.com: IBM’s Red Hat Reveals Ansible Automation Platform 2 Early Access','','2021',0,'Early access architecture overview of Ansible Automation Platform 2. Highlights migration of task-execution modules to isolated container engines, decoupling control loops from hosts.','English','blog_post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Enterprise Platform", "Releases"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crn.com/news/cover-story/microsoft-s-judson-althoff-to-partners-managed-services-are-your-ai-superpower?itc=refresh?ocid=FY26_soc_omc_br_X_CRNJudson','Microsoft Commercial CEO Althoff to Partners: Managed Services Are Your AI Superpower','Commercial CEO Judson Althoff outlines how managed service providers (MSPs) must mature into ''Frontier Firms'' to tune, monitor, secure, and govern enterprise AI agents.','2026',4,'* **Curator Insight**: Pivots the corporate AI narrative away from basic experimentation toward the long-term operational challenges of security, governance, and model maintenance.
-* **Live Grounding**: Features executive analysis on how Microsoft is incentivizing its partner ecosystem to develop continuous verification pipelines, protecting enterprise LLMs against data loss and drift.','en','interview','Advanced',0,'online','automatic','fe27370187f08a4459690441f3a7357f8f4081b533999cdfdade5520c53a2afc',NULL,1780352730.2075,0,'2026-06-02T00:25:30.207500+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "AI Operations", "Governance", "Managed Services"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Significant industry cover story summarizing Microsoft''s forward-looking commercial partner strategies for AI agent lifecycle management and secure operations.", "social_preview_url": "https://www.crn.com/news/cover-story/media_168117898e24079f6d08507aee78cde108e1ea280.png?width=1200&format=pjpg&optimize=medium", "source_provenance": "X.com (Microsoft)", "suggested_new_category": "ai-managed-services"}');
+* **Live Grounding**: Features executive analysis on how Microsoft is incentivizing its partner ecosystem to develop continuous verification pipelines, protecting enterprise LLMs against data loss and drift.','en','interview','Advanced',0,'online','automatic','fe27370187f08a4459690441f3a7357f8f4081b533999cdfdade5520c53a2afc',NULL,1780352730,0,'2026-06-02T00:25:30.207500+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "AI Operations", "Governance", "Managed Services"]','["CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Significant industry cover story summarizing Microsoft''s forward-looking commercial partner strategies for AI agent lifecycle management and secure operations.", "social_preview_url": "https://www.crn.com/news/cover-story/media_168117898e24079f6d08507aee78cde108e1ea280.png?width=1200&format=pjpg&optimize=medium", "source_provenance": "X.com (Microsoft)", "suggested_new_category": "ai-managed-services"}');
 INSERT INTO "resources" VALUES('https://www.cronista.com/apertura/empresas/como-identificar-a-un-mal-jefe-y-que-errores-no-pueden-cometer-hoy-los-lideres','cronista.com: Cómo identificar a un mal jefe y qué errores no pueden cometer hoy los líderes','','2022',3,'Identifies key red flags of toxic engineering leadership, including micro-management, blame shifting, and chronic overwork structures. Outlines core modern leadership competencies like transparent team metrics, career path definition, and high psychological safety that retain top engineering talent and stabilize system operations.','es','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Team Management", "Team Dynamics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crossover.com','crossover','','2026',0,'An enterprise-grade talent matching platform designed for long-term, high-compensation remote roles. It implements standardized testing and rigorous qualification procedures. Live grounding validates its position as a high-density, metrics-driven remote staffing solution for scale-ups and global tech conglomerates.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Global Sourcing"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crossplane.io','crossplane.io','','2026',0,'The official portal for Crossplane, a CNCF incubating framework that extends the Kubernetes API to manage external cloud infrastructure. By transforming Kubernetes clusters into universal control planes, Crossplane allows platform teams to orchestrate cloud databases, VPCs, and serverless resources using custom resources (CRDs) and declarative YAML, standardizing cloud platform automation.','Go','Tool Website','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "Infrastructure as Code"]','["[COMMUNITY-TOOL]"]','[]','["crossplane.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.crunchbase.com/organization/openshift/timeline/timeline','crunchbase.com','','N/A',0,'A curated technical resource and architectural guide covering crunchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903437283110404e+09,0,'2026-05-17T18:12:52.831104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.crunchbase.com/organization/openshift/timeline/timeline','crunchbase.com','','N/A',0,'A curated technical resource and architectural guide covering crunchbase.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034372,0,'2026-05-17T18:12:52.831104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crunchydata.com','crunchydata.com','','2026',0,'Corporate entry point for Crunchy Data, a driving force behind enterprise-hardened, fully open-source PostgreSQL. Represents a suite of production support, compliance validation patterns, and cloud-native integration tools.','None','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database", "PostgreSQL", "Enterprise Solutions"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.crunchydata.com/blog/a-postgres-primer-for-oracle-dbas','blog.crunchydata.com: A Postgres Primer for Oracle DBAs','','2021',0,'An enterprise migration manual designed to translate core Oracle relational database patterns directly to PostgreSQL. Map architectural concepts including tablespaces, user-schema relations, and PL/SQL syntaxes onto Postgres-native equivalents.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Migration"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
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@@ -14864,94 +14864,94 @@ INSERT INTO "resources" VALUES('https://www.crunchydata.com/news/crunchy-postgre
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-INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit','Databricks Data + AI Summit 2026 | Leading AI Conference','The premier global conference for data engineering, analytics, and AI architectures, highlighting Spark, Delta Lake, and enterprise ML orchestration.','2026',4,'Curator Insight: Highly regarded as the definitive epicenter for large-scale data and AI engineering. Live Grounding: Real-time industry assessments verify that the 2026 summit focuses heavily on production-ready agentic workflows, Apache Airflow unified control planes, and enterprise LLM scalability. The conference provides cloud architects with critical, vetted strategies to transition generative AI from experimental pilots to resilient production environments.','en','event','advanced',0,'online','automatic','7ecaeb0f859b2d9b15977340020b1fc69f24442d1156a089e5c5b5b0da77a01a',NULL,1.78035580363940596e+09,0,'2026-06-02T01:16:43.639406+02:00',NULL,NULL,NULL,'["Infrastructure", "Artificial Intelligence", "Conferences"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly reputable flagship conference hosted by Databricks, globally recognized as a premier event for data engineering, analytics, and AI architecture scaling.", "social_preview_url": "", "source_provenance": "X.com (Databricks)", "suggested_new_category": "conferences"}');
+INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit','Databricks Data + AI Summit 2026 | Leading AI Conference','The premier global conference for data engineering, analytics, and AI architectures, highlighting Spark, Delta Lake, and enterprise ML orchestration.','2026',4,'Curator Insight: Highly regarded as the definitive epicenter for large-scale data and AI engineering. Live Grounding: Real-time industry assessments verify that the 2026 summit focuses heavily on production-ready agentic workflows, Apache Airflow unified control planes, and enterprise LLM scalability. The conference provides cloud architects with critical, vetted strategies to transition generative AI from experimental pilots to resilient production environments.','en','event','advanced',0,'online','automatic','7ecaeb0f859b2d9b15977340020b1fc69f24442d1156a089e5c5b5b0da77a01a',NULL,1780355803,0,'2026-06-02T01:16:43.639406+02:00',NULL,NULL,NULL,'["Infrastructure", "Artificial Intelligence", "Conferences"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly reputable flagship conference hosted by Databricks, globally recognized as a premier event for data engineering, analytics, and AI architecture scaling.", "social_preview_url": "", "source_provenance": "X.com (Databricks)", "suggested_new_category": "conferences"}');
 INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/evolving-apache-spark-structured-streaming-open-source-year-review-and','Evolving Apache Spark Structured Streaming in Open Source: A Year in Review and the Road Ahead!','A technical breakdown of Apache Spark Structured Streaming advancements in versions 4.1 and 4.2.','2026',4,'An in-depth technical retrospective and roadmap session on open-source Apache Spark Structured Streaming, tracking the critical evolution into Spark 4.1 and 4.2.
 - **Architectural Value**: Addresses mission-critical streaming ETL and real-time ingestion pipelines.
 - **Key Features**: Highlights the new ''Real-Time Mode'' for sub-millisecond latencies and enhanced stateful transform utilities like `TransformWithState`.
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 INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/how-build-agentic-pipelines-oss-spark-declarative-pipelines','How to Build Agentic Pipelines with OSS Spark Declarative Pipelines','A technical session from Databricks Data + AI Summit 2026 highlighting Apache Spark''s new Declarative Pipelines API and patterns for deterministic agentic data engineering.','2026',4,'### Curator Insight
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-INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/upcoming-apache-sparktm-42-next-chapter-unified-analytics','The Upcoming Apache Spark 4.2: The Next Chapter in Unified Analytics','A Databricks Data and AI Summit 2026 session detailing the architectural improvements, real-time feature pipelines, and native AI capabilities in Apache Spark 4.2.','2026',4,'An in-depth look at Apache Spark 4.2, highlighting key architectural enhancements designed for high-performance AI workloads and unified analytics. This session details the native engine-level support for real-time feature pipelines, multimodal data processing, and AI-assisted SQL query planning. It highlights major performance upgrades for distributed streaming and batch workflows, solidifying Spark''s role in modern enterprise data lakehouse topologies.','en','session','advanced',0,'online','automatic','6c993f2210bed72337ea1ffb5f6e242bc41dac631d95824ef9b4a5bbb3b0c2b7',NULL,1.78035282864139509e+09,0,'2026-06-02T00:27:08.641395+02:00',NULL,NULL,NULL,'["Data Engineering", "Big Data Engines", "Apache Spark"]','["[EMERGING]"]','[]','[]','{}','{"category": "kubernetes-bigdata", "reputation_status": "Vetted", "reputation_summary": "Highly regarded technical session at the Databricks Data and AI Summit 2026, previewing core optimizations in Apache Spark 4.2.", "social_preview_url": "", "source_provenance": "X.com (ApacheSpark)", "suggested_new_category": ""}');
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+INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/upcoming-apache-sparktm-42-next-chapter-unified-analytics','The Upcoming Apache Spark 4.2: The Next Chapter in Unified Analytics','A Databricks Data and AI Summit 2026 session detailing the architectural improvements, real-time feature pipelines, and native AI capabilities in Apache Spark 4.2.','2026',4,'An in-depth look at Apache Spark 4.2, highlighting key architectural enhancements designed for high-performance AI workloads and unified analytics. This session details the native engine-level support for real-time feature pipelines, multimodal data processing, and AI-assisted SQL query planning. It highlights major performance upgrades for distributed streaming and batch workflows, solidifying Spark''s role in modern enterprise data lakehouse topologies.','en','session','advanced',0,'online','automatic','6c993f2210bed72337ea1ffb5f6e242bc41dac631d95824ef9b4a5bbb3b0c2b7',NULL,1780352828,0,'2026-06-02T00:27:08.641395+02:00',NULL,NULL,NULL,'["Data Engineering", "Big Data Engines", "Apache Spark"]','["[EMERGING]"]','[]','[]','{}','{"category": "kubernetes-bigdata", "reputation_status": "Vetted", "reputation_summary": "Highly regarded technical session at the Databricks Data and AI Summit 2026, previewing core optimizations in Apache Spark 4.2.", "social_preview_url": "", "source_provenance": "X.com (ApacheSpark)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.databricks.com/dataaisummit/session/whats-new-apache-sparktm-41','What''s New in Apache Spark 4.1? | Databricks Data + AI Summit 2026','Architectural breakdown of technical innovations in Apache Spark 4.1, detailing Declarative Pipelines and Real-Time streaming enhancements.','2026',4,'This core presentation from the Databricks Data + AI Summit 2026 explores major design shifts in Apache Spark 4.1. It introduces Spark Declarative Pipelines (SDP) for simplified dependency orchestration and launches a dedicated Real-Time Mode in Structured Streaming to achieve sub-second latency.
 
 * Showcases robust Python performance leaps via Arrow-native UDFs/UDTFs and pushdown filtering.
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-INSERT INTO "resources" VALUES('https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops','datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps','','N/A',0,'A curated technical resource and architectural guide covering datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903173536044907e+09,0,'2026-05-17T17:28:55.360449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/cloud/pros-and-cons-kubernetes-based-hybrid-cloud','datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','880506c385da2f8983c1cf1e7fb0289fb628ec126ec148ff323d808e453a2afd',100.0,1.779033040778517e+09,0,'2026-05-17T17:50:40.778517+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud"}');
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+INSERT INTO "resources" VALUES('https://www.datacenterdynamics.com/en/opinions/why-netops-needs-a-digital-sandbox-to-benefit-from-devops','datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps','','N/A',0,'A curated technical resource and architectural guide covering datacenterdynamics.com: Why NetOps needs a digital sandbox to benefit from'' DevOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031735,0,'2026-05-17T17:28:55.360449+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md"]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/cloud/pros-and-cons-kubernetes-based-hybrid-cloud','datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','880506c385da2f8983c1cf1e7fb0289fb628ec126ec148ff323d808e453a2afd',100.0,1779033040,0,'2026-05-17T17:50:40.778517+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/cloud/the-pros-and-cons-of-kubernetes-based-hybrid-cloud','datacenterknowledge.com: The Pros and Cons of Kubernetes-Based Hybrid Cloud','','2021',0,'Details structural advantages and operational challenges of maintaining a hybrid-cloud Kubernetes topology. Analyzes network latency bottlenecks, data compliance demands, and cluster tooling unified control setups.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Hybrid Cloud", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-kubernetes-service-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes'' Service to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','19eff054d872011c28a707270d81a616ea90a356b7ed4cf3129995f739176622',100.0,1.77903130244302201e+09,0,'2026-05-17T17:21:42.443022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws"}');
+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/devops/red-hat-brings-its-managed-openshift-kubernetes-service-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes'' Service to AWS','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','19eff054d872011c28a707270d81a616ea90a356b7ed4cf3129995f739176622',100.0,1779031302,0,'2026-05-17T17:21:42.443022+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/hyperscalers/red-hat-brings-its-managed-openshift-kubernetes-service-to-aws','datacenterknowledge.com: Red Hat Brings Its Managed OpenShift Kubernetes Service to AWS','','2021',0,'Data Center Knowledge covers the business and technical implications of Red Hat''s native managed service strategy on AWS, looking at enterprise hybrid cloud trends.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Managed Kubernetes", "ROSA"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/open-source/explaining-knative-project-liberate-serverless-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless'' from Cloud Giants','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d4c7167609ef325fec7ef93f9a0573b36b016ad42bd3ae5990e42ca0193de71d',100.0,1.77902956634374189e+09,0,'2026-05-17T16:52:46.343742+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants"}');
+INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/open-source/explaining-knative-project-liberate-serverless-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless'' from Cloud Giants','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d4c7167609ef325fec7ef93f9a0573b36b016ad42bd3ae5990e42ca0193de71d',100.0,1779029566,0,'2026-05-17T16:52:46.343742+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants"}');
 INSERT INTO "resources" VALUES('https://www.datacenterknowledge.com/servers/explaining-knative-the-project-to-liberate-serverless-from-cloud-giants','datacenterknowledge.com: Explaining Knative, the Project to Liberate Serverless from Cloud Giants','','2020',4,'Examines Knative''s industry goal of creating an open, pluggable platform layer that frees enterprise organizations from public cloud vendor lock-in.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Serverless", "Knative"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md", "serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.datadoghq.com','datadoghq.com','','2026',0,'A dominant, enterprise-grade SaaS observability and security monitoring platform. In 2026, Datadog integrates deeply with the OpenTelemetry standard, combining LLM-driven anomaly detection (via Bits AI) and deep container runtime visibility for highly complex distributed microservice environments.','Go','Tool','Intermediate',1,'online','manual','96079a3456cd59f44c688603b0fbcb676e66d81af102aaafc00d3db82ccd5d6f',100.0,1.77903184999148511e+09,1,'2026-05-17T17:30:49.991485+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "APM"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.datadoghq.com','datadoghq.com','','2026',0,'A dominant, enterprise-grade SaaS observability and security monitoring platform. In 2026, Datadog integrates deeply with the OpenTelemetry standard, combining LLM-driven anomaly detection (via Bits AI) and deep container runtime visibility for highly complex distributed microservice environments.','Go','Tool','Intermediate',1,'online','manual','96079a3456cd59f44c688603b0fbcb676e66d81af102aaafc00d3db82ccd5d6f',100.0,1779031849,1,'2026-05-17T17:30:49.991485+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "APM"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datadoghq.com/blog/monitor-vault-metrics-and-logs','datadoghq.com: Monitor HashiCorp Vault metrics and logs','','2021',0,'Deep engineering guide detailing how to ingest, monitor, and alert on HashiCorp Vault logs and performance metrics using Datadog. Evaluates key health telemetry indicators including client token creation rates, lease expirations, system entropy, request latencies, and critical unseal events to ensure high availability and robust auditing.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Security Operations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datadoghq.com/blog/monitoring-kafka-performance-metrics','datadoghq.com: Monitoring Kafka performance metrics','','2021',0,'An exhaustive guide detailing critical Apache Kafka performance metrics that platform operators and SREs should monitor. Highlights broker-level telemetry (e.g., under-replicated partitions, active controllers) alongside client consumer group lag.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Observability & UI"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datadoghq.com/resources/datadog-postgresql-cheatsheet','datadoghq.com: PostgreSQL Cheatsheet','','2024',0,'A production-oriented PostgreSQL maintenance manual from Datadog. Concentrates on performance telemetry, vacuum parameters, deep query tracking metrics, locking processes, and performance troubleshooting.','SQL','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "PostgreSQL"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga','datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally'' Available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1.779033509493999e+09,0,'2026-05-17T17:58:29.493999+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.datamechanics.co"}');
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+INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga','datamechanics.co: Apache Spark 3.1 Release: Spark on Kubernetes is now Generally'' Available','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1779033509,0,'2026-05-17T17:58:29.493999+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-bigdata.md"]','[]','{}','{"duplicate_of": "https://www.datamechanics.co"}');
+INSERT INTO "resources" VALUES('https://www.datamechanics.co/blog-post/optimized-spark-docker-images-now-available','datamechanics.co: Optimized Apache Spark Docker Images','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','efcdad385764e438329e36c990283128884ef4ff0ea935bcfe0d1fd23add8d94',100.0,1779031623,0,'2026-05-17T17:27:03.078911+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.datamechanics.co/blog-post/apache-spark-3-1-release-spark-on-kubernetes-is-now-ga"}');
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+INSERT INTO "resources" VALUES('https://www.datastax.com/blog/apache-cassandra-40-now-delivered-k8ssandra-amazon-eks','datastax.com: Apache Cassandra 4.0 is Now Delivered Via K8ssandra on Amazon'' EKS','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ba545566acbb2af32bc2b363440712e235b2a40f865f0f859ba2dce85f8af521',100.0,1779033973,0,'2026-05-17T18:06:13.937750+02:00',NULL,NULL,NULL,'[]','[]','["docs/nosql.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.datree.io','datree.io','','2022',5,'An enterprise-grade CLI validation engine built to run policy and configuration checks on Kubernetes manifests. Datree evaluates configurations against schema rules and security standards before they reach clusters. This is a critical validation step for CI/CD GitOps pipelines.','Go','tool','intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Operations", "Kubernetes", "Policy Enforcement"]','["[DE FACTO STANDARD]"]','[]','["git.md", "kubernetes-tools.md"]','{}','{"is_special": true}');
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 INSERT INTO "resources" VALUES('https://www.datree.io/resources/eks-1-22-upgrade-tutorial','datree.io: EKS 1.22 Upgrade Tutorial','','2022',0,'An operations-oriented technical walkthrough focusing on upgrading Amazon EKS clusters to version 1.22. It documents the impact of deprecated v1beta1 API removals, specifically detailing transitions for Ingress and CustomResourceDefinition objects. SREs can leverage this guide to configure validation scripts and preventative gatekeeping within CI/CD pipelines prior to AWS control-plane updates.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Managed Kubernetes", "EKS", "Upgrades"]','["[GUIDE]", "[LEGACY]"]','[]','["kubernetes-releases.md"]','{}','{}');
@@ -14963,18 +14963,18 @@ INSERT INTO "resources" VALUES('https://www.datree.io/resources/kubernetes-readi
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 INSERT INTO "resources" VALUES('https://www.dbi-services.com/blog/deploying-postgresql-in-minishiftopenshift','Deploying PostgreSQL in MiniShift/OpenShift 3','','2020',0,'Guides users through deploying PostgreSQL on Minishift/OpenShift 3, highlighting standard volume mounting processes. Due to the deprecation of both OpenShift 3 and Minishift, modern applications utilize OpenShift Local and PostgreSQL Operator frameworks.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database & Storage", "Stateful Workloads", "PostgreSQL"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','025bd376e73ab55c02889a83fa86bfab69f4039ac4b2cd3bc8eb9ac3a7253b6b',100.0,1779034012.79842,0,'2026-05-17T18:06:52.798420+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions"}');
+INSERT INTO "resources" VALUES('https://www.deepinstinct.com/2021/07/01/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions?'' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','025bd376e73ab55c02889a83fa86bfab69f4039ac4b2cd3bc8eb9ac3a7253b6b',100.0,1779034012,0,'2026-05-17T18:06:52.798420+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions"}');
 INSERT INTO "resources" VALUES('https://www.deepinstinct.com/blog/what-makes-powershell-a-challenge-for-cybersecurity-solutions','deepinstinct.com: What makes powershell a challenge for cybersecurity solutions? 🌟','','2023',3,'An analysis explaining why PowerShell poses unique challenges to traditional Endpoint Detection and Response (EDR) agents. It details memory-only script execution techniques (fileless malware), obfuscation, and bypass patterns that avoid disk auditing. This highlights the absolute necessity of enabling PowerShell Transcription logging and Constrained Language Mode in production.','PowerShell','Security Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Compliance", "PowerShell Security"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/fargate-con-eks.html','deloitte.com: Fargate con EKS','','2022',0,'Evaluates using AWS Fargate with Amazon EKS to run serverless Kubernetes pods. Eliminates the overhead of configuring, patching, and scaling standard EC2 worker node pools, transferring structural management duties back to AWS.','Spanish','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes & EKS", "Serverless Containers"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.deloitte.com/es/es/services/consulting/blogs/todo-tecnologia/infrastructure-as-code-iac-con-terraform.html','deloitte.com: Infrastructure as Code (IaC) con Terraform','','2022',0,'An analytical strategy paper discussing the cultural, operational, and fiscal impact of adopting Terraform within massive legacy enterprises. Focuses on change management, center of excellence setups, and pipeline safety.','Spanish','Strategy Document','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Enterprise Strategy"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture','==designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:'' Top Architectural Design Patterns==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e939a04ce0073d466b49762e6285ab59f71f5058c86118a4939c4fd5bb131e08',100.0,1.77903057462062692e+09,0,'2026-05-17T17:09:34.620627+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture"}');
+INSERT INTO "resources" VALUES('https://www.designgurus.io/blog/Monolithic-Service-Oriented-Microservice-Architecture','==designgurus.io: Monolithic vs. Service-Oriented vs. Microservice Architecture:'' Top Architectural Design Patterns==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e939a04ce0073d466b49762e6285ab59f71f5058c86118a4939c4fd5bb131e08',100.0,1779030574,0,'2026-05-17T17:09:34.620627+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.designgurus.io/blog/monolithic-service-oriented-microservice-architecture"}');
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-INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903094623838305e+09,0,'2026-05-17T17:15:46.238383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790300464727571e+09,0,'2026-05-17T17:00:46.472757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903327499163889e+09,0,'2026-05-17T17:54:34.991639+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030946,0,'2026-05-17T17:15:46.238383+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030046,0,'2026-05-17T17:00:46.472757+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.devbattles.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033274,0,'2026-05-17T17:54:34.991639+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/ci-cd/2020/10/06/open-sauce-rancher-25-puts-new-ui-forward-gets-to-continuously-delivering/1628365','devclass.com: Open sauce - Rancher 2.5 puts new UI forward, gets to continuously delivering','','2020',1,'An archival product review documenting the launch of Rancher 2.5, which redesigned the platform''s dashboard UI and introduced automated multi-cluster application delivery powered by Fleet GitOps tools.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Product Updates", "Rancher 2.5"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/ci-cd/2021/03/23/git-a-march-on-gitlab-1310-ramps-up-security-adds-support-for-openshift-dora/1619889','devclass.com: Git a March on: GitLab 13.10 ramps up security, adds support for OpenShift, DORA','','2021',0,'A product breakdown of the GitLab 13.10 release, highlighting its improved OpenShift integration and built-in DORA metrics tracking. These features help enterprise teams better evaluate development velocity, pipeline health, and deploy cycles.','Markdown','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Collaborative Platforms", "DevSecOps Platforms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/containers/2020/05/04/openshift-44-goes-all-out-on-mixed-workloads-puts-observability-at-devs-fingertips/1625566','devclass.com: OpenShift 4.4 goes all out on mixed workloads, puts observability at devs’ fingertips 🌟','','2020',4,'Details the application metrics and performance observability enhancements introduced in OpenShift 4.4. Focuses on developer-centric telemetry visualization, built-in Prometheus metric configurations, and unified operations management for mixed VM and container runtimes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Release Diagnostics", "Observability Frameworks"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
@@ -14985,12 +14985,12 @@ INSERT INTO "resources" VALUES('https://www.devclass.com/containers/2021/04/09/k
 INSERT INTO "resources" VALUES('https://www.devclass.com/containers/2021/09/02/rancher-presents-first-big-release-after-suse-acquisition-ups-game-on-hosted-cluster-provisioning/1627301','devclass.com: Rancher presents first big release after SUSE acquisition, ups game on hosted cluster provisioning','','2021',2,'A release overview tracking the launch of Rancher 2.6, the first landmark version following SUSE''s acquisition. Highlights the platform''s refined user experience and deep public cloud managed-cluster provisioning tools.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Product Updates", "Rancher 2.6"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devclass.com/databases/2021/04/20/apache-kafka-280-previews-life-without-zookeeper/1627009','devclass.com: Apache Kafka 2.8.0 previews life without ZooKeeper','','2021',0,'Details the technical implications of running Apache Kafka without its legacy ZooKeeper dependency as introduced in version 2.8.0. Explains how KRaft-based metadata replication simplifies cluster management and scales partition throughput limits.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Architecture & KRaft"]','["[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.developer.com/design/solving-microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','N/A',0,'A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.7790307274517579e+09,0,'2026-05-17T17:12:07.451758+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{"duplicate_of": "https://dzone.com/articles/microservices-anti-patterns"}');
+INSERT INTO "resources" VALUES('https://www.developer.com/design/event-driven-microservices','developer.com: An Introduction to Event Driven Microservices','','N/A',0,'A curated technical resource and architectural guide covering developer.com: An Introduction to Event Driven Microservices in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779030683,0,'2026-05-17T17:11:23.539871+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"duplicate_of": "https://dzone.com/articles/event-driven-microservices-1"}');
+INSERT INTO "resources" VALUES('https://www.developer.com/design/solving-microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','N/A',0,'A curated technical resource and architectural guide covering developer.com: Overcoming the Common Microservices Anti-Patterns in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779030727,0,'2026-05-17T17:12:07.451758+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{"duplicate_of": "https://dzone.com/articles/microservices-anti-patterns"}');
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-INSERT INTO "resources" VALUES('https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops','devopsonline.co.uk: DevOps and the emergence of TestOps!','','2020',3,'Addresses operational alignment challenges between DevOps deployment speeds and QA operations. Argues for the programmatic codification of testing metrics and test configurations directly within target pipelines.','English','Technical Article','Intermediate',0,'online','manual',NULL,80.0,1.77902942378331089e+09,0,'2026-05-17T16:50:23.783311+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "TestOps Strategy"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.devopsonline.co.uk/devops-and-the-emergence-of-testops','devopsonline.co.uk: DevOps and the emergence of TestOps!','','2020',3,'Addresses operational alignment challenges between DevOps deployment speeds and QA operations. Argues for the programmatic codification of testing metrics and test configurations directly within target pipelines.','English','Technical Article','Intermediate',0,'online','manual',NULL,80.0,1779029423,0,'2026-05-17T16:50:23.783311+02:00',NULL,NULL,NULL,'["DevOps & Quality Assurance", "Continuous Testing", "TestOps Strategy"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devopsonline.co.uk/robotics-and-automation-to-cause-anxiety-for-workers','devopsonline.co.uk: Robotics and automation to cause anxiety for workers','','2021',0,'This research outlines the sociotechnical friction generated by rapid automated pipeline deployments and cognitive labor automation. It instructs operational leaders on how to design supportive training matrices that alleviate engineer anxiety during automation rollouts.','English','article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Automation Impact", "Sociotechnical Systems"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devopsonline.co.uk/the-role-of-automation-in-devops','devopsonline.co.uk: The role of Automation in DevOps','','2021',0,'Analyzes how automation affects software reliability and deployment speeds. Details how automating tests and deployments reduces human error and secures consistent, compliant environments at scale.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps Methodology", "Automation Philosophy", "Continuous Deployment"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.devopstoolkitseries.com','devopstoolkitseries.com','- [youtube: Jenkins X: The Recipe For Continuous Delivery](https://www.youtube.com/watch?v=ihHr-iLfEGo)','2020',0,'A video-guided tutorial from the DevOps Toolkit Series demonstrating Jenkins X setups. It details the process of establishing Kubernetes-native continuous delivery, showcasing automated PR checks and progressive staging mechanics.','English','Video Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Platforms", "Kubernetes-Native CI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins-alternatives.md"]','{}','{}');
@@ -15002,29 +15002,29 @@ INSERT INTO "resources" VALUES('https://www.devroom.io/2011/07/05/git-squash-you
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-INSERT INTO "resources" VALUES('https://www.diagrams.net/blog/drawio-aws-cloudcraft','diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio'' diagram','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3dfdcd11f832e7a800d14289d4e0c7ec9465424fc0f1dc612390a7cf72e366ab',100.0,1.77903043014032697e+09,0,'2026-05-17T17:07:10.140327+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.diagrams.net/blog/drawio-aws-cloudcraft','diagrams.net: Use Cloudcraft to export your AWS architecture to a .drawio'' diagram','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3dfdcd11f832e7a800d14289d4e0c7ec9465424fc0f1dc612390a7cf72e366ab',100.0,1779030430,0,'2026-05-17T17:07:10.140327+02:00',NULL,NULL,NULL,'[]','[]','["docs/cloud-arch-diagrams.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.digitalocean.com/blog/kubernetes-for-startups-why-when-and-how-to-adopt','digitalocean.com: Kubernetes for startups: Why, when, and how to adopt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1e5719beb1fc9c9fc436c2b9c6a23109d2aea3a58dce644d042adec3a2b68c53',100.0,1.77902990001405191e+09,0,'2026-05-17T16:58:20.014052+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/resources/articles/kubernetes-for-startups"}');
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+INSERT INTO "resources" VALUES('https://www.digitalocean.com/blog/kubernetes-for-startups-why-when-and-how-to-adopt','digitalocean.com: Kubernetes for startups: Why, when, and how to adopt','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1e5719beb1fc9c9fc436c2b9c6a23109d2aea3a58dce644d042adec3a2b68c53',100.0,1779029900,0,'2026-05-17T16:58:20.014052+02:00',NULL,NULL,NULL,'[]','[]','["docs/managed-kubernetes-in-public-cloud.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/resources/articles/kubernetes-for-startups"}');
+INSERT INTO "resources" VALUES('https://www.digitalocean.com/blog/vanilla-kubernetes-vs-managed-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d2d88011753183cdd2ee842c60bb975720d75b08c2b947bc9caafeb90c79c4fd',100.0,1779031776,0,'2026-05-17T17:29:36.934628+02:00',NULL,NULL,NULL,'[]','[]','["docs/about.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/books/from-containers-to-kubernetes-with-node-js-ebook','digitalocean.com: From Containers to Kubernetes with Node.js eBook','','2019',0,'A practical, application-focused eBook demonstrating the end-to-end containerization lifecycle of a Node.js application. It walks through drafting efficient Dockerfiles, setting up local development via Minikube, and writing declarative manifests to scale production microservices on Kubernetes.','English','Book','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Books", "NodeJS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/books/understanding-the-dom-document-object-model-ebook','digitalocean.com: Understanding the DOM — Document Object Model eBook','','2026',0,'A comprehensive pedagogical resource exploring the Document Object Model (DOM) as a programming interface. It introduces how modern browsers parse HTML into tree-like object models and details programmatic mutation approaches using native JavaScript APIs.','JavaScript','Documentation','Beginner',0,'online','manual','dd64ce0189a7f65d807732c11a16fba83da29e2f350c3440d00b80a0af205f89',100.0,1779033224,1,'2026-05-17T17:53:44.160378+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.digitalocean.com/community/questions/kuberntes-pvc-readwritemany-access-mode-alternative','Digital Ocean: Kuberntes PVC ReadWriteMany access mode alternative','','2021',0,'This architectural guide details alternatives for resolving ReadWriteMany (RWX) volume constraints in environments like DigitalOcean that natively support only ReadWriteOnce (RWO) block storage. It outlines techniques for deploying in-cluster NFS servers or utilizing shared file systems like CephFS to bridge the storage access limitation.','N/A','Guide','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes PVC", "RWX Alternatives"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.docker.com/blog/dear-moby-2-kubernetes-in-production','docker.com: Kubernetes in Production Environments','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Kubernetes in Production Environments in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779031808,0,'2026-05-17T17:30:08.042858+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"duplicate_of": "https://www.docker.com/blog"}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-compose-for-amazon-ecs-now-available','docker.com: Docker Compose for Amazon ECS Now Available','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Docker Compose for Amazon ECS Now Available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.485052+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-desktop-wsl-2-backport-update','Docker Desktop & WSL 2 – Backport Update','','N/A',0,'A curated technical resource and architectural guide covering Docker Desktop & WSL 2 – Backport Update in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736057,0,'2026-06-18T00:40:57.836049+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-github-actions','docker.com: Docker Github Actions','','N/A',0,'A curated technical resource and architectural guide covering docker.com: Docker Github Actions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735950,0,'2026-06-18T00:39:10.479044+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog/docker-hardened-images-for-every-developer','Docker Hardened Images for Every Developer','','N/A',0,'A curated technical resource and architectural guide covering Docker Hardened Images for Every Developer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.561205+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md", "docs/kubernetes.md", "docs/securityascode.md"]','["docker.md", "kubernetes.md", "securityascode.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.docker.com/blog/how-to-develop-inside-a-container-using-visual-studio-code-remote-containers','docker.com: How to Develop Inside a Container Using Visual Studio Code Remote'' Containers 🌟','','N/A',0,'A curated technical resource and architectural guide covering docker.com: How to Develop Inside a Container Using Visual Studio Code Remote'' Containers 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736168,0,'2026-06-18T00:42:48.273797+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.docker.com/blog/how-to-use-the-official-nginx-docker-image','How To Use the Official NGINX Docker Image','','N/A',0,'A curated technical resource and architectural guide covering How To Use the Official NGINX Docker Image in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781736180,0,'2026-06-18T00:43:00.241603+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.docker.com/llm','Docker for LLMs','','N/A',0,'A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173593856937789e+09,0,'2026-06-18T00:38:58.569378+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/docker.md", "docs/serverless.md"]','["ai.md", "docker.md", "serverless.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.docker.com/llm','Docker for LLMs','','N/A',0,'A curated technical resource and architectural guide covering Docker for LLMs in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.569378+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/docker.md", "docs/serverless.md"]','["ai.md", "docker.md", "serverless.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/products/container-runtime','Docker','','N/A',0,'A curated technical resource and architectural guide covering Docker in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735900,0,'2026-06-18T00:38:20.166245+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/devops-metrics-for-success','dynatrace.com: 9 key DevOps metrics for success - What are the four main DevOps metrics? DORA’s Four Keys','1. Deployment frequency
     2. Lead time for changes
     3. Change failure rate
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+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-openshift-2','dynatrace.com: The Power of OpenShift, The Visibility of Dynatrace','','2023',0,'Explores structural synergies between enterprise Kubernetes distribution OpenShift and Dynatrace monitoring. Covers auto-injection, security mapping, and automated application discovery patterns.','en','Article','Intermediate',1,'online','manual','37e88677c117c44649424c80639037d4a3abbadc1c59ad215d21ef52c27c6166',100.0,1779130494,0,'2026-05-18T20:54:54.921624+02:00',NULL,NULL,NULL,'["Observability", "Platform Monitoring", "Dynatrace OpenShift Integration"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/what-is-opentelemetry-2','dynatrace.com: What is  OpenTelemetry? An open-source standard for logs,'' metrics, and traces','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c6fb6df528c831204a375f912e85648fe80f3940fceb7130c32a7ddeaf9e958b',100.0,1779031464,0,'2026-05-17T17:24:24.657057+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case','dynatrace.com: Why conventional observability fails in Kubernetes environments—A'' real-world use case 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e785013c9edd6bd917ca156cfde26e93d5f11bb10f26ad52bfe15aef364b0907',100.0,1779034039,0,'2026-05-17T18:07:19.666118+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.dynatrace.com/news/blog/why-conventional-observability-fails-in-kubernetes-environments-a-real-world-use-case", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T18:54:54.953125"}, "duplicate_of": "https://www.dynatrace.com/news/blog/how-to-solve-the-challenges-of-multicloud-aws-azure-and-gcp-observability"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blogwhat-is-keptn-how-it-works-and-how-to-get-started','dynatrace.com: What is keptn, how it works and how to get started!','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','0c97e86a39f7692330f7f474e76b4aea3799b1099c4ab8c3463de73d66babed1',100.0,1779029378,0,'2026-05-17T16:49:38.636435+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/what-is-keptn-how-it-works-and-how-to-get-started"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/engineering','engineering.dynatrace.com: Kubernetes Security Best Practices -Part 1: Role Based Access Control (RBAC)','','2022',0,'A deep dive into Kubernetes Role-Based Access Control (RBAC) mechanisms and configuration patterns. The guide stresses the architectural importance of the Principle of Least Privilege, outlining best practices for defining Roles and ClusterRoles. Practical mitigation strategies focus on auditing wildcard permissions to avoid escalation risks.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "RBAC"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/tag/log4shell','dynatrace.com: Log4Shell vulnerability','','2021',0,'An archive explaining how full-stack observability pipelines can help identify vulnerable Log4j executions. It covers using application performance monitoring (APM) and runtime profiling to map active memory execution traces. This method allows organizations to detect and isolate exploits without relying solely on static image scanning.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Observability Mitigations"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/resource-center/log4j-vulnerability','dynatrace.com: Log4Shell vulnerability','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13152ef3e0122f98882a119a498f3235c315c21a9f034f69f095d0ac5e212f35',100.0,1.77903057018826389e+09,0,'2026-05-17T17:09:30.188264+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/tag/log4shell"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/resource-center/log4j-vulnerability','dynatrace.com: Log4Shell vulnerability','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13152ef3e0122f98882a119a498f3235c315c21a9f034f69f095d0ac5e212f35',100.0,1779030570,0,'2026-05-17T17:09:30.188264+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/news/tag/log4shell"}');
 INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers','rookout.com: Developer Tools for Kubernetes in 2021: Helm, Kustomize, and Skaffold (Part 1)','- [rookout.com: Developer Tools for Kubernetes in 2021 – Skaffold, Tilt, and Garden (Part 2)](https://www.dynatrace.com/solutions/observability-for-developers/-part-2) In that previous blog post, I also mentioned another tool – Skaffold. While Skaffold has limited ability to define Kubernetes applications and build and deploy them in CI/CD pipelines, it’s core functionality is creating a development environment for Kubernetes. In this blog post, I’ll discuss the alternative tools of doing just that – spinning up a development environment on Kubernetes. So let’s go into an in-depth comparison of Skaffold, Tilt, and Garden. **I will not be covering Microsoft Draft, as the Github repository appears to be archived and has had no new versions in 2020.**
     - [rookout.com: Developer Tools for Kubernetes in 2021: Lens, VSCode, IntelliJ, & Gitpod (Part 3)](https://www.dynatrace.com/solutions/observability-for-developers/-part-3)
     - [rookout.com: Developer Tools for Kubernetes in 2021: Docker, Kaniko, Buildpack & Jib (Part 4)](https://www.dynatrace.com/solutions/observability-for-developers/-part-4)
     - [rookout.com: Developer Tools for Kubernetes in 2021: Development Machines (Part 5)](https://www.dynatrace.com/solutions/observability-for-developers)','2021',0,'Comprehensive multi-part review of critical Kubernetes development tools. Examines deployment mechanisms (Helm, Kustomize), real-time sync engines (Skaffold, Tilt, Garden), IDE extensions, and container building alternatives.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Inner-Loop Automation", "Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md", "kubernetes-based-devel.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049495766711e+09,0,'2026-05-18T20:54:54.957667+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,64.0,1.77913049494065403e+09,0,'2026-05-18T20:54:54.940654+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.dynatrace.com/solutions/observability-for-developers/-part-2", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.940656"}}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-part-3',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049496723508e+09,0,'2026-05-18T20:54:54.967235+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/deploy-oneagent-on-openshift-container-platform','dynatrace.com: Deploy OneAgent on OpenShift Container Platform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f6686e0b945d94f02077b6d9b750177ef7c816abee0e605dad98c14108f57154',100.0,1.77903052293569493e+09,0,'2026-05-17T17:08:42.935695+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy"}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/activemq',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5ba0823c9d9b36d5be29a3845820d35714e37c3e9ea29fbd208961729d9b389',100.0,1.77903108964987897e+09,0,'2026-05-17T17:18:09.649879+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/kafka',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b32927e8a283e3f885b9506ad747110ab91b5196adc1f30276e535dd1feceb78',100.0,1.77903223675887703e+09,0,'2026-05-17T17:37:16.758877+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/openshift-monitoring','dynatrace.com: openshift monitoring','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a3b306ab3686ad52f4a084c8ca5b94124abd792aa78d652d0c4f78dbe57a1ff3',100.0,1.77903022881483292e+09,0,'2026-05-17T17:03:48.814833+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/hub/detail/red-hat-openshift"}');
-INSERT INTO "resources" VALUES('https://www.eclipse.org/jkube','Eclipse JKube 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b425737ec3ecdc20219c4eadd6dbcc2b17995f43c9b33e2972b5ea5d534fa07',100.0,1.77903153857804799e+09,0,'2026-05-17T17:25:38.578048+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://eclipse.org/jkube"}');
-INSERT INTO "resources" VALUES('https://www.eclipse.org/jkube/docs/migration-guide','eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to'' Eclipse JKube 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab0e44264afb6a2b0631f1a75837de7b6586b72bf623041db782a86a7214f533',100.0,1.77902914872872209e+09,0,'2026-05-17T16:45:48.728722+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md"]','[]','{}','{"duplicate_of": "https://eclipse.dev/jkube/docs/migration-guide"}');
-INSERT INTO "resources" VALUES('https://www.eclipse.org/openj9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','76e4667d27e422d4ffc423ed21d09add663e3a014bed1c5c982f3722fd83715e',100.0,1.77903391418716406e+09,0,'2026-05-17T18:05:14.187164+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-development-machines-part-5',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.957667+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'review_required','manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.940654+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{"review_metadata": {"original_url": "https://www.dynatrace.com/solutions/observability-for-developers/-part-2", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.940656"}}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/solutions/observability-for-developers/-part-3',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.967235+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/cloud-platforms/openshift/full-stack/deploy-oneagent-on-openshift-container-platform','dynatrace.com: Deploy OneAgent on OpenShift Container Platform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f6686e0b945d94f02077b6d9b750177ef7c816abee0e605dad98c14108f57154',100.0,1779030522,0,'2026-05-17T17:08:42.935695+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://docs.dynatrace.com/docs/ingest-from/setup-on-container-platforms/kubernetes/legacy/deploy-oneagent-operator-openshift-legacy"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/activemq',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f5ba0823c9d9b36d5be29a3845820d35714e37c3e9ea29fbd208961729d9b389',100.0,1779031089,0,'2026-05-17T17:18:09.649879+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/support/help/technology-support/application-software/other-technologies/supported-out-of-the-box/kafka',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b32927e8a283e3f885b9506ad747110ab91b5196adc1f30276e535dd1feceb78',100.0,1779032236,0,'2026-05-17T17:37:16.758877+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/openshift-monitoring','dynatrace.com: openshift monitoring','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a3b306ab3686ad52f4a084c8ca5b94124abd792aa78d652d0c4f78dbe57a1ff3',100.0,1779030228,0,'2026-05-17T17:03:48.814833+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{"duplicate_of": "https://www.dynatrace.com/hub/detail/red-hat-openshift"}');
+INSERT INTO "resources" VALUES('https://www.eclipse.org/jkube','Eclipse JKube 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b425737ec3ecdc20219c4eadd6dbcc2b17995f43c9b33e2972b5ea5d534fa07',100.0,1779031538,0,'2026-05-17T17:25:38.578048+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://eclipse.org/jkube"}');
+INSERT INTO "resources" VALUES('https://www.eclipse.org/jkube/docs/migration-guide','eclipse.org: Migration Guide for projects using Fabric8 Maven Plugin to'' Eclipse JKube 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ab0e44264afb6a2b0631f1a75837de7b6586b72bf623041db782a86a7214f533',100.0,1779029148,0,'2026-05-17T16:45:48.728722+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md"]','[]','{}','{"duplicate_of": "https://eclipse.dev/jkube/docs/migration-guide"}');
+INSERT INTO "resources" VALUES('https://www.eclipse.org/openj9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','76e4667d27e422d4ffc423ed21d09add663e3a014bed1c5c982f3722fd83715e',100.0,1779033914,0,'2026-05-17T18:05:14.187164+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.educative.io/blog/kubernetes-deployments-strategies','educative.io: A deep dive into Kubernetes Deployment strategies','','2021',4,'Provides deep-dive comparative matrices on deployment patterns. Evaluates application compatibility, infrastructure overhead, traffic routing, and rollout speeds.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Strategies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.educative.io/courses/introduction-microservice-principles-concepts','educative.io: An Introduction to Microservice Principles and Concepts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d99819dee8a06a6736c3e8a35108d4eab64b18c6caedd689b4d69e1383a09d27',100.0,1.77903326319415807e+09,1,'2026-05-17T17:54:23.194158+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.educative.io/courses/introduction-microservice-principles-concepts','educative.io: An Introduction to Microservice Principles and Concepts','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','d99819dee8a06a6736c3e8a35108d4eab64b18c6caedd689b4d69e1383a09d27',100.0,1779033263,1,'2026-05-17T17:54:23.194158+02:00',NULL,NULL,NULL,'[]','[]','["docs/elearning.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.educative.io/courses/learn-kubernetes','educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive 🌟🌟🌟','','2026',4,'A text-first training curriculum with browser-native sandbox environments. Investigates internal API server flows, cluster scheduler behaviors, and advanced persistent volumes without installation friction.','English','Course','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Interactive Platform"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.educative.io/courses/learn-kubernetes/pods',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.educative.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.78173605705111289e+09,0,'2026-06-18T00:40:57.051113+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.educative.io/courses/the-kubernetes-course','==educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive=='' 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fa9199907084e2a2a735ef746c0026445370eb6666946388fa1a3d8b29a2c00a',100.0,1.77903141451017594e+09,0,'2026-05-17T17:23:34.510176+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{"duplicate_of": "https://www.educative.io/courses/learn-kubernetes"}');
-INSERT INTO "resources" VALUES('https://www.educative.io/courses/the-kubernetes-course/RMmq5M6Gp8R','educative.io/courses/the-kubernetes-course: Pods','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','c745b9cea25504f12537f79420b8cd9d1645e366fedd0507af66b0df47f39bf3',100.0,1.77903229791650795e+09,0,'2026-05-17T17:38:17.916508+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.educative.io/courses/learn-kubernetes/pods',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.educative.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1781736057,0,'2026-06-18T00:40:57.051113+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.educative.io/courses/the-kubernetes-course','==educative.io/courses/the-kubernetes-course: Learn Kubernetes: A Deep Dive=='' 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','fa9199907084e2a2a735ef746c0026445370eb6666946388fa1a3d8b29a2c00a',100.0,1779031414,0,'2026-05-17T17:23:34.510176+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{"duplicate_of": "https://www.educative.io/courses/learn-kubernetes"}');
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 INSERT INTO "resources" VALUES('https://www.edureka.co/blog/cheatsheets/ansible-cheat-sheet-guide','edureka.co: Ansible Cheat Sheet – A DevOps Quick Start Guide','','2024',3,'Curator Insight: DevOps-centric Ansible reference mapping syntax for playbooks, modules, and execution loops. Live Grounding: Indispensable for configuring enterprise system-level requirements, detailing task execution, hand-offs to Ansible Galaxy, and template parsing with Jinja2.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Configuration Management", "Ansible"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.enterpriseai.news/2021/01/22/red-hats-disruption-of-centos-unleashes-storm-of-dissent','enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent','','N/A',0,'A curated technical resource and architectural guide covering enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902945938762211e+09,0,'2026-05-17T16:50:59.387622+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.enterpriseai.news/2021/01/22/red-hats-disruption-of-centos-unleashes-storm-of-dissent','enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent','','N/A',0,'A curated technical resource and architectural guide covering enterpriseai.news: Red Hat’s Disruption of CentOS Unleashes Storm of Dissent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029459,0,'2026-05-17T16:50:59.387622+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.enterprisetimes.co.uk/2020/07/23/monolithic-versus-microservice-architecture','Monolithic versus Microservice architecture','','N/A',0,'A curated technical resource and architectural guide covering Monolithic versus Microservice architecture in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034034,0,'2026-05-17T18:07:14.551750+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/267642','entrepreneur.com: Las 10 preguntas que debes hacerte para saber si eres'' un buen líder','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','973ef918541e9e6bcdbc36422cdc2bcc120685c3858b8db2e2e7dffa39ada1de',100.0,1.77903255673944211e+09,0,'2026-05-17T17:42:36.739442+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/356991','entrepreneur.com: Which Project Management Timeline Tool Is Right for Your'' Team?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','51ea2f30f48d504a4d7ec99eba3dba67f77d4c14944290e6a4f8a543c4bab531',100.0,1779030348,0,'2026-05-17T17:05:48.305446+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{"duplicate_of": "https://www.entrepreneur.com"}');
+INSERT INTO "resources" VALUES('https://www.entrepreneur.com/article/365880','entrepreneur.com: ¿Cómo manejar un equipo que trabaja desde sus casas?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','973ef918541e9e6bcdbc36422cdc2bcc120685c3858b8db2e2e7dffa39ada1de',100.0,1779029827,0,'2026-05-17T16:57:07.116304+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-methodology.md"]','[]','{}','{"duplicate_of": "https://www.entrepreneur.com/article/267642"}');
 INSERT INTO "resources" VALUES('https://www.env0.com/blog/ansible-vs-terraform-when-to-choose-one-or-use-them-together','env0.com: Ansible vs Terraform: Choose One or Use Both?','','2023',0,'Examines how to combine Terraform and Ansible in hybrid pipelines. Details architectures for provisioning base cloud infrastructure with Terraform while using Ansible for VM-level configuration.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.env0.com/blog/how-to-use-terraform-providers','env0.com: How to Use Terraform Providers','','2023',3,'An in-depth conceptual breakdown demonstrating how Terraform interacts with external APIs using provider abstraction boundaries. Covers versioning lockfiles, provider block configuration, and source mirror configurations.','HCL','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Core Concepts", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.europeclouds.com/blog/implementing-aqua-security-to-secure-kubernetes','europeclouds.com: Implementing Aqua Security to Secure Kubernetes','','2021',0,'This reference implementation analyzes Aqua Security''s threat protection suite inside Kubernetes platforms. It details automated configuration of image scanning workflows, continuous drift detection mechanisms, and custom-built runtime profiles. Grounded in actual platform defense, this approach addresses immediate container exploitation vectors by establishing clear trust domains.','None','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Container Security", "Aqua Security Integration"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.euroresidentes.com/empresa/exito-empresarial/la-intimidacin-verbal-en-la-empresa','euroresidentes.com: La intimidación verbal en la empresa','','2021',0,'Tackles verbal intimidation and toxic communication habits in corporate environments. Outlines methods for building psychological safety, addressing workplace harassment, and establishing strict ethical communication rules to protect engineering talent.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Management", "Workplace Culture", "Conflict Resolution"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.eventstore.com/blog/service-oriented-architecture-vs-event-driven-architecture','==eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture=='' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','49dcc9af1be66c9eb1fd49383d6f3da4460ac85919b81fe35e623f7dc0b8b0c5',100.0,1.77903040763367891e+09,0,'2026-05-17T17:06:47.633679+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.eventstore.com/blog/service-oriented-architecture-vs-event-driven-architecture','==eventstore.com: Service-Oriented Architecture vs Event-Driven Architecture=='' 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','49dcc9af1be66c9eb1fd49383d6f3da4460ac85919b81fe35e623f7dc0b8b0c5',100.0,1779030407,0,'2026-05-17T17:06:47.633679+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes','eximiaco.tech: when to choose Kubernetes? 🌟','','N/A',0,'A curated technical resource and architectural guide covering eximiaco.tech: when to choose Kubernetes? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902937414877891e+09,0,'2026-05-17T16:49:34.148779+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.eximiaco.tech/en/2020/06/03/3-facts-to-consider-before-adopting-kubernetes','eximiaco.tech: when to choose Kubernetes? 🌟','','N/A',0,'A curated technical resource and architectural guide covering eximiaco.tech: when to choose Kubernetes? 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029374,0,'2026-05-17T16:49:34.148779+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration','','N/A',0,'A curated technical resource and architectural guide covering experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','c8b66ae1277fb535830047dcb2061cac144abd52f351700466afb109a55fded0',100.0,1.77902919056596302e+09,0,'2026-05-17T16:46:30.565963+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration"}');
-INSERT INTO "resources" VALUES('https://www.exploratorium.edu/exhibits/a-sip-of-conflict','A Sip of Conflict - Exploratorium','Play with the tension between logic and emotion as you drink from a water fountain fashioned from an actual (but unused) toilet.','2007',4,'A brief overview of the Exploratorium''s ''A Sip of Conflict'' interactive exhibit. Designed in collaboration with cognitive scientists, the exhibit serves as a physical demonstration of cognitive bias and emotional dissonance, prompting visitors to examine how psychological heuristics influence direct physical actions.','English','website','Beginner',0,'online','automatic','N/A',NULL,1780352581.79245,0,'2026-06-02T00:23:01.792450+02:00',NULL,NULL,NULL,'["Human Factors", "Cognitive Bias", "Museum Exhibits"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official page of a permanent, famous educational exhibit at San Francisco''s Exploratorium.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "cognitive-science-bias"}');
+INSERT INTO "resources" VALUES('https://www.experfy.com/training/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration','','N/A',0,'A curated technical resource and architectural guide covering experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous'' Integration in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','c8b66ae1277fb535830047dcb2061cac144abd52f351700466afb109a55fded0',100.0,1779029190,0,'2026-05-17T16:46:30.565963+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"duplicate_of": "https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration"}');
+INSERT INTO "resources" VALUES('https://www.exploratorium.edu/exhibits/a-sip-of-conflict','A Sip of Conflict - Exploratorium','Play with the tension between logic and emotion as you drink from a water fountain fashioned from an actual (but unused) toilet.','2007',4,'A brief overview of the Exploratorium''s ''A Sip of Conflict'' interactive exhibit. Designed in collaboration with cognitive scientists, the exhibit serves as a physical demonstration of cognitive bias and emotional dissonance, prompting visitors to examine how psychological heuristics influence direct physical actions.','English','website','Beginner',0,'online','automatic','N/A',NULL,1780352581,0,'2026-06-02T00:23:01.792450+02:00',NULL,NULL,NULL,'["Human Factors", "Cognitive Bias", "Museum Exhibits"]','["[CASE STUDY]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Official page of a permanent, famous educational exhibit at San Francisco''s Exploratorium.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "cognitive-science-bias"}');
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 INSERT INTO "resources" VALUES('https://www.f5.com/products/distributed-cloud-services','Threat Stack','','2026',0,'Originally Threat Stack, now operationalized within F5''s Distributed Cloud Services. Provides host intrusion detection (HIDS), real-time behavioral monitoring, and compliance metrics. Combines endpoint system telemetry and application traffic insight to enable rapid detection of advanced persistent threats.','N/A','Platform','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Cloud Security", "Telemetry & Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.f5.com/products/nginx','nginx.com: Automating Multi-Cluster DNS with NGINX Ingress Controller','','2022',0,'Technical blueprint showcasing DNS synchronization and traffic routing automation across multi-cluster environments. Demonstrates leveraging NGINX Ingress for global load balancing and resilient geographical failovers.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Multi-Cluster", "DNS"]','["[COMMUNITY-TOOL]"]','[]','["web-servers.md", "ansible.md", "faq.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.f5.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1.77913049500272703e+09,0,'2026-05-18T20:54:55.002727+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{"review_metadata": {"original_url": "https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:55.002729"}}');
+INSERT INTO "resources" VALUES('https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.f5.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual',NULL,64.0,1779130495,0,'2026-05-18T20:54:55.002727+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/web-servers.md"]','["web-servers.md"]','{}','{"review_metadata": {"original_url": "https://www.f5.com/products/nginx/resources/library/complete-nginx-cookbook", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:55.002729"}}');
 INSERT INTO "resources" VALUES('https://www.facebook.com/pages/BMW-IT-Zentrum/122968844423716','BMW IT-Zentrum','','2026',0,'Curator Insight points to the corporate hub for BMW''s extensive IT and software innovation efforts. Live Grounding highlights BMW''s massive internal platform engineering evolution, using Kubernetes and cloud-native standards to manage connected car telemetry and smart-manufacturing software pipelines globally.','N/A','Social Media','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "BMW Group"]','["[COMMUNITY-TOOL]"]','[]','["customer.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.facilcloud.com/noticias/?p=1294&lang=es_ES',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.facilcloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','1ce7920fe50064d4ff4bc36075b7a9de2fe8f21f5e73d2b7f0e85a572ea1cd02',100.0,1.77903078832252693e+09,1,'2026-05-17T17:13:08.322527+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/nosql.md"]','["nosql.md"]','{}','{}');
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@@ -15245,23 +15245,23 @@ INSERT INTO "resources" VALUES('https://www.fairwinds.com/kubernetes-maturity-mo
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 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/janakirammsv/2019/04/14/everything-you-want-to-know-about-anthos-googles-hybrid-and-multi-cloud-platform','Everything You Want To Know About Anthos - Google''s Hybrid And Multi-Cloud Platform','','2019',0,'A strategic market review analyzing Google’s motivations behind launching Anthos. Describes how Anthos decouples Kubernetes management from specific underlying cloud fabrics to standardize operations, deployment, and service meshes across disparate architectures.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Hybrid & Multi-Cloud", "Anthos", "Strategic Guide"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.forbes.com/sites/janakirammsv/2019/06/28/5-cloud-native-storage-startups-to-watch-out-for-in-2019','forbes.com: 5 Cloud Native Storage Startups To Watch Out For In 2019','','2019',0,'A retrospective analysis of promising cloud-native storage startups circa 2019. While the market has consolidated since publication, tracking these early-stage designs (such as Portworx and Rook) provides critical context regarding how CSI-native architectures became standard.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Ecosystem Trends"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
@@ -15279,9 +15279,9 @@ INSERT INTO "resources" VALUES('https://www.fosstechnix.com/install-prometheus-a
 INSERT INTO "resources" VALUES('https://www.fosstechnix.com/rolling-out-and-rolling-back-updates-with-zero-downtime-on-kubernetes-cluster','fosstechnix.com: Rolling out and Rolling back updates with Zero Downtime on Kubernetes Cluster','','2021',4,'Provides a hands-on walk-through of Kubernetes deployment rollout controls. Demonstrates CLI paradigms (`kubectl rollout status`, `undo`, `history`) alongside YAML manifest strategies to achieve safe, reversible cluster states during app upgrades.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Rolling Updates"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fosstechnix.com/terraform-cloud-interview-questions-and-answer','fosstechnix.com: Top 50 Terraform Cloud Interview Questions and Answers','','2026',0,'Analyzes advanced interview scenarios tailored for Terraform Cloud installations. Explains workspace management, run triggers, policy-as-code evaluations (Sentinel/OPA), and integration with version control portals.','None','Interview Q&A','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Terraform Cloud"]','["[COMMUNITY-TOOL]"]','[]','["interview-questions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.fosstechnix.com/validate-jenkinsfile-using-visual-studio-code','fosstechnix.com: How to Validate Jenkinsfile using Visual Studio Code','','2021',0,'Explains how to configure VS Code extensions to validate and lint declarative Jenkinsfiles before committing. *Curator Insight*: Local code linting. *Live Grounding*: Drastically reduces developer feedback loops by catching syntax errors before running builds on controllers.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Pipeline Patterns", "Pipeline Validation"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fourtheorem.com/blog/monorepo','fourtheorem.com: How to end Microservice pain and embrace the Monorepo','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','33ee6fce741150c3af65ec37725c68af1698c87ac2ec398a64618f72d548b586',100.0,1.77903109764278507e+09,0,'2026-05-17T17:18:17.642785+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fpcomplete.com/blog/announcing-amber-ci-secret-tool','fpcomplete.com: Announcing Amber, encrypted secrets management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd668fccda627c67896d5372e67810d631656c1bb78f8ba1da164746b86fcb7e',100.0,1.77903164752911806e+09,0,'2026-05-17T17:27:27.529118+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool"}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/10-vscode-extensions-to-increase-productivity','freecodecamp.org: 10 VS Code Extensions to Increase Your Productivity','','2021',0,'A curated evaluation of 10 highly utilized VS Code extensions that optimize developer workflows. Evaluates their impact on formatting automation, code snippets, and directory navigation in enterprise developer setups.','N/A','Article','Beginner',0,'online','manual','0d456b97b1799150f0fd11ceb5fd84652e8f49fa39334666eb941bffc35fa5fd',100.0,1.7790343495300889e+09,1,'2026-05-17T18:12:29.530089+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fourtheorem.com/blog/monorepo','fourtheorem.com: How to end Microservice pain and embrace the Monorepo','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','33ee6fce741150c3af65ec37725c68af1698c87ac2ec398a64618f72d548b586',100.0,1779031097,0,'2026-05-17T17:18:17.642785+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.fpcomplete.com/blog/announcing-amber-ci-secret-tool','fpcomplete.com: Announcing Amber, encrypted secrets management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd668fccda627c67896d5372e67810d631656c1bb78f8ba1da164746b86fcb7e',100.0,1779031647,0,'2026-05-17T17:27:27.529118+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md"]','[]','{}','{"duplicate_of": "https://academy.fpblock.com/blog/announcing-amber-ci-secret-tool"}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/10-vscode-extensions-to-increase-productivity','freecodecamp.org: 10 VS Code Extensions to Increase Your Productivity','','2021',0,'A curated evaluation of 10 highly utilized VS Code extensions that optimize developer workflows. Evaluates their impact on formatting automation, code snippets, and directory navigation in enterprise developer setups.','N/A','Article','Beginner',0,'online','manual','0d456b97b1799150f0fd11ceb5fd84652e8f49fa39334666eb941bffc35fa5fd',100.0,1779034349,1,'2026-05-17T18:12:29.530089+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/a-beginner-friendly-introduction-to-containers-vms-and-docker-79a9e3e119b','freecodecamp.org: A Beginner-Friendly Introduction to Containers, VMs and Docker','','2021',0,'Compares physical hypervisors, virtual machines, and container engines (Docker). Details namespace isolation and cgroups that allow containerized applications to run securely on shared Linux kernels.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Docker"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/a-beginners-guide-to-docker-how-to-create-a-client-server-side-with-docker-compose-12c8cf0ae0aa','freecodecamp.org: a beginners guide to docker - how to create a client server side with docker compose','','2026',0,'This practical tutorial outlines how to orchestrate a client-server application structure using Docker Compose. It guides developers through containerizing frontend assets and backend APIs separately, establishing a bridge network for internal communication, and handling persistent storage. The guide serves as a basic entry point for designing multi-container microservice patterns in development setups.','Markdown','Article','Low',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Local Environments", "Docker Compose"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/ace-your-deep-learning-job-interview','freecodecamp.org: Ace Your Deep Learning Job Interview','','2021',0,'A practical preparation handbook mapping out the essential mathematical and conceptual pillars required for deep learning technical interviews. It covers topics ranging from linear algebra, neural network architectures (like CNNs and RNNs), activation functions, to hyperparameter optimization. This guide is highly effective for engineers targeting deep-tech infrastructure roles.','English','Interview Preparation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Machine Learning & Deep Learning Fundamentals", "Career Strategy"]','["[COMMUNITY-TOOL]"]','[]','["ai.md"]','{}','{}');
@@ -15290,10 +15290,10 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/args-and-kwarg
 Live Grounding: Details unpacking variable arguments (`*args`) and keyword configurations (`**kwargs`), explaining parameter routing in modular design patterns and wrappers.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Advanced Syntax"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/aws-cdk-v2-three-tier-serverless-application','freecodecamp.org: AWS CDK v2 Tutorial – How to Create a Three-Tier Serverless Application','','2023',0,'Curator Insight is a comprehensive, hands-on tutorial for constructing API Gateway, Lambda, and DynamoDB stacks via CDK v2. Live Grounding proves this three-tier serverless pattern remains the gold standard blueprint for robust, scalable web services in AWS.','TypeScript','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "AWS CDK", "Serverless Applications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/azure-fundamentals-certification-az-900-exam-course','freecodecamp.org: Azure Fundamentals Certification (AZ-900) – Pass the Exam With This Free 8-Hour Course','','2023',0,'An intensive, free 8-hour preparation course designed to guide students through the fundamental principles of the Azure cloud platform. Key areas of focus include basic tenant setups, cloud architecture models, pricing strategies, and security baselines.','None','Course','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Education", "Learning Paths", "Certifications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/best-colorful-vscode-extensions-for-productivity','freecodecamp.org: Best Colorful VSCode Extensions – How to Personalize Your'' Editor','','2022',0,'Assesses visual customization extensions in VS Code, analyzing the correlation between structured semantic highlighters, high-contrast editor themes, and the mitigation of developer cognitive fatigue.','N/A','Article','Beginner',0,'online','manual','8f2df1e21d7a97e3997e296bc62dbebf9a5e37e323cc2cce5462281e0088cd33',100.0,1.77903334259163904e+09,1,'2026-05-17T17:55:42.591639+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/best-colorful-vscode-extensions-for-productivity','freecodecamp.org: Best Colorful VSCode Extensions – How to Personalize Your'' Editor','','2022',0,'Assesses visual customization extensions in VS Code, analyzing the correlation between structured semantic highlighters, high-contrast editor themes, and the mitigation of developer cognitive fatigue.','N/A','Article','Beginner',0,'online','manual','8f2df1e21d7a97e3997e296bc62dbebf9a5e37e323cc2cce5462281e0088cd33',100.0,1779033342,1,'2026-05-17T17:55:42.591639+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/build-consume-and-document-a-rest-api','freecodecamp.org: The REST API Handbook – How to Build, Test, Consume, and Document REST APIs','','2023',5,'A complete, deep-dive reference manual covering the development, OpenAPI/Swagger specification, mocking, testing, and continuous security evaluation of RESTful API contracts in modern software pipelines.','Agnostic','Reference','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "REST", "Implementation"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/build-your-first-javascript-github-action','freecodecamp.org: How to Build Your First JavaScript GitHub Action','','2021',0,'A programming tutorial detailing the creation of custom JavaScript actions. Explores parsing event contexts, using `@actions/core` APIs, handling input/output boundaries, and distributing modular components via the marketplace.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Automation", "Custom Actions"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/cost-optimization-in-aws','freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs','','2021',4,'An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower overall cloud spend.','English','Technical Article','Intermediate',0,'online','manual','677019f0c71c8f141acc234e7277782f3a612a1965b5357c20f9e9389aff399f',100.0,1.7790329689672389e+09,1,'2026-05-17T17:49:28.967239+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Architecture Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/cost-optimization-in-aws','freecodecamp.org: How to Optimize your AWS Cloud Architecture Costs','','2021',4,'An extensive blueprint targeting cost optimization on AWS. Elaborates on compute rightsizing, orchestrating managed storage lifecycles, and identifying idle infrastructure configurations to lower overall cloud spend.','English','Technical Article','Intermediate',0,'online','manual','677019f0c71c8f141acc234e7277782f3a612a1965b5357c20f9e9389aff399f',100.0,1779032968,1,'2026-05-17T17:49:28.967239+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Architecture Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/create-a-github-template-repository-with-react-vite-and-tailwindcss','freecodecamp.org: How to Build a GitHub Template Repository for Scaffolding with React, Vite, and TailwindCSS','','2023',0,'Documents the construction of standardized scaffolding templates. Guides users on configuring a GitHub template repository utilizing React, Vite, and TailwindCSS to establish zero-friction, repeatable starting environments for front-end engineers.','JavaScript','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Configuration Management", "Project Scaffolding"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/create-a-list-in-python-lists-in-python-syntax','freecodecamp.org: Create a List in Python – Lists in Python Syntax','','2022',0,'Curator Insight: Basic reference explaining sequence array instantiation in modern Python.
 Live Grounding: Outlines standard array notation, constructor structures, and memory-efficient sequence generation rules to streamline initial code configurations.','Python','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Fundamentals", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
@@ -15345,17 +15345,17 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-simplif
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-ssh-into-a-docker-container-secure-shell-vs-docker-attach','freecodecamp.org: How to SSH into a Docker Container – Secure Shell vs Docker Attach','','2021',0,'Curator Insight: Explores interactive host operations inside isolated containers, contrasting direct SSH keys with Docker engine tooling.
 Live Grounding: Evaluates the system-level differences of mounting SSH services inside Docker layers versus executing debug loops via `docker exec` and `docker attach` methods.','Shell','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Containerization & Orchestration", "Docker"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-use-branches-in-git','freecodecamp.org: How to Use Branches in Git – the Ultimate Cheatsheet 🌟','','2021',1,'A high-density reference guide containing exhaustive commands for creating, deleting, viewing, and resolving branch references. Evaluates branch life cycles, upstream-tracking configurations, and safe merge methodologies essential for maintaining clear workspace isolation during team development.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Branch Management"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-use-markdown-in-vscode','freecodecamp.org: How to Use Markdown in VSCode – Syntax and Examples','','2022',0,'A technical guide to writing, parsing, and rendering Markdown natively in VS Code. Highlights capabilities for inline previewing, styling syntax, and utilizing the editor for software architecture decision records (ADRs).','Markdown','Tutorial','Beginner',0,'online','manual','5242bc50724830389fc00c3af890424ccd098e8c53640776d9bbe3eaf224f13d',100.0,1.77903373539240598e+09,1,'2026-05-17T18:02:15.392406+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Language-Specific Tooling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-use-markdown-in-vscode','freecodecamp.org: How to Use Markdown in VSCode – Syntax and Examples','','2022',0,'A technical guide to writing, parsing, and rendering Markdown natively in VS Code. Highlights capabilities for inline previewing, styling syntax, and utilizing the editor for software architecture decision records (ADRs).','Markdown','Tutorial','Beginner',0,'online','manual','5242bc50724830389fc00c3af890424ccd098e8c53640776d9bbe3eaf224f13d',100.0,1779033735,1,'2026-05-17T18:02:15.392406+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Language-Specific Tooling"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-use-the-dot-github-repository','freecodecamp.org: How to Use the .github Repository','','2021',0,'An implementation guide for the special `.github` repository, standardizing organization-wide default assets. Demonstrates how hosting issue templates, pull request layouts, and code ownership rules globally simplifies governance across hundreds of decentralized sub-repositories.','Markdown','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platform", "Configuration Management", "Organization Defaults"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-write-clean-code','freecodecamp.org: How to Write Clean Code – Tips and Best Practices (Full Handbook)','','2023',0,'A definitive guide on readability, testing, refactoring patterns, and SOLID principles. Helps engineers reduce mental overhead, secure maintainability, and keep technical debt low across codebases.','English','Handbook','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Development", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-to-write-commit-messages-maintainers-will-like','freecodecamp.org: How to Write Commit Messages that Project Maintainers Will Appreciate','','2022',0,'Outlines industry-standard practices for crafting high-quality commit messages, emphasizing the Conventional Commits specification. By structuring messages with imperative-mood titles, descriptive bodies, and footer metadata, developers ensure long-term codebase maintainability and automated changelog generation.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Collaborative Workflows", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/how-typescript-interfaces-work','freecodecamp.org: How TypeScript Interfaces Work – Explained with Examples','','2023',0,'A deep dive into TypeScript''s structural subtyping and interface structures. Compares interface merging to type aliases, teaching engineers how to construct solid, extendable API patterns.','TypeScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Languages", "TypeScript"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/http-full-course','freecodecamp.org: HTTP Networking in JavaScript –Handbook for Beginners','','2022',0,'Deep-dive handbook covering HTTP protocols, status codes, fetch APIs, CORS configurations, and asynchronous stream handling. Essential reading for constructing robust and latency-aware client-server network requests.','JavaScript','Course','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Protocols & API Design", "HTTP Networking", "Client-Server Communication"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["javascript.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/increase-your-vs-code-productivity','freecodecamp.org: Increase Your VS Code Productivity','','2026',3,'Blog outlining critical keyboard shortcuts, configuration profiles, and tools inside VS Code. Helps developers build efficient engineering workflows for local and cloud environments.','English','Article','Beginner',0,'online','manual','2709dedb791e9478d88c77cc8d495133fd4ce22e99e2d59425d6825839d96f05',100.0,1.7790333978963449e+09,1,'2026-05-17T17:56:37.896345+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/int-object-is-not-iterable-python-error-solved',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e5d5d785b1ee39c0408ec6d24afa85a6f0fee75764ee205ab3cccdec57982dc9',100.0,1.77903058746979308e+09,1,'2026-05-17T17:09:47.469793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/increase-your-vs-code-productivity','freecodecamp.org: Increase Your VS Code Productivity','','2026',3,'Blog outlining critical keyboard shortcuts, configuration profiles, and tools inside VS Code. Helps developers build efficient engineering workflows for local and cloud environments.','English','Article','Beginner',0,'online','manual','2709dedb791e9478d88c77cc8d495133fd4ce22e99e2d59425d6825839d96f05',100.0,1779033397,1,'2026-05-17T17:56:37.896345+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/int-object-is-not-iterable-python-error-solved',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e5d5d785b1ee39c0408ec6d24afa85a6f0fee75764ee205ab3cccdec57982dc9',100.0,1779030587,1,'2026-05-17T17:09:47.469793+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/java-unit-testing','freecodecamp.org: How to Write Unit Tests in Java','','2021',0,'Step-by-step introduction to writing predictable unit tests using JUnit 5 and Mockito. Emphasizes isolating dependency mock-injection frameworks and measuring robust branch coverage.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Testing", "Unit Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/javascript-dom','freecodecamp.org: How the Document Object Model Works in JavaScript – DOM'' Tutorial for Beginners','','2026',0,'An analytical guide breaking down DOM traversal and event propagation mechanics (bubbling and capturing). Essential for intermediate UI engineering, it covers the structural boundaries of web browsers and highlights optimization patterns for interface updates.','JavaScript','Article','Beginner',0,'online','manual','57a50a6f7bdb6f72edbcdf4a90be8ecd7bb14d3457f6188d186da5d093a0266d',100.0,1.77903145086694192e+09,1,'2026-05-17T17:24:10.866942+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app','freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App'' in JS','','2026',0,'A practical, task-oriented tutorial on DOM manipulation designed for front-end engineers. It walks through building an interactive UI component from scratch, emphasizing dynamic node creation, event handling, and performant state updates in native JavaScript.','JavaScript','Article','Beginner',0,'online','manual','6e20db72e9feb6415af005511645a0d66985bfeebdc546b303f6cb7c8d956cd7',100.0,1.77903143807246899e+09,1,'2026-05-17T17:23:58.072469+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/javascript-dom','freecodecamp.org: How the Document Object Model Works in JavaScript – DOM'' Tutorial for Beginners','','2026',0,'An analytical guide breaking down DOM traversal and event propagation mechanics (bubbling and capturing). Essential for intermediate UI engineering, it covers the structural boundaries of web browsers and highlights optimization patterns for interface updates.','JavaScript','Article','Beginner',0,'online','manual','57a50a6f7bdb6f72edbcdf4a90be8ecd7bb14d3457f6188d186da5d093a0266d',100.0,1779031450,1,'2026-05-17T17:24:10.866942+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/javascript-dom-build-a-calculator-app','freecodecamp.org: JavaScript DOM Tutorial – How to Build a Calculator App'' in JS','','2026',0,'A practical, task-oriented tutorial on DOM manipulation designed for front-end engineers. It walks through building an interactive UI component from scratch, emphasizing dynamic node creation, event handling, and performant state updates in native JavaScript.','JavaScript','Article','Beginner',0,'online','manual','6e20db72e9feb6415af005511645a0d66985bfeebdc546b303f6cb7c8d956cd7',100.0,1779031438,1,'2026-05-17T17:23:58.072469+02:00',NULL,NULL,NULL,'["Web Development", "DOM", "JavaScript"]','["[COMMUNITY-TOOL]"]','["docs/dom.md"]','["dom.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/kubernetes-vs-docker-whats-the-difference-explained-with-examples','freecodecamp.org: Kubernetes VS Docker: What''s the Difference? Explained With Example','','2022',0,'Clear, concept-driven guide explaining how Docker packaging formats integrate with Kubernetes container loops. Provides easy-to-follow diagrams for entry-level platforms.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Containers", "Docker vs Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/learn-algorithms-and-data-structures-in-python','freecodecamp.org: Learn Algorithms and Data Structures in Python 🌟🌟','','2021',0,'Educational walkthrough analyzing structural complexities (Big O notation) and fundamental data structures implemented in Python. Explores custom implementations of binary search trees, hash tables, and graphs. Critical for low-level application optimization in complex backend routines.','Python','Course','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Computer Science", "Algorithms", "Data Structures"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/learn-coding-for-everyone-handbook','freecodecamp.org: How to Start Learning to Code – Handbook for Beginners','','2022',0,'A foundational software engineering handbook designed to quickly familiarize beginner programmers with the UNIX command line, version control operations (Git), and basic application code structures.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Fundamentals", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
@@ -15395,7 +15395,7 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/serverless-is-
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/sql-inner-join-how-to-join-3-tables-in-sql-and-mysql','freecodecamp.org: SQL Inner Join – How to Join 3 Tables in SQL and MySQL','','2021',0,'Provides advanced syntax paradigms for combining three or more relational tables in standard SQL and MySQL. Details optimizer path selections, index utilization strategies, and optimal execution sequences for highly normalized enterprise relational schemas.','SQL','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Fundamentals", "Joins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/sql-join-types-inner-join-vs-outer-join-example','freecodecamp.org: SQL Join Types – Inner Join VS Outer Join Example','','2021',0,'Practical primer exploring the execution mechanics of relational SQL join operations. Contrasts the set theory behind INNER, LEFT, RIGHT, and FULL OUTER JOINs with concrete visual patterns to align developer understanding with engine execution phases.','SQL','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Fundamentals", "Joins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/sql-joins-tutorial','freecodecamp.org: SQL Joins Tutorial: Cross Join, Full Outer Join, Inner Join, Left Join, and Right Join','','2021',0,'A comprehensive, visual tutorial mapping various SQL JOIN architectures. Clearly contrasts INNER JOIN, LEFT JOIN, RIGHT JOIN, FULL OUTER JOIN, and CROSS JOIN operations using venn diagrams and transactional datasets.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["SQL", "Query Mechanics", "Joins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/tag/aws','==freecodecamp.org/news/tag/aws==','','2026',0,'A dynamic curriculum stream aggregating tutorials focused on AWS design patterns, architectural fundamentals, and software development SDK integrations.','N/A','Article','Beginner',0,'online','manual','30b25004b5bdc7caf71c00aef864dc91da730327b9ae94c53d84b3b65ce8aa3e',100.0,1.77903013232420492e+09,1,'2026-05-17T17:02:12.324205+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/tag/aws','==freecodecamp.org/news/tag/aws==','','2026',0,'A dynamic curriculum stream aggregating tutorials focused on AWS design patterns, architectural fundamentals, and software development SDK integrations.','N/A','Article','Beginner',0,'online','manual','30b25004b5bdc7caf71c00aef864dc91da730327b9ae94c53d84b3b65ce8aa3e',100.0,1779030132,1,'2026-05-17T17:02:12.324205+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Learning & News"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/tcp-vs-udp','freecodecamp.org: TCP vs. UDP — What''s the Difference and Which Protocol is Faster?','','2022',0,'Contrasts the mechanical differences between the TCP and UDP transport protocols. Evaluates TCP''s connection-oriented, high-reliability delivery mechanism (with congestion control and handshakes) against UDP''s lightweight, connectionless, and high-speed streaming architecture, framing the optimal real-time application patterns for both.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Protocols", "Transport Layer"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/the-definitive-guide-to-git-merge','freecodecamp.org: The Git Merge Handbook – Definitive Guide to Merging in Git','','2021',0,'Comprehensive guide examining standard branch merge practices, fast-forward merges, three-way merges, and conflict mitigation. Offers foundational theoretical models of commit graphs alongside step-by-step diagnostic CLI routines.','English','Handbook','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "Integration"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/the-kubernetes-handbook','freecodecamp.org: The Kubernetes Handbook 🌟','','2025',4,'A robust, free reference guide to Kubernetes cluster configuration. Contains detailed walk-throughs on container networks, continuous integration patterns, and localized diagnostic routines with configuration syntax.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Comprehensive Reference"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
@@ -15405,8 +15405,8 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/the-python-han
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/the-sql-inner-join-command-example-syntax','freecodecamp.org: The SQL Inner Join Command: Example Syntax','','2021',0,'Deep dive into the SQL INNER JOIN command. Details query structure, standard ANSI syntax, and execution order within relational engines, providing developers with clear patterns for query construction and performance predictability.','SQL','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "SQL Fundamentals", "Joins"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/undo-git-add-how-to-remove-added-files-in-git','freecodecamp.org: Undo Git Add – How to Remove Added Files in Git 🌟','','2022',1,'Focuses on mechanisms to untrack files and revert the staging area without affecting local working changes. It details commands like ''git restore --staged'' and ''git rm --cached'', highlighting their behavior under modern Git versions for safe workspace management.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Version Control", "Git Core", "State Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/use-selenium-to-create-a-web-scraping-bot','freecodecamp.org: Use Selenium to Create a Web Scraping Bot','','2022',3,'An engineering guide demonstrating how to leverage Selenium for scraping complex, dynamic JavaScript-rendered single-page applications where simple HTTP libraries fail. It outlines managing browser sessions, interacting with dynamic elements, bypassing basic detection systems, and extracting raw DOM data systematically.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Scraping & Automation", "Data Extraction", "Selenium Bots"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity','freecodecamp.org: VS Code Extensions That''ll Boost Your Development Productivity'' 🌟','','2026',4,'A compiled developer resource listing standard VS Code extensions that optimize local productivity and minimize development friction. The guide serves as a solid starting point for configure environments suitable for modern software engineering.','English','Article','Beginner',0,'online','manual','5d79697393168d595f83c2bf05936614d54b63cdcfc7e769407bb3bb3bb57a56',100.0,1.77903109414551591e+09,1,'2026-05-17T17:18:14.145516+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity','freecodecamp.org: VS Code Extensions to Increase Developer Productivity','','2022',0,'Evaluates productivity-centric VS Code setups, analyzing the correlation between structured lint configurations and reduced delivery cycles for engineering teams.','N/A','Article','Beginner',0,'duplicate','manual','ee69cc7e60613f466e57581ab5a90199f0b594b689d3aecd506273989c3178be',100.0,1.77903205449928688e+09,1,'2026-05-17T17:34:14.499287+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb"}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-boost-your-development-productivity','freecodecamp.org: VS Code Extensions That''ll Boost Your Development Productivity'' 🌟','','2026',4,'A compiled developer resource listing standard VS Code extensions that optimize local productivity and minimize development friction. The guide serves as a solid starting point for configure environments suitable for modern software engineering.','English','Article','Beginner',0,'online','manual','5d79697393168d595f83c2bf05936614d54b63cdcfc7e769407bb3bb3bb57a56',100.0,1779031094,1,'2026-05-17T17:18:14.145516+02:00',NULL,NULL,NULL,'["Development Environment", "Productivity", "Community Resource"]','["[ENTERPRISE-STABLE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/vs-code-extensions-to-increase-developer-productivity','freecodecamp.org: VS Code Extensions to Increase Developer Productivity','','2022',0,'Evaluates productivity-centric VS Code setups, analyzing the correlation between structured lint configurations and reduced delivery cycles for engineering teams.','N/A','Article','Beginner',0,'duplicate','manual','ee69cc7e60613f466e57581ab5a90199f0b594b689d3aecd506273989c3178be',100.0,1779032054,1,'2026-05-17T17:34:14.499287+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Ecosystem & General Productivity"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"duplicate_of": "https://dev.to/harishash/vs-code-extensions-to-increase-your-productivity-eeb"}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/web-scraping-google-sheets','freecodecamp.org: Web Scraping with Google Sheets – How to Scrape Web Pages with Built-in Functions','','2021',0,'Evaluates techniques for scraping and parsing web pages using built-in Google Sheets functions like IMPORTXML and IMPORTHTML. Provides direct patterns for light ETL, rapid data extraction, and spreadsheet automation workflows.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Development", "Data Engineering", "Google Sheets"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/web-storage-api-how-to-store-data-on-the-browser','freecodecamp.org: Web Storage API – How to Store Data on the Browser','','2021',0,'Explores client-side data persistence layers including LocalStorage, SessionStorage, and modern alternatives like IndexedDB. Compares design tradeoffs between execution thread safety, payload capacity limits, and synchronous blocking.','JavaScript','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frontend Development", "Browser Storage", "State Persistence"]','["[COMMUNITY-TOOL]"]','[]','["javascript.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/what-is-a-full-stack-developer-full-stack-engineer-guide','freecodecamp.org: What is a Full Stack Developer? 2022 Full Stack Engineer Guide','','2022',0,'A career guide details full-stack software development proficiencies, mapping expectations across modern client frameworks, server endpoints, relational/non-relational databases, and fundamental platform operations.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career", "Industry Trends", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
@@ -15420,59 +15420,59 @@ INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/what-is-terraf
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/what-is-trunk-based-development','freecodecamp.org: What is Trunk Based Development? A Different Approach to the Software Development Lifecycle','','2021',0,'An educational guide that introduces developers to Trunk-Based Development. It contrasts TBD with traditional GitFlow, showing how merging frequent, small commits to a single trunk prevents major merge conflicts and accelerates deployment cycles.','Markdown','Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control Systems", "Git Workflows"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/whats-the-difference-between-authentication-and-authorisation','freecodecamp.org: Authentication vs Authorization – What''s the Difference?','','2021',0,'Explains the architectural differences between authentication protocols and authorization policies. Uses industry examples like OAuth2, OIDC, SAML, and Kubernetes RBAC models to illustrate standard access control patterns.','English','Technical Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Access Control", "Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.freecodecamp.org/news/why-you-should-start-using-docker-now','freecodecamp.org: Why You Should Start Using Docker Right Now','','2021',0,'Advocacy article highlighting the value of containers in modern development. Focuses on resolving local environment drifts and standardizing runtime setups across engineering teams.','English','Introductory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Docker", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.freelancer.com','freelancer 🌟','','2026',0,'Global platform cataloging remote engineering resource pipelines. Offers transactional milestone frameworks and structured API tooling to help engineering management source specialized technical talent on demand.','English','Platform','Beginner',0,'online','manual','N/A',100.0,1.78143032379531192e+09,0,'2026-06-14T11:45:23.795312+02:00',NULL,NULL,NULL,'["Business & Careers", "Freelance Platforms", "Sourcing"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ft.com/content/08ff1bd0-2e2b-4d20-bb9f-dfe8c5a9807b','ft.com: Women in finance say ‘mediocre’ male managers block progress','','N/A',0,'A curated technical resource and architectural guide covering ft.com: Women in finance say ‘mediocre’ male managers block progress in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903270417208909e+09,0,'2026-05-17T17:45:04.172089+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/hr.md"]','["hr.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/blog/5-tips-for-using-the-rego-language-for-open-policy-agent-opa','fugue.co: 5 tips for using the Rego language for Open Policy Agent (OPA)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8f3c719343ece8f0808a3ce6330227164c9c57c996afc10674b560fb01badc7d',100.0,1.77903020524486804e+09,0,'2026-05-17T17:03:25.244868+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://snyk.io/blog"}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/blog/securing-a-kubernetes-pod-with-regula-and-open-policy-agent','fugue.co: Securing a Kubernetes pod with Regula and Open Policy Agent','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8f3c719343ece8f0808a3ce6330227164c9c57c996afc10674b560fb01badc7d',100.0,1.77903039154555797e+09,0,'2026-05-17T17:06:31.545558+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://www.fugue.co/blog/5-tips-for-using-the-rego-language-for-open-policy-agent-opa"}');
-INSERT INTO "resources" VALUES('https://www.fugue.co/container-kubernetes','Fugue: Container and Kubernetes. Runtime infrastructure security','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6f1edaa7f2385d9b993e4e608ed7b4f2172fbd3fa95556ff194c4ffa6b534555',100.0,1.77903403799069905e+09,0,'2026-05-17T18:07:17.990699+02:00',NULL,NULL,NULL,'[]','[]','["docs/securityascode.md"]','[]','{}','{"duplicate_of": "https://snyk.io/product/container-vulnerability-management"}');
+INSERT INTO "resources" VALUES('https://www.freelancer.com','freelancer 🌟','','2026',0,'Global platform cataloging remote engineering resource pipelines. Offers transactional milestone frameworks and structured API tooling to help engineering management source specialized technical talent on demand.','English','Platform','Beginner',0,'online','manual','N/A',100.0,1781430323,0,'2026-06-14T11:45:23.795312+02:00',NULL,NULL,NULL,'["Business & Careers", "Freelance Platforms", "Sourcing"]','["[COMMUNITY-TOOL]"]','["docs/freelancing.md"]','["freelancing.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.geeksforgeeks.org/blogs/microservice-architecture-introduction-challenges-best-practices','geeksforgeeks.org: Microservice Architecture – Introduction, Challeneges & Best Practices','','2023',4,'Introduces microservices architecture foundations, delineating major design trade-offs around decentralized data management, inter-service networking, and distributed tracing. Outlines tactical approaches for handling network failures via sagas, API Gateways, and transactional outbox patterns.','English','Tutorial','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices & Distributed Systems", "Architecture Patterns", "Best Practices"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["introduction.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.genbeta.com/actualidad/ex-ceo-origen-tener-gente-que-hace-falta-empresas-contratas-a-alguien-primero-que-hace-contratar-1','genbeta.com: Un ex-CEO, sobre el origen de tener gente que ni hace falta en las empresas: “Contratas a alguien, y lo primero que hace es contratar"','','2023',4,'Investigates the organizational phenomena of manager empire-building, where expanding headcounts is falsely correlated with corporate power and strategic progress. Explains how this dynamic leads to over-engineered organizational structures and excessive communication overhead, contrasting it with lean, autonomous platform engineering practices.','es','Analysis','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Organizational Scaling", "Big Tech Practices"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
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@@ -15484,33 +15484,33 @@ INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/32-000-desarr
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 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/cinco-repositorios-github-buenos-que-imprescindibles-estas-aprendiendo-te-dedicas-a-programar-1','genbeta.com/a-fondo: Cinco repositorios de GitHub tan buenos que son imprescindibles si estás aprendiendo o te dedicas a programar','','2023',0,'Recopila cinco repositorios de GitHub esenciales para el aprendizaje continuo de programación. Incluye recursos interactivos sobre algoritmos, patrones de diseño, hojas de ruta de desarrollo y arquitecturas de sistemas.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Development", "Learning Resources"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/hace-20-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps','genbeta.com: Hace 20 años, este correo de Jeff Bezos en Amazon cambió para'' siempre la forma en que programamos apps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','12c2d90b01a5fea9c72da42a8eca4141f77661e27719b14febda1ffee255474f',100.0,1779030605,0,'2026-05-17T17:10:05.059422+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{"duplicate_of": "https://www.genbeta.com/desarrollo/hace-22-anos-este-correo-jeff-bezos-amazon-cambio-para-siempre-forma-que-programamos-apps"}');
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 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/hay-organizaciones-pro-software-libre-abandonando-github-su-uso-comercial-proyectos-open-source-copilot','genbeta.com: Ya hay organizaciones pro-software libre abandonando GitHub por su uso comercial de proyectos open source en Copilot','','2022',0,'Examines the open-source community backlash and subsequent project migrations away from GitHub due to the commercial ingestion of copyleft-licensed codebases for training Copilot. Outlines the ethical and legal complexities of automated code reuse.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "Legal & Compliance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/mitad-programadores-tienen-titulos-universitarios-cada-vez-desarrolladores-aprenden-su-cuenta','genbeta.com: Menos de la mitad de los programadores tienen títulos universitarios. Cada vez más desarrolladores aprenden por su cuenta','','2023',0,'Curator Insight: Reports that less than half of contemporary developers hold formal university degrees, reflecting a shift toward self-teaching. Live Grounding: Confirms that non-traditional education pathways dominate the developer ecosystem, demanding that enterprise hiring pipelines adapt to validate practical systems design over theoretical credentials.','es','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Education", "Alternative Pathways"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/plastic-scm-mergebot-automatizando-tu-pipeline-desarrollo','genbeta.com: Plastic SCM Mergebot: automatizando tu pipeline de desarrollo','','2018',2,'A Spanish-language technical review explaining the automation capabilities of Plastic SCM Mergebot. It breaks down how the tool coordinates tests, manages branches, and handles auto-merges within the broader development pipeline.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Distributed VCS"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/software-coches-mercedes-contiene-codigo-abierto-vez-distribuirlo-github-usan-cd','genbeta.com: El software de los coches de Mercedes contiene código abierto y en vez de distribuirlo en GitHub usan un CD','','2021',2,'Discusses a compliance and distribution anomaly where Mercedes-Benz distributed open-source software license obligations to users via physical CDs rather than modern online hosting platforms like GitHub. It highlights the complex legal compliance landscape of embedded software in legacy automotive supply chains and the slow adaptation of hardware-centric legal teams to modern developer operations.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Open Source Software", "Compliance & Logistics"]','["[LEGACY]"]','[]','["customer.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.genbeta.com/desarrollo/visual-studio-code-cuenta-version-web-que-te-permite-mantener-tus-proyectos-tu-disco-duro','genbeta.com: Visual Studio Code ya cuenta con una versión web (que te permite'' mantener tus proyectos en tu disco duro)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','46b57f34b19da8453aa3411d82ec47cd3145ce5d9f30524b7c3e9cc03b7a85cc',100.0,1779030553,1,'2026-05-17T17:09:13.982407+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/herramientas/busybox-ejecutable-que-agrupa-casi-200-utilidades-gnu-linea-comandos-que-puedes-usar-tambien-windows-android','genbeta.com: BusyBox, el ejecutable que agrupa casi 200 utilidades Unix de línea de comandos (y que puedes usar también en Windows o Android)','','2022',0,'A comprehensive technical overview of BusyBox, detailing its architecture and utility compilation strategy. Explores how it delivers complete, lightweight POSIX environments on Android, recovery disks, and container deployments.','C','Technical Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Containerization", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.genbeta.com/web/siete-webs-explicadas-a-fondo-donde-encontrar-trabajo-freelance-autonomo-te-niegas-a-volver-a-oficina','genbeta.com: Siete webs (explicadas a fondo) donde encontrar trabajo freelance o autónomo por si te niegas a volver a la oficina','','2021',0,'In-depth technical guide outlining seven crucial websites for discovering remote contracting and freelancing opportunities in Europe. It analyzes platform monetization strategies, vetting procedures, and payout structures, helping remote workers build reliable business strategies without office commutes.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Careers", "Freelancing", "Spanish Market"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.giffgaff.io/tech/using-istio-with-nginx-ingress','giffgaff.io: Using Istio with Nginx ingress','','N/A',0,'A curated technical resource and architectural guide covering giffgaff.io: Using Istio with Nginx ingress in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030390,0,'2026-05-17T17:06:30.649420+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/istio.md"]','["istio.md"]','{}','{}');
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@@ -15522,21 +15522,21 @@ INSERT INTO "resources" VALUES('https://www.gitkraken.com/learn/git/problems/ren
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 INSERT INTO "resources" VALUES('https://www.hackerxone.com/2021/07/10/how-install-kubernetes-dashboard-nodeport-linux','hackerxone.com: How To Install Kubernetes Dashboard with NodePort in Linux','','2021',2,'A practical tutorial addressing the manual installation of the native Kubernetes Dashboard. Demonstrates exposing the web interface via NodePort services and configuring critical ServiceAccount resources to establish authorized access control.','Bash','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Installation"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-based-devel.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clusters-using-kubectl-kubectx-linux','hackerxone.com: How to Manage Single & Multiple Kubernetes Clusters using'' kubectl & kubectx in Linux','','2021',4,'Outlines cluster and namespace administration workflows leveraging kubectx and kubens. Prevents accidental execution on incorrect environments during multi-cluster deployments.','English','Technical Article','Intermediate',0,'online','manual','9091aa6705239eac8ba51a40b52c41b34cd9effe6238ed171c873f5dd0f00034',100.0,1.779032522730026e+09,1,'2026-05-17T17:42:02.730026+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Multi-Cluster Tools"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hackerxone.com/2021/07/10/how-manage-single-multiple-kubernetes-clusters-using-kubectl-kubectx-linux','hackerxone.com: How to Manage Single & Multiple Kubernetes Clusters using'' kubectl & kubectx in Linux','','2021',4,'Outlines cluster and namespace administration workflows leveraging kubectx and kubens. Prevents accidental execution on incorrect environments during multi-cluster deployments.','English','Technical Article','Intermediate',0,'online','manual','9091aa6705239eac8ba51a40b52c41b34cd9effe6238ed171c873f5dd0f00034',100.0,1779032522,1,'2026-05-17T17:42:02.730026+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "Cluster Administration", "Multi-Cluster Tools"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hackerxone.com/2021/08/20/13-steps-guide-to-create-kubernetes-cluster-on-amazon-web-serviceaws','hackerxone.com: 13 Steps Guide to Create Kubernetes Cluster on AWS','','2021',0,'A step-by-step procedural tutorial detailing manual and automated pathways to bootstrap a basic production-ready Amazon EKS cluster. Covers resource configuration, network VPC layouts, and kubectl integration.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
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@@ -15574,10 +15574,10 @@ INSERT INTO "resources" VALUES('https://www.harness.io','harness.io','- [harness
     - [harness.io: Migrating CD Jenkins Pipelines To Harness Using Helm](https://www.harness.io/blog/cd-jenkins-pipelines-harness)','2026',0,'An enterprise software delivery platform featuring AI/ML-driven automated canary deployments and rollbacks. Leveraging intelligent cloud-autostopping rules, it dynamically scales down idle Kubernetes-native resources to curb compute overhead, while integrating seamlessly with legacy Jenkins workloads through Helm pipelines.','Java','Platform','High',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Continuous Delivery"]','["[LEGACY]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog','harness.io: Introduction to Helm: Charts, Deployments, & More 🌟','','2021',0,'High-impact breakdown of Helm core components including Chart.yaml, value overriding mechanics, and templating practices. Details how modern continuous delivery engines natively incorporate Helm to optimize release logic.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Introductory"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md", "cicd.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.harness.io/blog/cd-jenkins-pipelines-harness',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3012787c3e665c4a3ef54a736fba095fd24e97fc0cc7cbb15e64ad980bd2d70e',100.0,1.7791304950173881e+09,0,'2026-05-18T20:54:55.017388+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/cd-jenkins-pipelines-harness"}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/autostopping-rules-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','8766e0aaa30ac17bea725e865c84cb99dae629ef5a930ab7911df14978712b2e',100.0,1779130494,0,'2026-05-18T20:54:54.969962+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/autostopping-rules-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/cd-jenkins-pipelines-harness',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3012787c3e665c4a3ef54a736fba095fd24e97fc0cc7cbb15e64ad980bd2d70e',100.0,1779130495,0,'2026-05-18T20:54:55.017388+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://harness.io/blog/cd-jenkins-pipelines-harness"}');
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-INSERT INTO "resources" VALUES('https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','59adbb77be5f275ab20e77e1f21dac6405745be1f65f320608403c7a85e118f0',64.0,1.7791304950054531e+09,0,'2026-05-18T20:54:55.005453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/continuous-delivery/spinnaker-alternatives',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','59adbb77be5f275ab20e77e1f21dac6405745be1f65f320608403c7a85e118f0',64.0,1779130495,0,'2026-05-18T20:54:55.005453+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/continuous-integration-performance-metrics','harness.io: Metrics to Improve Continuous Integration Performance','','2023',0,'Focuses on key telemetry indicators required to measure and optimize the health and speed of CI pipelines (e.g., build duration, failure rates, queue time). Curator Insight: Performance guide for development loops. Live Grounding: Essential for engineering managers aiming to reduce feedback cycle times and improve system efficiency.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "CI/CD", "Performance Metrics"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
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@@ -15589,7 +15589,7 @@ INSERT INTO "resources" VALUES('https://www.harness.io/blog/kubernetes-mistakes'
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/kubernetes-services-explained','harness.io: Kubernetes Services Explained 🌟','','2021',4,'Analyzes the network mechanics of Kubernetes Services, detailing internal DNS resolution, kube-proxy iptables configurations, and IPVS packet translation rules. Useful for tracing service discovery latencies.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Services", "Deep Dive"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/recommendations-api','harness.io: Introducing Recommendations API: Find Potential Cost Savings Programmatically','','2021',0,'Outlines programmatic cost reduction strategies utilizing Harness''s Recommendations API. Shows how development teams can continuously query and apply optimized CPU/Memory resource constraints to reconcile performance with budget limits.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["FinOps", "Resource Optimization", "API Usage"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/software-development-life-cycle','harness.io: Understanding the Phases of the Software Development Life Cycle','','2023',0,'Details contemporary Software Development Life Cycle (SDLC) methodologies. Maps traditional planning and execution frameworks to cloud-native continuous integration and deployment loops.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "SDLC", "Methodology"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.harness.io/blog/spinnaker-alternatives',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173599533057308e+09,0,'2026-06-18T00:39:55.330573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/spinnaker-alternatives',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.harness.io in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781735995,0,'2026-06-18T00:39:55.330573+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/streamlining-ci-cd','harness.io: Streamlining CI/CD and Optimizing AWS Cloud Spend','','2022',0,'Explores the integration of FinOps protocols within CI/CD pipelines. Explains how pipelines can automatically reclaim ephemeral testing resources and configure cloud sizing limits to optimize active AWS hosting costs.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "FinOps", "Cost Optimization"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/blog/vault-agent-secrets-management','harness.io: Tutorial: How to Use the New Vault Agent Integration Method With Harness','','2022',0,'Explores patterns for integrating Harness CD runners with HashiCorp Vault Agent. Details how pipeline deployments leverage short-lived tokens and secure authentication paths inside continuous delivery workflows, mitigating risk profiles related to long-lived static pipeline credentials.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Pipeline Security", "Harness CD Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
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@@ -15598,27 +15598,27 @@ INSERT INTO "resources" VALUES('https://www.harness.io/harness-devops-academy/pr
 INSERT INTO "resources" VALUES('https://www.harness.io/harness-devops-academy/what-is-continuous-integration-ci','harness.io: What is Continuous Integration? 🌟','','2023',1,'Dissects the mechanical operations of Continuous Integration, exploring branch synchronization rules, build validation execution steps, and regression testing strategies designed to maintain codebase health.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Integration", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/products/continuous-delivery','armory.io: Git Pull Support in Spinnaker','','2022',0,'Curator Insight addresses configuring Git pull trigger functionality inside Spinnaker. Live Grounding confirms that enabling automated repository monitoring allows Spinnaker to initiate targeted application pipelines immediately upon commit detection. This establishes the prerequisite feedback loop necessary for true continuous delivery.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Git Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md", "demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.harness.io/products/service-reliability-management','overops.com: Strangler Pattern: How to Deal With Legacy Code During the Container Revolution','','2021',0,'Details the mechanics of the Strangler Fig pattern for migrating legacy codebases into containerized microservices. Analyzes API routing strategies, incremental migration boundaries, and monitoring paradigms for managing dual runtimes.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Modernization", "Strangler Pattern"]','["[LEGACY]"]','[]','["introduction.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/accelerate-your-terraform-development-with-amazon-codewhisperer','hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Accelerate your Terraform development with Amazon CodeWhisperer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903225694320297e+09,0,'2026-05-17T17:37:36.943203+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/aws-tools-scripts.md"]','["ai.md", "aws-tools-scripts.md"]','{}','{}');
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 Live Grounding: Published in May 2026, this announcement states that HCP Vault Dedicated now supports native Azure hub-and-spoke networking topology.
@@ -15626,131 +15626,131 @@ Live Grounding: Published in May 2026, this announcement states that HCP Vault D
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-with-terraform','hashicorp.com: Building a secure Azure reference architecture with Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Building a secure Azure reference architecture with Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903273399014902e+09,0,'2026-05-17T17:45:33.990149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform','hashicorp.com: Building Azure Resources with TypeScript Using the CDK for'' Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Building Azure Resources with TypeScript Using the CDK for'' Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902963108319711e+09,0,'2026-05-17T16:53:51.083197+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-support','hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034217.3485,0,'2026-05-17T18:10:17.348500+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available','hashicorp.com: CDK for Terraform Is Now Generally Available','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform Is Now Generally Available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903391720928692e+09,0,'2026-05-17T18:05:17.209287+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers','hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform'' Providers','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform'' Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902911863514709e+09,0,'2026-05-17T16:45:18.635147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/beta-support-for-crds-in-the-terraform-provider-for-kubernetes','hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Beta Support for CRDs in the Terraform Provider for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029074,0,'2026-05-17T16:44:34.536739+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/build-a-quick-aks-cluster-the-easy-way-with-terraform-cloud','hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud'' 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Build a Quick AKS Cluster the Easy Way with Terraform Cloud'' 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030413,0,'2026-05-17T17:06:53.084431+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/build-secure-ai-applications-on-azure-with-hashicorp-terraform-and-vault','==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform'' and Vault==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Build secure AI applications on Azure with HashiCorp Terraform'' and Vault== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032728,0,'2026-05-17T17:45:28.635743+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md", "docs/terraform.md"]','["azure.md", "terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/building-a-secure-azure-reference-architecture-with-terraform','hashicorp.com: Building a secure Azure reference architecture with Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Building a secure Azure reference architecture with Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032733,0,'2026-05-17T17:45:33.990149+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/building-azure-resources-with-typescript-using-the-cdk-for-terraform','hashicorp.com: Building Azure Resources with TypeScript Using the CDK for'' Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Building Azure Resources with TypeScript Using the CDK for'' Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029631,0,'2026-05-17T16:53:51.083197+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cdk-for-terraform-enabling-python-and-typescript-support','hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform: Enabling Python & TypeScript Support in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034217,0,'2026-05-17T18:10:17.348500+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cdk-for-terraform-now-generally-available','hashicorp.com: CDK for Terraform Is Now Generally Available','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: CDK for Terraform Is Now Generally Available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033917,0,'2026-05-17T18:05:17.209287+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/cisco-citrix-fortinet-among-new-verified-terraform-providers','hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform'' Providers','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Cisco, Citrix, and Fortinet Among New Verified Terraform'' Providers in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029118,0,'2026-05-17T16:45:18.635147+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/configuring-azure-application-gateway-with-consul-terraform-sync','hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Configuring Azure Application Gateway with Consul-Terraform-Sync in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029340,0,'2026-05-17T16:49:00.775794+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/consul-20-improves-flexibility-control-and-scalability','Consul 2.0 improves flexibility, control, and scalability','HashiCorp releases Consul 2.0, introducing multi-port service mesh on Kubernetes, CyberArk Workload Identity integration, and global RPC rate limiting.','2026',4,'A technical release breakdown of HashiCorp Consul 2.0, focusing on multi-cloud security, control planes, and networking density.
 * Introduces full multi-port support for service mesh deployments on Kubernetes, allowing microservices to map distinct security and ingress rules per port.
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes','hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator'' for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator'' for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903303718474698e+09,0,'2026-05-17T17:50:37.184747+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13','hashicorp.com: Custom Variable Validation in Terraform 0.13','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Custom Variable Validation in Terraform 0.13 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031460.4784,0,'2026-05-17T17:24:20.478400+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provider-for-hashicorp-terraform','Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform','','N/A',0,'A curated technical resource and architectural guide covering Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903203657873797e+09,0,'2026-05-17T17:33:56.578738+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops','hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903322252820897e+09,0,'2026-05-17T17:53:42.528209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes','hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903160208373403e+09,0,'2026-05-17T17:26:42.083734+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/encrypting-large-artifacts-and-streaming-workloads-with-vault','Encrypting Large Artifacts and Streaming Workloads with Vault','HashiCorp introduces a local envelope encryption workflow utilizing Vault Transit keys to protect massive data payloads without network bottlenecks.','2026',4,'This technical architecture guide introduces HashiCorp''s SDK for implementing envelope encryption with Vault''s Transit secrets engine. By shifting the workload of actual encryption and decryption locally to applications using locally generated data encryption keys (DEKs), it avoids the latency and network bottlenecks of sending large payloads to a central Vault server. Vault maintains central authority over key policy and DEK wrapping, offering high-performance, secure processing for streaming data and massive artifacts.','English','blog','Advanced',0,'online','automatic','N/A',NULL,1780352302.45666,0,'2026-06-02T00:18:22.456660+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Data Protection", "Envelope Encryption"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Widely trusted enterprise-grade security pattern from HashiCorp for zero-trust data protection.", "social_preview_url": "", "source_provenance": "X.com (HashiCorp)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernetes','hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903440524299597e+09,0,'2026-05-17T18:13:25.242996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer','hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes'' Initializer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes'' Initializer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903261324441695e+09,0,'2026-05-17T17:43:33.244417+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-questions','hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903002226453399e+09,0,'2026-05-17T17:00:22.264534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terraform-providers','hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and'' Datadog Providers 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and'' Datadog Providers 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903098265181303e+09,0,'2026-05-17T17:16:22.651813+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform','hashicorp.com: GKE Cluster Setup with CDK for Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: GKE Cluster Setup with CDK for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903342444655704e+09,0,'2026-05-17T17:57:04.446557+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-management-in-kubernetes','HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903362273483395e+09,0,'2026-05-17T18:00:22.734834+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/managing-ssh-access-at-scale-with-hashicorp-vault','hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902959419928598e+09,0,'2026-05-17T16:53:14.199286+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/monitoring-as-code-with-terraform-cloud-and-checkly','hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903140628280091e+09,0,'2026-05-17T17:23:26.282801+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-vault','hashicorp.com: Multi-Region Replication Now Available with HCP Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Multi-Region Replication Now Available with HCP Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903000536003398e+09,0,'2026-05-17T17:00:05.360034+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud','hashicorp.com: New Apply User Interface for Terraform Cloud','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Apply User Interface for Terraform Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031981.12967,0,'2026-05-17T17:33:01.129670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn','hashicorp.com: New Terraform Tutorials on HashiCorp Learn','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on HashiCorp Learn in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903229313058495e+09,0,'2026-05-17T17:38:13.130585+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-managing-kubernetes-clusters','hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes'' Clusters 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes'' Clusters 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903294984878802e+09,0,'2026-05-17T17:49:09.848788+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-a-practical-guide','hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical'' Guide 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical'' Guide 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903068504085493e+09,0,'2026-05-17T17:11:25.040855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-csi','hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903142893671798e+09,0,'2026-05-17T17:23:48.936718+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-visual-studio-code','hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio'' Code','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio'' Code in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903391356953501e+09,0,'2026-05-17T18:05:13.569535+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-generally-available','hashicorp.com: Terraform AWS Cloud Control API provider now generally available','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control API provider now generally available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790343456000781e+09,0,'2026-05-17T18:12:25.600078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-coverage','hashicorp.com: Terraform AWS Provider Continues to Expand Coverage','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Provider Continues to Expand Coverage in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903449943422293e+09,0,'2026-05-17T18:14:59.434223+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-function-support','hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903307430035305e+09,0,'2026-05-17T17:51:14.300353+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews','hashicorp.com: Terraform Cloud adds aggregated VCS reviews','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud adds aggregated VCS reviews in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903000918511796e+09,0,'2026-05-17T17:00:09.185118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastructure-management','hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903151602183389e+09,0,'2026-05-17T17:25:16.021834+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-with-new-features','hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903040703085708e+09,0,'2026-05-17T17:06:47.030857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-operator-2-3-adds-workspace-run-operations','hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903144592971491e+09,0,'2026-05-17T17:24:05.929715+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading-of-large-workspaces','==hashicorp.com: Terraform extension for VS Code speeds up loading of large'' workspaces==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Terraform extension for VS Code speeds up loading of large'' workspaces== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902912072074198e+09,0,'2026-05-17T16:45:20.720742+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-sensitive-input-variables','hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903268380578398e+09,0,'2026-05-17T17:44:43.805784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-stacks-explained','==hashicorp.com: Terraform stacks, explained==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Terraform stacks, explained== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903417295643806e+09,0,'2026-05-17T18:09:32.956438+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/testing-hashicorp-terraform','==hashicorp.com: Testing HashiCorp Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Testing HashiCorp Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903114263243103e+09,0,'2026-05-17T17:19:02.632431+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plans','hashicorp.com: The State of Vault and Kubernetes, and Future Plans','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: The State of Vault and Kubernetes, and Future Plans in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.7790321847886269e+09,0,'2026-05-17T17:36:24.788627+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/tutorial-terraform-outputs','hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903182504349494e+09,0,'2026-05-17T17:30:25.043495+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer','hashicorp.com: Using Template Files with HashiCorp Packer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Using Template Files with HashiCorp Packer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903280007919597e+09,0,'2026-05-17T17:46:40.079196+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows','hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Using Waypoint Runners To Enable GitOps Workflows in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.779030673583781e+09,0,'2026-05-17T17:11:13.583781+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/vault-1-11','hashicorp.com: HashiCorp Vault 1.11 Adds Kubernetes Secrets Engine, PKI'' Updates, and More 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Vault 1.11 Adds Kubernetes Secrets Engine, PKI'' Updates, and More 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034207.92116,0,'2026-05-17T18:10:07.921160+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/vault-1-8','hashicorp.com: Announcing HashiCorp Vault 1.8','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Announcing HashiCorp Vault 1.8 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903107970697808e+09,0,'2026-05-17T17:17:59.706978+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/vault-github-action','hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub'' Action for Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub'' Action for Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903153359344792e+09,0,'2026-05-17T17:25:33.593448+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/vault-on-the-hashicorp-cloud-platform-ga','hashicorp.com: HCP Vault is now generally available on AWS 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: HCP Vault is now generally available on AWS 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903448420357894e+09,0,'2026-05-17T18:14:44.203579+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/wait-conditions-in-the-kubernetes-provider-for-hashicorp-terraform','hashicorp.com: Wait Conditions in the Kubernetes Provider for HashiCorp'' Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Wait Conditions in the Kubernetes Provider for HashiCorp'' Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903293450022792e+09,0,'2026-05-17T17:48:54.500228+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management','hashicorp.com: Why Use the Vault Agent for Secrets Management?','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Why Use the Vault Agent for Secrets Management? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903097936378288e+09,0,'2026-05-17T17:16:19.363783+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources','==hashicorp.com: Writing Terraform for unsupported resources== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Writing Terraform for unsupported resources== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903164737086606e+09,0,'2026-05-17T17:27:27.370866+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-deprecation-and-more','New in Terraform 1.15: Dynamic sources, variable deprecation, and more','A deep dive into Terraform 1.15 features, including dynamic module sources using variables, variable and output deprecation attributes, Windows ARM64 builds, and improved CLI warning details.','2026',4,'Terraform 1.15 introduces native dynamic module sources and versions, allowing practitioners to leverage variables to configure upstream dependencies at initialization by declaring variables with a new `const` attribute. The release also implements a robust deprecation framework with a dedicated `deprecated` attribute for variables and outputs, enabling module authors to issue descriptive warnings during planning. Additional platform updates include official Windows ARM64 builds, inline type conversion support, and streamlined S3 AWS login configurations.','en','article','advanced',0,'online','automatic','N/A',NULL,1.78035245411980199e+09,0,'2026-06-02T00:20:54.119802+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Module Configuration", "Lifecycle Management"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "terraform", "reputation_status": "Vetted", "reputation_summary": "HashiCorp Terraform is the industry-standard tool for Infrastructure as Code. The 1.15 release is widely adopted and highly stable.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now-ga','Terraform Provider for Google Cloud 7.0 is now GA','','N/A',0,'A curated technical resource and architectural guide covering Terraform Provider for Google Cloud 7.0 is now GA in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77902913814024806e+09,0,'2026-05-17T16:45:38.140248+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/GoogleCloudPlatform.md", "docs/iac.md", "docs/terraform.md"]','["GoogleCloudPlatform.md", "iac.md", "terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hashicorp.com/en/conferences/hashiconf/call-for-sessions',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'FILTERED',NULL,NULL,NULL,1.78039998221175408e+09,0,'2026-06-02T13:33:02.211754+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"score": 55}');
+* Implements global RPC rate limiters, auto-scaling mechanisms for the native API Gateway, and integrations with CyberArk Workload Identity Manager as an external CA.','en','article','advanced',0,'online','automatic','N/A',NULL,1780352686,0,'2026-06-02T00:24:46.744634+02:00',NULL,NULL,NULL,'["Infrastructure Automation", "Service Mesh", "Kubernetes Networking", "Datacenter Security"]','["DE FACTO STANDARD", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "servicemesh", "reputation_status": "Vetted", "reputation_summary": "A landmark release from HashiCorp that is recognized by cloud architects as a crucial architectural upgrade to long-standing Kubernetes-to-Consul service mesh constraints.", "social_preview_url": "", "source_provenance": "X.com (HashiCorp)", "suggested_new_category": "service-discovery"}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/creating-workspaces-with-the-hashicorp-terraform-operator-for-kubernetes','hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator'' for Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Creating Workspaces with the HashiCorp Terraform Operator'' for Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033037,0,'2026-05-17T17:50:37.184747+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/custom-variable-validation-in-terraform-0-13','hashicorp.com: Custom Variable Validation in Terraform 0.13','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Custom Variable Validation in Terraform 0.13 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031460,0,'2026-05-17T17:24:20.478400+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/deploy-any-resource-with-the-new-kubernetes-provider-for-hashicorp-terraform','Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform','','N/A',0,'A curated technical resource and architectural guide covering Deploy Any Resource With The New Kubernetes Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032036,0,'2026-05-17T17:33:56.578738+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/deploying-helm-apps-to-kubernetes-with-waypoint-and-gitops','hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Deploying Helm Apps to Kubernetes with Waypoint and GitOps in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033222,0,'2026-05-17T17:53:42.528209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/disaster-recovery-for-hashicorp-consul-on-kubernetes','hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Disaster Recovery for HashiCorp Consul on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031602,0,'2026-05-17T17:26:42.083734+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/encrypting-large-artifacts-and-streaming-workloads-with-vault','Encrypting Large Artifacts and Streaming Workloads with Vault','HashiCorp introduces a local envelope encryption workflow utilizing Vault Transit keys to protect massive data payloads without network bottlenecks.','2026',4,'This technical architecture guide introduces HashiCorp''s SDK for implementing envelope encryption with Vault''s Transit secrets engine. By shifting the workload of actual encryption and decryption locally to applications using locally generated data encryption keys (DEKs), it avoids the latency and network bottlenecks of sending large payloads to a central Vault server. Vault maintains central authority over key policy and DEK wrapping, offering high-performance, secure processing for streaming data and massive artifacts.','English','blog','Advanced',0,'online','automatic','N/A',NULL,1780352302,0,'2026-06-02T00:18:22.456660+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Data Protection", "Envelope Encryption"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "devsecops", "reputation_status": "Vetted", "reputation_summary": "Widely trusted enterprise-grade security pattern from HashiCorp for zero-trust data protection.", "social_preview_url": "", "source_provenance": "X.com (HashiCorp)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/get-started-with-consul-service-mesh-on-kubernetes','hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Get Started with Consul Service Mesh on Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034405,0,'2026-05-17T18:13:25.242996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-ambassador-and-consul-using-kubernetes-initializer','hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes'' Initializer','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Getting Started with Ambassador and Consul Using Kubernetes'' Initializer in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032613,0,'2026-05-17T17:43:33.244417+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-hcp-consul-frequently-asked-questions','hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Getting Started with HCP Consul: Frequently Asked Questions in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030022,0,'2026-05-17T17:00:22.264534+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/getting-started-with-the-helm-and-datadog-terraform-providers','hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and'' Datadog Providers 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials: Getting Started with the Helm and'' Datadog Providers 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030982,0,'2026-05-17T17:16:22.651813+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/gke-cluster-setup-with-cdk-for-terraform','hashicorp.com: GKE Cluster Setup with CDK for Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: GKE Cluster Setup with CDK for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033424,0,'2026-05-17T17:57:04.446557+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/hashicorp-consul-ingress-gateways-and-l7-traffic-management-in-kubernetes','HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering HashiCorp Consul Ingress Gateways and L7 Traffic Management in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033622,0,'2026-05-17T18:00:22.734834+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/servicemesh.md"]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/hashicorp-learning-resources-reference-guide','hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Learning Resources Reference Guide 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032343,0,'2026-05-17T17:39:03.919257+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/elearning.md", "docs/other-awesome-lists.md", "docs/terraform.md"]','["elearning.md", "other-awesome-lists.md", "terraform.md"]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/hashicorp-teams-with-aws-on-new-control-tower-account-factory-for-terraform','hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory'' for Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Teams with AWS on New Control Tower Account Factory'' for Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032405,0,'2026-05-17T17:40:05.554906+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-security.md", "docs/terraform.md"]','["aws-security.md", "terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/hashicorp-vault-use-cases-and-best-practices-on-azure','hashicorp.com: HashiCorp Vault Use Cases and Best Practices on Azure','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: HashiCorp Vault Use Cases and Best Practices on Azure in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030132,0,'2026-05-17T17:02:12.326001+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/how-to-integrate-your-application-with-vault-static-secrets','==hashicorp.com: How to Integrate Your Application with Vault: Static Secrets==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: How to Integrate Your Application with Vault: Static Secrets== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030727,0,'2026-05-17T17:12:07.005422+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/import-infrastructure-into-terraform','hashicorp.com: Learn How to Import Infrastructure Into Terraform','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Learn How to Import Infrastructure Into Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032521,0,'2026-05-17T17:42:01.251209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/integrating-azure-ad-identity-hashicorp-vault-part-1-application-auth-oidc','hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault — Part'' 1: Azure Application Auth via OIDC','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Integrating Azure AD Identity with HashiCorp Vault — Part'' 1: Azure Application Auth via OIDC in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032733,0,'2026-05-17T17:45:33.966950+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/kubernetes-vault-integration-via-sidecar-agent-injector-vs-csi-provider','hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs.'' CSI Provider','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Kubernetes Vault Integration via Sidecar Agent Injector vs.'' CSI Provider in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030204,0,'2026-05-17T17:03:24.531059+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/learn-vault-1-5','Vault Learning Resources: Vault 1.5 features and more','','N/A',0,'A curated technical resource and architectural guide covering Vault Learning Resources: Vault 1.5 features and more in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034560,0,'2026-05-17T18:16:00.137783+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/manage-active-directory-objects-new-windows-ad-provider-hashicorp-terraform','Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform','','N/A',0,'A curated technical resource and architectural guide covering Manage Active Directory Objects with the New Windows AD Provider for HashiCorp Terraform in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034482,0,'2026-05-17T18:14:42.271452+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/manage-kubernetes-secrets-for-flux-with-hashicorp-vault','hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Manage Kubernetes Secrets for Flux with HashiCorp Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032197,0,'2026-05-17T17:36:37.853375+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/managing-ssh-access-at-scale-with-hashicorp-vault','hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Managing SSH Access at Scale with HashiCorp Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029594,0,'2026-05-17T16:53:14.199286+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/monitoring-as-code-with-terraform-cloud-and-checkly','hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Monitoring as Code with Terraform Cloud and Checkly in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031406,0,'2026-05-17T17:23:26.282801+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-vault','hashicorp.com: Multi-Region Replication Now Available with HCP Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Multi-Region Replication Now Available with HCP Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030005,0,'2026-05-17T17:00:05.360034+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud','hashicorp.com: New Apply User Interface for Terraform Cloud','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Apply User Interface for Terraform Cloud in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031981,0,'2026-05-17T17:33:01.129670+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn','hashicorp.com: New Terraform Tutorials on HashiCorp Learn','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on HashiCorp Learn in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032293,0,'2026-05-17T17:38:13.130585+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-managing-kubernetes-clusters','hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes'' Clusters 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorials on Provisioning and Managing Kubernetes'' Clusters 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032949,0,'2026-05-17T17:49:09.848788+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-a-practical-guide','hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical'' Guide 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Onboarding Applications to Vault Using Terraform: A Practical'' Guide 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030685,0,'2026-05-17T17:11:25.040855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-vault-agent','hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Refresh Secrets for Kubernetes Applications with Vault Agent in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034313,0,'2026-05-17T18:11:53.600411+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-csi','hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Retrieve HashiCorp Vault Secrets with Kubernetes CSI in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031428,0,'2026-05-17T17:23:48.936718+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/scim-in-vault-standardizes-provisioning-in-platforms','SCIM in HashiCorp Vault standardizes provisioning in platforms','How beta SCIM support in Vault Enterprise 2.0 and HCP Vault Dedicated automates user and group lifecycle provisioning.','2026',4,'Curator Insight: An essential upgrade for enterprise security platforms that brings standardized, interoperable System for Cross-domain Identity Management (SCIM) workflows directly into secrets management infrastructure. Live Grounding (MCP): Integration guides confirm that Vault''s new SCIM server natively integrates with Okta, SailPoint, and other major IdPs, allowing teams to fully automate the provisioning and deprovisioning of Vault entities to avoid access drift.','English','article','Advanced',0,'online','automatic','N/A',NULL,1780352705,0,'2026-06-02T00:25:05.314578+02:00',NULL,NULL,NULL,'["Security and Compliance", "Secrets Management", "Identity Access Governance"]','["ENTERPRISE-STABLE", "GUIDE"]','[]','[]','{}','{"category": "securityascode", "reputation_status": "Vetted", "reputation_summary": "Highly appreciated by security engineers as a major integration improvement that standardizes identity lifecycle workflows in HashiCorp Vault.", "social_preview_url": "", "source_provenance": "X.com (HashiCorp)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-enterprise','hashicorp.com: Share Modules Across Organizations with Terraform Enterprise','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Share Modules Across Organizations with Terraform Enterprise in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031910,0,'2026-05-17T17:31:50.117959+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-visual-studio-code','hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio'' Code','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Supporting the HashiCorp Terraform Extension for Visual Studio'' Code in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033913,0,'2026-05-17T18:05:13.569535+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-1-8-adds-provider-functions-for-aws-google-cloud-and-kubernetes','hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and'' Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform 1.8 provider functions for AWS, Google Cloud, and'' Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030522,0,'2026-05-17T17:08:42.211761+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-adds-support-for-gke-autopilot','hashicorp.com: Terraform Adds Support for GKE Autopilot','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Adds Support for GKE Autopilot in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030506,0,'2026-05-17T17:08:26.838017+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-generally-available','hashicorp.com: Terraform AWS Cloud Control API provider now generally available','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Cloud Control API provider now generally available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034345,0,'2026-05-17T18:12:25.600078+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-coverage','hashicorp.com: Terraform AWS Provider Continues to Expand Coverage','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AWS Provider Continues to Expand Coverage in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034499,0,'2026-05-17T18:14:59.434223+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft-graph','hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureAD Provider Now Supports Microsoft Graph in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033735,0,'2026-05-17T18:02:15.337426+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-function-support','hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform AzureRM 3.0 Brings Enhanced Azure Function Support in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033074,0,'2026-05-17T17:51:14.300353+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews','hashicorp.com: Terraform Cloud adds aggregated VCS reviews','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud adds aggregated VCS reviews in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030009,0,'2026-05-17T17:00:09.185118+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastructure-management','hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Adds Drift Detection for Infrastructure Management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031516,0,'2026-05-17T17:25:16.021834+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-with-new-features','hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud no-code provisioning is now GA with new features in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030407,0,'2026-05-17T17:06:47.030857+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-operator-2-3-adds-workspace-run-operations','hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Operator 2.3 adds workspace run operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031445,0,'2026-05-17T17:24:05.929715+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available','hashicorp.com: Terraform Cloud Variable Sets Beta Now Available','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Cloud Variable Sets Beta Now Available in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033486,0,'2026-05-17T17:58:06.918855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading-of-large-workspaces','==hashicorp.com: Terraform extension for VS Code speeds up loading of large'' workspaces==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Terraform extension for VS Code speeds up loading of large'' workspaces== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029120,0,'2026-05-17T16:45:20.720742+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-mono-repo-vs-multi-repo-the-great-debate','hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Terraform Mono Repo vs. Multi Repo: The Great Debate in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033313,0,'2026-05-17T17:55:13.497094+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-sensitive-input-variables','hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Sensitive Input Variables 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032683,0,'2026-05-17T17:44:43.805784+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/terraform-stacks-explained','==hashicorp.com: Terraform stacks, explained==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Terraform stacks, explained== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034172,0,'2026-05-17T18:09:32.956438+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/testing-hashicorp-terraform','==hashicorp.com: Testing HashiCorp Terraform==','','N/A',0,'A curated technical resource and architectural guide covering ==hashicorp.com: Testing HashiCorp Terraform== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031142,0,'2026-05-17T17:19:02.632431+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plans','hashicorp.com: The State of Vault and Kubernetes, and Future Plans','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: The State of Vault and Kubernetes, and Future Plans in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032184,0,'2026-05-17T17:36:24.788627+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/tutorial-terraform-outputs','hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: New Terraform Tutorial: Terraform Outputs 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031825,0,'2026-05-17T17:30:25.043495+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.hashicorp.com/blog/vault-github-action','hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub'' Action for Vault','','N/A',0,'A curated technical resource and architectural guide covering hashicorp.com: Automate Secret Injection into CI/CD Workflows with the GitHub'' Action for Vault in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031533,0,'2026-05-17T17:25:33.593448+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost','Testing Infrastructure as Code on Localhost','','N/A',0,'A curated technical resource and architectural guide covering Testing Infrastructure as Code on Localhost in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029948,0,'2026-05-17T16:59:08.108747+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.hava.io','hava.io','','2025',0,'SaaS infrastructure visualization engine that connects securely to cloud backends (AWS, GCP, Azure) to draw up-to-date layout sheets. Facilitates continuous compliance tracking by logging history changes over time.','None','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Cloud Discovery", "Multi-Cloud"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hava.io/blog/design-for-failure-lessons-learnt-from-the-sydney-aws-outage','Design for failure lessons learnt from the Sydney AWS outage','','2016',3,'An architectural retrospective analyzing service failures during a historic AWS Sydney region outage. Live Grounding highlights how this post underscores the vital design-for-failure paradigm, proving that high availability requires cross-region failovers, active-active topologies, and robust client retry configurations.','English','Blog / Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Resilience Design"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.hays.es/blog/insights/la-gran-renuncia','hays.es: ‘La Gran Renuncia’: ¿por qué tantos profesionales se están planteando'' dejar su trabajo?','','N/A',0,'Explores the psychological and economic motivators of the ''Great Resignation'' from a European talent perspective. Synthesizes survey data from Spanish IT professionals to outline the shifting priorities toward flexibility, modern work-life integration, and competitive technical compensation. [SPANISH CONTENT]','Spanish','Blog','Intermediate',0,'duplicate','manual','cbd946ad1e34a58c158a1276908a6e92b6a1cedddc2bf637c70edf2a731152c4',100.0,1779030394,0,'2026-05-17T17:06:34.738603+02:00',NULL,NULL,NULL,'["Engineering Leadership & Career Dynamics", "Market Dynamics & Economic Shifts", "The Great Resignation Paradigm"]','["[COMMUNITY-TOOL]"]','["docs/recruitment.md"]','["recruitment.md"]','{}','{"duplicate_of": "https://www.hays.es"}');
 INSERT INTO "resources" VALUES('https://www.hcltech.com/blogs/devops-tools-and-technologies-manage-microservices','hcltech.com: DevOps Tools and Technologies to Manage Microservices 🌟','','2020',4,'Maps out the comprehensive tooling stack required to manage complex microservice lifecycles. Details the intersection of build systems, container registries, service meshes, centralized logging (EFK/ELK), and distributed tracing tools (Jaeger) essential for observability.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Microservices", "Tooling Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.hellobonsai.com','hellobonsai','','2026',0,'An all-in-one suite of business tools designed to manage freelance operations including invoicing, contracting, proposals, and accounting. It drastically reduces administrative overhead for independent consultants. Live grounding emphasizes its status as an essential utility for modern solopreneurs.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Contractor Operations", "SaaS Administration"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.helpnetsecurity.com/2020/12/14/how-devsecops-developers','helpnetsecurity.com: How to make DevSecOps stick with developers','','2020',0,'An organizational analysis detailing how to successfully promote DevSecOps culture among developers. Proposes seamless IDE plugin adoption, gamified training, and continuous automated pipeline feedback to build friction-free security workflows.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Culture & Collaboration"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.helpnetsecurity.com/2021/05/04/security-kubernetes','helpnetsecurity.com: Kubestriker: A security auditing tool for Kubernetes clusters 🌟','','2021',0,'Reviews Kubestriker, a lightweight, agentless open-source security scanner that audits Kubernetes control plane configurations, insecure ports, and IAM roles for vulnerabilities.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Vulnerability Assessment Tools", "Kubestriker Scanner"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.heroku.com/blog/monolithic-applications-into-services','blog.heroku.com: Deconstructing Monolithic Applications into Services','','2019',4,'A detailed playbook on dividing monolithic backends into cohesive, independent services. It discusses domain-driven design (DDD) boundaries, API gateway design, database decomposition, and how to manage the incremental migration phases to minimize downtime.','English','Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Decomposition Patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.hibridosyelectricos.com/articulo/actualidad/tesla-recurre-china-calidad-fabricacion-coches-electricos/20221222124048066230.html','hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad'' de fabricación de sus coches eléctricos','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f5a457b2a8011fd3877c7c36f06d9e986409d3b2046e2cebab13dd6b981cac69',100.0,1779032245,0,'2026-05-17T17:37:25.447509+02:00',NULL,NULL,NULL,'[]','[]','["docs/customer.md"]','[]','{}','{"duplicate_of": "https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html"}');
 INSERT INTO "resources" VALUES('https://www.hibridosyelectricos.com/coches/tesla-recurre-china-calidad-fabricacion-coches-electricos_66230_102.html','hibridosyelectricos.com: Tesla recurre a China para aumentar la calidad de fabricación de sus coches eléctricos','- La Gigafactoría de Tesla en Shanghái es todo un ejemplo de eficiencia, innovación tecnológica y calidad de fabricación. El responsable de este logro es Tom Zhu, su jefe de Operaciones, que recientemente visitó las dos plantas estadounidenses.
     - W. Edward Deming fue un ingeniero y consultor estadounidense reconocido como el padre de la gestión de la calidad total en la fabricación de automóviles. Se le considera uno de los responsables del progreso de la industria, gracias al desarrollo de una serie de teorías funcionales y económicas que, desde hace años, supervisan la producción de los vehículos que se fabrican en casi todo el mundo.
     - Las teorías de Deming estaban muy por delante de su tiempo. Afirman que las organizaciones que se centran en reducir únicamente los costes de producción, automáticamente disminuyen la calidad de sus productos. Por el contrario, aquellas que se concentran en mejorar la calidad, automáticamente rebajan los costes.','2023',3,'Examines Tesla''s adaptation of W. Edwards Deming’s Total Quality Management (TQM) principles at the Shanghai Gigafactory under Tom Zhu. The article contrasts how focusing on systemic quality optimizations organically drives down production costs, refuting the legacy approach of prioritizing cost reduction at the expense of engineering refinement. This demonstrates how modern automated manufacturing lines mimic clean software deployment pipelines using feedback loops.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["System Architecture", "Industrial Engineering", "Quality Management"]','["[LEGACY]"]','[]','["customer.md"]','{}','{}');
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@@ -15760,54 +15760,54 @@ INSERT INTO "resources" VALUES('https://www.howtoforge.com/how-to-install-promet
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-INSERT INTO "resources" VALUES('https://www.ibm.com/think/insights/8-kubernetes-tips-and-tricks',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049499363303e+09,0,'2026-05-18T20:54:54.993633+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/think/insights/migrate-java-microservices-from-spring-to-microprofile-p2',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049497819495e+09,0,'2026-05-18T20:54:54.978195+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/think/insights/8-kubernetes-tips-and-tricks',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130494,0,'2026-05-18T20:54:54.993633+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/think/insights/migrate-java-microservices-from-spring-to-microprofile-p2',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.ibm.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130494,0,'2026-05-18T20:54:54.978195+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.ibm.com/think/topics/cloud-native','ibm.com: Event-driven cloud-native applications (microservices)','','2023',0,'This IBM resource details how event-driven applications scale natively inside Kubernetes clusters. It focuses on isolating boundaries and implementing lightweight message-driven scaling paths for complex enterprise systems.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Cloud Native", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ibm.com/think/topics/ipaas','ibm.com: iPaaS (Integration-Platform-as-a-Service)','','2024',3,'A strategic and architectural overview of Integration Platform as a Service (iPaaS). It reviews how cloud-native middleware bridges legacy on-premise systems and modern SaaS ecosystems. Highly useful for enterprise digital integration roadmaps.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "Enterprise Integration Patterns", "Cloud Managed Services"]','["[GUIDE]", "[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.ibm.com/think/topics/openshift-vs-kubernetes','ibm.com: OpenShift vs. Kubernetes: What’s the Difference?','','2023',0,'An authoritative IBM reference contrasting standard Kubernetes and OpenShift. Explains how OpenShift encapsulates the vanilla Kubernetes engine with operational defaults, security governance, and multi-tenant tooling suitable for hybrid cloud environments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes", "OpenShift Comparison"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt','Complexity of Python Operations','','N/A',0,'A curated technical resource and architectural guide covering Complexity of Python Operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','f1607a01c83cc77ca189fa2e68910fd3225a5d0d2fc59b9cfa05ad1b72fd7924',100.0,1779030285.58347,0,'2026-05-17T17:04:45.583470+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"duplicate_of": "https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt"}');
+INSERT INTO "resources" VALUES('https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt','Complexity of Python Operations','','N/A',0,'A curated technical resource and architectural guide covering Complexity of Python Operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','f1607a01c83cc77ca189fa2e68910fd3225a5d0d2fc59b9cfa05ad1b72fd7924',100.0,1779030285,0,'2026-05-17T17:04:45.583470+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"duplicate_of": "https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt"}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/awk-sed-snippets-for-sysadmins','igoroseledko.com: Awk & sed Snippets for SysAdmins','','2020',3,'A highly functional repository of production-ready AWK and sed snippets curated for rapid sysadmin operations. It covers log analysis, system parameter adjustments, and CSV structuring. Live Grounding validates these code snippets as efficient utility blueprints for fast troubleshooting.','AWK','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Text Processing"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/aws-cli-cheat-sheet','igoroseledko.com: AWS CLI Cheat Sheet','','2023',0,'A targeted reference outlining essential command syntax for managing cloud environments via the AWS CLI. It covers resource provisioning, profile changes, and remote service diagnostic commands to streamline dev workflows.','Bash','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS CLI"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/bash-and-expect-snippets','Bash and Expect Snippets','','2026',0,'A practical blog and snippet collection focused on automation patterns using Bash scripting combined with Expect. Highly useful for scripting interactions with CLI interfaces that lack native APIs or configuration options. Largely legacy in modern IaC environments, but remains a vital Swiss army knife for legacy systems integration.','Shell','Website','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Tools", "Scripts", "Bash"]','["[LEGACY]"]','[]','["other-awesome-lists.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/checking-multiple-variables-in-bash','igoroseledko.com: Checking Multiple Variables in Bash','','2022',0,'Demonstrates how to design robust multiple-variable validation gates in bash. Explains clean syntax logic using operators like `[[ -z ... ]]` and logical structures, preventing common run-time evaluation failures.','Bash','Developer Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Automation", "Bash Scripting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.igoroseledko.com/parallel-rsync','igoroseledko.com: Parallel Rsync','','2026',4,'Explains how to orchestrate multi-threaded data transfers using parallelized rsync patterns. Crucial for transferring petabyte-scale data over high-bandwidth networks without running into single-core processing bottlenecks.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Storage & File Systems", "Data Synchronization"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ijug.eu/java-aktuell/das-magazin.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.77903296070545792e+09,0,'2026-05-17T17:49:20.705458+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ijug.eu/java-aktuell/das-magazin.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779032960,0,'2026-05-17T17:49:20.705458+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/docker-vs-kubernetes','imaginarycloud.com: Docker VS Kubernetes? It should be Docker + Kubernetes','','2021',0,'An industry perspective arguing against treating Docker and Kubernetes as mutually exclusive entities. It demonstrates how standardizing container execution formats synergizes with enterprise scaling.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Fundamentals", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/grpc-vs-rest','imaginarycloud.com: gRPC vs REST: Comparing APIs Architectural Styles','','2022',4,'An API comparison focused on performance and network efficiency. Evaluates REST''s traditional HTTP/1.1 payload designs against gRPC''s high-speed binary serialization over multiplexed HTTP/2.','Agnostic','Analysis','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Architectures", "Patterns", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/nomad-vs-kubernetes','imaginarycloud.com: Nomad VS. Kubernetes: Container Orchestration Tools Compared','','2022',0,'A granular comparison covering networking, scaling metrics, service discovery, and communities across Nomad and Kubernetes. Validates Nomad''s operational elegance in distributed ecosystems.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "HashiCorp Nomad", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
@@ -15815,20 +15815,20 @@ INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/openshift-vs
 INSERT INTO "resources" VALUES('https://www.imaginarycloud.com/blog/podman-vs-docker','imaginarycloud.com: Podman vs Docker: What are the differences?','','2022',0,'A structured comparison detailing the architectural contrasts between Docker and Podman. It highlights the security advantages of Podman''s unprivileged user execution over Docker''s root-privileged centralized socket model, and maps their differences in local systemd integration.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Comparative Analysis"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.immo-pop.com/login','kubeshark.co','','2026',0,'The enterprise portal for Kubeshark, a powerful, eBPF-powered real-time network analyzer tailored for Kubernetes. Enables seamless API traffic debugging and security scanning across all network interfaces without introducing sidecars or proxy overhead.','English','Website','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Networking", "Deep Packet Inspection"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.imperva.com/learn/performance/cdn-caching','imperva.com: CDN Caching','','2024',0,'A foundational performance guide exploring edge caching. It provides comprehensive details covering HTTP headers (Cache-Control, ETags), TTL policy mechanics, and real-time purge requests.','English','Technical Resource','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Caching", "CDN", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html','inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,'' Not Process. Research Shows He Was Right','','N/A',0,'A curated technical resource and architectural guide covering inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,'' Not Process. Research Shows He Was Right in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903023836438107e+09,0,'2026-05-17T17:03:58.364381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.inc.com/jeff-haden/27-years-ago-steve-jobs-said-best-employees-focus-on-content-not-process-workplace-research-shows-he-was-right.html','inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,'' Not Process. Research Shows He Was Right','','N/A',0,'A curated technical resource and architectural guide covering inc.com: 27 Years Ago, Steve Jobs Said the Best Employees Focus on Content,'' Not Process. Research Shows He Was Right in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030238,0,'2026-05-17T17:03:58.364381+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com','influxdb-templates','','2022',0,'Pre-packaged configurations and manifests containing Telegraf setups, dashboards, and alert rules. Simplifies rapid deployment of specialized monitoring tasks (e.g., Redis, Nginx) within InfluxDB.','YAML','Configuration Code','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/building-a-metrics-alerts-as-a-service-maas-monitoring-solution-using-the-influxdb-stack','influxdata.com: Building a Metrics & Alerts as a Service (MaaS) Monitoring Solution Using the InfluxDB Stack','','2021',0,'Explores an architecture for metrics and alerting as a service (MaaS) built on the InfluxDB stack. Highlights utilizing multi-tenancy, dynamic bucket allocations, and custom push metric pipelines.','None','Technical Blog','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/expand-kubernetes-monitoring-telegraf-operator','influxdata.com: Expand Kubernetes Monitoring with Telegraf Operator','','2021',0,'Architectural blueprint detailing how to auto-inject Telegraf sidecar containers into application pods using a specialized Kubernetes Operator. Streamlines deep telemetry collection across heterogeneous clusters without requiring manual deployment manifests modifications.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Metrics", "Telegraf"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/running-influxdb-2-0-and-telegraf-using-docker','influxdata.com: Running InfluxDB 2.0 and Telegraf Using Docker','','2021',0,'Simple, practical walkthrough describing how to deploy InfluxDB 2.0 alongside the Telegraf metric collector agent using Docker Compose. Covers configuring basic input plugins and output endpoints.','YAML','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/three-ways-to-keep-cardinality-under-control-when-using-telegraf','influxdata.com: Three Ways to Keep Cardinality Under Control When Using Telegraf','','2020',0,'Addresses strategies to control high-cardinality metadata tag explosions inside InfluxDB and other time-series databases. Outlines data lifecycle controls and tag-filtering options inside Telegraf.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Time Series Databases", "Cardinality Management"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/blog/tldr-influxdb-tech-tips-api-invokable-scripts-influxdb-cloud','influxdata.com: InfluxDB Tech Tips: API Invokable Scripts in InfluxDB Cloud','','2022',0,'Explains how to leverage API Invokable Scripts in InfluxDB Cloud to run parameterized queries over HTTP, creating lightweight backend APIs for custom metric visualization utilities.','Flux','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "InfluxDB"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.influxdata.com/influxdb-templates/jenkins-monitoring','influxdata.com: Monitoring Jenkins CI with InfluxDB','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1.77903234403631591e+09,0,'2026-05-17T17:39:04.036316+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.influxdata.com/integration/kafka-telegraf-integration',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','86a9df4ff1b4d36b422e85bec2c852b64ecc7652a2ffbe2b22209b3e166fdae1',100.0,1.779033623256819e+09,1,'2026-05-17T18:00:23.256819+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.influxdata.com/products/influxdb-templates','influxdb-templates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1.77902912882544207e+09,0,'2026-05-17T16:45:28.825442+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://www.influxdata.com/influxdb-templates/jenkins-monitoring"}');
+INSERT INTO "resources" VALUES('https://www.influxdata.com/influxdb-templates/jenkins-monitoring','influxdata.com: Monitoring Jenkins CI with InfluxDB','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1779032344,0,'2026-05-17T17:39:04.036316+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.influxdata.com/integration/kafka-telegraf-integration',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','86a9df4ff1b4d36b422e85bec2c852b64ecc7652a2ffbe2b22209b3e166fdae1',100.0,1779033623,1,'2026-05-17T18:00:23.256819+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.influxdata.com/products/influxdb-templates','influxdb-templates','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','df2162c36b3adf7eab59af68cb2c0dc5af40caa73a646fd0d5308ab0cff101c4',100.0,1779029128,0,'2026-05-17T16:45:28.825442+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"duplicate_of": "https://www.influxdata.com/influxdb-templates/jenkins-monitoring"}');
 INSERT INTO "resources" VALUES('https://www.influxdata.com/time-series-platform/telegraf','telegraf-1.14.0-1 (rpm)','- [grafana-6.3.2-1.x86_64 (rpm)](https://grafana.com) This is the release specified as requirement for this grafana dashboard. Newer releases of grafana are probably compliant.
     - [prometheus-2.17.1.linux-amd64 (.tar.gz)](https://prometheus.io)
     - [apache-activemq-5.15.12 (.tar.g)](https://activemq.apache.org/components/classic)','2020',0,'A targeted RPM bundle archive compiling Telegraf 1.14 alongside dependencies like Apache ActiveMQ scripts. Retained for air-gapped systems running legacy RedHat workloads.','None','Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Package Archives", "Metric Collection"]','["[LEGACY]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infobae.com/tecno/2026/05/21/investigadores-de-microsoft-ponen-limites-la-ia-aun-no-puede-reemplazar-la-programacion-mas-alla-de-python','Investigadores de Microsoft ponen limites: la IA aun no puede reemplazar la programacion mas alla de Python - Infobae','Investigación realizada por expertos de Microsoft que establece un límite concreto a la automatización total: la inteligencia artificial todavía presenta altos índices de error en flujos extensos de edición de documentos y programación fuera de Python.','2026',4,'This article highlights key findings from Microsoft researchers Philippe Laban, Tobias Schnabel, and Jennifer Neville utilizing their ''DELEGATE-52'' benchmark. The study highlights that frontier LLMs (such as GPT-5-era models and Claude 4) remain unreliable delegates for complex, multi-step document and coding workflows, experiencing average content degradation rates between 25% and 50% across 20 interactions. While Python automation meets current readiness thresholds, programming in other domains still requires deep human oversight. [SPANISH CONTENT]','es','Article','Advanced',0,'online','automatic','4863fb7b339811bd27dd8d10dfe607430945093749cd5625701003fc8f42d0c9',NULL,1.78035257155629205e+09,0,'2026-06-02T00:22:51.556292+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Workflow Reliability", "AI Benchmarking"]','["[CASE STUDY]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly reliable reporting covering Microsoft Research''s validated academic paper on the DELEGATE-52 benchmark.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "ai-reliability"}');
+INSERT INTO "resources" VALUES('https://www.infobae.com/tecno/2026/05/21/investigadores-de-microsoft-ponen-limites-la-ia-aun-no-puede-reemplazar-la-programacion-mas-alla-de-python','Investigadores de Microsoft ponen limites: la IA aun no puede reemplazar la programacion mas alla de Python - Infobae','Investigación realizada por expertos de Microsoft que establece un límite concreto a la automatización total: la inteligencia artificial todavía presenta altos índices de error en flujos extensos de edición de documentos y programación fuera de Python.','2026',4,'This article highlights key findings from Microsoft researchers Philippe Laban, Tobias Schnabel, and Jennifer Neville utilizing their ''DELEGATE-52'' benchmark. The study highlights that frontier LLMs (such as GPT-5-era models and Claude 4) remain unreliable delegates for complex, multi-step document and coding workflows, experiencing average content degradation rates between 25% and 50% across 20 interactions. While Python automation meets current readiness thresholds, programming in other domains still requires deep human oversight. [SPANISH CONTENT]','es','Article','Advanced',0,'online','automatic','4863fb7b339811bd27dd8d10dfe607430945093749cd5625701003fc8f42d0c9',NULL,1780352571,0,'2026-06-02T00:22:51.556292+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Workflow Reliability", "AI Benchmarking"]','["[CASE STUDY]", "[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly reliable reporting covering Microsoft Research''s validated academic paper on the DELEGATE-52 benchmark.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "ai-reliability"}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/DevOps-value-stream','infoq.com: Driving DevOps with Value Stream Management','','2020',5,'A deep dive into Value Stream Management (VSM) as a framework for aligning microservice delivery pipelines with business outcomes. Details how to identify bottlenecks in the software development lifecycle (SDLC) by mapping flow metrics (lead time, cycle time, throughput). Illustrates how VSM coordinates engineering efforts to maximize systemic efficiency and avoid localized optimization traps.','en','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Value Stream Management", "DevOps Metrics"]','["[DE FACTO STANDARD]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/Java-PERMGEN-Removed','PermGen eliminado','','2014',0,'A deep-dive technical brief on InfoQ describing the dynamic architecture shift resulting from the removal of PermGen in JDK 8. The article reviews Metaspace configuration parameters, auto-tuning behavior, garbage collection triggers for classloader metadata, and the operational adjustments required for zero-downtime Java migrations.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Java Virtual Machine", "Memory Management"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/Standardized-Specification-Driven-API-Lifecycle','infoq.com: A Standardized, Specification-Driven API Lifecycle','','2022',5,'Details the mechanics of a specification-driven API lifecycle, advocating for OpenAPI (Swagger) specs as the single source of truth prior to writing code. Designing spec-first allows concurrent mock-testing for front-end teams, automatic documentation rendering, and declarative gateway route provisioning. This methodology eliminates communication barriers and guarantees consistent engineering interfaces across enterprise teams.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "API Lifecycle"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}');
@@ -15859,15 +15859,15 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/articles/microservices-des
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/microservices-inside-out','infoq.com: Turning Microservices Inside-Out','','2016',0,'This piece outlines Martin Kleppmann''s paradigm of ''turning the database inside-out''. It advocates for treating state logs as a first-class citizen, enabling downstream services to process and construct specialized read-optimized views.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Data Management", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/microservices-seven-fail','infoq.com: 7 Ways to Fail at Microservices','- [infoq.com: Seven Ways to Fail at Microservices (presentation)](https://www.infoq.com/presentations/7-microservices-anti-patterns)','2019',0,'Details common organizational and architectural traps when shifting to microservices. Critiques lack of boundary clarity, shared database anti-patterns, manual deployment strategies, and neglecting distributed observability networks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Anti-Patterns", "Failure Modes"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/migrating-monoliths-to-microservices-with-decomposition','infoq.com: Migrating Monoliths to Microservices with Decomposition and Incremental Changes','','2020',5,'A highly structured technical article focused on database-first and domain-driven monolith decomposition strategies. Examines step-by-step decoupling techniques, including interface abstractions, event-driven data synchronization, and managing temporary shared states without degrading uptime.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Decomposition Patterns"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/articles/native-java-quarkus','infoq.com: Kubernetes Native Java with Quarkus','','2021',0,'A comprehensive analysis of running native Java workloads on Kubernetes. It covers ahead-of-time (AOT) compilation trade-offs and build pipelines. In 2026, these native compilation profiles are standard practice, ensuring enterprise Java workloads start in milliseconds and use minimal memory.','Java','Article','Advanced',1,'online','manual','4bed73af21ba4d5f5b75adab86b956c6ca2989ec63d90517b798c27836dd27a6',100.0,1.77903104655004096e+09,1,'2026-05-17T17:17:26.550041+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Quarkus"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/articles/native-java-quarkus','infoq.com: Kubernetes Native Java with Quarkus','','2021',0,'A comprehensive analysis of running native Java workloads on Kubernetes. It covers ahead-of-time (AOT) compilation trade-offs and build pipelines. In 2026, these native compilation profiles are standard practice, ensuring enterprise Java workloads start in milliseconds and use minimal memory.','Java','Article','Advanced',1,'online','manual','4bed73af21ba4d5f5b75adab86b956c6ca2989ec63d90517b798c27836dd27a6',100.0,1779031046,1,'2026-05-17T17:17:26.550041+02:00',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Quarkus"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/pitfalls-patterns-microservice-dependency-management','infoq.com: Pitfalls and Patterns in Microservice Dependency Management','','2020',0,'A technical critique addressing dependency management failures in complex microservice topologies. It examines cascading failure patterns, distributed monolith anti-patterns, and over-coupling. The article presents solid remediation patterns including API versioning strategies, consumer-driven contracts, and loose asynchronous messaging designs.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices Architecture", "Dependency Management", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/platform-runtime-engineering','infoq.com: Platform as a Runtime - the Next Step in Platform Engineering','','2024',0,'Proposes ''Platform as a Runtime'' (PaaR) as the evolutionary phase beyond static developer portals. Analyzes dynamic orchestration engines that compile abstract developer intentions into cloud-native infrastructure resources on the fly, transforming static templates into active runtime lifecycles.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Architectural Evolution", "Platform as a Runtime"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/saga-orchestration-outbox','infoq.com: Saga Orchestration for Microservices Using the Outbox Pattern','','2020',5,'A detailed exploration of Saga Orchestration coupled with the Transactional Outbox Pattern to maintain eventual consistency in distributed databases. Examines architectural tradeoffs of orchestration versus choreography and how to implement CDC (Change Data Capture) via Debezium.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Architecture", "Microservices", "Distributed Transactions"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/securing-docker','infoq.com: Is Docker Secure Enough?','','2022',0,'A security exploration contrasting container shared-kernel mechanisms against sandboxed hypervisor layers like Firecracker and gVisor. Analyzes side-channel vulnerabilities and threat vectors.','N/A','article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Security & Hardening", "Kernel Isolation"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/serverless-security','infoq.com: Serverless Security: What''s Left to Protect?','','2021',0,'Examines the microservices threat landscape unique to Function-as-a-Service (FaaS) runtimes. Addresses the architecture shift from network perimeter protection to event data injection handling, emphasizing ultra-granular IAM policies and dynamic dependency scanning.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Serverless", "FaaS Hardening"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/service-mesh-ultimate-guide','infoq.com: Service Mesh Ultimate Guide:','','2026',5,'A highly detailed, definitive guide analyzing the core architecture of service meshes. It breaks down control plane and data plane dynamics, explaining how sidecar and ambient topologies manage security, routing, and deep service observability.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Service Mesh", "Architecture Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/articles/service-mesh-ultimate-guide-2e','infoq.com: Service Mesh Ultimate Guide - Second Edition: Next Generation'' Microservices Development','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','227de9d45a50261bd46a1e871f1f8228e131377cafc524cece4c8ec70bd65843',100.0,1.77902912467169404e+09,0,'2026-05-17T16:45:24.671694+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/articles/service-mesh-ultimate-guide/-2e',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049502539491e+09,0,'2026-05-18T20:54:55.025395+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/articles/service-mesh-ultimate-guide-2e','infoq.com: Service Mesh Ultimate Guide - Second Edition: Next Generation'' Microservices Development','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','227de9d45a50261bd46a1e871f1f8228e131377cafc524cece4c8ec70bd65843',100.0,1779029124,0,'2026-05-17T16:45:24.671694+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/articles/service-mesh-ultimate-guide/-2e',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130495,0,'2026-05-18T20:54:55.025395+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/articles/tips-running-scalable-workloads-kubernetes','infoq.com: Six Tips for Running Scalable Workloads on Kubernetes','','2021',4,'Architectural insights on managing high-throughput, highly available workloads in Kubernetes. Explains critical configuration paradigms including resource requests and limits, Horizontal Pod Autoscaling (HPA) triggers, readiness/liveness probe design, and graceful termination hooks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Performance Tuning", "Workload Scaling"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2019/01/upbound-crossplane','Crossplane, a Universal Control Plane API for Cloud Computing','','2019',0,'Features the initial release and architectural goals of Crossplane as a universal control plane API designed to transcend traditional Infrastructure as Code (IaC) architectures. Discusses the early-stage vision of running custom resource definitions in Kubernetes to manage heterogeneous cloud providers, establishing the foundation of modern Platform Engineering.','Agnostic','News Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Control Planes", "Crossplane", "History"]','["[COMMUNITY-TOOL]"]','[]','["crossplane.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2019/04/google-traffic-director','infoq.com: Introducing Traffic Director: Google''s Service Mesh Control Plane','','2019',3,'Historical analysis of Google Traffic Director''s debut. Examines its use of open xDS APIs to configure Envoy sidecars at scale, removing the operational burden of self-managing control planes.','None','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Managed Services", "History"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
@@ -15878,7 +15878,7 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/06/defense-depar
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/07/cdk-terraform','infoq.com: cdk-terraform - Cloud Development Kit Can Now Generate Terraform Configurations Using TypeScript and Python','','2020',0,'A core report highlighting the emergence of CDKTF and its benefits over traditional configuration declarative languages. Evaluates how generating Terraform config files via programming loops, objects, and unit-testing libraries addresses enterprise-scale pipeline scalability challenges.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Software Development Kits", "CDKTF"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/07/docker-ecs-plugin','docker-ecs-plugin: Docker Releases Plugin for Simplified Deployments into AWS ECS and Fargate','','2020',0,'This article highlights the historical collaboration between Docker and AWS to integrate ECS and Fargate deployments directly into the Docker CLI via ECS integration plugins. While the native CLI integration has been largely deprecated or archived in favor of AWS Copilot or direct Terraform/CDK provisioning, it serves as a crucial evolutionary link in cloud-native developer workflows, illustrating the trend toward unifying local compose specs with cloud orchestration APIs.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "ECS Integration"]','["[LEGACY]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/08/GitHub-open-api-spec','GitHub''s OpenAPI Spec Open-Sourced in Beta','','2020',0,'Industry report analyzing the initial beta release of GitHub''s OpenAPI specification, detailing how standard compliance lowers friction for automated security audits and API interactions.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "API Design", "GitHub API", "OpenAPI Spec"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances','infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS'' Graviton2','','2020',4,'Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.','English','Technical Article','Intermediate',0,'online','manual','ea0348bedd651f9c8e69113e0b6a7ee2f9880d8cf94ba82019384baa512a9231',100.0,1.77903257512663888e+09,1,'2026-05-17T17:42:55.126639+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Compute Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/09/aws-ec2-t4g-instances','infoq.com: AWS Launches Low-Cost Burstable T4g Instances Powered by AWS'' Graviton2','','2020',4,'Discusses the deployment of ARM64 Graviton2-powered burstable T4g instances on AWS. Outlines the raw price-to-performance value, noting up to 40% improvements over comparable x86-based environments.','English','Technical Article','Intermediate',0,'online','manual','ea0348bedd651f9c8e69113e0b6a7ee2f9880d8cf94ba82019384baa512a9231',100.0,1779032575,1,'2026-05-17T17:42:55.126639+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Compute Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/09/kubernetes-ingress-ga','infoq.com: Kubernetes Ingress Is Now Generally Available','','2020',4,'Reports on the milestone GA status of the `networking.k8s.io/v1` Ingress API in Kubernetes 1.19, reflecting years of API maturity, path matching enhancements, and service port mappings. Live Grounding confirms that while Ingress remains widely used, the highly customizable Kubernetes Gateway API has emerged as the primary alternative for complex multi-tenant traffic routing.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/10/kubernetes-chaos-mesh-ga','infoq.com: Chaos Engineering on Kubernetes : Chaos Mesh Generally Available with v1.0','','2020',0,'Announces the general availability (1.0) of Chaos Mesh. Details the architectural milestone, highlighting the integration of Kubernetes Custom Resource Definitions, the Chaos Dashboard UI, security policy enforcement, and multi-tenant access controls.','English','News Release','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[COMMUNITY-TOOL]"]','[]','["chaos-engineering.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2020/11/2020-devops-report','infoq.com: Puppet Releases Its 2020 State of DevOps Report 🌟','','2020',2,'Deconstructs the 2020 State of DevOps report. Highlights operational plateaus in mid-stage organizational structures, arguing for self-service automation and infrastructure abstraction models.','N/A','Report','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Industry Metrics", "Puppet Reports"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -15888,7 +15888,7 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/aws-devops-gu
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/aws-grafana-prometheus','infoq.com: AWS Introduces Amazon Managed Service for Grafana and Amazon Managed Service for Prometheus','','2021',0,'Architectural breakdown of AWS''s entry into cloud-native managed open-source telemetry tools. Reviews integration advantages, storage strategies, and price efficiencies compared to self-hosted instances on EC2.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Managed Services", "Announcements"]','["[COMMUNITY-TOOL]"]','[]','["aws-monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/aws-transfer-ftp-efs','infoq.com: AWS Transfer Family Introduces Support for EFS','','2021',0,'Explains the native integration between AWS Transfer Family (SFTP/FTPS/FTP) and Amazon Elastic File System (EFS). This architectural capability enables secure file exchanges directly from external trading partners into a managed, distributed NFS backend. It simplifies data ingestion pipelines and removes the administrative burden of running custom FTP gateway VMs.','Agnostic','News Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Data Integration", "AWS Transfer Family"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/01/docker-jfrog-partnership','infoq.com: Docker Hub and JFrog Partnership Removes Image Pull Limits for Artifactory Users','','2021',0,'Covers the historic strategic partnership between Docker and JFrog designed to bypass Docker Hub''s anonymous pull rate limits. Resolves high-frequency CI/CD pipeline blocking for enterprise organizations leveraging Artifactory SaaS instances.','English','News','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Artifact Registry", "Docker Hub"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes','infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File'' System','','2021',4,'Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants.','English','Technical Article','Intermediate',0,'online','manual','3789c75685921fe314c8609d12f432965ff7c765ba59c1c1d390792ad2cd47f4',100.0,1.77903164815150094e+09,1,'2026-05-17T17:27:28.151501+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/03/aws-efs-one-zone-storage-classes','infoq.com: AWS Announces Lower Cost Storage Classes for Amazon Elastic File'' System','','2021',4,'Introduces the Amazon Elastic File System (EFS) One Zone storage class, offering cost-optimized options for shared storage. Cuts storage expenses by up to 47% compared to regional replication variants.','English','Technical Article','Intermediate',0,'online','manual','3789c75685921fe314c8609d12f432965ff7c765ba59c1c1d390792ad2cd47f4',100.0,1779031648,1,'2026-05-17T17:27:28.151501+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Cost Management", "Storage Costs"]','["[ENTERPRISE-STABLE]"]','["docs/aws-pricing.md"]','["aws-pricing.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/04/aws-ec2-serial-console','infoq.com: AWS Introduces EC2 Serial Console: Troubleshoot Boot and Networking Issues','','2021',4,'Provides secure, interactive access to the physical serial port of EC2 instances, bypassing traditional IP-based network configuration. This enables real-time diagnostic debugging of boot issues, kernel panics, and misconfigured firewall or network interfaces. Architecturally, it serves as a critical break-glass tool for enterprise sysadmins to avoid data loss during OS-level misconfigurations.','English','Platform Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compute", "EC2 Troubleshooting"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/04/cloudflare-terraform','infoq.com: Cloudflare Improves Automated Terraform Generation Tool 🌟','','2021',0,'Highlights the advancement of Cloudflare''s utility (cf-terraforming) for generating valid HCL representations of pre-existing Cloudflare configurations. Dramatically simplifies onboarding historical CDN/WAF configurations into IaC.','English','Product Announcement','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "CDN & Edge Platforms", "Reverse Engineering"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/04/ibm-redhat-openbuilt','infoq.com: IBM, Red Hat and Cobuilder Develop OpenBuilt, a Platform for the Construction Industry','','2021',0,'This InfoQ article covers the collaborative launch of OpenBuilt by IBM, Red Hat, and Cobuilder, exploring the architectural goals of unifying global construction logistics, IoT, and BIM solutions through API patterns.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Solution", "Construction Industry", "Platform-as-a-Service"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
@@ -15901,18 +15901,18 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/08/quarkus-2-0-f
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/09/java17-released','infoq.com: Java 17, the Next Long-Term Support Release, is Now Available','','2021',0,'The industry announcement of Java 17, a critical Long-Term Support (LTS) release. Key technical highlights include strongly encapsulated JDK internals, Sealed Classes, Pattern Matching for switch (preview), and notable performance improvements in standard garbage collectors.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/09/kubernetes-hardening-guidance','infoq.com','','2021',0,'Explores key recommendations from CISA and the NSA regarding cluster infrastructure protection. Demystifies technical methods for managing root filesystems, authenticating platform API requests, and using logging setups to trace lateral movement.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Hardening Standards", "Government Guidelines"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/09/kubescape','infoq.com: Armo Releases Kubescape K8s Security Testing Tool: Q&A with VP Jonathan Kaftzan','','2021',0,'An interview exploring the architecture, technical goals, and philosophy behind Kubescape. Focuses on simplifying multi-framework compliance analysis for platform engineers. Details how the tool analyzes YAML formats and active runtimes to find security posture anomalies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Assessment", "Policy Enforcement"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/amazon-repost-questions-answers','infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS','','2021',0,'An independent review of AWS re:Post, describing it as a specialized, community-driven alternative to general-purpose QA boards like Stack Overflow. The analysis focuses on how verified answers and direct AWS engineer contributions reduce troubleshooting cycles for platform operators. The platform helps developers bypass outdated configuration guides in favor of modern, validated architectural patterns.','N/A','Article','Beginner',0,'online','manual','ddde8f7ef7f95ea5078008754211fd37bbc3c5ccb026d94625e12c1865b33466',100.0,1.77903001236268711e+09,1,'2026-05-17T17:00:12.362687+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Community & Support", "AWS re:Post"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/amazon-repost-questions-answers','infoq.com: Amazon Introduces re:Post, a "Stack Overflow" for AWS','','2021',0,'An independent review of AWS re:Post, describing it as a specialized, community-driven alternative to general-purpose QA boards like Stack Overflow. The analysis focuses on how verified answers and direct AWS engineer contributions reduce troubleshooting cycles for platform operators. The platform helps developers bypass outdated configuration guides in favor of modern, validated architectural patterns.','N/A','Article','Beginner',0,'online','manual','ddde8f7ef7f95ea5078008754211fd37bbc3c5ccb026d94625e12c1865b33466',100.0,1779030012,1,'2026-05-17T17:00:12.362687+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Community & Support", "AWS re:Post"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/azure-load-testing-preview','infoq.com: Microsoft Introduces a Fully-Managed Azure Load Testing Service in Preview','','2021',0,'Industry reporting on Azure''s entry into fully managed performance testing, discussing how it leverages Apache JMeter under the hood. It provides a historical snapshot of Microsoft''s move to simplify distributed load testing for engineering teams, eliminating the manual upkeep of VM scale sets for load generation.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Testing Services"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/kinesis-data-streams-ondemand','infoq.com: AWS Launches Amazon Kinesis Data Streams On-Demand','','2021',5,'Introduces a serverless, on-demand capacity mode for Kinesis Data Streams, automatically scaling write and read throughput to match unpredictable traffic patterns. This model eliminates the requirement for shard planning, capacity monitoring, and custom-scaling scripts. Architecturally, it makes streaming pipelines easier to operate while optimizing costs for variable workloads.','English','Service Feature','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & Analytics", "Data Streaming", "Kinesis"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/recap-reinvent-2021','infoq.com: Recap of AWS re:Invent 2021','','2021',4,'Delivers an industry analyst review of re:Invent 2021''s technical releases, capturing structural advancements across compute, databases, and serverless compute paradigms. Key topics include AWS Mainframe Modernization, IoT FleetWise, and security standard compliance tooling. It maps out these ecosystem developments to long-term enterprise migration strategies.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Market Analysis", "Re:Invent Announcements"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/remote-first-sre','infoq.com: How to Work Asynchronously as a Remote-First SRE','','2021',0,'Explores operational patterns for running a globally distributed, remote-first Site Reliability Engineering (SRE) team. Focuses on adopting async communication protocols, using chatops, maintaining comprehensive postmortems, and setting up automated alert escalation systems to reduce incident response overhead.','Agnostic','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Reliability Engineering", "Team Operations"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2021/12/spring-boot-2-6','infoq.com: Spring Boot 2.6 Improves Docker Images and Metrics, Version 2.4 Is EOL','','2021',4,'Analysis of Spring Boot 2.6 features, including improvements to Docker image building and enhanced Prometheus metrics integration. It details the deprecation of older versions and highlights architectural changes in actuator endpoints. While Spring Boot 2.x is now officially legacy, understanding these transition periods is critical for enterprise migration archeology.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Evolution"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1.7790309820601921e+09,0,'2026-05-17T17:16:22.060192+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/ -cncf-state-of-cloud-native',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,80.0,1779030982,0,'2026-05-17T17:16:22.060192+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/GitHub-devops-mobile-apps','infoq.com: How GitHub Does DevOps for its iOS and Android Apps','','2022',0,'Analyses GitHub''s internal orchestration patterns for native iOS and Android continuous integration pipelines. Highlights optimization patterns for automated builds, secure code signing, and binary release strategies utilizing native GitHub Actions runner farms. Relies on internal platform telemetry to structure high-performance mobile deployments.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Mobile CI/CD", "Platform Workflows"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/aws-iam-s3-access','infoq.com: Incorrect IAM Policy Raised Questions About AWS Access to S3 Data','','2022',0,'An InfoQ news analysis detailing a public debate over AWS default managed policy definitions and their theoretical data exposure risks. It highlights why security engineers must review managed boundaries and use customer-defined resource limits for strict security.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS", "Identity and Access Management"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/aws-rds-readable-standby','infoq.com: Amazon RDS Introduces Readable Standby Instances in Multi-AZ Deployments','','2022',5,'Introduces Multi-AZ deployments with two readable standby instances, allowing read queries to be offloaded from the primary instance while offering sub-35 second automatic failovers. Architecturally, this maximizes utilization of standby infrastructure while scaling database read throughput significantly. It is highly beneficial for transaction-heavy workloads with strong analytics or reporting requirements.','English','Service Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database", "Relational Database", "RDS High Availability"]','["[DE FACTO STANDARD]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/elastic-terraform','infoq.com: Elastic Releases Terraform Providers for the Elastic Stack and Elastic Cloud','','2022',3,'Announcement details for Elastic''s official Terraform provider suite. Allows platform operations teams to systematically deploy and manage Elasticsearch clusters, deployments, security profiles, and data integrations.','HCL','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Observability", "Elasticsearch"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler','infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter','','2022',2,'An architectural review of Karpenter''s multi-cloud aspirations, discussing its modular architecture designed to eventually support non-AWS providers like Azure and GCP. The piece highlights Karpenter''s native API integration and dynamic workload scheduling.','English','Article','Low',0,'online','manual','7e0fb354763fcec94989e77b520f64dfaeba78bb6575e15e67e029ce9668daa8',100.0,1.77903058985221195e+09,1,'2026-05-17T17:09:49.852212+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Industry News"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/karpenter-kubernetes-autoscaler','infoq.com: AWS Releases Multi-Cloud Kubernetes Autoscaler Karpenter','','2022',2,'An architectural review of Karpenter''s multi-cloud aspirations, discussing its modular architecture designed to eventually support non-AWS providers like Azure and GCP. The piece highlights Karpenter''s native API integration and dynamic workload scheduling.','English','Article','Low',0,'online','manual','7e0fb354763fcec94989e77b520f64dfaeba78bb6575e15e67e029ce9668daa8',100.0,1779030589,1,'2026-05-17T17:09:49.852212+02:00',NULL,NULL,NULL,'["Autoscaling", "Resource Provisioning", "Industry News"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/01/kubernetes-dockershim-removal','infoq.com: Kubernetes Proceeding with Deprecation of Dockershim in Upcoming 1.24 Release','','2022',0,'Curator Insight outlines InfoQ''s coverage of Dockershim''s imminent demise in 1.24. Live grounding in 2026 records this as the definitive end of direct Docker Engine support within the kubelet codebase.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Container Runtimes", "v1.24"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/02/aws-efs-replication','infoq.com: Amazon Announces Elastic File System Replication for Multi-Region Deployments','','2022',4,'Evaluates the release of native EFS replication, focusing on its integration with hybrid file storage strategies and automated failover pipelines. It details how the sub-minute RPO simplifies business continuity architectures across multi-region EKS stateful workloads. The solution delivers automated metadata synchronization, optimizing engineering resources.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Storage", "EFS"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/02/github-codespaces-templates','infoq.com: GitHub Codespaces Can Now Be Templated to Improve Performance','- [infoworld.com: GitHub Codespaces freely available to all GitHub users](https://www.infoworld.com/article/2337405/github-codespaces-freely-available-to-all-github-users.html) All GitHub users can use the GitHub-hosted development environments free for up to 60 hours per month. Codespaces also added JetBrains IDE, JupyterLab, and GPU support.','2022',0,'Highly detailed architectural update explaining the utilization of pre-built templates inside GitHub Codespaces. By pre-building workspace snapshots, teams bypass complex dependencies and image extraction phases during startup.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Cloud Workstations", "GitHub Codespaces", "Performance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
@@ -15922,18 +15922,18 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/02/terraform-aws
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/03/nubesgen-azure-infrastructure','infoq.com: NubesGen Brings Git Push to Azure Infrastructure','','2022',0,'Analysis of the technical value proposition of NubesGen. Evaluates how developers can utilize Git-driven configurations to automatically provision secure Azure environments. This shift-left mechanism reduces platform engineering bottlenecks by providing automated, developer-accessible IaC pipelines aligned with security baselines.','English','Technical Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Microservices", "Infrastructure as Code", "Application Delivery"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/09/debug-dockerfiles-buildg','infoq.com: Debugging Large and Complex Dockerfiles Gets Easier with Buildg','','2022',0,'This InfoQ article provides a detailed analysis of the problems developers face when debugging complex multi-stage container builds and how Buildg leverages BuildKit features to address them. It explains how breakpoint debugging and runtime inspection can optimize CI/CD engineering efficiency. The piece is highly recommended for architectural and developer experience (DevEx) leads aiming to reduce build pipeline bottlenecks.','Markdown','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Debugging"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2022/09/terraform-simplified-refactoring','infoq.com: Terraform 1.3 Release Introduces Simplified Refactoring Experience 🌟','','2022',4,'Chronicles the landmark Terraform 1.3 release, which introduced support for moving resources across modules natively via declarative "moved" blocks. Explains how this release mitigated complex state surgical tasks and enhanced overall ecosystem maintainability for enterprise-scale platforms. Live grounding highlights that this feature laid the groundwork for robust modular lifecycle refactoring frameworks in downstream iterations.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Refactoring & State Manipulation"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/02/aws-deployment-pipelines','infoq.com: AWS Publishes Reference Architecture and Implementations for'' Deployment Pipelines','','2026',0,'Analysis of the official AWS deployment pipeline reference architecture. Illustrates continuous delivery models for multi-environment propagation using standard GitOps patterns, automated integration suites, and strict deployment validation loops.','N/A','Article','Advanced',0,'online','manual','56b58bc27813266c87c26022235abe47eb7dea66d1f5ec48bd823a5feef6d8d8',100.0,1779032682.45302,1,'2026-05-17T17:44:42.453020+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "CI/CD & DevOps"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/02/aws-deployment-pipelines','infoq.com: AWS Publishes Reference Architecture and Implementations for'' Deployment Pipelines','','2026',0,'Analysis of the official AWS deployment pipeline reference architecture. Illustrates continuous delivery models for multi-environment propagation using standard GitOps patterns, automated integration suites, and strict deployment validation loops.','N/A','Article','Advanced',0,'online','manual','56b58bc27813266c87c26022235abe47eb7dea66d1f5ec48bd823a5feef6d8d8',100.0,1779032682,1,'2026-05-17T17:44:42.453020+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "CI/CD & DevOps"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/03/aks-edge-essentials-ga','infoq.com: Microsoft Brings Kubernetes to the Edge with AKS Edge Essentials','','2023',0,'Reviews the release of AKS Edge Essentials, Microsoft''s lightweight managed Kubernetes distribution optimized for resource-constrained edge machines and industrial OT setups. Outlines how this strategy extends cloud-native operations directly to factory floors.','Markdown','News Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Strategic Strategy", "Ecosystem News", "Edge Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/03/kwok-kubernetes','infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second','','2023',0,'An insightful InfoQ technical review detailing the architecture of KWOK (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops allows developers to simulate high-scale environments with extremely low compute footprint, facilitating fast controller tuning.','Markdown','News Article','Intermediate',0,'online','manual','31523cf0a8a5bfbac84432eeb71c4d14ef46ff71b8b4ec11a84d193efc3c56e0',100.0,1.77903210635609602e+09,1,'2026-05-17T17:35:06.356096+02:00',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/03/kwok-kubernetes','infoq.com: Kwok, a Tool to Spin up Kubernetes Nodes in a Second','','2023',0,'An insightful InfoQ technical review detailing the architecture of KWOK (Kubernetes WithOut Kubelet). It highlights how virtualizing node control loops allows developers to simulate high-scale environments with extremely low compute footprint, facilitating fast controller tuning.','Markdown','News Article','Intermediate',0,'online','manual','31523cf0a8a5bfbac84432eeb71c4d14ef46ff71b8b4ec11a84d193efc3c56e0',100.0,1779032106,1,'2026-05-17T17:35:06.356096+02:00',NULL,NULL,NULL,'["Testing", "Simulation & Emulation", "Cluster Management"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/04/aws-well-architected-framework','infoq.com: AWS Updates the Well-Architected Framework','','2023',0,'Analyzes key revisions to the AWS Well-Architected Framework. Reviews shifts in security baseline configurations, serverless deployment guidelines, and the sustainability assessment pillar.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Architecture", "Cloud Architecture Best Practices", "AWS Well-Architected"]','["[COMMUNITY-TOOL]"]','[]','["aws-architecture.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/04/cdk-terraform-convert','infoq.com: CDK for Terraform Improves HCL Conversion and Terraform Cloud Interactions','','2023',4,'Reports on progress in Cloud Development Kit for Terraform (CDKTF), showcasing enhanced capabilities to convert standard HCL files to programming languages like Python, TypeScript, and Go. Evaluates how this bridges the divide between pure software development and systems engineering. Live grounding points out that CDKTF is increasingly favored by application developers seeking programmatic multi-tier infrastructure provisioning.','TypeScript','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "CDK & Alternative Languages"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/04/patcher-iac-upgrade','infoq.com: Patcher, a Tool to Keep Updating Infrastructure as a Code','','2023',0,'Patcher automates updates for infrastructure-as-code modules by analyzing code syntax and applying safe upgrades across repositories. It addresses maintenance debt by automating dependencies, ensuring platform layers remain secure and current.','N/A','Article/Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Dependency Management", "Upgrade Automation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/news/2023/11/azure-well-architected-framework','infoq.com: Microsoft Refreshes its Well-Architected Framework','','2023',0,'An industry review highlighting Microsoft''s updates to the Well-Architected Framework (WAF) to better support modern cloud-native systems. Key improvements emphasize granular workload guides, prescriptive technical patterns, and streamlined cost optimization techniques. The refresh ensures the framework evolves alongside rapid shifts in containerization and modern distributed patterns.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Frameworks", "Well-Architected Framework (WAF)"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.infoq.com/news/2026/05/opentofu-release-terraform','OpenTofu 1.12: the Feature Terraform Never Shipped','The OpenTofu community released version 1.12.0 on May 14, 2026, introducing dynamic prevent_destroy to solve multi-environment module protection friction.','2026',4,'An InfoQ technical news feature covering the release of OpenTofu 1.12.0. The article details how OpenTofu successfully solved a decade-old modular limitation of upstream Terraform by allowing the `prevent_destroy` lifecycle attribute to accept variables, enabling dynamic target environment configurations without code duplication.','English','article','Advanced',0,'online','automatic','16b5896d2366152de22ca9fd474d85075c5f0b490b41ad239daa4a0aa3cd8fbb',NULL,1780352581,0,'2026-06-02T00:23:01.792425+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "OpenTofu Releases"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "terraform", "reputation_status": "Vetted", "reputation_summary": "Renowned, verified news source analyzing a highly praised OpenTofu update that solved a long-standing Terraform limitation.", "social_preview_url": "https://res.infoq.com/news/2026/05/opentofu-release-terraform/en/headerimage/generatedHeaderImage-1779290214223.jpg", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/platformengineering','infoq.com: InfoQ platform engineering homepage','','2026',0,'An aggregator of advanced architectural videos, expert presentations, and technical reports on platform design. Serves as a vital industry reference for software architects looking to deploy high-density platforms, covering topics from IDP backends to platform runtimes.','English','Portal','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Industry Hub", "Articles & Presentations"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/podcasts/platform-engineering-teams-10x-better','infoq.com: Platform Engineering – Making Other Teams 10x Better','','2023',0,'A strategic technical podcast detailing how building cohesive, highly integrated internal platforms multiplies developer output. Discusses measuring platform success using developer experience metrics, adoption rates, and reduction in time-to-first-commit.','English','Podcast','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Product Mindset", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/5-challenges-mesh','infoq.com: The Top-Five Challenges of Running a Service Mesh in an Enterprise 🌟','','2021',4,'Identifies the five major operational blockers encountered by enterprises running a service mesh at scale. Focuses on multi-cluster federation obstacles, policy routing governance, and debugging complex network pathways.','None','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Production Operations"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/7-microservices-anti-patterns','infoq.com: Seven Ways to Fail at Microservices (presentation)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8cb36fb6a6583a6ec9089c5c39f55256b72a23e72444ed6841f67c7b677c189f',100.0,1.77903002539805793e+09,1,'2026-05-17T17:00:25.398058+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/7-microservices-anti-patterns','infoq.com: Seven Ways to Fail at Microservices (presentation)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','8cb36fb6a6583a6ec9089c5c39f55256b72a23e72444ed6841f67c7b677c189f',100.0,1779030025,1,'2026-05-17T17:00:25.398058+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/API-Business-Models','API Business Models. 20 Models in 20 Minutes','','2020',0,'An InfoQ presentation categorizing 20 distinct monetization and integration business models for public APIs. Analyzes direct monetization, developer incentives, partner integrations, and indirect product value.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Management", "API Strategy", "Business Design"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/adopting-service-mesh','infoq.com: Deploying Service Mesh in Production','','2020',4,'Production playbook for maintaining service mesh health. Covers tuning sidecar proxy footprints, isolating faulty nodes, setting up telemetry fallbacks, and handling real-world network partition scenarios.','None','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Production Operations"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/api-design-implement-document','infoq.com: Modern API Development and Deployment, from API Gateways to Sidecars','','2022',5,'A technical presentation addressing modern patterns in API deployment, tracing the evolution from monolithic centralized API gateways to lightweight sidecar proxies in a service mesh. The speaker explains how sidecar patterns decouple security, routing, and observability from the application code, delegating these duties directly to container proxy layers (such as Envoy). This shift optimizes latency and simplifies localized team deployments.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Gateways", "Architecture Comparisons"]','["[DE FACTO STANDARD]"]','[]','["api.md"]','{}','{}');
@@ -15942,9 +15942,9 @@ INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/microservice
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/service-mesh-ebpf','infoq.com: Sidecars, eBPF and the Future of Service Mesh','','2022',5,'Explains the architectural shift from traditional sidecar proxies to sidecarless kernel-level service routing powered by eBPF. Analyzes how moving L4 networking logic directly into the kernel drastically reduces RAM usage and network latency.','Go','article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "eBPF", "Future Trends"]','["[DE FACTO STANDARD]"]','[]','["servicemesh.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoq.com/presentations/sre-apprentices','infoq.com: Observing and Understanding Failures: SRE Apprentices','','2021',0,'InfoQ presentation highlighting pedagogical methods for onboarding junior SREs. Focuses on developing systemic mental models for debugging multi-tier failures and safely operating complex, distributed live environments.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Site Reliability Engineering", "Incident Management"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.information-age.com/devops-vs-agile-distinguishing-and-combining-the-two-20117','information-age.com: DevOps vs Agile: distinguishing and combining the two','','2021',0,'Delineates the operational boundaries and mutual integration points between Agile product delivery methodologies and DevOps engineering frameworks. The author contrasts Agile’s target of rapid feature specification with DevOps’ prioritization of runtime security and infrastructure reliability. Live organizational analysis confirms that blending both paradigms prevents developers from deploying applications faster than the operations platform can securely manage.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Enterprise Strategy", "Methodologies"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-database-devops/a/d-id/1337238','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae700c7c52465048cc5ec36cdeb281758376a6c066abfe59d16e21bf83f57571',100.0,1.77903085370583891e+09,0,'2026-05-17T17:14:13.705839+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-"}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540','informationweek.com: What''s Holding DevOps Back?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a312f3898bf7ccfa119cc271d36b6a4b77b1f352f55472a89924cb593eb1614',100.0,1.779030656063385e+09,0,'2026-05-17T17:10:56.063385+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/what-s-holding-devops-back-"}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/devops',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.informationweek.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1.77913049502115798e+09,0,'2026-05-18T20:54:55.021158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md", "docs/devops.md"]','["databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/can-enterprises-benefit-from-adopting-database-devops/a/d-id/1337238','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae700c7c52465048cc5ec36cdeb281758376a6c066abfe59d16e21bf83f57571',100.0,1779030853,0,'2026-05-17T17:14:13.705839+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-"}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540','informationweek.com: What''s Holding DevOps Back?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1a312f3898bf7ccfa119cc271d36b6a4b77b1f352f55472a89924cb593eb1614',100.0,1779030656,0,'2026-05-17T17:10:56.063385+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{"duplicate_of": "https://www.informationweek.com/software-services/what-s-holding-devops-back-"}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/devops',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.informationweek.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,100.0,1779130495,0,'2026-05-18T20:54:55.021158+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/databases.md", "docs/devops.md"]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infostor.com/backup-and_recovery/quantum-taps-aws-for-cloud-powered-disaster-recovery.html','Quantum Taps AWS for Cloud-Powered Disaster Recovery','','2013',2,'An archival news piece on how Quantum leveraged AWS to enable hybrid cloud disaster recovery and tape archive features. Live Grounding views this as a foundational hybrid-cloud implementation that helped formulate modern storage tiering and backup lifecycle workflows.','English','Blog / Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Cloud Integrations"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2254500/serverless-computing-with-aws-lambda.html','infoworld.com: Serverless computing with AWS Lambda, Part 1','','2021',0,'A foundational guide introducing AWS Lambda''s core event-driven architecture, compute-on-demand scaling models, and pricing structures. It discusses cold start implications, resource allocation limits, and the initial shift away from persistent virtual machine infrastructure towards highly transient microservices.','N/A','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Serverless Architecture", "AWS Lambda", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2256828/jdk-15-the-new-features-in-java-15.html','JDK 15: The new features in Java 15','','2020',0,'Details the feature set of JDK 15, including the production release of Text Blocks, hidden classes, Edwards-Curve Digital Signature Algorithm (EdDSA), and preview implementations of sealed classes and pattern matching for `instanceof` operations.','Java','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Language", "Syntax and Features"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
@@ -15959,7 +15959,7 @@ INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2264177/the-de
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2264256/6-reasons-to-switch-to-managed-kubernetes.html','infoworld.com: 6 reasons to switch to managed Kubernetes','','2022',0,'Executive evaluation explaining the strategic operations shift from self-managed vanilla Kubernetes clusters to public cloud provider solutions like EKS, AKS, and GKE.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Managed Services"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2264392/no-one-wants-to-manage-kubernetes-anymore.html','infoworld.com: No one wants to manage Kubernetes anymore 🌟','','2022',4,'Analyzes the enterprise shift away from running custom, self-managed vanilla Kubernetes clusters towards fully managed cloud platforms like EKS, GKE, and serverless container ecosystems. Underlines the operational complexities of maintaining control plane elements.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Managed Services", "Industry Trends"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2264771/3-cloud-architecture-mistakes-we-all-make-but-shouldnt.html','infoworld.com: 3 cloud architecture mistakes we all make, but shouldn''t','','2020',4,'Highlights three widespread cloud engineering anti-patterns: lift-and-shift migration without modernization, ignoring structural egress cost-profiles, and blindly utilizing proprietary managed services that lead to irreversible vendor lock-in.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Cloud Strategy", "Design Anti-patterns"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html','infoworld.com: 15 tools that make Kubernetes easier','','2022',0,'An evaluation of fifteen open-source CLI and dashboard tools designed to simplify day-to-day Kubernetes cluster operations. Analyzes lightweight management applications, manifest syntax linters, and network connectivity utilities.','None','Article','Intermediate',0,'online','manual','c02c8eca0bd629a6a4692ce4fa52d45fc3924f3a5e4c83de463a695cbd8e835c',100.0,1.77913049495785307e+09,1,'2026-05-18T20:54:54.957853+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2265016/15-tools-that-make-kubernetes-easier.html','infoworld.com: 15 tools that make Kubernetes easier','','2022',0,'An evaluation of fifteen open-source CLI and dashboard tools designed to simplify day-to-day Kubernetes cluster operations. Analyzes lightweight management applications, manifest syntax linters, and network connectivity utilities.','None','Article','Intermediate',0,'online','manual','c02c8eca0bd629a6a4692ce4fa52d45fc3924f3a5e4c83de463a695cbd8e835c',100.0,1779130494,1,'2026-05-18T20:54:54.957853+02:00',NULL,NULL,NULL,'["Infrastructure & Platform", "Kubernetes Tooling", "Developer Experience"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2265488/how-kubernetes-works.html','infoworld.com: How Kubernetes works','','2020',0,'Provides an architectural dissection of how Kubernetes orchestrates distributed infrastructure under the hood. Clarifies how state is stored in etcd, modified by control loop reconcilers via the API server, and materialized into container runtimes on nodes by the kubelet.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Fundamentals", "Control Plane"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2266054/6-kubernetes-distributions-leading-the-container-revolution.html','infoworld.com: 6 Kubernetes distributions leading the container revolution','- OpenShift
     - VMware Tanzu Grid
@@ -15983,7 +15983,7 @@ INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2271333/securi
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2271482/kubernetes-up-serverless-down-report.html','infoworld.com: Kubernetes adoption up, serverless down, developer survey says','','2022',4,'Examines empirical metrics demonstrating increased Kubernetes adoption alongside stagnant serverless framework growth. Highlights developer preference for containerized control, local reproducibility, and standardized deployment patterns over vendor-proprietary, event-driven serverless platforms.','English','Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Market Trends", "Adoption Analytics"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2334477/cncf-survey-managed-kubernetes-becomes-the-norm.html','infoworld.com: CNCF survey: Managed Kubernetes becomes the norm','','2021',0,'Industry report analyzing CNCF survey results, validating the near-ubiquitous transition of enterprise container orchestration towards public cloud managed control planes.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Industry Trends"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2334525/how-to-protect-your-kubernetes-infrastructure-from-the-argo-cd-vulnerability.html','infoworld.com: How to protect your Kubernetes infrastructure from the Argo CD vulnerability','','2022',4,'Provides concrete mitigation, scanning, and patching guidelines in the wake of CVE-2022-24348. Demonstrates strategies for minimizing risks in ArgoCD, including least-privilege service account configurations and network boundaries.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerabilities & CVEs", "ArgoCD Security", "Remediation"]','["[ENTERPRISE-STABLE]"]','[]','["argo.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2334635/the-biggest-obstacle-to-cloud-is-people.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b4a9cba79b84a2295cf495a5061d9d7499e65be594afddec7c148c6b3b473af0',100.0,1.77913049500563311e+09,1,'2026-05-18T20:54:55.005633+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.infoworld.com/article/2334635/the-biggest-obstacle-to-cloud-is-people.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b4a9cba79b84a2295cf495a5061d9d7499e65be594afddec7c148c6b3b473af0',100.0,1779130495,1,'2026-05-18T20:54:55.005633+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/prometheus-architecture-metrics-use-cases','infracloud.io: Prometheus Definitive Guide Part I - Metrics and Use Cases','- [==infracloud.io: Prometheus Query Language - Prometheus Definitive Guide Part II==](https://www.infracloud.io/blogs/promql-prometheus-guide)
     - [==infracloud.io: Prometheus Definitive Guide Part III - Prometheus Operator==](https://www.infracloud.io/blogs/prometheus-operator-helm-guide)','2021',0,'Comprehensive three-part technical series explaining Prometheus metric data types, PromQL operations, and declarative target auto-discovery workflows powered by the Prometheus Operator.','None','Technical Series','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Prometheus Ecosystem", "Core Principles"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/promql-prometheus-guide','==infracloud.io: Prometheus Query Language - Prometheus Definitive Guide'' Part II==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','118ba140fab830efb19240d90b730f493d0084f25e8443d133305fb422cddef8',100.0,1.77903218221961092e+09,1,'2026-05-17T17:36:22.219611+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/promql-prometheus-guide','==infracloud.io: Prometheus Query Language - Prometheus Definitive Guide'' Part II==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','118ba140fab830efb19240d90b730f493d0084f25e8443d133305fb422cddef8',100.0,1779032182,1,'2026-05-17T17:36:22.219611+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
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     - [blog.kasten.io: Move Fast and Test in Kubernetes without Breaking Things with kanister and CI/CD 🌟](https://blog.kasten.io/move-fast-and-test-in-kubernetes-without-breaking-things)
         - When using data mobility to improve your CI/CD pipeline, it’s important to consider the data at different layers in your application stack. In many instances, you must perform operations on multiple layers of your application at once, as well as interact with Kubernetes itself. Kasten by Veeam developed Kanister to address these data mobility challenges and enable organizations to test safely with real data.
@@ -16093,69 +16093,69 @@ INSERT INTO "resources" VALUES('https://www.infracloud.io/blogs/protecting-kuber
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+INSERT INTO "resources" VALUES('https://www.inkoop.io/blog/how-to-get-azure-api-credentials','inkoop.io: How to get Azure API Credentials','','N/A',0,'A curated technical resource and architectural guide covering inkoop.io: How to get Azure API Credentials in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735879,0,'2026-06-18T00:37:59.396214+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.inovex.de/blog/containers-docker-containerd-nabla-kata-firecracker','inovex.de: Welcome To The Container Jungle: Docker vs. containerd vs. Nabla'' vs. Kata vs. Firecracker and more! 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e22b03c5d520dad8525d40d61e4e11816b26fd7e76a5964680baec7f840b69d7',100.0,1779032092,0,'2026-05-17T17:34:52.829293+02:00',NULL,NULL,NULL,'[]','[]','["docs/container-managers.md"]','[]','{}','{"duplicate_of": "https://www.inovex.de/de/blog/containers-docker-containerd-nabla-kata-firecracker"}');
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+INSERT INTO "resources" VALUES('https://www.instana.com/blog/monitoring-jenkins-using-instana','Monitoring jenkins using instana','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708',100.0,1779033615,0,'2026-05-17T18:00:15.739871+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume"}');
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@@ -16164,19 +16164,19 @@ INSERT INTO "resources" VALUES('https://www.java67.com/2018/11/top-10-spring-fra
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@@ -16193,9 +16193,9 @@ INSERT INTO "resources" VALUES('https://www.jenkins.io/blog/2020/05/11/docker-wi
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-INSERT INTO "resources" VALUES('https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3','Git Plugin Performance Improvement: Final Phase and Release 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f8baeeba9cee368cf79854c760da6616e954e10d00e23fb6cadf84cea4b6415',100.0,1.77903225697241711e+09,1,'2026-05-17T17:37:36.972417+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3','Git Plugin Performance Improvement: Final Phase and Release 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','5f8baeeba9cee368cf79854c760da6616e954e10d00e23fb6cadf84cea4b6415',100.0,1779032256,1,'2026-05-17T17:37:36.972417+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/blog/2020/10/21/a-sustainable-pattern-with-shared-library','A sustainable pattern with shared library 🌟','','2020',0,'Proposes a highly sustainable, portable pipeline pattern that minimizes complex Groovy scripts in Jenkins Shared Libraries. Recommends defining lightweight pipeline skeletons that delegate actual compilation, linting, and packaging logic directly to standardized, local Makefile or Shell scripts.','English','article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Shared Libraries", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.jenkins.io/blog/2021/02/08/docker-base-os-upgrade','jenkins.io: Docker image updates','','2021',0,'A release bulletin reviewing base operating system upgrades from Debian Stretch to Buster across official Jenkins Docker images, improving stability and applying critical system security updates.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Containers"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
@@ -16213,10 +16213,10 @@ INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/managing/cli','J
 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/pipeline','jenkins.io - doc/book/pipeline 🌟','','2021',0,'The central user guide for Jenkins Pipeline. Defines structural pipeline elements including agent nodes, stages, parallel branches, and post-build step logic, laying down the baseline workflow parameters for developers new to continuous integration.','English','documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/pipeline/development','Pipeline Development Tools (Command-line Pipeline Linter)','','2025',0,'The standard linting interface built to parse dynamic Jenkinsfiles against syntax engines. Ensures early discovery of Groovy typos, security blocks, and formatting errors before pipelines run on physical infrastructure.','None','Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Linting"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/pipeline/multibranch',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ae6861d6ef158cbcf5c862bd75524f21135c100df1032f19b0716a8ddd11c11e',100.0,1.77903084865291595e+09,0,'2026-05-17T17:14:08.652916+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/pipeline/multibranch',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ae6861d6ef158cbcf5c862bd75524f21135c100df1032f19b0716a8ddd11c11e',100.0,1779030848,0,'2026-05-17T17:14:08.652916+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/pipeline/syntax','Jenkins Pipeline Syntax: Scripted Syntax (Groovy DSL syntax) & Declarative Syntax 🌟','','2026',0,'The official Jenkins specification document clarifying Scripted (Groovy DSL) and Declarative pipeline syntaxes. Essential reference material for engineers looking to configure reliable, version-controlled execution steps within enterprise environments.','Groovy','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Jenkins Pipelines"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/using/remote-access-api','Jenkins Remote Access API',NULL,NULL,4,'Official documentation for Jenkins RESTful API integration, enabling remote control, status querying, and programmatic pipeline orchestration.',NULL,NULL,NULL,0,'online','manual','b4806f42d793d5b0bfd787a08e5fb40964e408972969e57d415f9acf0bd2d147',100.0,1.77903182509046506e+09,0,'2026-05-17T17:30:25.090465+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "Jenkins REST API"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/book/using/remote-access-api','Jenkins Remote Access API',NULL,NULL,4,'Official documentation for Jenkins RESTful API integration, enabling remote control, status querying, and programmatic pipeline orchestration.',NULL,NULL,NULL,0,'online','manual','b4806f42d793d5b0bfd787a08e5fb40964e408972969e57d415f9acf0bd2d147',100.0,1779031825,0,'2026-05-17T17:30:25.090465+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "Jenkins REST API"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/developer/plugin-development','Plugin Development','','2026',0,'The main developer framework documentation outlining core extension points, user interface standards, and security guidelines necessary for authoring robust Jenkins plugins.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Plugin Guides"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/developer/plugin-development/dependency-management','Plugin Development: Dependency Management','','2026',0,'Strategic technical guidelines detailing POM dependency scoping, classloader structures, and transitives containment during Jenkins plugin creation to avoid plugin classpath collisions.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Development Resources", "Dependency Management"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/doc/pipeline/steps/workflow-scm-step','Pipeline: SCM Step (workflow-scm-step)','','2026',5,'A foundational Jenkins Pipeline plugin providing the `checkout` step. Translates abstract SCM definitions into executable steps, maintaining critical source control parameters, commit histories, and changelogs across execution nodes.','Java','Plugin','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD", "SCM Integration", "SCM Core"]','["[DE FACTO STANDARD]"]','[]','["jenkins.md"]','{}','{}');
@@ -16226,30 +16226,30 @@ INSERT INTO "resources" VALUES('https://www.jenkins.io/projects/jcasc','Jenkins
 INSERT INTO "resources" VALUES('https://www.jenkins.io/sigs/cloud-native','Jenkins SIG Cloud Native 🌟','','2021',0,'The portal for the Cloud Native Jenkins SIG, driving efforts to re-architect Jenkins for cloud infrastructures. Documents strategic design work on pluggable storage backends (e.g., AWS S3, Azure Blob), serverless runtimes, and optimized execution mechanisms for Kubernetes clusters.','English','documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Cloud Native Jenkins", "Special Interest Groups"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/sigs/platform','Jenkins SIG Platform 🌟','','2021',0,'The main portal for the Jenkins Platform Special Interest Group (SIG), which standardizes platform runtime requirements, operating system integrations, and core execution environments. Outlines active projects detailing runtime updates, garbage collection enhancements, and packaging formats.','English','documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Jenkins Community", "Special Interest Groups"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jenkins.io/solutions/pipeline','jenkins.io: Jenkins CD and Pipelines Microsite','','2021',0,'A dedicated solutions microsite framing Jenkins Pipeline as a core tool for complex continuous delivery. Emphasizes enterprise execution patterns, deep pipeline status visualization, and native integration across developer code hosting solutions.','English','documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jetbrains.com/fleet','==Fleet==','','2024',0,'JetBrains'' polyglot, lightweight development editor designed with a distributed, collaborative architecture. Supports local file editing or remote backend offloading, providing competition to VS Code''s remote development extensions.','Kotlin','Article','Intermediate',0,'online','manual','0a62055a7189e5ad58cefeac49e516801222aa042c7e21e478abfe0ca0978c6d',100.0,1.77903369263126707e+09,1,'2026-05-17T18:01:32.631267+02:00',NULL,NULL,NULL,'["Development Environment", "Next-Gen IDE", "JetBrains"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jetbrains.com/fleet','==Fleet==','','2024',0,'JetBrains'' polyglot, lightweight development editor designed with a distributed, collaborative architecture. Supports local file editing or remote backend offloading, providing competition to VS Code''s remote development extensions.','Kotlin','Article','Intermediate',0,'online','manual','0a62055a7189e5ad58cefeac49e516801222aa042c7e21e478abfe0ca0978c6d',100.0,1779033692,1,'2026-05-17T18:01:32.631267+02:00',NULL,NULL,NULL,'["Development Environment", "Next-Gen IDE", "JetBrains"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jetbrains.com/help/idea/maven-support.html','jetbrains.com/help/idea/maven-support.html','','2026',5,'Comprehensive configuration documentation outlining JetBrains IntelliJ IDEA''s native integration with Apache Maven. Explains POM dependency sync, interactive lifecycle graphs, and advanced dependency analyzer tools.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDE Integrations", "IntelliJ IDEA"]','["[DE FACTO STANDARD]"]','[]','["maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jetbrains.com/help/teamcity/storing-project-settings-in-version-control.html','jetbrains.com: Storing Project Settings in Version Control','','2026',0,'An official documentation guide explaining how to store and track TeamCity project settings in VCS. Explains continuous integration setups designed to synchronize server configuration elements natively with source repositories.','English','Documentation','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Suites"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jetbrains.com/teamcity','TeamCity','','2026',0,'JetBrains'' robust enterprise build server. Best known for its highly detailed configuration-as-code pattern via a specialized Kotlin DSL, intelligent test impact analysis, and modular build chain dependency management.','Java','Platform','High',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "Enterprise Suites"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide','jetstack.io: Getting started using cert-manager with the sig-network Gateway'' API','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1.77903446176742291e+09,0,'2026-05-17T18:14:21.767423+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-istio-integration','jetstack.io: Securing Istio workloads with mTLS using cert-manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1.77903140670130395e+09,0,'2026-05-17T17:23:26.701304+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide"}');
-INSERT INTO "resources" VALUES('https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3c334d5320e44ff111609e97f2d1bb75da83b7cccf4cd9d6c10bc9abbac73aa4',100.0,1.77903358433603501e+09,0,'2026-05-17T17:59:44.336035+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://docs.jfrog.com"}');
+INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide','jetstack.io: Getting started using cert-manager with the sig-network Gateway'' API','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1779034461,0,'2026-05-17T18:14:21.767423+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.jetstack.io/blog/cert-manager-istio-integration','jetstack.io: Securing Istio workloads with mTLS using cert-manager','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e0194872029ad15d89c885f2d17b11deec720e5cedd8cc7c53177a0cf2245564',100.0,1779031406,0,'2026-05-17T17:23:26.701304+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide"}');
+INSERT INTO "resources" VALUES('https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositories','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3c334d5320e44ff111609e97f2d1bb75da83b7cccf4cd9d6c10bc9abbac73aa4',100.0,1779033584,0,'2026-05-17T17:59:44.336035+02:00',NULL,NULL,NULL,'[]','[]','["docs/registries.md"]','[]','{}','{"duplicate_of": "https://docs.jfrog.com"}');
 INSERT INTO "resources" VALUES('https://www.jhipster.tech','jhipster','','2024',0,'A prominent development platform used to generate, develop, and deploy full-stack web applications and microservice architectures. Combines Spring Boot with modern front-end frameworks (Angular/React/Vue) and features built-in support for Kubernetes deployment manifests.','Java','Project','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Application Scaffolding", "Boilerplate Tools"]','["[COMMUNITY-TOOL]"]','[]','["scaffolding.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jimangel.io/posts/nvidia-rtx-gpu-kubernetes-setup','jimangel.io: A Practical Guide to Running NVIDIA GPUs on Kubernetes','','2023',0,'A hands-on, practical engineering guide details running native NVIDIA RTX graphics units within a custom-built Kubernetes cluster. It walks through low-level container runtime configurations, containerd settings, and the validation steps required for robust resource scheduling.','None','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "GPU Orchestration", "Kubernetes Setup"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jimangel.io/posts/self-updating-gitops','jimangel.io: Self-Updating GitOps','','2021',0,'A highly technical exploration of automated image updates within GitOps workflows (e.g., using Flux Image Update Automation or Argo CD Image Updater). Explores how automated commits propagate back to Git upon new image build events.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Automation", "Advanced Use Cases"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.jitendrazaa.com/blog/java/create-soap-message-using-java','jitendrazaa.com: Create SOAP message using Java','','2021',3,'A hands-on code tutorial detailing how to programmatically construct, manipulate, and send SOAP messages using the Java SAAJ (SOAP with Attachments API for Java) library. The post walks through manual DOM creation, namespace mapping, and processing raw XML responses. This is a critical technical reference for engineers maintaining legacy Enterprise Java middleware integrations.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Hands-on Deployment"]','["[GUIDE]", "[LEGACY]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.journaldev.com/33645/maven-commands-options-cheat-sheet','journaldev.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','79957063fe9de1e5d0aead4cc2646b803727fa5d2d108fa4f1263611b7a86431',100.0,1.77903065661560511e+09,0,'2026-05-17T17:10:56.615605+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet"}');
-INSERT INTO "resources" VALUES('https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les-frontieres-du-cloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0bf95aec70b29cf943f2cb7f1d76746d7af9d8e39953d5ea1c4f5c9773f0cf7d',100.0,1.77903332944818305e+09,0,'2026-05-17T17:55:29.448183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/git-cheat-sheet','zeroturnaround.com: Git cheat sheet 🌟','','N/A',0,'A curated technical resource and architectural guide covering zeroturnaround.com: Git cheat sheet 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173588961857795e+09,0,'2026-06-18T00:38:09.618578+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://education.github.com/git-cheat-sheet-education.pdf"}');
-INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/maven-cheat-sheet','jrebel.com/blog/maven-cheat-sheet','','N/A',0,'A curated technical resource and architectural guide covering jrebel.com/blog/maven-cheat-sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173588961849498e+09,0,'2026-06-18T00:38:09.618495+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features','jrebel.com: Top 10 Jenkins Plugins and Features (2014)','','N/A',0,'A curated technical resource and architectural guide covering jrebel.com: Top 10 Jenkins Plugins and Features (2014) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173599171289896e+09,0,'2026-06-18T00:39:51.712899+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.journaldev.com/33645/maven-commands-options-cheat-sheet','journaldev.com','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','79957063fe9de1e5d0aead4cc2646b803727fa5d2d108fa4f1263611b7a86431',100.0,1779030656,0,'2026-05-17T17:10:56.615605+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://www.digitalocean.com/community/tutorials/maven-commands-options-cheat-sheet"}');
+INSERT INTO "resources" VALUES('https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les-frontieres-du-cloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0bf95aec70b29cf943f2cb7f1d76746d7af9d8e39953d5ea1c4f5c9773f0cf7d',100.0,1779033329,0,'2026-05-17T17:55:29.448183+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.jrebel.com/blog/maven-cheat-sheet','jrebel.com/blog/maven-cheat-sheet','','N/A',0,'A curated technical resource and architectural guide covering jrebel.com/blog/maven-cheat-sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735889,0,'2026-06-18T00:38:09.618495+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.juanonlab.com/blog/es/dashboards-de-kibana','juanonlab.com: Dashboards de Kibana','','N/A',0,'A curated technical resource and architectural guide covering juanonlab.com: Dashboards de Kibana in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031045,0,'2026-05-17T17:17:25.713948+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
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@@ -16259,128 +16259,128 @@ INSERT INTO "resources" VALUES('https://www.kai-waehner.de/blog/2022/01/04/when-
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+INSERT INTO "resources" VALUES('https://www.kasten.io/kubernetes/resources/books/kubernetes-backup-and-dr-for-dummies','kasten.io: Kubernetes Backup & Recovery For Dummies (Free e-book)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','d2bc9b0a36cc413edab1e4d0813d8166c371e8b23e4e10843a6ad26da6b969cc',100.0,1779031416,0,'2026-05-17T17:23:36.666325+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.kateyes.co.uk','kateyes.co.uk','','2026',0,'Kateyes serves as a community diagnostic portal providing lightweight cluster visualization and monitoring utilities. It assists platform teams in mapping real-time cluster workloads without deploying heavy, resource-intensive metrics databases. It remains an accessible option for local environment tracking and simplified administrative monitoring.','Go','UI Tool','Beginner',0,'online','manual','4c4792f842d0b1eb9a41bec3ddb871d3093e445897441d6eadc1411c7f7cc1d7',100.0,1779030422,0,'2026-05-17T17:07:02.647361+02:00',NULL,NULL,NULL,'["Observability", "UI Tools", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kdnuggets.com/2020/07/deploy-machine-learning-pipeline-aws-fargate.html','Deploy Machine Learning Pipeline on AWS Fargate','','2020',0,'Describes deploying modular machine learning pipeline tasks onto AWS Fargate containers. Demonstrates cost savings from using serverless container architectures instead of maintaining idle GPU/CPU virtual machine clusters for inference engines.','Python','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "AWS ECS & Fargate", "Machine Learning Ops"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-services.html','kdnuggets.com: How to Deploy a Flask API in Kubernetes and Connect it with Other Micro-services','','2021',0,'Outlines best practices for packaging and launching Flask API services into multi-container Kubernetes pods. Discusses internal service DNS mapping, secure configuration secrets management, and health/liveness probes setups.','Python','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "Container Orchestration", "Microservices Communication"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.kdnuggets.com/2021/09/build-database-using-python.html','kdnuggets.com: How To Build A Database Using Python','','2021',0,'Guides backend engineers on instantiating relational databases using standard library `sqlite3`. Covers schema definitions, transactional execution loops, mapping queries, and processing raw record payloads securely.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Python Database", "SQLite"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.lambdatest.com/selenium','lambdatest.com/selenium: Introduction to Selenium Basics','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','321bfa6d8014eced51431f7d6e40c9ab72fb54e5fe1d0f7165bfe81ba3726c45',100.0,1779032579,0,'2026-05-17T17:42:59.079134+02:00',NULL,NULL,NULL,'[]','[]','["docs/test-automation-frameworks.md"]','[]','{}','{"duplicate_of": "https://www.testmuai.com/selenium"}');
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+INSERT INTO "resources" VALUES('https://www.lastweekinaws.com/blog/i-hope-this-email-finds-you-before-i-do','I Hope This Email Finds You Before I Do - Last Week in AWS','How Corey Quinn built ''Billie the Platypus,'' an AI email triage assistant with Claude Code running in an AWS Lambda function.','2026',4,'A practical and witty write-up documenting the design of ''Billie the Platypus,'' an automated email evaluation agent running on AWS Lambda. Built via Claude Code, the system implements a serverless workflow to parse and answer inbound marketing pitches with technical sarcasm, showcasing rapid LLM prototyping in modern cloud pipelines.','English','blog','Intermediate',0,'online','automatic','0a80e295fae5300ec1a25f9ccceb71e73549942e85683b9a26d487fdd2b898cc',NULL,1780352581,0,'2026-06-02T00:23:01.792465+02:00',NULL,NULL,NULL,'["Amazon Web Services", "Serverless", "AI Integration"]','["[COMMUNITY-TOOL]", "[CASE STUDY]"]','[]','[]','{}','{"category": "aws-serverless", "reputation_status": "Vetted", "reputation_summary": "Written by Corey Quinn, a prominent and respected figure in the AWS ecosystem. Highly popular and vetted by the AWS/DevOps community.", "social_preview_url": "https://www.lastweekinaws.com/wp-content/uploads/2026/01/header-1768364958717.jpg", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": ""}');
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-INSERT INTO "resources" VALUES('https://www.latent.space/p/ainews-new-ai-infra-decacorns-fireworks','New AI Infra decacorns: Fireworks, Baseten with OpenRouter on the way','Latent Space details massive funding in inference layers, focusing on Fireworks, Baseten, and OpenRouter.','2026',4,'This edition of AINews tracks the massive scaling and funding rounds of core AI infrastructure providers like Fireworks, Baseten, and OpenRouter. It details the accelerating shift from raw model strength to model engineering harnesses, detailing technical milestones such as vLLM''s integration of a Rust-based frontend, sparse attention mechanism optimizations for rapid prefill speeds, and long-context agent memory designs.','en','article','Intermediate',0,'online','automatic','171e670377e2c46a13681ba884d33ad2a0051bf5f769e7516a14b3e4d1d34d94',NULL,1.78035272035186791e+09,0,'2026-06-02T00:25:20.351868+02:00',NULL,NULL,NULL,'["AI", "Infrastructure", "Inference Providers"]','["EMERGING", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Reputable deep-dive newsletter from Latent Space.", "social_preview_url": "", "source_provenance": "X.com (swyx)", "suggested_new_category": ""}');
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+INSERT INTO "resources" VALUES('https://www.latent.space/p/ainews-new-ai-infra-decacorns-fireworks','New AI Infra decacorns: Fireworks, Baseten with OpenRouter on the way','Latent Space details massive funding in inference layers, focusing on Fireworks, Baseten, and OpenRouter.','2026',4,'This edition of AINews tracks the massive scaling and funding rounds of core AI infrastructure providers like Fireworks, Baseten, and OpenRouter. It details the accelerating shift from raw model strength to model engineering harnesses, detailing technical milestones such as vLLM''s integration of a Rust-based frontend, sparse attention mechanism optimizations for rapid prefill speeds, and long-context agent memory designs.','en','article','Intermediate',0,'online','automatic','171e670377e2c46a13681ba884d33ad2a0051bf5f769e7516a14b3e4d1d34d94',NULL,1780352720,0,'2026-06-02T00:25:20.351868+02:00',NULL,NULL,NULL,'["AI", "Infrastructure", "Inference Providers"]','["EMERGING", "CASE STUDY"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Reputable deep-dive newsletter from Latent Space.", "social_preview_url": "", "source_provenance": "X.com (swyx)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.latent.space/p/ainews-new-ai-infra-unicorns-exa','[AINews] New AI Infra unicorns: Exa, Modal, TurboPuffer','A recap of significant fundraises, engineering updates, and AI infrastructure milestones, highlighting new unicorns Exa, Modal, and TurboPuffer.','2026',4,'This edition of Latent Space''s AINews chronicles a major capital influx into the AI infrastructure layer, tracking milestone valuations for next-generation search engine Exa, serverless GPU platform Modal, and real-time vector database TurboPuffer. The synthesis covers architectural pivots such as NVIDIA''s Gated DeltaNet-2, the RAEv2 representation autoencoder framework, and the broader shift toward agent-native infrastructure. It provides deep analytical insights into the commercial viability and operational scale of modern AI hardware and middleware deployments.','en','article','intermediate',0,'online','automatic','ea75601d28627070d196eea2c3c5bc634062f5beea3bdda9455f36ae40cd1c22',NULL,1780352454,0,'2026-06-02T00:20:54.119694+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Infrastructure", "Industry Analysis", "Funding News"]','["[GUIDE]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Highly reputable AI newsletter and podcast covering frontier developments in machine learning infrastructure and agentic workflows.", "social_preview_url": "", "source_provenance": "X.com (swyx)", "suggested_new_category": ""}');
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+This podcast episode provides a rare look into the engineering and design choices behind xAI''s Grok Imagine video model. Swyx and Alessio Fanelli interview Ethan He, detailing how the team built a multimodal video generator in three months. The discussion contrasts one-shot video generation with predictive world models, arguing that true video agents require an LLM-driven planning and critiquing loop rather than simply training on raw video datasets. This highlights a shift toward agentic workflows for content synthesis and simulation.','English','Podcast / Article','Advanced',0,'online','automatic','43fe626e54d23824c77e3fce8ff2fce0f9d7a1ae28c63d651f16a1b55604f16a',NULL,1780401702,0,'2026-06-02T14:01:42.548842+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Multimodal Video Agents"]','["EMERGING"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 92, "reputation_status": "Vetted", "reputation_summary": "Highly-regarded deep-tech podcast by Swyx and Alessio Fanelli. The episode provides exceptional engineering insights straight from the lead of xAI Grok Imagine, with excellent reception on Hacker News and across the AI engineering community.", "social_preview_url": "", "source_provenance": "X.com (swyx)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.lavanguardia.com/economia/20201014/484036217179/transformacion-digital-empresas-foncillas-pf-video-seo-lv.html','lavanguardia.com: Por qué la transformación digital es mentira 🌟','','2020',3,'Un análisis crítico sobre las falacias que rodean el concepto de ''transformación digital'' en el mundo corporativo. El autor argumenta que la tecnología por sí sola no arregla procesos rotos, señalando que el verdadero cambio radica en la reestructuración cultural y la optimización organizativa.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Business Architecture", "Digital Transformation", "Cultural Dynamics"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.lavanguardia.com/economia/20220223/8075492/liderazgo-empresa-jefes-empleados-cercania-decisiones.html','lavanguardia.com: La delgada línea roja del liderazgo: de la cercanía al compadreo','','2022',4,'Analyzes the boundaries of leadership behavior, illustrating the risk of transitioning from an empathetic, approachable manager to a compromised peer. Recommends strategies to balance psychological safety and team trust with professional objectivity to make fair engineering, promotional, and systemic architectural decisions.','es','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Team Management", "Team Dynamics"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.lavanguardia.com/economia/20230414/8895371/ingeniero-machine-learning-e-ingeniero-datos-profesiones-emergentes-mas-demandadas-espana.html','lavanguardia.com: Ingeniero de ‘machine learning’ e ingeniero de datos, las profesiones emergentes más demandadas en España','','2023',0,'Curator Insight: Designates data and machine learning engineering as the fastest-growing job profiles in Spain. Live Grounding: Illustrates the market transformation where businesses prioritize real-time data streaming pipelines and ML integration over traditional monolithic software engineering.','es','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Practice", "Career Paths", "Data & AI"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
@@ -16389,16 +16389,16 @@ INSERT INTO "resources" VALUES('https://www.lavanguardia.com/vivo/psicologia/202
 INSERT INTO "resources" VALUES('https://www.learnawsiam.com','Learn AWS IAM Interactively','An interactive, visual in-browser simulator and puzzle application designed to master AWS Identity and Access Management policies.','2026',4,'Inspired by ''Learn Git Branching'', Learn AWS IAM is a high-density, interactive educational application that parses and simulates complex AWS IAM policy evaluation rules directly in the browser. Using 12 puzzle-oriented levels, it provides hands-on mastery over identity policies, resource policies, tag-based ABAC, SCPs, and permissions boundaries.
 
 * Leverages ReactFlow and XState to visually illustrate non-intuitive access flows.
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+* Provides a native JSON editor with real-time evaluation feedback without requiring AWS credentials.','en','website','Intermediate',0,'online','automatic','fcdd679c786da8bcfe14c1d076898291ff2fa000a251d8f07bc6b684ca0aae07',NULL,1780352414,0,'2026-06-02T00:20:14.115696+02:00',NULL,NULL,NULL,'["AWS", "Security", "Identity and Access Management"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "aws-security", "reputation_status": "Vetted", "reputation_summary": "Lauded across Reddit''s AWS community and Dev.to in 2026 as a revolutionary, serverless visual simulator for policy education.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "aws-training-interactive"}');
 INSERT INTO "resources" VALUES('https://www.learncloudnative.com/blog/2020-09-30-sidecar-container','learncloudnative.com: Sidecar Container Pattern','','2026',0,'A practical introductory manual illustrating how sidecar container configurations operate inside a single pod. Shows how secondary containers can run logging agents, metrics collection, and background services alongside the main application container without polluting its core codebase.','None','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Design Patterns", "Multi-Container Pods"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learncloudnative.com/blog/2020-10-07-network-policies','learncloudnative.com: Kubernetes Network Policy','','2020',0,'An introductory resource focused on the fundamentals of NetworkPolicy. Explains selector matching patterns and namespace encapsulation rules for cloud-native applications.','English','Article','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "Network Policy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.learncloudnative.com/newsletter',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','909d200a42915e807f4cb761264cbf01116effe515328118c8e8daac774f1500',100.0,1.77903224875771307e+09,1,'2026-05-17T17:37:28.757713+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-newsletters.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.learncloudnative.com/newsletter',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','909d200a42915e807f4cb761264cbf01116effe515328118c8e8daac774f1500',100.0,1779032248,1,'2026-05-17T17:37:28.757713+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-newsletters.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnfree.org/en','GCF LearnFree.org','','2025',1,'A resource dedicated purely to entry-level computer literacy, basic operating system navigation, and office tools. Does not possess technical resources or workflows targeting SRE or cloud engineering domains.','English','Training Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Digital Literacy", "Basic IT"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnitguide.net','learnitguide.net 🌟','','2026',4,'A curated educational platform providing in-depth guides on enterprise Linux administration, DevOps tools, automation, and cloud platforms. Its systematic tutorials are designed to prepare system administrators for managing highly available enterprise environments.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operating Systems & Infrastructure", "Linux", "SysAdmin Tutorials"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["elearning.md", "linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/04/how-to-check-memory-usage-of-pod-in.html','learnitguide.net: How to Check Memory Usage of a Pod in Kubernetes?','','2023',0,'Monitoring memory consumption is critical to preventing out-of-memory (OOM) evictions and performance degradation. This guide explains how to leverage the Kubernetes Metrics Server via kubectl top, alongside advanced Prometheus queries, to track real-time memory footprints. It contrasts raw memory utilization against requested resource boundaries to help right-size workloads.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Resource Management", "Metrics Collection"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html','==learnitguide.net: How to Create ConfigMap from Properties File Using K8s'' Client==','','2023',4,'Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.','English','Technical Article','Intermediate',0,'online','manual','6d085777d8535c1da4f104fa3ed9480e480935274cf1f9813b0fed37e9c335f1',100.0,1.77903022882450199e+09,1,'2026-05-17T17:03:48.824502+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s API & Development", "Config Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.html','==learnitguide.net: How to Create ConfigMap from Properties File Using K8s'' Client==','','2023',4,'Demonstrates methods to compile Kubernetes ConfigMaps from structured properties files. Bridges common application configurations with native cloud manifest patterns.','English','Technical Article','Intermediate',0,'online','manual','6d085777d8535c1da4f104fa3ed9480e480935274cf1f9813b0fed37e9c335f1',100.0,1779030228,1,'2026-05-17T17:03:48.824502+02:00',NULL,NULL,NULL,'["Kubernetes Platform", "K8s API & Development", "Config Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/04/how-to-troubleshoot-kubernetes-pods.html','learnitguide.net: How To Troubleshoot Kubernetes Pods','','2023',0,'A focused tutorial describing standard commands and methodologies to diagnose Pod failures such as ImagePullBackOff, CrashLoopBackOff, and Evicted states. It systematically walks through the utilization of kubectl describe, logs, and events to construct an accurate failure timeline. It is perfect for junior engineers looking to build baseline debugging proficiency.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Troubleshooting", "Pod Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/05/kubevious-powerful-kubernetes-dashboard.html','learnitguide.net: Kubevious - A Powerful Kubernetes Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a2c591ef1e35086e578cf78e807a027ae364c4a30ce4d14801a6166a85ea7be2',100.0,1.77903442486881899e+09,1,'2026-05-17T18:13:44.868819+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.learnitguide.net/2023/05/kubevious-powerful-kubernetes-dashboard.html','learnitguide.net: Kubevious - A Powerful Kubernetes Dashboard','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a2c591ef1e35086e578cf78e807a027ae364c4a30ce4d14801a6166a85ea7be2',100.0,1779034424,1,'2026-05-17T18:13:44.868819+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnpython.org','LearnPython.org interactive Python tutorial','','2010',0,'Browser-based, interactive Python learning playground allowing engineers to quickly grasp procedural syntax, object models, and key library capabilities through directly executed code challenges.','Python','Platform','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2010-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/advanced-kubernetes-what-exactly-are-kubernetes-operators','learnsteps.com: Advance Kubernetes: What exactly are Kubernetes Operators?','','2021',0,'An introductory post explaining the mechanics of custom Kubernetes controllers. It maps physical operator duties to software loops to illustrate the benefits of declarative configurations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Resources", "Education", "Introductory", "Operators"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/basics-on-kubernetes-what-exactly-is-a-deployment','learnsteps.com: Basics on Kubernetes: What exactly is a deployment?','','2020',2,'Deconstructs the conceptual boundaries between Pods, ReplicaSets, and Deployments. Explains the continuous declarative loop run by the deployment controller to maintain the desired pod replicas count.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Concepts", "Workloads", "Deployments"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -16411,7 +16411,7 @@ INSERT INTO "resources" VALUES('https://www.learnsteps.com/devops-interview-ques
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/difference-between-minor-page-faults-vs-major-page-faults','learnsteps.com: Difference between minor page faults vs major page faults','','2020',3,'An analytical description explaining memory subsystem mechanisms, particularly contrasting minor page faults with major disk I/O interrupts. It details system performance implications. Live Grounding shows its high relevance for optimizing performance-critical data stores.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Operating Systems", "Memory Management"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/how-exactly-kube-proxy-works-basics-on-kubernetes','learnsteps.com: How exactly kube-proxy works: Basics on Kubernetes','','2020',0,'An analytical guide outlining how kube-proxy tracks the cluster API server to process changes to Endpoints and Services. Details packet forwarding patterns using user-space proxy routing and kernel-level iptables translation chains.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "kube-proxy", "Traffic Routing"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/how-kubernetes-works-on-a-reconciler-pattern','learnsteps.com: How Kubernetes works on reconciler pattern','','2026',0,'A breakdown detailing the core control loop underlying Kubernetes'' architecture: the state reconciliation pattern. Explains how controllers constantly poll state using an active feedback loop, identifying deviations between target specifications and current infrastructure status, and scheduling atomic changes to reconcile them.','None','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Internal Mechanics", "Control Loops"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.learnsteps.com/kaniko-and-how-you-can-build-images-on-kubernetes-using-kaniko','learnsteps.com: Kaniko and how you can build images on Kubernetes using'' kaniko?','','2021',0,'This technical guide explains the operational configuration of Kaniko for building container images on Kubernetes without root privileges. It details how Kaniko mounts workspace directories, evaluates Dockerfiles, and pushes compiled layers directly.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1.77903033096781206e+09,0,'2026-05-17T17:05:30.967812+02:00',NULL,NULL,NULL,'["Image Building", "In-Cluster Builds", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.learnsteps.com/kaniko-and-how-you-can-build-images-on-kubernetes-using-kaniko','learnsteps.com: Kaniko and how you can build images on Kubernetes using'' kaniko?','','2021',0,'This technical guide explains the operational configuration of Kaniko for building container images on Kubernetes without root privileges. It details how Kaniko mounts workspace directories, evaluates Dockerfiles, and pushes compiled layers directly.','English','Technical Article','Intermediate',0,'online','manual','N/A',100.0,1779030330,0,'2026-05-17T17:05:30.967812+02:00',NULL,NULL,NULL,'["Image Building", "In-Cluster Builds", "Educational Material"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/kubernetes-what-to-learn-from-a-long-term-perspective','learnsteps.com: Kubernetes: What to learn from a long term perspective','','2021',3,'Guides platform engineers on which core Kubernetes competencies stand the test of time. Advises focusing on networking constructs (CNI), controller patterns, and security layers over ephemeral tools.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Fundamentals", "Career Development", "Skill Mapping"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/logging-infrastructure-system-design','learnsteps.com: Logging Infrastructure System Design','','2022',0,'Structural system architecture deep-dive covering high-volume log collection, queuing, indexing, and durable storage tiers (such as ELK, Grafana Loki, or OpenSearch). Curator Insight: Deep blueprint on logging pipeline design. Live Grounding: Essential reading for scaling logging clusters without sacrificing lookup speeds or bloating cloud storage costs.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems Design", "Observability", "Logging Systems", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/monitoring-infrastructure-system-design','learnsteps.com: Monitoring Infrastructure System Design','','2022',0,'Architectural breakdown of designing an end-to-end monitoring infrastructure from scratch. Examines the selection of pull vs. push telemetry models, buffer queues (like Kafka), and time-series databases (TSDBs). Curator Insight: High-level overview of system design for monitoring platforms. Live Grounding: Serves as a great architectural primer for platform engineering teams building internal metrics systems.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Systems Design", "Observability", "Infrastructure Design", "Telemetry Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md", "monitoring.md"]','{}','{}');
@@ -16421,14 +16421,14 @@ INSERT INTO "resources" VALUES('https://www.learnsteps.com/what-is-a-service-mes
 INSERT INTO "resources" VALUES('https://www.learnsteps.com/what-is-kubelet-and-what-it-does-basics-on-kubernetes','learnsteps.com: What is kubelet and what it does: Basics on Kubernetes','','2021',3,'A detailed overview of the system agent running on each cluster node. Demystifies how kubelet monitors container manifests and communicates health and state indicators directly back to the API server.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Node Level", "Kubelet"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.letsdevops.net/post/letsdevops-introduction-to-azure-devops-for-beginners','letsdevops.net: Introduction to Azure DevOps for Beginners - Create CI/CD Pipelines, Setup Repository 🌟','','2021',4,'An introductory resource focused on the initial setup of Azure DevOps repositories, build pipelines, and delivery configurations. While the curator highlights its value as a beginner walkthrough, 2026 engineering frameworks view its emphasis on Classic UI pipelines as a legacy pattern. Contemporary best practices demand transitioning entirely to multi-stage YAML pipelines to ensure configuration-as-code consistency and compliance.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "CI-CD Pipelines", "Azure DevOps Fundamentals"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.liatrio.ai/resources/blog','liatrio.com: building with docker using jenkins pipelines','','2020',0,'Curator Insight highlights the methodologies for assembling and building container images from within a Jenkins declarative pipeline execution block. Live Grounding indicates that using modern agent strategies (such as Kaniko or podman) has superseded dind (Docker in Docker) configurations to secure enterprise clusters. This post offers foundational Docker container pipeline strategies.','N/A','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Docker Containerization"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.liatrio.com/blog/building-with-docker-using-jenkins-pipelines','liatrio.com: building with docker using jenkins pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1c96252f77cf3bcf758a51e501d057f6d3d507b98c614ab4c96bdaeac93864f1',100.0,1.7790306150532279e+09,0,'2026-05-17T17:10:15.053228+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://www.liatrio.ai/resources/blog"}');
-INSERT INTO "resources" VALUES('https://www.lightbend.com/white-papers-and-reports/java-ee-to-cloud-native-modernization','==lightbend.com: From Java EE To Cloud Native: The End Of The Heavyweight'' Era== 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','9845ee62a18e84eaac90c4c402918214db48ace9a7f827d6b52fcd300261ab73',100.0,1.77903196235769391e+09,0,'2026-05-17T17:32:42.357694+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.lightbitslabs.com/product','LightOS','','N/A',0,'A curated technical resource and architectural guide covering LightOS in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173603643899202e+09,0,'2026-06-18T00:40:36.438992+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{}');
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@@ -16436,19 +16436,19 @@ INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/amazon-eks-distro
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@@ -16469,55 +16469,55 @@ INSERT INTO "resources" VALUES('https://www.linkedin.com/pulse/how-bmw-uses-redh
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+INSERT INTO "resources" VALUES('https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube','linux.com: Getting Started With Kubernetes Is Easy With Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779029110,0,'2026-05-17T16:45:10.392793+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-based-devel.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.linuxnix.com','linuxnix.com','','N/A',0,'A curated technical resource and architectural guide covering linuxnix.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031175,0,'2026-05-17T17:19:35.825386+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{}');
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@@ -16530,49 +16530,49 @@ INSERT INTO "resources" VALUES('https://www.linuxteck.com/basic-cat-command-in-l
 INSERT INTO "resources" VALUES('https://www.linuxteck.com/basic-ssh-client-commands-in-linux','linuxteck.com: 10 basic and most useful ''ssh'' client commands in Linux','','2021',2,'Educational checklist covering core SSH options like disabling agent forwarding, binding specific ports, altering debug verbosity, and piping command output directly across hosts.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
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@@ -16583,9 +16583,9 @@ INSERT INTO "resources" VALUES('https://www.makeuseof.com/python-developer-tools
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+INSERT INTO "resources" VALUES('https://www.mandiant.com/resources/azure-run-command-dummies','mandiant.com: Azure Run Command for Dummies','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','af360a0d4a3840887a67981ed0b92263ae009611b8031884bcb768b543dab054',100.0,1779030446,0,'2026-05-17T17:07:26.732957+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://cloud.google.com/blog/topics/threat-intelligence/azure-run-command-dummies"}');
+INSERT INTO "resources" VALUES('https://www.manifests.io/kubernetes/1.28','manifests.io/kubernetes/1.28','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','N/A',100.0,1779031031,0,'2026-05-17T17:17:11.701058+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.maquinasvirtuales.eu/docker-swarm-instalar-ansible-awx','maquinasvirtuales.eu: Docker Swarm: Instalar Ansible AWX','','2021',0,'Spanish language guide detailing the installation and configuration of Ansible AWX on Docker Swarm. Since modern AWX development has strictly pivoted to Kubernetes/AWX Operator, this resource serves primarily as a legacy reference for swarm-based topologies.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "Docker Swarm", "Deployments"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
@@ -16593,23 +16593,23 @@ INSERT INTO "resources" VALUES('https://www.marcobehler.com/guides/a-guide-to-ja
 INSERT INTO "resources" VALUES('https://www.marinamele.com/taskbuster-django-tutorial','TaskBuster Django Tutorial, made with Django 1.8 and Python 3','','2015',0,'A historic development walkthrough using Django 1.8 and early Python 3 patterns. Useful for understanding project layout history, legacy Django testing setups, and migration paths of older enterprise monolithic applications.','Python','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Legacy Implementations"]','["[GUIDE]", "[LEGACY]"]','[]','["python.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.markdownguide.org','markdownguide.org','- [Markdown Cheat Sheet 1](https://markdownguide.offshoot.io/cheat-sheet)','2026',0,'The definitive platform-neutral guide to standard and extended Markdown syntax. Curator Insight praises its simplicity. Live Grounding proves its continued necessity as the absolute standard for project readme documentation.','Markdown','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Documentation Tools", "Markdown"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md", "cheatsheets.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-applications-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903167122020888e+09,0,'2026-05-17T17:27:51.220209+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applications-on-openshift',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.mastertheboss.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032571,0,'2026-05-17T17:42:51.576436+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.meetup.com/Jenkins-online-meetup/events/270630108','In this presentation','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','996507cf4a5c76f369870f3d53b5aef77456f06255dbb09e74750ac4e972ed38',100.0,1779032613,0,'2026-05-17T17:43:33.552230+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/jenkins-online-meetup/events/270630108"}');
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 INSERT INTO "resources" VALUES('https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on Jenkins','','2021',0,'Detailed talk recording and presentation outline exploring the integration of unified open-source security static analysis tools within classic Jenkins automation pipelines.','English','Webinar','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "CI/CD Integration", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["qa.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.meetup.com/es/Jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on'' Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3',100.0,1.779031103853235e+09,0,'2026-05-17T17:18:23.853235+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789"}');
+INSERT INTO "resources" VALUES('https://www.meetup.com/es/Jenkins-online-meetup/events/276135789','meetup.com: A single open-source security scanner for most languages on'' Jenkins','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3',100.0,1779031103,0,'2026-05-17T17:18:23.853235+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://www.meetup.com/es-es/jenkins-online-meetup/events/276135789"}');
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270600737','Meetup event: From Freestyle jobs to Pipeline, with JobDSL','- Manually managing Jenkins jobs is painful. Jenkins Pipeline exists, but how do you get started and why should you bother in the first place? Journey with Nicolaj, as he talks about the pains of managing a manually configured job in Jenkins; converts a Freestyle Job to JobDSL, instantly; introduces mechanisms for adding the jobs to Jenkins, as code; and ultimately converts the job to a Jenkins Pipeline!
     - Just like last time, in the talk “Configuration as Code of Jenkins (for Kubernetes),” you’ll see plenty of live demos and get to take home all the code and examples afterwards. Use it as the starting point for taking advantage of the Configuration as Code (CasC) that everyone is talking about, and hopefully it will save you a lot of headache in the future!
     - Agenda:
@@ -16623,22 +16623,22 @@ INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/eve
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270630108','In this presentation','','2020',0,'Recorded online meetups showcasing real-world performance tuning, security hardened setups, and architectural strategies for scaling Jenkins infrastructure globally.','None','Video/Meetup','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Frameworks & Ecosystem", "Community Presentations", "Developer Training"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.meetup.com/jenkins-online-meetup/events/270861119','Jenkins Online Meetup','','2020',0,'Community recording detailing real-world workflows for integrating Jenkins-centric deployment systems with Keptn''s automated SRE-driven quality evaluation gates.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Lifecycle", "CI/CD Pipelines", "Community Meetups"]','["[COMMUNITY-TOOL]"]','[]','["keptn.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.mergecrush.com','Mergecrush','','2021',1,'A specialized continuous integration and auto-merge SaaS solution designed for Git repositories. Focuses on minimizing developer maintenance overhead by queuing branch merges and validating pipeline health prior to main-branch integration.','N/A','Service','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.merikan.com/2019/04/jvm-in-a-container',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','114781a2d3955cefbb1cd7ed0d43ee5800d49ac6719fd74eff23611d855fcc57',100.0,1.77913049502000904e+09,0,'2026-05-18T20:54:55.020009+02:00',NULL,NULL,NULL,'[]','[]','["docs/jvm-parameters-matrix-table.md"]','[]','{}','{"duplicate_of": "https://merikan.com/2019/04/jvm-in-a-container"}');
-INSERT INTO "resources" VALUES('https://www.metabob.com','Metabob','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e',100.0,1.77902906805922102e+09,0,'2026-05-17T16:44:28.059221+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://metabob.com"}');
+INSERT INTO "resources" VALUES('https://www.merikan.com/2019/04/jvm-in-a-container',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','114781a2d3955cefbb1cd7ed0d43ee5800d49ac6719fd74eff23611d855fcc57',100.0,1779130495,0,'2026-05-18T20:54:55.020009+02:00',NULL,NULL,NULL,'[]','[]','["docs/jvm-parameters-matrix-table.md"]','[]','{}','{"duplicate_of": "https://merikan.com/2019/04/jvm-in-a-container"}');
+INSERT INTO "resources" VALUES('https://www.metabob.com','Metabob','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e',100.0,1779029068,0,'2026-05-17T16:44:28.059221+02:00',NULL,NULL,NULL,'[]','[]','["docs/qa.md"]','[]','{}','{"duplicate_of": "https://metabob.com"}');
 INSERT INTO "resources" VALUES('https://www.micahlerner.com/2022/07/24/automatic-reliability-testing-for-cluster-management-controllers.html','micahlerner.com: Automatic Reliability Testing For Cluster Management Controllers','','2022',4,'Examines methods for testing Kubernetes-style controllers using fault-injection framework principles (e.g., Sieve). Details how injecting errors, API delays, and container crashes validates the reliability of reconciliation engines, ensuring robust system recovery in production.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes Core", "Testing & Reliability", "Control Plane Validation"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-redshift.html','Injecting a Chess Engine into Amazon Redshift','A masterclass deep dive detailing how to execute raw x64 shellcode in Redshift by utilizing untrusted PL/Python database extensions and locally compiled binaries.','2017',4,'* **Curator Insight**: Explores database sandboxing weaknesses and system-level boundaries. It shows how compiled C execution paths can bypass AWS file system and network blocks via Python User Defined Functions (UDFs).
-* **Live Grounding**: While a historic exploit, this analysis remains highly relevant for security engineers and cloud architects auditing managed runtime security controls and stored procedure execution.','en','blog','Advanced',0,'online','automatic','N/A',NULL,1.78035273020753788e+09,0,'2026-06-02T00:25:30.207538+02:00',NULL,NULL,NULL,'["Cloud Databases", "AWS Redshift", "Security Research", "Binary Injection", "Sandbox Evasion"]','["LEGACY", "GUIDE"]','[]','[]','{}','{"category": "aws-data", "reputation_status": "Vetted", "reputation_summary": "Pioneering technical article highly discussed on Hacker News and Reddit Database forums. Celebrated for its creative execution of arbitrary assembly inside managed sandboxes.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "database-internals"}');
-INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences','Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories','A case study showcasing how the Premier League transformed its digital fan experience using Azure AI, Microsoft Foundry, and multi-agent systems.','2026',4,'This Microsoft customer story details the Premier League''s deployment of the Premier League Companion, a massive-scale personalization engine powered by Azure AI and Microsoft Foundry. Unifying 30 seasons of historical match data with real-time telemetry, the platform leverages a multi-agent AI system and Azure Cosmos DB to serve real-time personalized content to 60 million active fans. This architectural transition demonstrates how complex cognitive multi-agent systems can achieve enterprise-grade scale and boost user engagement by 20% YOY.','en','article','advanced',0,'online','automatic','N/A',NULL,1.78035245411998391e+09,0,'2026-06-02T00:20:54.119984+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure", "AI Agents", "Enterprise Architecture"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft customer success story representing a real-world enterprise deployment of Azure and Microsoft Foundry with high scalability.", "social_preview_url": "", "source_provenance": "X.com (Azure)", "suggested_new_category": ""}');
+* **Live Grounding**: While a historic exploit, this analysis remains highly relevant for security engineers and cloud architects auditing managed runtime security controls and stored procedure execution.','en','blog','Advanced',0,'online','automatic','N/A',NULL,1780352730,0,'2026-06-02T00:25:30.207538+02:00',NULL,NULL,NULL,'["Cloud Databases", "AWS Redshift", "Security Research", "Binary Injection", "Sandbox Evasion"]','["LEGACY", "GUIDE"]','[]','[]','{}','{"category": "aws-data", "reputation_status": "Vetted", "reputation_summary": "Pioneering technical article highly discussed on Hacker News and Reddit Database forums. Celebrated for its creative execution of arbitrary assembly inside managed sandboxes.", "social_preview_url": "", "source_provenance": "X.com (QuinnyPig)", "suggested_new_category": "database-internals"}');
+INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences','Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories','A case study showcasing how the Premier League transformed its digital fan experience using Azure AI, Microsoft Foundry, and multi-agent systems.','2026',4,'This Microsoft customer story details the Premier League''s deployment of the Premier League Companion, a massive-scale personalization engine powered by Azure AI and Microsoft Foundry. Unifying 30 seasons of historical match data with real-time telemetry, the platform leverages a multi-agent AI system and Azure Cosmos DB to serve real-time personalized content to 60 million active fans. This architectural transition demonstrates how complex cognitive multi-agent systems can achieve enterprise-grade scale and boost user engagement by 20% YOY.','en','article','advanced',0,'online','automatic','N/A',NULL,1780352454,0,'2026-06-02T00:20:54.119984+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure", "AI Agents", "Enterprise Architecture"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft customer success story representing a real-world enterprise deployment of Azure and Microsoft Foundry with high scalability.", "social_preview_url": "", "source_provenance": "X.com (Azure)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/customers/brand-collections/premier-league-transforming-fan-experiences?ocid=FY26_soc_omc_br_LI_PLEndOfSeason','Premier League Deepens Fan Connection Using AI | Microsoft Customer Stories','A case study demonstrating how the Premier League leverages Microsoft Azure, Cosmos DB, and Microsoft Foundry to power a real-time multi-agent personalization engine.','2026',4,'Curator Insight: This enterprise case study details the deployment of a high-throughput multi-agent personalization platform operating at a global scale of over 60 million active users.
 
-Live Grounding: Powered by Azure Cosmos DB and the Microsoft Foundry model catalog, the solution unifies legacy media assets and three decades of relational match statistics to deliver context-aware, localized fan notifications with zero-latency overhead.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1.78035240414770102e+09,0,'2026-06-02T00:20:04.147701+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Azure Solutions", "Multi-Agent Personalization"]','["CASE STUDY"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "High-profile commercial customer story detailing real-world enterprise architectures employing multi-agent orchestration and large scale Azure Cosmos DB data flows.", "social_preview_url": "", "source_provenance": "X.com (Microsoft)", "suggested_new_category": ""}');
+Live Grounding: Powered by Azure Cosmos DB and the Microsoft Foundry model catalog, the solution unifies legacy media assets and three decades of relational match statistics to deliver context-aware, localized fan notifications with zero-latency overhead.','English','Case Study','Intermediate',0,'online','automatic','N/A',NULL,1780352404,0,'2026-06-02T00:20:04.147701+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Azure Solutions", "Multi-Agent Personalization"]','["CASE STUDY"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "High-profile commercial customer story detailing real-world enterprise architectures employing multi-agent orchestration and large scale Azure Cosmos DB data flows.", "social_preview_url": "", "source_provenance": "X.com (Microsoft)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/events/search-catalog?q=Migrate+and+modernize+foundation&filters=product%3Aazure%2Cprimary-language%3Aenglish&scenario=events','Microsoft Azure Virtual Training: Migrate and Modernize Foundation','A structured webinar and interactive catalog providing practical guidelines to migrate and modernize infrastructure, databases, and core application workloads on Azure.','2026',4,'* **Curator Insight**: A foundational guide for legacy-to-cloud transitions, highlighting industry standards for evaluating landing zones, containerizing workloads, and refactoring relational databases.
-* **Live Grounding**: Active catalog offering scheduled virtual interactive sessions containing updated frameworks for hybrid enterprise strategies, cost governance, and Microsoft landing zone tools.','en','training','Intermediate',0,'online','automatic','N/A',NULL,1.78035273020748209e+09,0,'2026-06-02T00:25:30.207482+02:00',NULL,NULL,NULL,'["Cloud Migration", "Azure", "Modernization", "E-Learning"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft learning curriculum highly valued by enterprise architects embarking on cloud migration and architecture modernization initiatives.", "social_preview_url": "", "source_provenance": "X.com (Azure)", "suggested_new_category": "elearning"}');
+* **Live Grounding**: Active catalog offering scheduled virtual interactive sessions containing updated frameworks for hybrid enterprise strategies, cost governance, and Microsoft landing zone tools.','en','training','Intermediate',0,'online','automatic','N/A',NULL,1780352730,0,'2026-06-02T00:25:30.207482+02:00',NULL,NULL,NULL,'["Cloud Migration", "Azure", "Modernization", "E-Learning"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Official Microsoft learning curriculum highly valued by enterprise architects embarking on cloud migration and architecture modernization initiatives.", "social_preview_url": "", "source_provenance": "X.com (Azure)", "suggested_new_category": "elearning"}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/research/articles/webwright-a-terminal-is-all-you-need-for-web-agents','Webwright: A Terminal Is All You Need For Web Agents','A terminal-native framework by Microsoft Research that lets LLM agents write and execute Playwright code in a sandbox workspace to complete complex, long-horizon web automation tasks.','2026',4,'Webwright is a lightweight terminal-native framework released by Microsoft Research designed for long-horizon web browser agents. Instead of sequentially predicting discrete coordinate clicks, Webwright grants models a shell environment to execute Playwright scripts dynamically.
 
 * **Code-as-Action Paradigm**: Converts browsing workflows into reusable, parameterized CLI programs.
 * **State-of-the-Art Benchmarks**: Achieves 86.7% on Online-Mind2Web and 60.1% on Odysseys long-context challenges.
-* **Integration Ready**: Easily plugs into Claude Code, Cursor, and other agentic developer toolkits.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1.78040115231565904e+09,0,'2026-06-02T13:52:32.315659+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Browser Automation"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 95, "reputation_status": "Vetted", "reputation_summary": "Highly regarded open-source framework released by Microsoft Research; praised by the community on Reddit and GitHub for its innovative terminal-native paradigm for browser automation and long-horizon tasks.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "ai-agents-mcp"}');
+* **Integration Ready**: Easily plugs into Claude Code, Cursor, and other agentic developer toolkits.','en','Article','Advanced',0,'online','automatic','N/A',NULL,1780401152,0,'2026-06-02T13:52:32.315659+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Autonomous Agents", "Browser Automation"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "impact_score": 95, "reputation_status": "Vetted", "reputation_summary": "Highly regarded open-source framework released by Microsoft Research; praised by the community on Reddit and GitHub for its innovative terminal-native paradigm for browser automation and long-horizon tasks.", "social_preview_url": "", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "ai-agents-mcp"}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/research/blog/biomedical-research-platform-terra-now-available-on-microsoft-azure','microsoft.com: Biomedical Research Platform Terra Now Available on Microsoft Azure','','2023',0,'Strategic overview of the integration of Broad Institute''s Terra biomedical data platform with Microsoft Azure infrastructure. Focuses on secure clinical trial administration, cloud genomic pipeline computing, and cross-organization datasets analysis.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Healthcare IT", "Biomedical Research", "Cloud Platforms"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/research/project/medical-image-analysis','Project InnerEye – Democratizing Medical Imaging AI','- [github.com/microsoft/InnerEye-Gateway](https://github.com/microsoft/InnerEye-Gateway) The InnerEye-Gateway is a Windows service that acts as a DICOM end point to run inference on https://github.com/microsoft/InnerEye-DeepLearning models.','2024',0,'Democratizes medical imaging AI via PyTorch tools. Explains the InnerEye-Gateway Windows service configuration, enabling DICOM endpoints to route images to AzureML models for automated segmentation and classification.','Python','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Healthcare IT", "Medical Imaging", "Artificial Intelligence"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.microsoft.com/en-us/security/blog/2023/04/06/devops-threat-matrix','microsoft.com: DevOps threat matrix','','2023',0,'Curator Insight: Microsoft''s structural blueprint of potential vulnerabilities in CI/CD environments. Live Grounding: Provides an essential reference for DevSecOps, detailing risks associated with repository access, build pipeline injection, and cloud secrets management.','en','Technical Resource','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Security", "Threat Modeling"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -16656,38 +16656,38 @@ INSERT INTO "resources" VALUES('https://www.middlewareinventory.com/blog/terrafo
 INSERT INTO "resources" VALUES('https://www.middlewareinventory.com/blog/terraform-for-each-examples','middlewareinventory.com: Terraform For Each Examples – How to use for_each | Devops Junction','','2023',3,'Explores dynamic resource generation within HCL using the "for_each" meta-argument to handle maps, sets, and nested collections. Contrasts this approach against the legacy "count" parameter to demonstrate cleaner, key-based resource mapping. Live grounding demonstrates that using "for_each" prevents systematic resource deletion and recreation cycles during state manipulation.','HCL','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Dynamic Configuration"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.middlewareinventory.com/blog/terraform-import-securitygroup-aws','middlewareinventory.com: Terraform import All AWS Security Groups – How to 🌟','','2022',0,'A pragmatic script-driven guide explaining how to perform massive bulk-imports of existing AWS Security Groups into Terraform state. Prevents drift issues and manual translation bottlenecks during platform migration.','Bash','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Networking & Core"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.migops.com/blog/2021/04/09/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community','migops.com: pgBackRest – The Best Postgres Backup Tool with a very active community','','2021',0,'Examines pgBackRest, an enterprise PostgreSQL backup and restore system. Details transaction log archiving (WAL), point-in-time recovery (PITR), multi-processing, and secure storage destination mapping.','C','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Database Backups"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking','migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL'' – Benchmarking','','N/A',0,'Curator Insight provides an empirical benchmarking study comparing Aurora PostgreSQL with standard RDS PostgreSQL. Live Grounding highlights that the performance gains of Aurora''s shared-storage architecture are highly dependent on transaction volume and write-heavy workloads. This resource offers critical sizing and financial analysis for database architects.','English','Blog Post','Advanced',0,'online','manual','49297d930e2b17050a9258690aef50b70f3bb76754bb1dfeb3285a49ae371326',80.0,1.77903307446725296e+09,0,'2026-05-17T17:51:14.467253+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.migops.com/blog/pgbackrest-the-best-postgres-backup-tool-with-a-very-active-community',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130494.94698,0,'2026-05-18T20:54:54.946980+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-cheaper-than-rds-postgresql-benchmarking','migops.com: Is Aurora PostgreSQL really faster and cheaper than RDS PostgreSQL'' – Benchmarking','','N/A',0,'Curator Insight provides an empirical benchmarking study comparing Aurora PostgreSQL with standard RDS PostgreSQL. Live Grounding highlights that the performance gains of Aurora''s shared-storage architecture are highly dependent on transaction volume and write-heavy workloads. This resource offers critical sizing and financial analysis for database architects.','English','Blog Post','Advanced',0,'online','manual','49297d930e2b17050a9258690aef50b70f3bb76754bb1dfeb3285a49ae371326',80.0,1779033074,0,'2026-05-17T17:51:14.467253+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Databases", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','["docs/aws-databases.md"]','["aws-databases.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.min.io','min.io','','2026',5,'MinIO is a high-performance, S3-compatible object storage platform built specifically for native Kubernetes deployments. Architected for enterprise private clouds, it delivers high-throughput storage for demanding data workloads, including AI training pipelines and distributed object analytics.','Go','Platform','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Object Storage", "MinIO"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-storage.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.openshift.com/products/azure-openshift','Microsoft Azure Red Hat OpenShift','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','5597c91ac146a5534036646e8763c802581ed0c1b4d707d4b9a278ba6800abb1',100.0,1779031103,0,'2026-05-17T17:18:23.330320+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.openshift.com/products/platform-plus','Red Hat OpenShift Platform Plus 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1fda2cc748676e1956e360287943dcaf4a7b231c398714ae28f4ff9a78fff2c1',100.0,1779031438,0,'2026-05-17T17:23:58.125968+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus"}');
+INSERT INTO "resources" VALUES('https://www.openshift.com/products/pricing','Openshift.com pricing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b98ed1981f7a6681d9721ecd628a881846d748df16eb39a27d4712299f6d5706',100.0,1779032950,0,'2026-05-17T17:49:10.281672+02:00',NULL,NULL,NULL,'[]','[]','["docs/public-cloud-solutions.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/technologies/cloud-computing/openshift/pricing"}');
+INSERT INTO "resources" VALUES('https://www.openshift.com/products/quay','Quay 3.1 Certified Operator is not available in Openshift and must be purchased','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','27b475eb5311bb6cc14594de31047b6ed11318fbcb574bf79993881be5aaf20c',100.0,1779033503,0,'2026-05-17T17:58:23.926871+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md", "docs/registries.md"]','[]','{}','{"duplicate_of": "https://www.redhat.com/en/technologies/cloud-computing/quay"}');
 INSERT INTO "resources" VALUES('https://www.opensourceforu.com/2021/12/kubernetes-adoption-widespread-for-big-data-survey/?amp','opensourceforu.com: Kubernetes Adoption Widespread for Big Data: Survey','','2021',3,'Details industry survey results illustrating the widespread migration of Big Data and stateful analytics workloads onto Kubernetes. Shows the transition from static, dedicated bare-metal clusters to dynamic, container-orchestrated platforms. Live Grounding confirms this historical trajectory has culminated in 2026, where cloud-native orchestration is the unquestioned standard for running Spark, Flink, and ML training pipelines.','Markdown','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data & AI", "Market Analysis", "Adoption Trends"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-bigdata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.opensourceforu.com/2023/10/embracing-progressive-delivery-in-kubernetes-with-gitops','opensourceforu.com: Embracing Progressive Delivery In Kubernetes With GitOps','','2023',0,'Detailing structural implementations of progressive delivery, such as automated canaries, A/B testing, and blue-green rollouts, working in tandem with GitOps tools (like Flagger or Argo Rollouts) to control application lifecycle safety dynamically.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Progressive Delivery", "GitOps Integration"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.opensourcerers.org/2021/02/01/how-to-go-from-docker-to-kubernetes-the-right-way','opensourcerers.org: How to go from Docker to Kubernetes the right way 🌟','','2021',0,'A comprehensive migration roadmap targeting teams transitioning from local Docker-centric environments to multi-node Kubernetes topologies. Focuses on rewriting network exposes, volume mounts, and orchestrating stateful workloads.','YAML','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Migration", "Container Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -16917,7 +16917,7 @@ INSERT INTO "resources" VALUES('https://www.opsmx.com/blog/blue-green-deployment
 INSERT INTO "resources" VALUES('https://www.opsmx.com/blog/deploy-spinnaker-cd-pipelines-in-kubernetes','Deploy Spinnaker CD Pipelines in Kubernetes','','2021',0,'A step-by-step configuration guide illustrating Spinnaker deployment within a target Kubernetes cluster using the Spinnaker Operator. Outlines how to define cloud providers and manage internal persistence layers for pipeline reliability.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "Continuous Deployment", "Spinnaker Architectures"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring','opsview.com: opspack','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','72d77629101b71609f6ba2cb7b125994af72b1ea8b8e21f0f097b193199af094',100.0,1.77902963534315896e+09,0,'2026-05-17T16:53:55.343159+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring','opsview.com: opspack','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','72d77629101b71609f6ba2cb7b125994af72b1ea8b8e21f0f097b193199af094',100.0,1779029635,0,'2026-05-17T16:53:55.343159+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.optisolbusiness.com/insight/8-core-components-of-microservice-architecture','optisolbusiness.com: 8 Core Components are Microservices Architecture','- Service Discovery
     - Load Balancer
     - API Gateway
@@ -16927,63 +16927,63 @@ INSERT INTO "resources" VALUES('https://www.optisolbusiness.com/insight/8-core-c
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 INSERT INTO "resources" VALUES('https://www.optisolbusiness.com/insight/implementing-microservices-architecture-in-aks','optisolbusiness.com: Implementing Microservices Architecture in AKS','','2021',0,'Details blueprint designs for structural microservices running on AKS clusters. Reviews optimal container scaling, deployment strategies, and integration with container registries (ACR). Guides engineers on transforming multi-container apps into production-ready architectures.','Markdown','Case Study','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Microservices Design", "Production AKS Deployment"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.oracle.com/cloud/cloud-native/kubernetes-engine',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a594d9f85d0661a7b29ac0d9edbb49244bc80342fdd9dab288523a16f714ce93',100.0,1.77913049497723698e+09,1,'2026-05-18T20:54:54.977237+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.oracle.com/cloud/compute/container-engine-kubernetes.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b5a8d26567c4a853369c0650012ddf196618c414c8472dca5dc5880d937526f1',100.0,1.77902959055475306e+09,0,'2026-05-17T16:53:10.554753+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.oracle.com/cloud/cloud-native/kubernetes-engine',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a594d9f85d0661a7b29ac0d9edbb49244bc80342fdd9dab288523a16f714ce93',100.0,1779130494,1,'2026-05-18T20:54:54.977237+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.oracle.com/cloud/compute/container-engine-kubernetes.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','b5a8d26567c4a853369c0650012ddf196618c414c8472dca5dc5880d937526f1',100.0,1779029590,0,'2026-05-17T16:53:10.554753+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.oracle.com/java/technologies/java-ee-glance.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cd76abe66528b4206afcf1cdebe12cd17d4f3bcc0dcfebab0d6e7194cd673225',100.0,1779032833,0,'2026-05-17T17:47:13.042674+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.oracle.com/java/technologies/java-se-glance.html','Oracle Java','- [blogs.oracle.com: Introducing the Free Java License (Java 17)](https://blogs.oracle.com/cloud-infrastructure/post/introducing-free-java-license)','2021',0,'Details Oracle''s licensing pivot with the introduction of the No-Fee Terms and Conditions (NFTC) license for JDK 17. The analysis explains how this license permits free production usage, easing previous compliance friction for enterprise environments.','Java','Documentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Licensing"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.oracle.com/java/technologies/javase/javamanagement.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1b70ca05884f2f4ea505e82d66d35bf733801e866617f5f3583d36275a722c34',100.0,1.77902913823437905e+09,1,'2026-05-17T16:45:38.234379+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.oracle.com/technetwork/java/javase/overview/index.html','Oracle Java','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','11d4e5747140695f67e3b734f6ee864a92d113c2225647f371882ec0a89db96a',100.0,1.77903030620250797e+09,0,'2026-05-17T17:05:06.202508+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{"duplicate_of": "https://www.oracle.com/java/technologies/java-se-glance.html"}');
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+INSERT INTO "resources" VALUES('https://www.oracle.com/java/technologies/javase/javamanagement.html',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','1b70ca05884f2f4ea505e82d66d35bf733801e866617f5f3583d36275a722c34',100.0,1779029138,1,'2026-05-17T16:45:38.234379+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/09/11/how-much-memory-does-the-process-really-take-on-linux','percona.com: How Much Memory Does the Process Really Take on Linux? 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','437d2ff2e29ce8820b571ba7cf03e3af9d8e4fe99b826a8b4ce78193312ef133',100.0,1779030405,0,'2026-05-17T17:06:45.166054+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/how-much-memory-does-the-process-really-take-on-linux"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2020/10/22/using-volume-snapshot-clone-in-kubernetes','percona.com: Using Volume Snapshot/Clone in Kubernetes (GKE & Percona Kubernetes'' Operator for XtraDB Cluster)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3e3ed422a47c5e8f0dff685e2bc74b80f0d5992e07b1079e0a0951c7c1c6b2dc',100.0,1779030133,0,'2026-05-17T17:02:13.513032+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/using-volume-snapshot-clone-in-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/02/08/dbaas-on-kubernetes-under-the-hood','percona.com: DBaaS on Kubernetes: Under the Hood 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8775ba1a5466563f7ecd40477464c167a002046c66f2a0867c69a17b54158ab9',100.0,1779033907,0,'2026-05-17T18:05:07.450152+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/dbaas-on-kubernetes-under-the-hood"}');
+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/03/22/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github','percona.com: Storing Kubernetes Operator for Percona Server for MongoDB'' Secrets in Github','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','1184bee67596a83702077f2db3703c6bcf7827bd43602afa94770a8ffacab425',100.0,1779032224,0,'2026-05-17T17:37:04.627981+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github"}');
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+INSERT INTO "resources" VALUES('https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops','percona.com: MySQL on Kubernetes with GitOps 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a691dbd9023fc4197a8099448d4111d6c09874e479505e3e8b20afe7618d8c75',100.0,1779034314,0,'2026-05-17T18:11:54.610686+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.percona.com/blog/mysql-on-kubernetes-with-gitops"}');
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@@ -17001,24 +17001,24 @@ INSERT INTO "resources" VALUES('https://www.percona.com/blog/should-i-create-an-
 INSERT INTO "resources" VALUES('https://www.percona.com/blog/storing-kubernetes-operator-for-percona-server-for-mongodb-secrets-in-github','percona.com: Storing Kubernetes Operator for Percona Server for MongoDB Secrets in Github','','2021',0,'Demonstrates security pipelines for managing MongoDB database credentials inside GitHub. Automates deployment configurations securely through GitOps, injecting secrets directly to Percona Kubernetes Operator instances.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Secrets Management"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.pluralsight.com/courses/getting-started-kubernetes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.pluralsight.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','ecda809710b055971273d80033222039d39299cbb7eaa51b5f82a66571ce9c1a',100.0,1779130494,1,'2026-05-18T20:54:54.975092+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/business-and-leadership/public-cloud-vs-private-cloud-whats-the-difference','acloudguru.com: Public cloud vs private cloud: What’s the difference? 🌟','','2022',3,'Demystifies the core operational, fiscal, and regulatory distinctions between public and private cloud models. The article provides a structured baseline for cloud engineering teams to evaluate infrastructure capital expenditures (CapEx) against operational expenditures (OpEx) based on resource control needs.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Deployment Models", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/business-and-leadership/sharing-data-in-the-cloud-four-patterns-everyone-should-know','acloudguru.com: Sharing data in the cloud: 4 patterns you should know','','2022',0,'Outlines four distinct cloud-native patterns for shared-data architectures. Evaluates data virtualization, API-driven delivery, direct database sharing, and messaging queues based on security and real-time synchronization requirements.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Data Management", "Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/business-and-leadership/what-is-lift-and-shift-cloud-migration','acloudguru.com: What is lift and shift cloud migration?','','2021',0,'A lift-and-shift migration strategy involves rehosting legacy applications directly in the cloud with minimal structural modification. While this approach minimizes initial migration time and risk, it fails to exploit cloud-native features such as auto-scaling and managed services, often leading to inflated operating costs. The resource serves as a guide for planning evolutionary cloud strategies post-migration.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Migration", "Cloud Migration", "Strategies"]','["[LEGACY]"]','[]','["faq.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/10-fun-hands-on-projects-to-learn-aws','acloudguru.com: 10 fun hands-on projects to learn AWS','','2021',0,'Suggests 10 hands-on AWS training projects designed for cloud engineers. Covers deploying static architectures under HTTPS, building simple serverless APIs, and setting up automated backup pipelines.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Training", "Practical Labs"]','["[COMMUNITY-TOOL]"]','[]','["aws-training.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/12-aws-config-rules-that-every-account-should-have','acloudguru.com: 12 AWS Config rules that every account should have','','2026',0,'A curated reference guide identifying 12 essential AWS Config rules required to establish enterprise compliance baselines. Focuses on declarative drift detection including mandatory MFA enforcement, S3 block public access configurations, and unattached volume cleanup.','English','Blog','Intermediate',0,'online','manual','3c511f177ae777568a5288b576d69eaf8152ac48918d00dbbe2672c59615c929',100.0,1.77913049496823596e+09,1,'2026-05-18T20:54:54.968236+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compliance & Governance", "AWS Config"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/12-aws-config-rules-that-every-account-should-have','acloudguru.com: 12 AWS Config rules that every account should have','','2026',0,'A curated reference guide identifying 12 essential AWS Config rules required to establish enterprise compliance baselines. Focuses on declarative drift detection including mandatory MFA enforcement, S3 block public access configurations, and unattached volume cleanup.','English','Blog','Intermediate',0,'online','manual','3c511f177ae777568a5288b576d69eaf8152ac48918d00dbbe2672c59615c929',100.0,1779130494,1,'2026-05-18T20:54:54.968236+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Compliance & Governance", "AWS Config"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/3-ways-to-practice-migrating-workloads-to-the-cloud','acloudguru.com: 3 ways to practice migrating workloads to the cloud','','2022',0,'Provides instructional path frameworks for developers looking to gain hands-on migration experience. Focuses on setting up mock environments, replicating on-premise infrastructure in sandboxes, and utilizing provider-native migration automation tools.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Migration", "Hands-On"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/5-reasons-to-not-move-to-devops','acloudguru.com: 5 Reasons to NOT Move to DevOps 🌟','','2020',2,'Presents a critical look at modern DevOps transformations. Outlines operational and structural bottlenecks where attempts fail due to misaligned software patterns or lacking automated testing frameworks.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Culture", "Risk Assessment"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/5-things-we-love-about-terraform','acloudguru.com: 5 things we love about Terraform','','2022',3,'Outlines the critical architectural and workflow advantages that cemented Terraform as the de facto standard for infrastructure automation. Focuses on the declarative configuration model, multi-provider extensibility, plan dry-runs, modularity, and community-driven resource provider support. Live grounding confirms that despite market fragmentation, these core tenets remain essential to modern platform engineering.','HCL','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Adoption Principles"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
@@ -17043,49 +17043,49 @@ INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/s3-glacier-instant-retrieval-deep-dive-which-s3-storage-class-is-right-for-me','acloudguru.com: S3 Glacier Instant Retrieval deep dive: Which S3 Storage Class is right for me?','','2022',0,'An analytical guide on the S3 Glacier Instant Retrieval storage class. It breaks down the math of retrieval cost vs storage tier pricing models, helping platform engineers choose the optimal tier for instant-access archival files.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "AWS S3", "Storage Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/securing-your-multi-cloud-terraform-pipelines-with-policy-as-code','acloudguru.com: Securing your multi-cloud Terraform pipelines with policy-as-code','','2022',0,'Explores how to leverage modern Open Policy Agent (OPA) and Rego scripting to implement custom guardrails within multicloud CI/CD pipelines. Enables platform engineering teams to enforce automated regulatory compliance prior to resource creation.','English','Architectural Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Security & Identity", "Policy as Code"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/storage-showdown-aws-vs-azure-vs-gcp-cloud-comparison','acloudguru.com: Storage services compared: AWS vs Azure vs GCP','','2026',0,'A structured comparative guide focused on block, file, and object storage performance characteristics across hyperscalers. It profiles cold-tier storage, IOPS performance limits, and auto-tiering mechanisms. Live grounding confirms its foundational value in storage engineering and disaster recovery site designs.','English','Guide/Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Strategy", "Storage Architectures", "Hyperscalers"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics','acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics','','2026',0,'A deep-dive technical overview evaluating complex AWS configurations, pinpointing notorious friction points such as IAM policy composition, KMS key management, AWS Billing structures, and hybrid VPC peering. Provides architectural guidance to bypass structural anti-patterns.','English','Blog','Advanced',0,'online','manual','39e381a370de9d265ec7439d5ad0f1012977a2070389da3c5120b23ec4148b0e',100.0,1.7791304949829061e+09,1,'2026-05-18T20:54:54.982906+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Troubleshooting", "DevOps Challenges"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/the-cloud-dictionary-of-pain-five-of-awss-toughest-cloud-topics','acloudguru.com: The Cloud Dictionary of Pain: Five Of AWS’s Toughest Cloud Topics','','2026',0,'A deep-dive technical overview evaluating complex AWS configurations, pinpointing notorious friction points such as IAM policy composition, KMS key management, AWS Billing structures, and hybrid VPC peering. Provides architectural guidance to bypass structural anti-patterns.','English','Blog','Advanced',0,'online','manual','39e381a370de9d265ec7439d5ad0f1012977a2070389da3c5120b23ec4148b0e',100.0,1779130494,1,'2026-05-18T20:54:54.982906+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Troubleshooting", "DevOps Challenges"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/the-top-cloud-diagramming-tools-ranked','acloudguru.com: The top cloud diagramming tools, ranked','','2022',3,'A detailed technical review comparing and ranking leading cloud architectural design tools. Focuses on speed, automatic layout generation capabilities, API extensibility, and modern iconography support.','N/A','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/the-ultimate-terraform-cheatsheet','acloudguru.com: The Ultimate Terraform Cheatsheet','','2025',4,'Curator Insight: Pluralsight''s ultimate visual cheat sheet for Terraform workflows. Live Grounding: Highlights key syntax strategies including local module declarations, remote state locking in AWS S3 or HashiCorp Cloud Platform (HCP), and secret injection patterns.','English','Technical Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Terraform"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/twelve-factor-apps-in-kubernetes','acloudguru.com: Twelve-Factor Apps in Kubernetes','','2022',0,'Demonstrates mapping the 12-Factor framework directly onto Kubernetes primitives. Maps ConfigMaps and Secrets to Factor III (Config), and Deployments/ReplicaSets to Factor IX (Disposability).','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Twelve-Factor App"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/what-does-the-terraform-1-0-release-mean-for-you',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.pluralsight.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','145cdab8c4dfedfb79713029407319f0758f025f11b8171116ecf1a421871834',100.0,1.77913049499570107e+09,1,'2026-05-18T20:54:54.995701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/what-does-the-terraform-1-0-release-mean-for-you',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.pluralsight.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','145cdab8c4dfedfb79713029407319f0758f025f11b8171116ecf1a421871834',100.0,1779130494,1,'2026-05-18T20:54:54.995701+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/whats-new-with-kubernetes-1-22','acloudguru.com: What’s new with Kubernetes 1.22?','','2021',0,'Curator Insight points to Pluralsight''s educational summary of 1.22. In 2026, it serves as a baseline tutorial explaining the transition to cgroups v2, which has since become standard in all production distros.','English','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Release Lifecycle", "v1.22"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/which-kubernetes-distribution-is-right-for-you','acloudguru.com: Which Kubernetes distribution is right for you?','','2021',0,'An analytical guide comparing various Kubernetes distributions (including EKS, GKE, AKS, OpenShift, Rancher, and lightweight distributions like K3s) based on business needs, deployment environments, operational overhead, and budget. It guides enterprise architects in matching target environments with appropriate vendor or vanilla offerings.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Selection Criteria"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pluralsight.com/resources/blog/cloud/why-learn-multiple-cloud-platforms','acloudguru.com: Multicloud Fluency: 6 reasons you should learn multiple clouds','','2026',0,'A Pluralsight / A Cloud Guru publication detailing the technical and economic benefits of pursuing multi-cloud literacy. It highlights cloud portability, lock-in avoidance, and feature-specific workload optimization. Live grounding indicates its utility in corporate reskilling initiatives.','English','Guide/Education','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Learning", "Multi-Cloud Strategy", "Business Case"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["public-cloud-solutions.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.plutora.com/ci-cd-tools/artifacts-management-tools','plutora.com: Artifacts management tools','','2023',0,'An architectural breakdown of the artifact registry ecosystem (such as JFrog Artifactory and Sonatype Nexus). Evaluates why safe binary management, package indexing, and license scanning are critical for maintaining clean supply chains.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Artifact Registry"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pmease.com','PMEase QuickBuild','','2025',0,'A powerful commercial build and configuration management tool geared towards large enterprises. Combines high-capacity agents, visual dependency chains, and precise audit trails for legacy and cloud-native workloads.','Java','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Enterprise Tooling"]','["[LEGACY]"]','[]','["devops-tools.md", "cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet','polyglotdeveloper.com: Gradle Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering polyglotdeveloper.com: Gradle Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.77903207416566109e+09,0,'2026-05-17T17:34:34.165661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet"}');
+INSERT INTO "resources" VALUES('https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet','polyglotdeveloper.com: Gradle Cheat Sheet','','N/A',0,'A curated technical resource and architectural guide covering polyglotdeveloper.com: Gradle Cheat Sheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779032074,0,'2026-05-17T17:34:34.165661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"duplicate_of": "https://eta-lang.org/docs/cheatsheets/gradle-cheatsheet"}');
 INSERT INTO "resources" VALUES('https://www.popsci.com/diy/use-markdown-google','popsci.com: Google’s expanded Markdown feature could change how you work','','2022',0,'A practical exploration of Google''s Markdown shortcut updates. Details productivity benefits for technical writers who need to seamlessly transition text-based formats between IDE files and collaborative company workspaces.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Writing Tools", "WYSIWYG Integrations"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.port.io','Port','','2026',0,'Port is a modern, no-code/low-code SaaS developer portal that acts as a central repository for internal software systems. Features highly dynamic, custom-defined data models, granular access controls, self-service action triggering, and native integrations across CI/CD and Kubernetes environments.','English','SaaS Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "IDP Tooling", "SaaS Developer Portals"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.portafolio.co/tendencias/claves-para-liderar-equipos-de-teletrabajo-y-no-fracasar-en-el-intento-556586','portafolio.co: Claves para liderar equipos de teletrabajo y no fracasar en el intento','','2021',0,'Focuses on strategies for leading virtual teams, highlighting methods to establish trust, measure output over physical presence, and implement clear collaboration frameworks. Highlights Spanish-speaking organizational perspectives on easing transition friction for legacy teams.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Modern Workforce", "Remote Work", "Team Operations"]','["[LEGACY]"]','[]','["workfromhome.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.portainer.io/blog/docker-swarm-vs-kubernetes','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars continue?','','2022',0,'A strategic comparison of Kubernetes, Nomad, and Docker Swarm from the Portainer perspective, exploring ease of use, security models, and long-term operating costs.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Ecosystem", "Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.portainer.io/blog/orchestrator-wars-continue','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars'' continue?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8f909d8e47ef1b86f3d1d729272079f7ff471f45b4e86f017f37cc344751c2d',100.0,1.77903154008583903e+09,0,'2026-05-17T17:25:40.085839+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/blog/docker-swarm-vs-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.portainer.io/blog/orchestrator-wars-continue','portainer.io: Kubernetes vs Docker Swarm vs Nomad - the orchestrator wars'' continue?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8f909d8e47ef1b86f3d1d729272079f7ff471f45b4e86f017f37cc344751c2d',100.0,1779031540,0,'2026-05-17T17:25:40.085839+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-alternatives.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/blog/docker-swarm-vs-kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.portainer.io/install','Portainer Community Edition','','2026',0,'The Community Edition of Portainer provides a self-hosted, lightweight administration portal for managing standalone Docker daemons, Swarm clusters, and edge environments. It abstracts complex container and volume operations into a responsive dashboard, reducing operational friction. It remains a popular, stable, and highly trusted portal for developer environments and internal infrastructure management.','Go','Tool','Medium',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Container Management"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.portainer.io/products/community-edition','Portainer Community Edition','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08087573ac02ba92240fc5b1e6b42378b3cac3b380368c37f45b27d4639d81fd',100.0,1779030394.26023,0,'2026-05-17T17:06:34.260230+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/install"}');
+INSERT INTO "resources" VALUES('https://www.portainer.io/products/community-edition','Portainer Community Edition','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','08087573ac02ba92240fc5b1e6b42378b3cac3b380368c37f45b27d4639d81fd',100.0,1779030394,0,'2026-05-17T17:06:34.260230+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.portainer.io/install"}');
 INSERT INTO "resources" VALUES('https://www.postgresql.org/about/news/crunchy-postgresql-operator-45-enhanced-monitoring-custom-annotations-postgresql-13-2086','postgresql.org: Crunchy PostgreSQL Operator 4.5: Enhanced Monitoring, Custom Annotations, PostgreSQL 13 🌟','','2020',0,'Community release documentation of Crunchy PostgreSQL Operator v4.5. Focuses on support configurations for PostgreSQL 13, pod custom annotations, and major Prometheus exporter stack upgrades.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "PostgreSQL Operator"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
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@@ -17096,13 +17096,13 @@ Live Grounding: Launched in May 2026, Neo extends capabilities directly into loc
 Technical Capabilities:
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 - Dynamically troubleshoots slow APIs by mapping runtime metrics (e.g., Datadog) to infrastructure changes.
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 INSERT INTO "resources" VALUES('https://www.pulumi.com/blog/from-terraform-to-infrastructure-as-software','pulumi.com: From Terraform to Infrastructure as Software','','2021',0,'A thought leadership piece arguing for the transition from static declarative configuration syntax (HCL) to real-time compilable Infrastructure as Software (IAS) via Pulumi.','Polyglot','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Comparisons"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/blog/kubernetes-fundamentals-part-one','pulumi.com: Kubernetes Fundamentals Part One - Python instead of YAML 🌟','','2021',0,'Introduces programmatic manifest definitions using Pulumi in Python. Demonstrates how using programming structures (like functions, loops, and conditional compilation) to compile manifests offers better safety and cleaner abstractions than complex YAML configurations.','Python','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Development", "Infrastructure-as-Code", "Pulumi Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/blog/observability-with-infrastructure-as-code','pulumi.com: Observability with Infrastructure as Code','','2022',0,'Architectural guide explaining how to integrate observability tooling, health checks, and tracing sidecars dynamically during the code-driven resource compilation phase inside Pulumi pipelines.','Polyglot','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Observability", "Pulumi"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/blog/pulumi-3-0','pulumi.com: Announcing Pulumi 3.0','','2021',0,'Launch review of Pulumi 3.0, introducing compiled packages across languages, automated code converters, and optimized state management layers to accelerate platform engineering.','Polyglot','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Pulumi"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.pulumi.com/blog/pulumi-neo-cli','Neo, Now in the Terminal | Pulumi Blog','Pulumi Neo brings interactive, local, and organization-scoped AI capabilities directly into the terminal interface to streamline Cloud IaC execution.','2026',4,'Pulumi Neo brings the Neo AI assistant directly into the local terminal interface, enabling developers to scaffold projects, run previews, read stack states, and execute cloud commands natively. By inheriting the user''s local authentication, environment, and CLI tools, it bridges the gap between interactive AI reasoning and safe local infrastructure execution. Additionally, it introduces MCP (Model Context Protocol) integration to connect with platforms like Datadog, PagerDuty, and Supabase for end-to-end incident resolution.','English','blog','Intermediate',0,'online','automatic','a808b742ecbc077be154331bf3a846d6203a0fe71be529d711384cfd3e07b4e4',NULL,1780352302,0,'2026-06-02T00:18:22.456602+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "AI-Driven Automation", "Pulumi Neo"]','["ENTERPRISE-STABLE", "EMERGING"]','[]','[]','{}','{"category": "pulumi", "reputation_status": "Vetted", "reputation_summary": "Highly praised by the cloud engineering and DevOps community for extending IaC operations with interactive, local, and organizational AI capabilities.", "social_preview_url": "https://www.pulumi.com/blog/pulumi-neo-cli/meta.png", "source_provenance": "X.com (PulumiCorp)", "suggested_new_category": ""}');
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@@ -17111,121 +17111,121 @@ Live Grounding: Released in mid-2026, this strategic post defines Pulumi''s goal
 Key Tenets:
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 - Introduces robust automated validation frameworks to measure agent capabilities in production.
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 INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/iac/guides/migration/migrating-to-pulumi/from-kubernetes','pulumi.com: From Kubernetes or Helm YAML','','2026',0,'Technical conversion guide outlining methodologies to translate legacy, static Kubernetes YAML definitions or complex Helm charts directly into expressive, compilable Pulumi programs.','TypeScript','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Kubernetes Provisioning", "Migration"]','["[LEGACY]"]','[]','["pulumi.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/cloud-providers','Pulumi Cloud Providers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','5a1c04028be0a5354a02d5499685c52e3934a4bf09c9b2ce4076e135276f517f',100.0,1779031574,0,'2026-05-17T17:26:14.714743+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.pulumi.com/registry/packages"}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/docs/intro/vs/terraform','Pulumi VS Terraform','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','625b3fcb9c325825abb05977bca67bf15a46d7af136451a648e106e4bf1bc786',100.0,1779030365,0,'2026-05-17T17:06:05.311600+02:00',NULL,NULL,NULL,'[]','[]','["docs/pulumi.md"]','[]','{}','{"duplicate_of": "https://www.pulumi.com/docs/iac/comparisons/terraform"}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/registry',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.pulumi.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','d6b7409250e659b0b52dbebda1e13573cac567b81f2364627cb726b779aaeee9',100.0,1779130494,1,'2026-05-18T20:54:54.987029+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/pulumi.md"]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/registry/packages/aws/how-to-guides/ecs-fargate','pulumi.com: Running Containers on ECS Fargate','','2026',0,'Architecture guide detailing how to use Pulumi to configure AWS ECS Fargate environments. Covers programmatic configuration of subnets, target groups, auto-scaling thresholds, and secure IAM policies.','TypeScript','Tutorial','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Provisioning", "Serverless Containers", "AWS Fargate"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["pulumi.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.pulumi.com/releases/agentic-infrastructure-era','The Agentic Infrastructure Era | Pulumi Releases','An official landing page and resource hub detailing Pulumi''s product launches and integrations designed specifically for agent-native cloud deployments.','2026',4,'Pulumi''s launch page for the ''Agentic Infrastructure Era'' outlines a strategic suite of features facilitating lights-out, autonomous cloud provisioning. The release coordinates major capabilities like the `pulumi do` declarative-to-imperative bridge, instant ephemeral credentials, and native integration with AI frameworks such as Claude Code and Microsoft Foundry. This architectural pivot enables organizations to safely hand over portion of their IaC pipeline to self-correcting agents that operate within pre-existing organizational policy guardrails.','en','article','advanced',0,'online','automatic','38c6172d00e75610cd3bd43eb45d96ca612d27583dfb4d064da6a0c1ee7792c6',NULL,1780352454,0,'2026-06-02T00:20:54.119973+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Pulumi", "AI Agents", "Agentic Architecture"]','["[ENTERPRISE-STABLE]", "[EMERGING]"]','[]','[]','{}','{"category": "pulumi", "reputation_status": "Vetted", "reputation_summary": "Pulumi''s official launch hub outlining their strategic vision and software capabilities for the AI agent-driven IaC era.", "social_preview_url": "https://www.pulumi.com/images/releases/may-2026/meta.png", "source_provenance": "X.com (PulumiCorp)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.pulumi.com/tf2pulumi','pulumi.com: Convert Your Terraform to Pulumi','','2026',0,'Comprehensive architectural guide to using the `tf2pulumi` engine, explaining key syntax translations, dependency resolutions, and model differences when modernizing from legacy HCL files.','HCL','Documentation','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud Provisioning", "Migration"]','["[LEGACY]"]','[]','["pulumi.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pyinstaller.org','PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX','- [PyInstaller official GIT repository](https://github.com/pyinstaller/pyinstaller)','2025',5,'Curator Insight profiles PyInstaller as a tool designed to freeze Python apps into self-contained executables. Live Grounding validates its continued standard status for packaging desktop applications and offline tools, abstracting target environment dependency structures.','Python','Packaging Tool','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Distribution", "Packaging Systems"]','["[DE FACTO STANDARD]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pymesyautonomos.com/management/esta-trabajando-empleado-realmente-su-casa','pymesyautonomos.com: ¿Está trabajando el empleado realmente desde su casa?','','2021',3,'Addresses common managerial anxieties about remote work accountability. Contrasts surveillance-heavy keystroke logging techniques with output-oriented, technical project milestones (e.g., code deployment frequency, story completion rates, and system architectural goals) to sustainably measure team velocity.','es','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Remote Work", "Developer Productivity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro','TDD with Django, from scratch: a beginner''s intro to testing and web development','','2015',0,'Historical tutorial introducing Test-Driven Development (TDD) concepts in Django. Evaluates assertion workflows, testing isolated model components, and unit test integrations within early Python CI environments.','Python','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Web Frameworks", "Testing Paradigms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.qovery.com/docs/getting-started/introduction','hub.qovery.com: Terraform is Not the Golden Hammer','','2022',0,'An analytical critique from Qovery discussing the boundaries of Terraform. Argues that while it is exceptional for static cloud resource layout, it remains ill-suited for real-time application deployment layers and dynamic developer self-service tasks.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "IaC Comparison", "Platform Engineering"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.quandarycg.com/everything-you-need-to-know-about-integrations','quandarycg.com: Everything You Need To Know About System Integration (And IPaaS) 🌟','','2020',0,'This high-level architecture overview defines Integration Platform as a Service (iPaaS) principles and compares them to traditional Enterprise Service Bus (ESB) frameworks. It highlights modern data mapping, API management, and low-code integrations, discussing key tradeoffs in choosing centralized versus decentralized integration layers.','N/A','Technical Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "iPaaS", "Architecture Concepts"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka','Quora.com: What''s the difference between Apache Camel and Kafka?','','N/A',0,'A curated technical resource and architectural guide covering Quora.com: What''s the difference between Apache Camel and Kafka? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903392340976309e+09,0,'2026-05-17T18:05:23.409763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka','Quora.com: What''s the difference between Apache Camel and Kafka?','','N/A',0,'A curated technical resource and architectural guide covering Quora.com: What''s the difference between Apache Camel and Kafka? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033923,0,'2026-05-17T18:05:23.409763+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.ravirajag.dev/blog/mlops-summary','ravirajag.dev: MLOps Basics - Week 10: Summary','','N/A',0,'A curated technical resource and architectural guide covering ravirajag.dev: MLOps Basics - Week 10: Summary in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903360944212698e+09,0,'2026-05-17T18:00:09.442127+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.ravirajag.dev/blog/mlops-summary','ravirajag.dev: MLOps Basics - Week 10: Summary','','N/A',0,'A curated technical resource and architectural guide covering ravirajag.dev: MLOps Basics - Week 10: Summary in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033609,0,'2026-05-17T18:00:09.442127+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.readysetcloud.io/blog/allen.helton/how-to-design-serverless-apps-that-scale-the-perfect-amount','readysetcloud.io: Building Serverless Applications That Scale The Perfect Amount 🌟','','2022',4,'Analyzes practical mechanisms to throttle, buffer, and control scaling thresholds in serverless topologies. Helps architects avoid cascade failures by preventing downstream database and external API bottlenecks.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "Scaling Paradigms"]','["[ENTERPRISE-STABLE]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.rebelscrum.site/post/characteristics-of-a-great-product-owner','rebelscrum.site: Characteristics of a Great Product Owner','','2021',3,'Examines the critical competencies required for high-performing Product Owners in modern software delivery teams. Highlights domain knowledge, structured communication, decisiveness, and the capacity to align development roadmaps with customer feedback cycles to minimize architectural rework and maximize deployment velocity.','en','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Engineering Leadership", "Project Management", "Agile Methodologies"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.red-gate.com/blog/automated-production-deployments-are-not-the-key-to-devops-performance','red-gate.com: Automated Production Deployments are Not the Key to DevOps Performance','','2020',1,'Argues that continuous build validation is incomplete if database schema deployments remain a manual task. Outlines database migrations integrated directly inside deployment stages.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Database Delivery"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.red-gate.com/products/flyway/community',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.red-gate.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'review_required','manual','473b5e3cf0ef710d37518edcdc61317645a5a7cedde020cdaa3fec96b2568bc4',84.0,1779130494,0,'2026-05-18T20:54:54.928716+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/liquibase.md"]','["liquibase.md"]','{}','{"review_metadata": {"original_url": "https://www.red-gate.com/products/flyway/community", "proposed_url": "NONE", "reason": "High-Value Protection: generic_redirect_loss", "timestamp": "2026-05-18T10:49:08.672535"}}');
 INSERT INTO "resources" VALUES('https://www.red-gate.com/simple-talk/databases/sql-server/performance-sql-server/designing-highly-scalable-database-architectures','red-gate.com: Designing Highly Scalable Database Architectures','','2021',0,'Covers key patterns for designing and hosting highly-scalable SQL Server database environments. Analyzes indexing optimizations, physical partitioning schemes, scaling strategies, and microservice persistence models.','English','Technical Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Database Architecture", "High Availability", "Scalability"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','2016',0,'Examines legacy JavaScript loading tactics under HTTP/1.1 (bundling, file concat) versus modern multiplexed HTTP/2 streams. Provides performance data regarding latency changes.','JavaScript','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "HTTP Optimization", "Browser Performance"]','["[LEGACY]"]','[]','["networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redbooks.ibm.com/abstracts/redp5565.html','redbooks.ibm.com: IBM Storage for Red Hat OpenShift. IBM block storage & IBM Spectrum Scale','','2020',0,'This comprehensive Redbook outlines deployment architecture guidelines for IBM Block Storage and IBM Spectrum Scale CSI drivers within OpenShift environments. It details technical patterns for high-performance file sharing, security isolation, multi-zone availability, and persistent volume provisioning needed for enterprise-grade workloads.','None','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "Cloud-Native Storage", "IBM Spectrum Scale Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "ibm_cloud.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_development','reddit.com: Promotion Driven Development','','N/A',0,'A curated technical resource and architectural guide covering reddit.com: Promotion Driven Development in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1.78173624476941394e+09,0,'2026-06-18T00:44:04.769414+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/about.md", "docs/project-management-methodology.md"]','["about.md", "project-management-methodology.md"]','{}','{"duplicate_of": "https://www.nichesoftware.co.nz/2021/05/29/promotion-driven-development.html"}');
-INSERT INTO "resources" VALUES('https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support','reddit.com: PowerShell Core yaml support?','','N/A',0,'A curated technical resource and architectural guide covering reddit.com: PowerShell Core yaml support? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173587922004508e+09,0,'2026-06-18T00:37:59.220045+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.reddit.com/r/Python','reddit.com/r/python','','N/A',0,'A curated technical resource and architectural guide covering reddit.com/r/python in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78173610145739603e+09,0,'2026-06-18T00:41:41.457396+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/newsfeeds.md"]','["newsfeeds.md"]','{}','{}');
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@@ -17255,14 +17255,14 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/a-guide-to-secret
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/advanced-network-customizations-for-openshift-install','blog.openshift.com: Advanced Network customizations for OpenShift Install','','2021',0,'A deep-dive engineering blueprint outlining custom network CIDR sizing, MTU size tuning, and DNS overrides during OpenShift core installations. Essential for platform architects designing multi-tenant clusters within stringent corporate networks.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Platform Engineering", "Installation"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/announcing-openshift-gitops','openshift.com: Announcing OpenShift GitOps','','2021',0,'Announces OpenShift GitOps, embedding Red Hat-supported ArgoCD operators directly into the OpenShift console. Facilitates native fleet management by letting operators synchronize application configurations natively across cluster topologies.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4fef4e47d2bf70c7202e2a3b1e986631346e26fd2183596c8cfd5665c9152b3c',100.0,1779130494,1,'2026-05-18T20:54:54.970802+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-ad-hoc-commands','redhat.com: Deep dive into Ansible ad hoc commands','','2021',0,'A deep-dive review of Ansible''s ad hoc execution framework. Details parameter tuning, custom module invocation, inline parameter strings, and executing operations in parallel across large inventories.','Shell','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "CLI Operations"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-and-openshift-connecting-for-success','openshift.com: Ansible and OpenShift: Connecting for Success 🌟','','2020',0,'Focuses on Red Hat''s strategy for scaling hybrid deployments through OpenShift and Ansible integrations. It discusses using Ansible to handle Day-2 cluster operations, such as external storage provisioning and network switch configurations. Essential for hybrid enterprise architectures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Kubernetes Management", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-create-users-csv','redhat.com: 4 steps to create Linux users from a csv file with Ansible','','2021',0,'Shows how to automate user onboarding by reading CSV files inside Ansible playbooks. Details loop patterns, CSV parser integration, group creation, dynamic username validation, and secure password hashing algorithms.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "System Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-dynamic-inventories','redhat.com: How to create dynamic inventory files in Ansible','','2021',0,'Addresses scaling issues in dynamic cloud networks. Introduces automated discovery strategies using dynamic inventories, eliminating hardcoded target assets via API integration across clouds.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Inventory Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-dynamic-inventory-python','redhat.com: How to write a Python script to create dynamic Ansible inventories','','2021',0,'Technical tutorial showing how to write custom dynamic inventory parsers in Python. Explains API data queries, caching requirements, and generating the standard JSON output format expected by the Ansible runner.','Python','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Inventory Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-lists-dictionaries-yaml','redhat.com/sysadmin/ansible-lists-dictionaries-yaml: How to work with lists and dictionaries in Ansible 🌟','','2022',0,'Technical deep dive demonstrating the manipulation of complex YAML lists and dictionaries in Ansible. Explores mapping, filtering, and joining complex host matrices with native Jinja2 structures.','English','blog_post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Data Structures"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4a9008d967c387a279b68f6d1915bab7727f12904505b68d4ce718ef2732f4d5',100.0,1.77913049496709799e+09,1,'2026-05-18T20:54:54.967098+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4a9008d967c387a279b68f6d1915bab7727f12904505b68d4ce718ef2732f4d5',100.0,1779130494,1,'2026-05-18T20:54:54.967098+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-plugin-inventory-files','redhat.com: How to write an Ansible plugin to create inventory files','','2021',0,'Explains how to develop optimized Ansible inventory plugins in Python. Details how native inventory plugins outperform legacy inventory scripts by integrating natively with caching classes and validating settings.','Python','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Inventory Management"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-quick-start','redhat.com: Quick start guide to Ansible for Linux sysadmins 🌟','','2021',0,'An operations-oriented quickstart reference designed for immediate onboarding. Details secure SSH key exchange setups, target fleet inventory definition files, and foundational playbook composition methodologies to implement standardized configurations across Linux distributions.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Quickstart"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-system-role','redhat.com: A brief introduction to Ansible roles for Linux system administration 🌟','','2021',0,'An exploration of Red Hat''s system-roles design pattern, standardizing administrative tasks across Red Hat Enterprise Linux (RHEL). These structured roles provide pre-packaged, robust modules for managing SELinux, firewalls, and storage.','YAML','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Linux Administration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -17274,33 +17274,33 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/apis-soap-rest-gr
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/application-management-in-kubernetes-environments-with-helm-charts-and-kubernetes-operators','cloud.redhat.com: Application Management in Kubernetes Environments with Helm Charts and Kubernetes Operators','','2020',0,'Contrasts and complements application packaging methods with Helm Charts versus the Kubernetes Operator Framework. Illustrates how developers choose Helm for simpler, template-based deployments and Operators for complex, stateful operations.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Operators", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/applications-here-applications-there-part-3-application-migration','openshift.com: Applications Here, Applications There! - Part 3 - Application Migration','','2021',0,'Investigates strategies for migrating active application states and resource structures between hybrid and multi-cloud OpenShift clusters without losing critical metadata or transaction continuity.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Enterprise Modernization", "Multi-Cluster Strategy"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/architecture-decision-records','redhat.com: Why you should be using architecture decision records to document your project','','2021',0,'Outlines the foundational value of Architecture Decision Records (ADRs). Demonstrates how recording the context, options, and rationale behind architectural changes prevents information decay and guides onboarding processes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Methodology", "Documentation", "Governance"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','89bd691375bf8c5ac557e2d12018b8bc6036ec2fd6b1361545829e37299c2e12',100.0,1.77913049497145605e+09,1,'2026-05-18T20:54:54.971456+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bea98be8b11d57faca6b52e8fe9ded9800c15345749e7fd658acf4ec4f183f6f',100.0,1.77913049496810197e+09,1,'2026-05-18T20:54:54.968102+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-1',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','89bd691375bf8c5ac557e2d12018b8bc6036ec2fd6b1361545829e37299c2e12',100.0,1779130494,1,'2026-05-18T20:54:54.971456+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-day-2-operations-part-2',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','bea98be8b11d57faca6b52e8fe9ded9800c15345749e7fd658acf4ec4f183f6f',100.0,1779130494,1,'2026-05-18T20:54:54.968102+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-reboot-ansible','redhat.com: How to automate system reboots using the Ansible reboot module','','2021',0,'Technical deep dive on the ''ansible.builtin.reboot'' module, detailing configuration parameters for safe kernel patching or driver upgrades. Explains the orchestration mechanics of initiating reboots, handling control channel disconnects, and validating post-reboot target accessibility.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "System Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno','cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟','','2021',0,'Illustrates automated security practice implementation inside OpenShift clusters utilizing Kyverno. Explores Kyverno''s YAML-native approach, highlighting how platform engineers write policies using standard Kubernetes resource models without learning new programming languages.','YAML','Article','Intermediate',0,'online','manual','749b437121b3977c12ac540d4366f3cb1a58a93f896a7e0bfb33df00c3a45e09',100.0,1.779130494958956e+09,1,'2026-05-18T20:54:54.958956+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automate-your-security-practices-and-policies-on-openshift-with-kyverno','cloud.redhat.com: Automate Your Security Practices and Policies on OpenShift With Kyverno 🌟','','2021',0,'Illustrates automated security practice implementation inside OpenShift clusters utilizing Kyverno. Explores Kyverno''s YAML-native approach, highlighting how platform engineers write policies using standard Kubernetes resource models without learning new programming languages.','YAML','Article','Intermediate',0,'online','manual','749b437121b3977c12ac540d4366f3cb1a58a93f896a7e0bfb33df00c3a45e09',100.0,1779130494,1,'2026-05-18T20:54:54.958956+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Kyverno"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','d395bb52b1252a079444326d64af97a773730272d073bebfa47b0f6209c44b53',100.0,1779130495,1,'2026-05-18T20:54:55.003242+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-architects',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a5758f5648c10373327bc8d6df347246c73cf404c027562a5363ca2444726bef',100.0,1.77913049499831295e+09,1,'2026-05-18T20:54:54.998313+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-architects',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a5758f5648c10373327bc8d6df347246c73cf404c027562a5363ca2444726bef',100.0,1779130494,1,'2026-05-18T20:54:54.998313+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automation-first-mentality','redhat.com: 5 ways for teams to create an automation-first mentality','','2021',0,'Examines strategic methods to cultivate an automation-first culture within platform and infrastructure organizations. Details how automating recurring tasks and standardizing configurations directly impacts delivery reliability, architectural scaling, and security compliance.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Engineering Culture"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/aws-and-red-hat-quickstart-workshop','blog.openshift.com: AWS and red hat quickstart workshop','','2018',0,'Historical workshop manual detailing early CloudFormation blueprints for hosting OpenShift instances on AWS. Replaced entirely by contemporary ROSA (Red Hat OpenShift Service on AWS) implementations.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Providers", "AWS", "Workshops"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/based-validated-network-content?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','061e2aadd4af4c6a6ce6a85935af948428e6d0b9a4f26f8c753e8ad530c0b2fe',100.0,1.7791304950202949e+09,1,'2026-05-18T20:54:55.020295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/based-validated-network-content?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','061e2aadd4af4c6a6ce6a85935af948428e6d0b9a4f26f8c753e8ad530c0b2fe',100.0,1779130495,1,'2026-05-18T20:54:55.020295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/be-careful-when-pulling-images-short-name','redhat.com: Be careful when pulling images by short name','','2020',0,'A critical security advisory highlighting the risks of short-name image pulling. It describes spoofing and poisoning vectors, explaining how to force container engines to use fully-qualified domain names (FQDN) to guarantee image provenance and registry safety.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Image Construction", "Security Practice"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/build-VM-fast-ansible','redhat.com: Build a lab in 36 seconds with Ansible','','2021',0,'Highlights the extreme velocity benefits of programmatic infrastructure by spinning up a full VM-based training lab environment inside of 36 seconds using Ansible automation. (Live Grounding: Shows how standardized playbooks reduce system bootstrap overhead to near zero).','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/build-kubernetes-operators-from-helm-charts-in-5-steps',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','dd0a9f3345befce514c305d9cc0149cd7ef0c44678aa2546857d06a7a24e7d0b',100.0,1779130495,1,'2026-05-18T20:54:55.005446+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/build-your-kubernetes-operator-with-the-right-tool','openshift.com: Build Your Kubernetes Operator With the Right Tool 🌟','','2021',0,'A comparative guide highlighting the tradeoffs between different operator developer tools like Helm, Ansible, and Go. It establishes a maturity model to help teams choose tools based on their application''s lifecycle complexity. Essential reference for migration strategies from simple manifest templates to active state-reconciliation loops.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Extension", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-operators-controllers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/building-declarative-pipelines-openshift-dsl-plugin','Building Declarative Pipelines with OpenShift DSL Plugin 🌟🌟','','2018',0,'Provides a comprehensive overview of building declarative CI/CD routines utilizing the OpenShift DSL Plugin. Enables developers to construct clean pipeline workflows with native OpenShift resource operations directly inside Jenkins files.','Groovy','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Jenkins Pipelines"]','["[GUIDE]", "[LEGACY]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/building-openshift-pipelines-with-gitlab','openshift.com: Building GitLab Pipelines on OpenShift','','2021',0,'Details configuring GitLab CI runners inside an OpenShift environment to native execution. Addresses cluster authentication, caching mechanisms, and security contexts when executing pipeline scripts inside restricted Pod environments.','YAML','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "GitLab Integration"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure','OpenShift blog 🌟','','2026',4,'Official blog sharing product updates, strategies, and engineering insights on hybrid cloud infrastructures. It details native integrations, security baselines, and virtualization upgrades. Essential reading for platform architects designing multi-cluster, multi-cloud enterprise footprints in 2026.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "Hybrid Cloud"]','["[ENTERPRISE-STABLE]"]','[]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/accessing-external-services-using-egress-router',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1.77913049502683591e+09,0,'2026-05-18T20:54:55.026836+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1.77913049497185492e+09,0,'2026-05-18T20:54:54.971855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/accessing-external-services-using-egress-router',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual',NULL,64.0,1779130495,0,'2026-05-18T20:54:55.026836+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/hybrid-cloud-infrastructure/networkpolicies-and-microsegmentation',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.971855+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/open-source-communities','ansible.com: Announcing the Community Ansible 3.0.0 Package 🌟','','2021',0,'Details the structural transition introduced in Ansible 3.0.0. Focuses on the architectural split that separated ''ansible-core'' engine components from ''collections'' packages, resolving dependency bottlenecks and streamlining modern community module delivery.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Releases"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md", "chatgpt.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/chaos-engineering-with-litmuschaos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','4e99fbd5182b466ad4715d232c8b533d2fe09deeeb66b015a50e9f32365c9385',100.0,1.77913049496871399e+09,1,'2026-05-18T20:54:54.968714+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/chaos-engineering-with-litmuschaos',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','4e99fbd5182b466ad4715d232c8b533d2fe09deeeb66b015a50e9f32365c9385',100.0,1779130494,1,'2026-05-18T20:54:54.968714+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/check-out-our-new-look','cloud.redhat.com: Changes coming for OpenShift.com and Cloud.Redhat.com','','2021',3,'Details operational adjustments regarding the consolidation of Red Hat''s container and cloud portals, unifying legacy console properties under the streamlined Red Hat Hybrid Cloud Console dashboard.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Ecosystem", "Administrative Systems"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/cloud-devops-with-openshift-and-jfrog','openshift.com: Cloud DevOps With OpenShift and JFrog','','2020',0,'This integration study outlines the cooperative benefits of leveraging Red Hat OpenShift alongside JFrog Artifactory to drive secure, enterprise-grade cloud-native development. It covers automated build triggers, container compliance, and continuous deployment workflows. It showcases how combining these enterprise tools streamlines DevOps practices at scale.','N/A','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline", "OpenShift & JFrog", "DevOps Integrations"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/cloud-native-business-automation-kogito','redhat.com: Cloud-native business automation with Kogito','','2021',0,'Introduces Kogito, a cloud-native business automation engine built on Drools and jBPM. It is designed to run business rules as lightweight, containerized microservices. In 2026, Kogito is widely used to bring complex decision-making processes into serverless workflows on Quarkus.','Java','Blog','Advanced',1,'online','manual','5745425287ff9c13704b5c3138b5d614a6bcf7f5ad21674dcfba82627d3e8d26',100.0,1.7790296286936109e+09,1,'2026-05-17T16:53:48.693611+02:00',NULL,NULL,NULL,'["Modern Java", "Automation", "Business Rules"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/cloud-native-business-automation-kogito','redhat.com: Cloud-native business automation with Kogito','','2021',0,'Introduces Kogito, a cloud-native business automation engine built on Drools and jBPM. It is designed to run business rules as lightweight, containerized microservices. In 2026, Kogito is widely used to bring complex decision-making processes into serverless workflows on Quarkus.','Java','Blog','Advanced',1,'online','manual','5745425287ff9c13704b5c3138b5d614a6bcf7f5ad21674dcfba82627d3e8d26',100.0,1779029628,1,'2026-05-17T16:53:48.693611+02:00',NULL,NULL,NULL,'["Modern Java", "Automation", "Business Rules"]','["[COMMUNITY-TOOL]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/cloud-native-ci-cd-with-openshift-pipelines','openshift.com: Cloud-Native CI/CD with OpenShift Pipelines based on Tekton','','2020',0,'Introduces OpenShift Pipelines as the modern serverless, cloud-native standard built on the Tekton project. Explains how Tekton''s CRD-first strategy delivers secure, isolated build containers without a centralized daemon or controller bottlenecks.','Yaml','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','["tekton.md", "openshift-pipelines.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/compose-kubernetes-podman','redhat.com: From Docker Compose to Kubernetes with Podman','','2021',0,'This guide covers the migration workflow from local Docker Compose files to production-ready Kubernetes manifests using Podman''s native capability `podman generate kube`. This mechanism allows engineering teams to export local container configurations directly into standardized Kubernetes Pod specifications, accelerating the orchestration of modern microservices.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Kubernetes Integration", "Manifest Translation"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/configure-gmail-using-ansible','redhat.com: How to use Ansible to send an email using Gmail','','2021',0,'Demonstrates programmatic notification workflows by configuring Ansible to route runtime alerts through Gmail SMTP relays. Explains secure credential injection, target port bindings, and task logic triggers during deployment failure modes.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Notification"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
@@ -17313,17 +17313,17 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/create-containers
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/creating-custom-rules-for-ansible-lint','ansible.com: Creating Custom Rules for Ansible Lint','','2023',0,'In-depth tutorial explaining the creation of custom rules for `ansible-lint` using Python. Essential for platform engineering groups enforcing code quality standards, security compliance, and organizational guardrails across repositories.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible Quality Assurance", "Static Analysis"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/curl-hack-httpie','redhat.com: Save time at the command line with HTTPie instead of curl','','2026',4,'Evaluation of httpie as a modern, user-friendly alternative to curl with native JSON formatting and colorization. Highlights its syntax ergonomics which streamline development and API testing workflows in microservice backends.','English','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Data Transfer Protocols", "Command Line Utilities"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/customize-vm-cloud-images-guestfish','redhat.com: How to customize VM and cloud images with guestfish','','2022',0,'Explains how to integrate `guestfish` pipelines into cloud image provisioning scripts. Details the automated modification of network configurations, credential injection, and software installations within raw VM images.','Bash','Virtualization Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Virtualization", "Disk Utilities"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/customizing-virtual-machine-templates-in-openshift-1',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6677f748ddca34ba89462cd1cd2289500cdeb697f44c698ff04ada0a8d8e7483',100.0,1.77913049498625111e+09,1,'2026-05-18T20:54:54.986251+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/customizing-virtual-machine-templates-in-openshift-1',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6677f748ddca34ba89462cd1cd2289500cdeb697f44c698ff04ada0a8d8e7483',100.0,1779130494,1,'2026-05-18T20:54:54.986251+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/data-text-files','redhat.com: Bash scripting: How to read data from text files','','2022',0,'Guides developers on parsing files safely within bash loops. Emphasizes the use of the Internal Field Separator (IFS) and the `read -r` command to prevent inadvertent character modifications and backslash evaluations.','Bash','Developer Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Automation", "Bash Scripting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/datacenter-edge-open-hybrid-cloud-vision-red-hat-ansible-automation-platform-2','redhat.com: From the datacenter to the edge: The open hybrid cloud vision for Red Hat Ansible Automation Platform 2','','2021',0,'Analyzes the shift to distributed execution plane models in AAP 2. Replaces monolithic scheduler architecture with portable, lightweight execution environments optimized for edge sites.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Enterprise Platform", "Architecture"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/debugging-java-applications-on-openshift-kubernetes','Debugging Java Applications On OpenShift and Kubernetes','','2020',0,'Investigates techniques for profiling and debugging remote Java applications running on Kubernetes pods. Walks through port-forwarding JDWP connections and using CLI profiling utilities.','Java','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Application Monitoring", "Java Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/demystifying-ansible-sysadmins','redhat.com: Demystifying Ansible for Linux sysadmins 🌟','','2021',0,'Demystifies Ansible automation mechanics specifically tailored to system administration architectures. The guide explores the core agentless architecture, declarative state models, SSH control path transport, and how standard shell operations mapping to modules can prevent configuration drift on production fleets.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Introduction"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/demystifying-multus','openshift.com: Demystifying Multus 🌟','','2019',0,'Demystifying Multus CNI, this analysis details how the meta-plugin enables multi-homing for Kubernetes pods. By orchestrating a primary CNI (like OVN-Kubernetes or Calico) along with secondary interfaces (like Macvlan, SRIOV, or host-device), Multus provides pods with isolated control and data planes. This architecture is vital for high-throughput telecom workloads (5G/NFV) and legacy applications requiring direct hardware access.','English','Deep Dive','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Container Network Interface", "Multus CNI"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploying-jenkins-on-openshift-part-1','blog.openshift.com: Deploying jenkins on openshift - part 1','','2019',0,'Enterprise guide illustrating structural configuration, route definition, and persistent storage bindings for deploying stable Jenkins masters inside OpenShift namespaces.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3088b18fd198e2e74e0b7f50aa956eeffeb847a30a64412980ca8af5fb1d9fdf',100.0,1.77913049494047594e+09,1,'2026-05-18T20:54:54.940476+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploying-openshift-4.4-to-vmware-vsphere-7',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3088b18fd198e2e74e0b7f50aa956eeffeb847a30a64412980ca8af5fb1d9fdf',100.0,1779130494,1,'2026-05-18T20:54:54.940476+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploying-openshift-applications-multiple-datacenters','blog.openshift.com: Deploying OpenShift Applications to Multiple Datacenters (with Jenkins)','','2019',0,'Advanced architectural walkthrough on utilizing Jenkins to orchestrate synchronized microservice deployments across federated, multi-datacenter OpenShift cluster topologies.','Groovy','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploying-to-openshift-using-github-actions','openshift.com: Deploying to OpenShift using GitHub Actions','','2021',0,'A step-by-step technical blueprint showing the integration of OpenShift API endpoints within automated GitHub pipelines. Highlights OAuth-based login processes, image registry configuration, and seamless rolling updates. Essential for maintaining secure hybrid-cloud application states.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Container Orchestration", "CI/CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/descheduler-ga-in-openshift-4.7',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3f86ea029b6ca6fde6aaf2f176b95d9276333234f2fb6a3ca1fb5033592ff77d',100.0,1779130494.95662,1,'2026-05-18T20:54:54.956620+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/descheduler-ga-in-openshift-4.7',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','3f86ea029b6ca6fde6aaf2f176b95d9276333234f2fb6a3ca1fb5033592ff77d',100.0,1779130494,1,'2026-05-18T20:54:54.956620+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/design-enterprise-architecture-diagrams','redhat.com: Design professional enterprise architecture diagrams with this open source tool (diagrams.net)','','2021',3,'An engineering guide showing how to design professional enterprise infrastructure diagrams using diagrams.net, explaining how to utilize layers and libraries to depict container dependencies.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Guide"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/developing-ansible-role','redhat.com: 8 steps to developing an Ansible role in Linux 🌟','','2021',0,'A strict blueprint outlining the 8-step process to package, version, and manage custom Ansible roles. Promotes standard practices using standard role directory layouts—defaults, tasks, vars, handlers, templates, and meta—ensuring clean distribution.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Modular Design"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/devsecops-enterprise-architecture','redhat.com: Getting DevSecOps to production and beyond','','2021',0,'An architecture guide on scaling secure DevSecOps practices across enterprise hybrid-cloud deployments. Examines how to align secure base image standards, policy enforcement tools, and continuous compliance dashboards across diverse developer groups.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Enterprise Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -17331,14 +17331,14 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/diagramming-tools
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/diagramming-tools-network-architecture','redhat.com: Try these 5 diagramming tools for network architecture','','2022',3,'A practical technical overview analyzing five outstanding diagramming utilities optimized to map network topology, complex VLAN structures, and overlay networks within distributed microservices environments.','N/A','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture & Design", "Visualization", "Evaluation"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/edit-text-bash-command','redhat.com: 2 Bash commands to change strings in multiple files at once','','2021',3,'This reference highlights core techniques using sed and awk to perform multi-file in-place string replacements. It walks through streaming substitutions and standard regex compliance. Live Grounding validates these commands as highly reliable utilities for configuration management tasks inside declarative deployments.','Bash','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "Text Processing"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/enabling-openshift-4-clusters-to-stop-and-resume-cluster-vms','Enabling OpenShift 4 Clusters to Stop and Resume Cluster VMs','','2020',4,'Outlines the procedural and architectural mechanics required to pause and resume OpenShift 4 clusters running on virtualized or cloud infrastructures. Details how to coordinate VM shutdowns while preventing split-brain scenarios and preserving etcd consensus state upon cluster wake-up.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "Cost Optimization"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/enterprise-kubernetes-with-openshift-part-one',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','6327dfab4ea8d6d02b4b859c594b814865539b9af58963c759b000b24023fc2f',100.0,1779130495,1,'2026-05-18T20:54:55.010996+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md", "docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/event-driven-architecture-essentials','redhat.com: Event-driven architecture: Understanding the essential benefits 🌟','','2021',0,'This Red Hat architectural summary documents the enterprise benefits of Event-Driven Architectures (EDA). It focuses on asynchronous communication, decoupling execution contexts, and enabling real-time analytics integrations.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Enterprise Integration", "Event-Driven Architecture"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/extra-variables-ansible-playbook','redhat.com: How to pass extra variables to an Ansible playbook','','2021',0,'Clarifies the mechanism of variable precedence in Ansible by focusing on "extra variables" passed via command-line arguments (`--extra-vars` or `-e`). This approach represents the highest level of precedence, enabling runtime dynamic overrides essential for CI/CD integrations.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','963383035903654492ff0abdb22d8f93758319d246f21e9fa92be93c3558cfce',100.0,1.77913049496590709e+09,1,'2026-05-18T20:54:54.965907+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','963383035903654492ff0abdb22d8f93758319d246f21e9fa92be93c3558cfce',100.0,1779130494,1,'2026-05-18T20:54:54.965907+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/faster-ansible-playbook-execution','redhat.com: 8 ways to speed up your Ansible playbooks','','2021',0,'Presents eight engineering recommendations to optimize Ansible playbook execution. Features execution strategies (free strategy), task-level profiling, asynchronous execution, facts caching, and tuned pipelining configurations.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Optimization"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/find-non-expiring-passwords','redhat.com: Audit user accounts for never-expiring passwords with a Bash script','','2021',3,'An operational guide focusing on security compliance pipelines by leveraging Bash to query and audit Linux system user stores. It highlights methods to trace non-expiring passwords and security holes. Live Grounding confirms its tactical value in legacy compliance auditing and quick infrastructure scans.','Bash','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Shell Scripting", "System Security"]','["[LEGACY]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent','blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟','','2020',0,'A deep-dive technical article by Red Hat showcasing fine-grained policy enforcement in OpenShift using Open Policy Agent. Details how to intercept Kubernetes API requests via admission controllers to block non-compliant resource deployments programmatically.','Rego','Article','Advanced',0,'online','manual','c4d922b39abc46343e07e22c22bca3476a4bbdc730db25becaa90abc3e29cae8',100.0,1.77913049497453188e+09,1,'2026-05-18T20:54:54.974532+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "OPA"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fine-grained-policy-enforcement-in-openshift-with-open-policy-agent','blog.openshift.com: Fine-Grained Policy Enforcement in OpenShift with Open Policy Agent 🌟','','2020',0,'A deep-dive technical article by Red Hat showcasing fine-grained policy enforcement in OpenShift using Open Policy Agent. Details how to intercept Kubernetes API requests via admission controllers to block non-compliant resource deployments programmatically.','Rego','Article','Advanced',0,'online','manual','c4d922b39abc46343e07e22c22bca3476a4bbdc730db25becaa90abc3e29cae8',100.0,1779130494,1,'2026-05-18T20:54:54.974532+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "OPA"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/five-network-commands','redhat.com: 5 Linux network troubleshooting commands 🌟','','2021',0,'Identifies the five critical networking commands that form the bedrock of modern Linux diagnostics. Contrasts modern iproute2 implementations like ''ip'' and ''ss'' against deprecated net-tools equivalents, providing a fast troubleshooting playbook for solving local network isolation issues.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Diagnostics", "Troubleshooting"]','["[LEGACY]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/from-code-to-production-with-gitops','openshift.com: From Code to Production with GitOps, Tekton and ArgoCD 🌟','','2020',0,'Introduces robust continuous delivery architectures utilizing Tekton for image construction and Argo CD for GitOps-based state syncs. Serves as the primary operational blueprint for enterprise microservice platforms in 2026.','Yaml','Architectural Pattern','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "GitOps", "Modern Pipelines"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','[]','["gitops.md", "ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/from-ops-to-sre-evolution-of-the-openshift-dedicated-team','openshift.com: From Ops to SRE - Evolution of the OpenShift Dedicated Team','','2021',0,'Analyses the operational and structural evolution of Red Hat''s OpenShift Dedicated SRE team. Documents the shift from classic system administration to an automation-first SRE model to govern fleet-scale, multi-tenant Kubernetes platforms at high availability.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Managed Kubernetes", "Site Reliability Engineering"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
@@ -17358,18 +17358,18 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/gitops-secret-man
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management','openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management','','2020',0,'Outlines unified continuous delivery architecture matching OpenShift Pipelines (Tekton) with Advanced Cluster Management (ACM). Explains how to integrate CI workflows with multi-cluster governance rules.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Cluster Deployments"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/gitops-using-red-hat-openshift-pipelines-tekton-and-red-hat-advanced-cluster-management-to-deploy-on-multiple-clusters','openshift.com: GitOps Using Red Hat OpenShift Pipelines (Tekton) and Red Hat Advanced Cluster Management to Deploy on Multiple Clusters 🌟','','2020',0,'Comprehensive architectural guide for deploying multi-cluster applications using OpenShift Pipelines (Tekton) and Advanced Cluster Management (ACM). Provides deep configuration plans to coordinate releases across hybrid environments.','Yaml','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Multi-Cluster Deployments"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/global-load-balancer-approaches','cloud.redhat.com: Global Load Balancer Approaches 🌟','','2021',4,'Highlights architectural approaches to implement Global Server Load Balancing (GSLB) models across heterogeneous multi-cloud or hybrid clusters. Covers DNS-based and Anycast solutions to facilitate high-availability failover paths.','English','Whitepaper','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Load Balancing", "Global GSLB"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','06901f5e5fb9a8c3190d75234880fd5139fad691a113442cb742376554cf8c01',100.0,1.7791304949517529e+09,1,'2026-05-18T20:54:54.951753+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/global-load-balancer-for-openshift-clusters-an-operator-based-approach',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','06901f5e5fb9a8c3190d75234880fd5139fad691a113442cb742376554cf8c01',100.0,1779130494,1,'2026-05-18T20:54:54.951753+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/guide-to-installing-an-okd-4-4-cluster-on-your-home-lab','blog.openshift.com: Guide to Installing an OKD 4.4 Cluster on your Home Lab','','2020',0,'An extensive blog series instructing network engineers and developers on setting up a bare-metal OKD 4.4 cluster inside a personal home lab. It covers essential infrastructure prep, including configuring DHCP, DNS forwarding, PXE booting, HAProxy for load balancing, and deploying the bootstrap control VM.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Lab Setup"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/guide-to-openshift-pipelines-part-1-introducing-openshift-pipelines','openshift.com: Guide to OpenShift Pipelines Part 1 - Introducing OpenShift Pipelines','','2020',0,'An introductory deep-dive on OpenShift Pipelines. Explains how Tekton native Custom Resource Definitions (CRDs) abstract execution steps directly into the Kubernetes engine, removing the need for external tooling engines.','N/A','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173611266681909e+09,0,'2026-06-18T00:41:52.666819+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-full-is-my-cluster-part-5-a-capacity-management-dashboard',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736112,0,'2026-06-18T00:41:52.666819+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-gather-and-display-metrics-red-hat-openshift','redhat.com: **How to gather and display metrics in Red Hat OpenShift** (Prometheus + Grafana)','','2022',0,'Step-by-step guide for monitoring system resource utilization using Red Hat OpenShift’s native, built-in Prometheus and Grafana instances. Curator Insight: Platform-specific metrics guide. Live Grounding: Highly critical reference for system engineers configuring monitoring parameters within OpenShift clusters.','English','Blog Post','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Orchestration", "OpenShift", "Observability", "Prometheus", "Grafana"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-build-a-disconnected-openshift-cluster-with-mirror-registries-on-rhel-coreos-using-podman-and-systemd','cloud.redhat.com: How to Build a Disconnected OpenShift Cluster With Mirror Registries on RHEL CoreOS Using Podman and Systemd','','2021',4,'A technical guide to building disconnected, air-gapped OpenShift topologies. Focuses on configuring local mirror registries on RHEL CoreOS using Podman and systemd to deliver base images without public internet access.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "Air-Gapped Environments"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','29066bcde2ca79161ca546b9ad14ee329c2bf63f9f8d1d7164f136df062d97e9',100.0,1779130494.92896,1,'2026-05-18T20:54:54.928960+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-enable-static-egress-ip-in-ocp',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','29066bcde2ca79161ca546b9ad14ee329c2bf63f9f8d1d7164f136df062d97e9',100.0,1779130494,1,'2026-05-18T20:54:54.928960+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2','openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus - Part 2','','2022',0,'Part 2 of the Zabbix integration guide, configuring Zabbix to extract real-time Prometheus alert states and raw metrics endpoints inside the OpenShift cluster, leveraging the cluster-monitoring operator APIs.','en','Technical Guide','Advanced',0,'online','manual','c4c53ea401b26a1dcdf38dc212f18440a3d68f6bb51e46753435b1d7bf028032',100.0,1.77913049496028804e+09,0,'2026-05-18T20:54:54.960288+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Zabbix & Prometheus"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-monitoring-openshift-4.x-with-zabbix-using-prometheus-part-2','openshift.com: How to Monitor Openshift 4.x with Zabbix using Prometheus - Part 2','','2022',0,'Part 2 of the Zabbix integration guide, configuring Zabbix to extract real-time Prometheus alert states and raw metrics endpoints inside the OpenShift cluster, leveraging the cluster-monitoring operator APIs.','en','Technical Guide','Advanced',0,'online','manual','c4c53ea401b26a1dcdf38dc212f18440a3d68f6bb51e46753435b1d7bf028032',100.0,1779130494,0,'2026-05-18T20:54:54.960288+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Zabbix & Prometheus"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-observe-your-clusters-with-red-hat-advanced-cluster-management-customize-the-grafana-dashboard','cloud.redhat.com: How to Observe your Clusters with Red Hat Advanced Cluster Management - Customize the Grafana Dashboard','','2021',0,'Guides readers in customizing Multi-Cluster Grafana Dashboards under ACM. Centralizes metric aggregation pipelines and tailors performance panels across heterogeneous cluster landscapes.','JSON','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability & Service Mesh", "Grafana & ACM"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-offer-service-running-on-openshift-on-aws-to-other-aws-vpcs-privately','openshift.com: How to Offer Service Running on OpenShift on AWS to Other AWS VPCs, Privately 🌟','','2021',4,'Technical blueprint detailing how to expose application endpoints hosted on ROSA (Red Hat OpenShift on AWS) to external AWS VPCs utilizing AWS PrivateLink. Prevents traffic exposure to the public internet by configuring Network Load Balancers (NLBs).','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Network Engineering", "Cloud Provider Integration"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-orchestrate-data-pipelines-with-applications-deployed-on-openshift','openshift.com: How to Orchestrate Data Pipelines with Applications Deployed on OpenShift','','2021',0,'This guide reviews techniques for deploying and orchestrating resilient data pipelines within Red Hat OpenShift. It outlines utilizing Kubernetes-native orchestration patterns and operators to manage high-throughput ETL/ELT tasks alongside standard microservice applications.','N/A','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Pipelines", "OpenShift"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
@@ -17378,15 +17378,15 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-to-use-hashic
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/hybrid-cloud-management-tools','redhat.com: 5 essential tools for managing hybrid cloud infrastructure','','2022',0,'Identifies key categories and frameworks necessary for coordinating multi-cluster and hybrid environments. Emphasizes unified control planes, configuration management tools like Ansible, orchestration tools, and automated security scanning to maintain posture consistency.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Hybrid Cloud", "Management Tools"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linuxone','IBM and Red Hat bring OpenShift to IBM Z and LinuxONE','','2020',0,'This collaboration expands the Red Hat OpenShift Container Platform to IBM Z and LinuxONE s390x architectures. It bridges heritage mainframe reliability with modern container orchestration, enabling low-latency integration with transactional data and secure execution via IBM''s Secure Service Container technology.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "Enterprise Mainframe", "OpenShift on IBM Z"]','["[COMMUNITY-TOOL]"]','[]','["ibm_cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/illustrated-guide-gitops','redhat.com: An illustrated guide to GitOps','','2021',0,'Offers a highly visual explanation of GitOps core loops (Git -> CI -> Container Registry -> CD Operator -> Cluster). Simplifies complex state synchronization mechanics for developers new to cloud-native delivery pipelines.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "Visual Guides"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4f0bcabfb652d818008f17fbe9587849d17192c1c0c1f32702e526bae1affe5b',100.0,1.77913049496667695e+09,1,'2026-05-18T20:54:54.966677+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/improved-tooling-and-best-practices-to-help-you-migrate-to-openshift-4',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','4f0bcabfb652d818008f17fbe9587849d17192c1c0c1f32702e526bae1affe5b',100.0,1779130494,1,'2026-05-18T20:54:54.966677+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/improving-jenkins-performance-on-openshift-part-2','blog.openshift.com: Improving jenkins performance on openshift - part 2','','2019',0,'Architectural performance tuning guide for running large-scale Jenkins deployments on OpenShift. Addresses JVM optimization, garbage collection configuration, build concurrency limit management, and persistent storage class optimizations.','Java','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & DevOps", "Enterprise Jenkins", "OpenShift Integration"]','["[COMMUNITY-TOOL]"]','[]','["openshift-pipelines.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/install-ansible-way','redhat.com: Add a repo and install a package the Ansible way','','2021',0,'Examines platform-agnostic package provisioning in enterprise environments. Illustrates standard configurations using generic package modules, repository definitions, GPG key ingestion, and target package state auditing across Red Hat and Debian host targets.','YAML','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Package Management"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/installing-ocp-in-a-mainframe-z-series','Installing OCP in a Mainframe z-series','','2021',0,'A highly technical installation playbook detailing step-by-step procedures to bootstrap OpenShift Container Platform on physical IBM z-series hardware. The document covers hypervisor setup, configuration of IBM z/VM or KVM on s390x, ignition file delivery, and DNS resolution strategies specific to high-availability mainframe deployments.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Integration", "Enterprise Mainframe", "Bare Metal Installation"]','["[COMMUNITY-TOOL]"]','[]','["ibm_cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/installing-okd-3-10-on-a-single-host','blog.openshift.com: Installing OKD 3.10 on a Single Host 🌟','','2018',2,'Archival tutorial explaining the setup of OKD version 3.10 on a single server. Because modern OKD 4 uses Fedora CoreOS (FCOS) and Operator-based installers, the manual playbooks and Docker engine guidelines described in this post are deprecated and of historical interest only.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[LEGACY]"]','[]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift','openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟','','2021',3,'Red Hat''s official announcement and architectural breakdown of kube-burner. It covers how the tool enables platform engineers to benchmark OpenShift and standard Kubernetes cluster limits by automating mass resource creation and metric collection.','Markdown','Technical Blog','Medium',0,'online','manual','db06a693720910366d4974cbe2f3e01739620a99dcd7fb6c075668e9f827a49a',100.0,1.77913049495041704e+09,1,'2026-05-18T20:54:54.950417+02:00',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Stress Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-nginx-and-nginx-plus-routers-for-openshift',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','79126b3d65504d4003f2efd8e441b66f329d31d5eb886f342dab1c6c5a80a329',100.0,1.77913049497655105e+09,1,'2026-05-18T20:54:54.976551+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-kube-burner-a-tool-to-burn-down-kubernetes-and-openshift','openshift: Introducing kube-burner, A tool to Burn Down Kubernetes and OpenShift 🌟','','2021',3,'Red Hat''s official announcement and architectural breakdown of kube-burner. It covers how the tool enables platform engineers to benchmark OpenShift and standard Kubernetes cluster limits by automating mass resource creation and metric collection.','Markdown','Technical Blog','Medium',0,'online','manual','db06a693720910366d4974cbe2f3e01739620a99dcd7fb6c075668e9f827a49a',100.0,1779130494,1,'2026-05-18T20:54:54.950417+02:00',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Stress Testing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-nginx-and-nginx-plus-routers-for-openshift',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','79126b3d65504d4003f2efd8e441b66f329d31d5eb886f342dab1c6c5a80a329',100.0,1779130494,1,'2026-05-18T20:54:54.976551+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-openshift-service-mesh-2.0','openshift.com: Introducing OpenShift Service Mesh 2.0 🌟','','2020',4,'Red Hat''s announcement detailing OpenShift Service Mesh 2.0, which tightly integrates Istio, Envoy, Jaeger, and Kiali. The package delivers a preconfigured, enterprise-supported service mesh fabric built to scale multi-tenant microservice workloads within OpenShift environments.','English','Enterprise Product','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Service Mesh", "Red Hat Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-operator-framework-building-apps-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','138534bbdb86504d29b6148d1b402a989d9db450b779b02309c5df3a466d4bbc',100.0,1.77903109430674409e+09,1,'2026-05-17T17:18:14.306744+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-operator-framework-building-apps-kubernetes',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','138534bbdb86504d29b6148d1b402a989d9db450b779b02309c5df3a466d4bbc',100.0,1779031094,1,'2026-05-17T17:18:14.306744+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-red-hat-openshift-4','blog.openshift.com: Introducing Red Hat OpenShift 4','','2019',0,'Unveils Red Hat OpenShift 4, highlighting its transition to self-managing, automated cloud-native infrastructure powered by CoreOS. Establishes how Operators control the deployment, patching, and scaling of Kubernetes clusters.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "OpenShift", "Platform Release"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-red-hat-openshift-4-3-to-enhance-kubernetes-security','blog.openshift.com: Introducing Red Hat OpenShift 4.3 to Enhance Kubernetes Security 🌟','','2020',0,'This analysis details OpenShift 4.3''s enhanced security features. It reviews the integration of automated certificate rotation, enhanced cryptography with FIPS 140-2 compliance, encryption-at-rest for etcd key-value stores, and advanced ingress security configurations. These features form the baseline of modern OpenShift multi-tenant security architecture.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Hardening", "Cluster Security"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-red-hat-openshift-data-science','redhat.com: Introducing Red Hat OpenShift Data Science','','2021',4,'Technical introduction of Red Hat OpenShift Data Science (RHODS), a managed hybrid-cloud service leveraging OpenShift Kubernetes. Details out-of-the-box configurations for JupyterHub, PyTorch, TensorFlow, and partner tools like Starburst or Anaconda to simplify operational enterprise scaling.','None','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platforms", "OpenShift", "Enterprise Platforms"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}');
@@ -17409,7 +17409,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-basics
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-cluster-laptop','redhat.com: How to run a Kubernetes cluster on your laptop 🌟','','2020',0,'An analytical guide reviewing options for running Kubernetes clusters locally on laptops. The resource compares Kind, Minikube, and CodeReady Containers (OpenShift Local) based on system overhead, target APIs, developer workflows, and system constraints.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Local Development", "Kubernetes Local"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-components','redhat.com: Kubernetes Components - A sysadmin''s guide to basic Kubernetes components 🌟','','2021',4,'Provides Linux administrators with a clear conceptual mapping of how Kubernetes daemons align with standard Linux systemd services. Focuses on system logging, socket binding, and memory management profiles.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "System Administration", "Control Plane"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-hierarchical-namespaces','redhat.com: Kubernetes architecture: How to use hierarchical namespaces for multiple tenants','','2022',0,'Describes managing OpenShift and standard Kubernetes architectures via hierarchical namespace inheritance. Focuses on propagating organizational structures directly onto tenant control planes.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hierarchical Namespaces"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','297385c9e1b256ae891332f63cd0842e84a97373a97bf4f86ce6083169bcda72',100.0,1.77913049497895693e+09,1,'2026-05-18T20:54:54.978957+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-ingress-vs-openshift-route',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','297385c9e1b256ae891332f63cd0842e84a97373a97bf4f86ce6083169bcda72',100.0,1779130494,1,'2026-05-18T20:54:54.978957+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-is-removing-docker-support-kubernetes-is-not-removing-docker-support','openshift.com: Kubernetes is Removing Docker Support, Kubernetes is Not Removing Docker Support','','2020',0,'Curator Insight identifies Red Hat''s explanatory guide on the nuance of Docker support removal. Live grounding in 2026 verifies this piece as a classic, helping teams comprehend that standard OCI-compliant Docker containers remained compatible despite runtime changes.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Core", "Container Runtimes", "Dockershim Deprecation"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-releases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-meets-event-driven-ansible','ansible.com: Kubernetes Meets Event-Driven Ansible 🌟','','2023',0,'Explores the intersection of Event-Driven Ansible (EDA) and Kubernetes environments. Details using rulebooks to ingest K8s events and automate remediation workflows, scaling operations, and policy compliance.','English','blog_post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Orchestration", "Kubernetes", "Event-Driven Automation"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-pods-life','blog.openshift.com/ - Kubernetes: A Pod’s Life 🌟','','2018',0,'A fundamental exploration of the life cycle of a Kubernetes Pod. Outlines start sequences, init container routines, readiness/liveness checks, and termination processes, establishing a baseline for container orchestration troubleshooting.','None','Blog / Conceptual Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "Core Concepts", "Kubernetes Pods"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
@@ -17428,34 +17428,34 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/migrating-your-ap
     - [**Restic**](https://restic.net) Backups done right!','2020',0,'An in-depth technical migration blueprint for moving workloads to OpenShift 4. It highlights the OpenShift Migration Toolkit, utilizing Velero as the foundational control engine for application backup, metadata translation, and restore operations, while using Restic to execute block-level transfers of persistent container volumes across cluster hosts.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Lifecycle Management", "Application Migration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/modern-application-development-with-kong-konnect-enterprise-and-red-hat-openshift','openshift.com: Modern Application Development With Kong Konnect Enterprise and Red Hat OpenShift','','2022',0,'Explores structural benefits of running Kong Konnect''s control-and-data-plane models inside Red Hat OpenShift clusters. Streamlines decentralized routing while maintaining strong tenant access restrictions.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-apache-airflow-using-prometheus','redhat.com: Monitoring Apache Airflow using Prometheus','','2021',3,'A practical walk-through detailing the integration of Apache Airflow metrics with Prometheus and Grafana dashboards. By leveraging StatsD exporters to capture worker runs and task duration logs, platform engineers can proactively identify bottlenecks in data ingestion pipelines.','YAML','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflows", "Apache Airflow", "Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator','cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator','','2022',0,'Sister article detailing the configuration of Zabbix operator configurations on OpenShift Container Platform 4.x for advanced enterprise system monitoring.','en','Technical Guide','Advanced',0,'online','manual','c70063ca56fec88bcc830b0ba823dfddf8c39274726713c4903c78cdd12d225d',100.0,1.77913049496847796e+09,0,'2026-05-18T20:54:54.968478+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Zabbix & OpenShift"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-infrastructure-openshift-4.x-using-zabbix-operator','cloud.redhat.com: Monitoring Infrastructure Openshift 4.x Using Zabbix Operator','','2022',0,'Sister article detailing the configuration of Zabbix operator configurations on OpenShift Container Platform 4.x for advanced enterprise system monitoring.','en','Technical Guide','Advanced',0,'online','manual','c70063ca56fec88bcc830b0ba823dfddf8c39274726713c4903c78cdd12d225d',100.0,1779130494,0,'2026-05-18T20:54:54.968478+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Zabbix & OpenShift"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh','Monitoring Services like an SRE in OpenShift ServiceMesh','','2021',0,'Unpacks Site Reliability Engineering (SRE) monitoring patterns using OpenShift Service Mesh. Synthesizes Istio, Kiali, and Prometheus telemetry to isolate performance bottlenecks and measure Golden Signals.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability & Service Mesh", "OpenShift ServiceMesh"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/monitoring-services-like-an-sre-in-openshift-servicemesh-part-2-collecting-standard-metrics-3','openshift.com: Monitoring Services like an SRE in OpenShift ServiceMesh Part 2: Collecting Standard Metrics 🌟','','2020',0,'Step-by-step SRE manual describing standard metrics collection (latency, error rates, throughput) across an enterprise OpenShift Service Mesh. Leveraging Prometheus and Kiali telemetry mappings.','English','Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Service Mesh", "Red Hat OpenShift", "Observability"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/mssql-linux-easy','redhat.com: Using Ansible to deploy Microsoft SQL Server 2019 on Red Hat Enterprise Linux 8','','2019',3,'A comprehensive Red Hat tutorial demonstrating how to use Ansible system roles to install and optimize Microsoft SQL Server 2019 on RHEL 8. It covers disk allocation, OS kernel parameters adjustment, and high-availability configuration. This is a foundational guide for platform teams automating traditional databases.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/multi-cluster-kubernetes-architecture','redhat.com: 3 questions to answer when considering a multi-cluster Kubernetes architecture','','2021',0,'A decision framework for assessing multi-cluster infrastructures. Guides administrators through considerations of global routing setup, uniform access management across clusters, and fleet management overhead.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Architecture", "Multi-Cluster", "Strategy"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/network-policies-controlling-cross-project-communication-on-openshift','openshift.com: Network Policies: Controlling Cross-Project Communication on OpenShift','','2021',0,'Detailed enterprise manual for enforcing SDN security domains in OpenShift. Details how to control inter-project communication boundaries via specialized network policies.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Security", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/network-traffic-control-containers-red-hat-openshift','redhat.com: Network traffic control for containers in Red Hat OpenShift 🌟','','2019',0,'Examines ingress/egress bandwidth shaping, container rate-limiting, and packet prioritization within OpenShift''s SDN. Live grounding shows that while basic Linux TC limits apply, contemporary architectures utilize service meshes to execute complex L7 rate-limiting policies.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Networking", "Traffic Control"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enable-hybrid-cloud-flexibility-enterprises',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','69b4194669483e26685c43b980ec37f4e3c29c1db6c4b07f666d5afeea9da6e6',100.0,1.77903364020542407e+09,0,'2026-05-17T18:00:40.205424+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/new-kubernetes-operatorhub-red-hat-openshift-enable-hybrid-cloud-flexibility-enterprises',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','69b4194669483e26685c43b980ec37f4e3c29c1db6c4b07f666d5afeea9da6e6',100.0,1779033640,0,'2026-05-17T18:00:40.205424+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/new-podman-secrets-command','redhat.com: Exploring the new Podman secret command 🌟','','2021',0,'An in-depth look at the `podman secret` command subsystem, which manages sensitive credentials securely on the local host keyring rather than hardcoding them in images. This pattern brings Kubernetes-style secret mounting to systemd and standalone container workloads, preventing credentials leakage in microservice environments.','Shell','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Secret Management"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/nmap-scripting-engine','redhat.com: 5 scripts for getting started with the Nmap Scripting Engine','','2022',0,'Highlights the capability of the Nmap Scripting Engine (NSE) to automate network auditing tasks. Features custom scripts for SSL/TLS validation, vulnerability scanning, and service version checks inside critical target networks.','Lua','Security Guide','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Security", "Penetration Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ocp-disaster-recovery-part-3-recovering-an-openshift-4-ipi-cluster-with-the-loss-of-two-master-nodes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','efe7b9de17543660a6506f6472a92e7aaff963e305d3b61b7d1b3cf827324b08',100.0,1.77913049500474405e+09,1,'2026-05-18T20:54:55.004744+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ocp-disaster-recovery-part-3-recovering-an-openshift-4-ipi-cluster-with-the-loss-of-two-master-nodes',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','efe7b9de17543660a6506f6472a92e7aaff963e305d3b61b7d1b3cf827324b08',100.0,1779130495,1,'2026-05-18T20:54:55.004744+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/one-line-linux-commands','redhat.com: 20 one-line Linux commands to add to your toolbox','','2021',0,'A selection of rapid one-line terminal commands covering disk audits, environment formatting, quick-check diagnostics, and recursive string manipulation. Useful for building personal developer dotfile toolsets.','Bash','Command-Line Guide','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Linux", "Command Line", "Productivity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-quickstart','blog.openshift.com: OpenShift 4.2 vSphere Install Quickstart','','2019',2,'An early quickstart guide detailing the deployment of OpenShift 4.2 on VMware vSphere environments. Although the VMware integration remains a highly active enterprise deployment pattern, the technical versions and procedures listed here have been superseded by advanced, automated CPI/CSI integrations in 2026.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "vSphere Deployments"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4-2-vsphere-install-with-static-ips','blog.openshift.com: OpenShift 4.2 vsphere install with static IPs 🌟','','2019',2,'Detailed technical guide for implementing VMware vSphere installations of OpenShift 4.2 utilizing static IP configurations. Because modern OpenShift 4 installers support robust automated network allocation, these legacy manual configuration workflows are obsolete.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "vSphere Deployments"]','["[LEGACY]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4-image-builds','Openshift 4 image builds','','2020',0,'Details OpenShift''s native, highly secure in-cluster build mechanisms, explaining the source-to-image (S2I) workflow and safe artifact pipeline practices.','English','Technical Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD & Delivery", "Container Builds", "Source-to-Image"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4-migration','redhat.com: Planning your migration from Red Hat OpenShift 3 to 4','','2021',4,'A foundational strategic planning guide for migrating workloads from legacy OpenShift Container Platform 3 to the operator-centric OpenShift 4 architecture. Focuses on addressing application configuration gaps.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Platform Migrations", "Cluster Upgrades"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4.5-node-improvements',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','1662f45ea5d6fdf5534c1cd0e99de067f4f65624399ec8e57a7a0474ab2eb437',100.0,1.77913049501995801e+09,1,'2026-05-18T20:54:55.019958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-4.5-node-improvements',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','1662f45ea5d6fdf5534c1cd0e99de067f4f65624399ec8e57a7a0474ab2eb437',100.0,1779130495,1,'2026-05-18T20:54:55.019958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-and-network-security-zones-coexistence-approaches','OpenShift and Network Security Zones: Coexistence Approaches 🌟🌟🌟','- **Introduction:** Kubernetes and consequently OpenShift adopt a [flat Software Defined Network (SDN) model](https://kubernetes.io/docs/concepts/cluster-administration/networking), which means that all pods in the SDN are in the same logical network. Traditional network implementations adopt a zoning model in which different networks or zones are dedicated to specific purposes, with very strict communication rules between each zone. When implementing OpenShift in organizations that are using network security zones, the two models may clash. we will analyze a few options for coexistence. But first, let’s understand the two network models a bit more in depth.
     - Network Zones have been the widely accepted approach for building security into a network architecture. The general idea is to create separate networks, each with a specific purpose. Each network contains devices with similar security profiles. Communications between networks is highly scrutinized and controlled by firewall rules ([perimeter defense](https://en.wikipedia.org/wiki/All_round_defence)).
     - **Conclusion:** A company’s security organization must be involved when deciding how to deploy OpenShift with regard to traditional network zones. Depending on their level of comfort with new technologies you may have different options. If physical network separation is the only acceptable choice, you will have to build a cluster per network zone. If logical network type of separations can be considered, then there are ways to stretch a single OpenShift deployment across multiple network zones. This post presented a few technical approaches.','2018',0,'This seminal architectural analysis details patterns for deploying OpenShift across physical and logical enterprise network security zones. Contrasts legacy perimeter firewall zoning models with flat cloud-native Software-Defined Networks (SDNs), providing proven coexistence topologies.','None','Case Study','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Security", "Architecture"]','["[CASE STUDY]", "[LEGACY]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshift-4.6',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2326adf17b24e059375b40447a3abb5509cd1e0fd797077da5fa6fc36888d02a',100.0,1.77913049502495789e+09,1,'2026-05-18T20:54:55.024958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd','openshift.com: OpenShift Authentication Integration with ArgoCD','','2022',4,'Analyzes the integration of OpenShift''s native OAuth server with ArgoCD. Explains how to map OpenShift user groups to ArgoCD RBAC roles, establishing a secure, unified single sign-on (SSO) experience for enterprise platforms.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78173611407675409e+09,0,'2026-06-18T00:41:54.076754+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Authentication & SSO", "OpenShift"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-architectures-for-the-edge-with-openshift-4.6',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2326adf17b24e059375b40447a3abb5509cd1e0fd797077da5fa6fc36888d02a',100.0,1779130495,1,'2026-05-18T20:54:55.024958+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-authentication-integration-with-argocd','openshift.com: OpenShift Authentication Integration with ArgoCD','','2022',4,'Analyzes the integration of OpenShift''s native OAuth server with ArgoCD. Explains how to map OpenShift user groups to ArgoCD RBAC roles, establishing a secure, unified single sign-on (SSO) experience for enterprise platforms.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.076754+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps", "Authentication & SSO", "OpenShift"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-commons-briefing-database-disaster-recovery-made-easy-with-annette-clewett-red-hat-and-andrew-lecuyer-crunchy-data','cloud.redhat.com: OpenShift Commons Briefing: Database Disaster Recovery Made Easy with Annette Clewett (Red Hat) and Andrew L''Ecuyer (Crunchy Data)','','2021',0,'An expert briefing on constructing bulletproof disaster recovery pipelines for PostgreSQL databases hosted inside OpenShift. Showcases multi-region replication strategies, off-site storage configurations, and seamless failovers.','English','Video Briefing','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data on Kubernetes", "Disaster Recovery", "Enterprise RedHat"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-databases-and-you-when-to-put-containerized-database-workloads-on-openshift','openshift.com: OpenShift, Databases and You: When to Put Containerized Database Workloads on OpenShift 🌟','','2021',0,'Red Hat''s structured criteria for running stateful production databases on OpenShift. Discusses storage tier performance, native high-availability architectures, and operator patterns to ensure robust containerized database operations.','Conceptual','Whitepaper','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Kubernetes", "OpenShift Databases"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-ecosystem-api-management-on-red-hat-openshift-with-3scale','OpenShift Ecosystem: API Management on Red Hat OpenShift with 3scale','','2020',0,'Highlights deep deployment patterns of running Red Hat 3scale inside OpenShift clusters. Analyzes operator-based management, auto-scaling characteristics, and native Kubernetes Custom Resource Definitions (CRDs) used to define API policies declaratively.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "API Management", "Kubernetes Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2e165d3819d280f95378d4adf2b105b8312bb2914ea7f9ec887db082d185bc20',100.0,1.77913049498061299e+09,1,'2026-05-18T20:54:54.980613+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md", "docs/ocp4.md"]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-core-services',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','316809a129c6020426d75cb7c148c113daceefba8f9509fc7910246abeda7204',100.0,1.77913049499889206e+09,1,'2026-05-18T20:54:54.998892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-plan-and-deploy',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','ce9899904922e0054d6e0bdd1cedd8b09a2270559667cace8e520b96d732167b',100.0,1779130495.00774,1,'2026-05-18T20:54:55.007740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-cluster-customization',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2e165d3819d280f95378d4adf2b105b8312bb2914ea7f9ec887db082d185bc20',100.0,1779130494,1,'2026-05-18T20:54:54.980613+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devops.md", "docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-core-services',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','316809a129c6020426d75cb7c148c113daceefba8f9509fc7910246abeda7204',100.0,1779130494,1,'2026-05-18T20:54:54.998892+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-end-to-end-plan-and-deploy',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','ce9899904922e0054d6e0bdd1cedd8b09a2270559667cace8e520b96d732167b',100.0,1779130495,1,'2026-05-18T20:54:55.007740+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-on-arm-developer-preview-now-available-for-aws','openshift.com: OpenShift on ARM Developer Preview Now Available for AWS','','2021',4,'Profiles the technical preview of running OpenShift on AWS ARM64 (Graviton) environments. Explains performance metrics, lower operational energy signatures, and compilation steps required for ARM-based microservices.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Hardware Architectures", "Cloud Provider Integration"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-pipelines-advanced-triggers-part-1-triggering-different-project-builds-in-the-same-repository','openshift.com: OpenShift Pipelines Advanced Triggers Part 1 - Triggering Different Project Builds in the Same Repository','','2021',0,'Provides advanced architecture examples for configuring custom triggers with OpenShift Pipelines. Demonstrates how to write custom interceptors to execute discrete workflows when localized directory pathways change within shared code repos.','Yaml','Blog / Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["openshift-pipelines.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-pipelines-and-openshift-gitops-are-now-generally-available','openshift.com: OpenShift Pipelines and OpenShift GitOps are now Generally Available 🌟','','2021',0,'Details the GA announcement of OpenShift Pipelines (built on Tekton) and OpenShift GitOps (built on ArgoCD). Establishes a fully supported, cloud-native delivery pipeline paradigm tailored for enterprise hybrid-cloud deployments.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -17463,7 +17463,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-pipelin
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-sandboxed-containers-101','cloud.redhat.com: OpenShift Sandboxed Containers 101 🌟','','2021',5,'Introduces OpenShift Sandboxed Containers, detailing how they leverage Kata Containers and QEMU microVMs to run untrusted software. Explains how this architectural model protects the underlying Linux kernel from potential container escape threats.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Workload Isolation", "Sandboxed Runtimes"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-sandboxed-containers-operator-from-zero-to-hero-the-hard-way','cloud.redhat.com: OpenShift Sandboxed Containers Operator From Zero to Hero, the Hard Way. The Operator Framework and Its Usage','','2021',4,'A deep-dive tutorial focused on manually installing and configuring the Sandboxed Containers Operator from first principles. Explains how the Operator manages kernel module injection, runtime definitions, and network virtualization.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Enterprise Kubernetes", "Workload Isolation", "Sandboxed Runtimes"]','["[ENTERPRISE-STABLE]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-topology-view-milestone-towards-better-developer-experience','OpenShift topology view: A milestone towards a better developer experience','','2020',0,'An analysis of the OpenShift Developer Console Topology View. This visual dashboard maps microservice networks, workloads, and real-time build systems, significantly easing day-to-day application management tasks.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform", "User Experience", "OpenShift Console"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-upi-using-static-ips',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','81264a45e57921bdf64cec1af8ca5f6fb648814aefa8ccdd798f1d7c1a2d3b7e',100.0,1.77913049495064497e+09,1,'2026-05-18T20:54:54.950645+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-upi-using-static-ips',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','81264a45e57921bdf64cec1af8ca5f6fb648814aefa8ccdd798f1d7c1a2d3b7e',100.0,1779130494,1,'2026-05-18T20:54:54.950645+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-virtualization-on-amazon-web-services','cloud.redhat.com: OpenShift Virtualization on Amazon Web Services','','2023',0,'This architectural guide describes how to run legacy virtual machines natively alongside microservice containers on AWS bare-metal instances using KubeVirt. It establishes the bridge for migrating classic virtualized workloads into cloud-native architectures.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Runtime", "Virtualization", "OpenShift Virtualization"]','["[LEGACY]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/our-favorite-things-from-gitops-con-at-kubecon-eu','openshift.com: Our Favorite Things from GitOps Con at KubeCon EU 🌟','','2021',0,'Summarizes breakthroughs from GitOpsCon EU, highlighting enterprise adoption trends, the formalization of GitOps principles by the CNCF GitOps Working Group, and real-world implementations using Red Hat OpenShift GitOps (Argo CD integration).','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Community", "Events"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/packaging-applications-python','redhat.com: Packaging applications to install on other machines with Python','','2021',0,'Curator Insight: Discusses compiling Python programs into reliable, standalone system files to facilitate smooth target-machine deployments.
@@ -17511,7 +17511,7 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/renewed-thrill-an
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited','redhat.com: How to replace Docker with Podman on a Mac, revisited','','2022',0,'An updated architectural guide on replacing Docker Desktop with Podman on macOS. This revision covers modern updates to Podman Machine, performance-tuned mounting solutions, and port-forwarding schemes that simplify the developer experience on Apple Silicon.','Shell','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "macOS Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/replace-docker-podman-macos','redhat.com: How to replace Docker with Podman on a Mac','','2021',0,'An installation guide detailing how to replace Docker Desktop on macOS using the native Podman Machine subsystem, which utilizes a Fedora-based CoreOS VM in QEMU. It outlines rootless volume sharing, port-forwarding setups, and local terminal alias configuration, achieving low-overhead development environments on Mac hardware.','Shell','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "macOS Integration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{"duplicate_of": "https://www.redhat.com/en/blog/replace-docker-podman-mac-revisited"}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/reverse-proxy-ansible','redhat.com: How to use Ansible to configure a reverse proxy 🌟','','2021',0,'Step-by-step design of an automated reverse proxy layer using HAProxy or Nginx. Illustrates template integration with dynamic backend target pools, configuring routing rules, load-balancer health checks, and secure SSL/TLS listeners through automation.','YAML','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Network Engineering"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/rook-ceph-storage-operator-now-operatorhubio',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f26e971c1e658702a0fc51c28febae29ede437cc83642b86ba386e05e05c84be',100.0,1.7790320769402759e+09,0,'2026-05-17T17:34:36.940276+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/rook-ceph-storage-operator-now-operatorhubio',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','f26e971c1e658702a0fc51c28febae29ede437cc83642b86ba386e05e05c84be',100.0,1779032076,0,'2026-05-17T17:34:36.940276+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md", "docs/ocp4.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/rootless-podman-nfs','Rootless podman and NFS','','2021',0,'A troubleshooting guide explaining UID/GID translation mechanisms when mounting NFS shared drives onto rootless Podman systems.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute & Runtime", "Local Container Engines", "Rootless Storage"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/sandboxed-containers-operator-from-zero-to-hero-the-hard-way-part-2','cloud.redhat.com: Troubleshooting Sandboxed Containers Operator','','2022',0,'Deploying secure, isolated runtimes within Kubernetes demands deep knowledge of sandboxed container configurations, such as Kata Containers. This guide explores troubleshooting the Sandboxed Containers Operator on OpenShift, focusing on kernel module loading and hardware virtualization flags. It is an indispensable resource for platform engineers managing untrusted multi-tenant workloads.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Runtime Security", "Sandboxed Containers"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/scale-your-application-containers-on-red-hat-openshift-service-on-aws-rosa-clusters-using-amazon-efs-storage','cloud.redhat.com: Scale your application containers on Red Hat OpenShift Service on AWS (ROSA) clusters using Amazon EFS storage','','2022',0,'Teaches architects how to provision and leverage Amazon Elastic File System (EFS) to achieve multi-AZ ReadWriteMany (RWX) storage for scalable application backends.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage & Data", "Persistent Storage", "AWS EFS Integration"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
@@ -17531,18 +17531,18 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/start-learning-ku
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/state-kubernetes-security','redhat.com: The State of Kubernetes Security','','2021',0,'Red Hat''s analysis of container security threats, identifying key issues such as misconfigurations, unpatched vulnerabilities, and integration friction in cloud-native operational environments.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Industry Reports", "Enterprise Security Trends"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/state-of-openshift-container-storage-eran-tamir-and-duncan-hardie-red-hat','State of OpenShift Container Storage','','2021',0,'This architectural overview analyzes the Red Hat OpenShift Container Storage platform (now OpenShift Data Foundation). It details how combining Ceph, NooBaa, and Rook creates an integrated control plane to deliver multi-cloud block, file, and object endpoints for OpenShift workloads.','English','Article','Medium',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Storage", "Enterprise Storage", "Red Hat Storage"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/stateful-workloads-and-the-two-data-center-conundrum','blog.openshift.com/: Stateful Workloads and the Two Data Center Conundrum','','2019',0,'Analyzes the persistence challenges associated with stateful microservices running across multi-site cluster architectures. Evaluates split-brain hazards and suggests synchronous storage configurations to guarantee data integrity.','None','Architectural Guide','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Architecture", "High Availability", "Disaster Recovery"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/strategies-for-moving-.net-workloads-to-openshift-container-platform',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','fb8e5ed5363d5408ff594c76d1e15462a3b049e021e7275885ea9b9ceb174110',100.0,1.7791304950206809e+09,1,'2026-05-18T20:54:55.020681+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/strategies-for-moving-.net-workloads-to-openshift-container-platform',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','fb8e5ed5363d5408ff594c76d1e15462a3b049e021e7275885ea9b9ceb174110',100.0,1779130495,1,'2026-05-18T20:54:55.020681+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/sysadmin-essentials-networking-basics','redhat.com: Learn the networking basics every sysadmin needs to know','','2020',0,'Introduces foundational networking paradigms crucial for any systems administrator or DevOps engineer. Covers system concepts such as routing tables, the Domain Name System, ports, and IP configurations. Establishes a baseline troubleshooting mindset for configuring and maintaining reliable bare-metal and virtual infrastructure.','English','Technical Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Fundamentals", "Systems Administration"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/tackle-application-modernization','redhat.com: How to streamline application portfolio modernization with Tackle','','2021',3,'Red Hat''s technical overview of Konveyor Tackle. It demonstrates how organizations evaluate huge legacy application portfolios, scoring them across technical complexity metrics to chart migrations to target Kubernetes clusters.','Markdown','Technical Blog','Medium',0,'online','manual','58ddef0d2f81f76eaad2b73e12337d0cea15a9acc7f4cbf69af0ea9957cd3a51',100.0,1.77913049502380204e+09,1,'2026-05-18T20:54:55.023802+02:00',NULL,NULL,NULL,'["Application Migration", "Modernization", "Enterprise Portfolio Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/tackle-application-modernization','redhat.com: How to streamline application portfolio modernization with Tackle','','2021',3,'Red Hat''s technical overview of Konveyor Tackle. It demonstrates how organizations evaluate huge legacy application portfolios, scoring them across technical complexity metrics to chart migrations to target Kubernetes clusters.','Markdown','Technical Blog','Medium',0,'online','manual','58ddef0d2f81f76eaad2b73e12337d0cea15a9acc7f4cbf69af0ea9957cd3a51',100.0,1779130495,1,'2026-05-18T20:54:55.023802+02:00',NULL,NULL,NULL,'["Application Migration", "Modernization", "Enterprise Portfolio Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/tcpdump-part-one','redhat.com: 6 tcpdump network traffic filter options','','2020',0,'An engineering guide highlighting the six essential packet filtering parameters for tcpdump. Demystifies syntax for isolating ingress and egress traffic based on host IPs, port ranges, and protocols. Enables systems architects and SREs to perform granular real-time traffic analysis directly from the command line interface.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Diagnostics", "Traffic Analysis"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/tech-preview-get-visibility-into-your-openshift-costs-across-your-hybrid-infrastructure','blog.openshift.com: Tech Preview: Get visibility into your OpenShift costs across your hybrid infrastructure 🌟','','2020',0,'OpenShift Cost Management (now integrated into the Red Hat Hybrid Cloud Console) allows cloud administrators to track costs across hybrid cloud infrastructures. By associating cluster metrics (CPU/RAM usage) with cloud provider billing APIs, it models cost distribution down to namespaces, applications, and custom cost centers.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "FinOps", "Cost Management"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/the-hidden-dangers-of-terminating-namespaces','openshift.com: The Hidden Dangers of Terminating Namespaces 🌟','','2022',1,'Investigates the structural mechanics of hung namespaces caught in a permanent ''Terminating'' state. Pinpoints controller and finalizer blocking points, providing clean recovery strategies.','Go','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Troubleshooting", "Namespace Deletion"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','0233d83910bd391c9e155e84d9f7aa7064591b24bd7a6174d7813e56ef37fc7b',100.0,1.7791304949288671e+09,1,'2026-05-18T20:54:54.928867+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-most-used-open-practice-library-concepts',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','24fb881ee828db51375e68baa86dadb7005fa73e5aa85cef2c485113e31c6fda',100.0,1.779031927937366e+09,0,'2026-05-17T17:32:07.937366+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-ansible-blogs-2022?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','0233d83910bd391c9e155e84d9f7aa7064591b24bd7a6174d7813e56ef37fc7b',100.0,1779130494,1,'2026-05-18T20:54:54.928867+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-most-used-open-practice-library-concepts',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','24fb881ee828db51375e68baa86dadb7005fa73e5aa85cef2c485113e31c6fda',100.0,1779031927,0,'2026-05-17T17:32:07.937366+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-kubernetes-operators-advancing-across-the-operator-capability-model','Top Kubernetes Operators','','2020',0,'This reference guide details the Operator Capability Model (Levels 1 to 5). It analyzes features required to advance an operator from basic installation (Level 1) and seamless upgrades (Level 2) to full lifecycle automation (Level 3), deep metrics tracking (Level 4), and auto-pilot anomaly remediation (Level 5).','English','Blog','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Lifecycle Management", "Operator Framework"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-open-source-kubernetes-security-tools-of-2021','cloud.redhat.com: Top Open Source Kubernetes Security Tools of 2021 🌟🌟','','2021',0,'Reviews top open-source security tooling from 2021, including static analysis tools, vulnerability scanners, runtime anomaly detectors, and compliance auditors used within CI/CD pipelines.','N/A','article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Security Toolkits & Scanning", "Open Source Curation"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/topology-aware-scheduling-in-kubernetes-part-1-the-high-level-business-case','openshift.com: Topology Aware Scheduling in Kubernetes Part 1: The High Level Business Case','- [openshift.com: Topology Awareness in Kubernetes Part 2: Don’t we already have a Topology Manager?](https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager)','2021',0,'Explores the business and technical motivations of Topology-Aware Scheduling. Explains how aligning CPU, memory, and high-performance PCIe peripherals (such as SRIOV NICs and GPUs) inside single NUMA nodes minimizes latency and increases raw computing performance.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Scheduling", "Topology Awareness", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','67573f3327fc67330d03721fba95d241a29ef7c41adf99cc5330860f895764b2',100.0,1.77913049496929597e+09,1,'2026-05-18T20:54:54.969296+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/topology-awareness-in-kubernetes-part-2-dont-we-already-have-a-topology-manager',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','67573f3327fc67330d03721fba95d241a29ef7c41adf99cc5330860f895764b2',100.0,1779130494,1,'2026-05-18T20:54:54.969296+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/troubleshoot-ansible-playbooks','redhat.com: 6 troubleshooting skills for Ansible playbooks 🌟','','2021',0,'A strategic guide outlining crucial diagnostics and troubleshooting workflows for failing Ansible playbooks. Key techniques include utilizing debug modules, verbose logging (`-vvvv`), step execution, check-mode dry runs, and analyzing variable scopes to pinpoint structural or runtime issues.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/troubleshooting-openshift-network-performance-with-a-netperf-daemonset','blog.openshift.com: Troubleshooting OpenShift network performance with a netperf DaemonSet','','2020',0,'This resource outlines how to run a netperf DaemonSet on Red Hat OpenShift to measure network throughput and latency boundaries between nodes. Double-evidence synthesis highlights its long-term diagnostic utility, though 2026 platforms favor automated eBPF-based instrumentation (like Cilium) for real-time latency mapping.','YAML','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes & OpenShift", "Networking", "Performance"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/understanding-gitops','redhat.com: How to use GitOps in your enterprise architecture strategy 🌟','','2021',0,'Demonstrates how Red Hat frameworks integrate GitOps into long-term enterprise plans. Establishes strategies for governing hybrid cloud environments, validating infrastructure, and managing architectural templates.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Enterprise", "Architecture Strategy"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -17551,14 +17551,14 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/understanding-ser
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/understanding-yaml-ansible','redhat.com: Understanding YAML for Ansible. Validating YAML files with YAMLlint 🌟','','2021',4,'A practical guide on how to parse and construct valid Ansible YAML blueprints. It explains YAMLlint configuration options and how to include validation steps in pre-commit git hooks. This is highly useful for maintaining clean syntax across large development teams.','N/A','article','intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Validation"]','["[ENTERPRISE-STABLE]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/using-asciinema','redhat.com: How to record your Linux terminal using asciinema','','2026',4,'Step-by-step documentation on deploying and utilizing asciinema to capture terminal sessions as text files. Enhances technical knowledge sharing, collaborative troubleshooting, and deployment runbook audits.','English','Tool','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Development Tools", "Terminal Recording"]','["[ENTERPRISE-STABLE]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/using-container-technology-make-trusted-pipeline','Build trusted pipelines/Guards with Podman containers','','2022',0,'Analyzes how to design highly secure, isolated CI/CD pipelines using Podman container guards. By isolating execution steps within unprivileged container sandboxes, this architecture protects build systems and host servers from security compromises.','YAML','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "CI-CD Pipelines", "Pipeline Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md", "container-managers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/using-openshift-3-on-your-local-environment',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','78b0ba6fe452dc28db2c6d60c2a21a7b0825f2ab8f7918d91258e4703fe50774',100.0,1.77913049501560091e+09,1,'2026-05-18T20:54:55.015601+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift','openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes and OpenShift','','2020',0,'Introduces Red Hat''s Visual Web Terminal, combining standard CLI controls with graphical elements for OpenShift. It maps cluster payloads dynamically to decrease complex command cognitive loads.','TypeScript','SaaS Feature','Intermediate',0,'online','manual','6c73e0aa7096e0205ce2389ee8665dea0b4c242d398396827dc293b52ad81786',100.0,1.77913049497412896e+09,1,'2026-05-18T20:54:54.974129+02:00',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "Web Console"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller?sc_cid=7015Y000003t7aWQAQ',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.redhat.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','15dadecc89f6b78542810c4d8b3ee8fcca306a55c9f74e011017339ee06d3af5',100.0,1.77913049493551802e+09,1,'2026-05-18T20:54:54.935518+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/visual-web-terminal-a-turbocharged-command-line-for-kubernetes-and-openshift','openshift.com: Visual Web Terminal - A Turbocharged Command Line for Kubernetes and OpenShift','','2020',0,'Introduces Red Hat''s Visual Web Terminal, combining standard CLI controls with graphical elements for OpenShift. It maps cluster payloads dynamically to decrease complex command cognitive loads.','TypeScript','SaaS Feature','Intermediate',0,'online','manual','6c73e0aa7096e0205ce2389ee8665dea0b4c242d398396827dc293b52ad81786',100.0,1779130494,1,'2026-05-18T20:54:54.974129+02:00',NULL,NULL,NULL,'["Kubernetes", "Developer Experience", "Web Console"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/why-you-should-be-using-multi-category-security-your-linux-containers','Why you should be using Multi-Category Security (MCS) for your Linux containers','','2021',0,'Provides an advanced technical analysis of Multi-Category Security (MCS) under SELinux. Explains how the Linux kernel leverages unique dynamic security categories to completely isolate containers from each other and the host OS. Crucial reading for systems architects operating high-tenancy, highly sensitive platforms.','N/A','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "OS Isolation", "SELinux Container Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
@@ -17566,22 +17566,22 @@ INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/world-domination-
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/yaml-beginners','redhat.com: YAML for beginners','','2021',3,'An entry-level Red Hat tutorial introducing the foundational rules of YAML syntax. It covers arrays, mappings, multi-line scalar parameters, and standard key-value conventions. This is a critical starting point for developers working with GitOps templates and automation tasks.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Basics"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
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 INSERT INTO "resources" VALUES('https://www.redhat.com/en/resources/oreilly-kubernetes-operators-automation-ebook','O’Reilly: Free ebook: **Kubernetes Operators: Automating the Container Orchestration Platform**','','2020',5,'Definitive O''Reilly ebook on building custom Kubernetes Operators using Go, Ansible, and Helm SDKs. Walks through reconciling controllers, writing CRDs, and managing custom states. Live 2026 analysis indicates this text remains the absolute standard for engineering platform automation layers.','English','E-book','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Resources & Ebooks", "Operators"]','["[DE FACTO STANDARD]"]','[]','["openshift.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.schabell.org/2020/09/how-to-setup-openshift-container-platform-45.html','schabell.org: How to setup OpenShift Container Platform 4.5 on your local machine in minutes','','2020',0,'A developer-authored setup guide focusing on standing up an OpenShift Container Platform 4.5 environment locally in minutes. The post reviews resource constraints, command-line usage, automated virtual machine instantiation steps, and best practices for optimizing memory footpins to prevent developer system crashes.','English','Blog','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Local Development", "OpenShift Local"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://www.schabell.org/2021/03/codeready-containers-howto-setup-openshift-47-on-local-machine.html"}');
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@@ -17817,31 +17817,31 @@ INSERT INTO "resources" VALUES('https://www.scrum.org/resources/blog/scrum-no-es
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+INSERT INTO "resources" VALUES('https://www.shipa.io/development/a-real-world-application-deployment-on-kubernetes','shipa.io: Deploying a real-world application on Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','085658ad26bfcf2f9e7fa077c6560c7b03d7eb603d9555a692e2fef572948d45',100.0,1779033159,0,'2026-05-17T17:52:39.961286+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/a-real-world-application-deployment-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/development/deploying-applications-on-kubernetes','shipa.io: Developing and deploying applications to Kubernetes locally with'' Shipa and Minikube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','cd619fa3d1ee94c1ac7ed7d4324162de1a7f4054dde249d703582cf393815c17',100.0,1779033220,0,'2026-05-17T17:53:40.250205+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/deploying-applications-on-kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/development/gitops','shipa.io: GitOps in Kubernetes, the easy way–with GitHub Actions and Shipa','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3168adbb281d10adb56e57ea7524f533640cd075eb928bfd664f488503ade7df',100.0,1779029615,0,'2026-05-17T16:53:35.359667+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-in-the-enterprise','shipa.io: GitOps in the enterprise 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','c4dc03b16362975b4e849f7d3dccf1de7a43ea493d042460bfe7d55104bf9083',100.0,1779034458,0,'2026-05-17T18:14:18.534854+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops-in-the-enterprise"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/innovation/gitops-meets-appops','shipa.io: GitOps meets AppOps','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a4d340a67abb645003c145488327739ee3e77371715746cd9403a84ea2a55cd2',100.0,1779034136,0,'2026-05-17T18:08:56.637490+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"duplicate_of": "https://shipa.io/gitops-meets-appops"}');
+INSERT INTO "resources" VALUES('https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml','shipa.io: DevOps Challenge – Kubernetes Deployment: Ketch vs YAML','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3a2fb22de51f892ba982e617909a259d7695b823017e40424b957ab96022fccf',100.0,1779031192,0,'2026-05-17T17:19:52.084324+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"duplicate_of": "https://shipa.io/devops-challenge-kubernetes-deployment-ketch-vs-yaml"}');
+INSERT INTO "resources" VALUES('https://www.shippable.com','Shippable (now part of JFrog Pipelines)','','N/A',0,'A curated technical resource and architectural guide covering Shippable (now part of JFrog Pipelines) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030710,0,'2026-05-17T17:11:50.966061+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.shudnow.io','shudnow.io','','2024',0,'An enterprise operations blog providing guides on AD migrations, network routing structures, and automation architectures.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform Management", "Microsoft Cloud", "Corporate Blog", "Architecture Resource"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.shuttleops.io','shuttleOps','','2026',0,'A no-code cloud delivery platform engineered to streamline application builds and deployments. It has largely exited the market or pivoted, leaving it as a legacy reference for visual-oriented deployment orchestrators.','N/A','Platform','Low',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Delivery", "CI-CD Platforms", "No-Code Delivery"]','["[LEGACY]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.siderolabs.com/blog/is-vanilla-kubernetes-really-too-heavy-for-the-raspberry-pi','talos-systems.com: Is Vanilla Kubernetes Really Too Heavy For The Raspberry Pi?','','2021',0,'Detailed performance benchmark comparing Vanilla K8s on ARM platforms with lightweight distributions. Demonstrates how eliminating standard user-space environments in favor of minimal, API-driven operating systems like Talos OS reduces operational overhead and matches K3s resource usage.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Edge & IoT", "Talos OS Optimization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
@@ -17853,7 +17853,7 @@ INSERT INTO "resources" VALUES('https://www.signadot.com/blog/sandboxes-in-kuber
     - [medium.com/apache-apisix: End-to-end tracing with OpenTelemetry](https://medium.com/apache-apisix/end-to-end-tracing-opentelemetry-a50fceafed74)','2023',0,'Explores using OpenTelemetry trace propagation context to run isolated, multi-tenant sandbox testing within shared Kubernetes clusters. Routes test traffic dynamically to microservice variants using trace metadata headers.','None','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Distributed Tracing", "Kubernetes Testing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sigstore.dev','sigstore.dev','','2023',0,'The main portal for the Sigstore project, supported by the Linux Foundation. Evaluates Cosign, Fulcio, and Rekor, outlining how the platform enables keyless image signing tied to OIDC identities to enforce secure software supply chains.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Cryptographic Signatures"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.siliconrepublic.com/advice/dev-tools-recommended-by-irish-start-up-founders','siliconrepublic.com: 10 dev tools recommended by start-up founders','','2021',0,'Compiles professional tool recommendations and operational insights from modern startup founders designed to optimize engineering workflows. Explores high-impact toolsets covering automated CI/CD pipelines, integrated testing, task tracking, and developer-centric communication loops.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Insights", "DevOps", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit','silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes'' love fest in Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd895cc2b0755ace8aaaa310235df384e8a9167cd7b6ac399755d1499de2a19a',100.0,1779034330.75714,0,'2026-05-17T18:12:10.757140+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit"}');
+INSERT INTO "resources" VALUES('https://www.silverliningsinfo.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit','silverliningsinfo.com: KubeCon: Five biggest trends from the Kubernetes'' love fest in Amsterdam','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dd895cc2b0755ace8aaaa310235df384e8a9167cd7b6ac399755d1499de2a19a',100.0,1779034330,0,'2026-05-17T18:12:10.757140+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"duplicate_of": "https://www.fierce-network.com/multi-cloud/cloud-9-lunch-ladies-news-wrap-live-cloud-executive-summit"}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/alternatives-to-kubernetes','simform.com: Top Alternatives to Kubernetes to Overcome Business Challenges','','2023',0,'Examines structural alternatives to Kubernetes such as Nomad, ECS, and Serverless. Helps engineering leadership assess operational trade-offs and bypass unnecessary deployment complexity.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Alternatives"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/devops-for-enterprise','simform.com: How to Implement DevOps for Enterprise?','','2024',0,'Analyzes the strategic blueprints required to migrate legacy corporate architectures into streamlined DevOps operational methodologies. Curator insights focus on dismantling organizational silos and establishing unified communication channels. Modern live assessment in 2026 confirms its heavy relevance to SAFe and LeSS enterprise frameworks, showing that automated QA governance gates are vital to maintaining continuous deployment velocity.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & SRE", "Enterprise Strategy", "Adoption Frameworks"]','["[LEGACY]"]','[]','["devops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/microservice-best-practices','simform.com: 10 Microservice Best Practices: The 80/20 Way','','2022',0,'Synthesizes critical strategies for implementing resilient microservice deployments, highlighting domain-driven design, decentralized data management, API gateways, fault-isolation patterns, and automated telemetry ingestion to optimize the 80/20 impact curve.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Microservices", "Design Patterns", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
@@ -17862,25 +17862,25 @@ INSERT INTO "resources" VALUES('https://www.simform.com/blog/microservices-frame
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/multi-cloud-architecture','simform.com: 6 Multi-Cloud Architecture Designs for an Effective Cloud Strategy 🌟','','2022',5,'Evaluates six distinct multi-cloud topologies including Multi-Cloud Disaster Recovery, Cloud-to-Cloud Federation, and Split-Brain architectures. The guide explains practical ingress routing, state synchronization, and database replication patterns needed to sustain highly resilient, cross-cloud operations.','English','Technical Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Multi-Cloud Strategy", "Architecture Designs"]','["[DE FACTO STANDARD]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/blog/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','2022',4,'Decouples the business and technical drivers of multi-cloud architectures, focusing on risk mitigation, vendor lock-in avoidance, and geographical redundancy. The guide contrasts hybrid deployments with multi-cloud topologies to establish clear decision matrices for technical architects.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Multi-Cloud Strategy", "Architecture Planning"]','["[ENTERPRISE-STABLE]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simform.com/cloud-migration-ebook','simform.com: Cloud Migration ebook','','2022',4,'A programmatic playbook detailing the methodologies of migrating legacy infrastructure into public or hybrid cloud topologies. It maps the standard ''R'' migration frameworks (Rehost, Replatform, Refactor, etc.), evaluating execution risks, database cutover strategies, and cost-modeling paradigms.','English','Ebook','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture & Infrastructure Strategy", "Migration & Modernization", "Planning Resources"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.simform.com/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ee08ede1f7478211ec4aaabee941ade7a23a10716abd7c55599d88b46e60c374',100.0,1.77903107999689888e+09,0,'2026-05-17T17:17:59.996899+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.simform.com/blog/multi-cloud-strategy"}');
-INSERT INTO "resources" VALUES('https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d22103752b44c7c66d235f9635b70f6a803b264203f94602f5e36912a95d7bed',100.0,1.77903109048055505e+09,0,'2026-05-17T17:18:10.480555+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{"duplicate_of": "https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2"}');
+INSERT INTO "resources" VALUES('https://www.simform.com/multi-cloud-strategy','simform.com: What is Multi Cloud? Why you Need a Multi Cloud Strategy?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ee08ede1f7478211ec4aaabee941ade7a23a10716abd7c55599d88b46e60c374',100.0,1779031079,0,'2026-05-17T17:17:59.996899+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.simform.com/blog/multi-cloud-strategy"}');
+INSERT INTO "resources" VALUES('https://www.simple-talk.com/dotnet/asp.net/script-loading-between-http1.1-and-http2','simple-talk.com: Script Loading between HTTP/1.1 and HTTP/2','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d22103752b44c7c66d235f9635b70f6a803b264203f94602f5e36912a95d7bed',100.0,1779031090,0,'2026-05-17T17:18:10.480555+02:00',NULL,NULL,NULL,'[]','[]','["docs/networking.md"]','[]','{}','{"duplicate_of": "https://www.red-gate.com/simple-talk/development/dotnet-development/script-loading-between-http1-1-and-http2"}');
 INSERT INTO "resources" VALUES('https://www.simplilearn.com/kubernetes-vs-openshift-article','simplilearn.com: Understanding The Difference Between Kubernetes Vs. Openshift','','2021',0,'An educational comparison detailing the architectural boundaries of Kubernetes and OpenShift. Explores developer workflows, installation processes, built-in CI/CD pipelines, and licensing structures.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Kubernetes", "OpenShift Comparison"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simplilearn.com/terraform-interview-questions-and-answers-article','simplilearn.com: Top 40 Terraform Interview Questions and Answers for 2022','','2026',0,'A legacy catalog of primary Terraform interview questions. Covers core resource initialization, backend configuration storage, state mapping concepts, and local execution planning setups.','None','Interview Q&A','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Career & Interview Preparation", "Interview Prep", "Terraform"]','["[LEGACY]"]','[]','["interview-questions.md"]','{}','{"duplicate_of": "https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-for-2023"}');
 INSERT INTO "resources" VALUES('https://www.simplilearn.com/tutorials/git-tutorial/merge-conflicts-in-git','simplilearn.com: How to Resolve Merge Conflicts in Git?','','2022',0,'Systematic manual on identifying and resolving parallel-modification conflicts. Shows how markers (`<<<<<<<`, `=======`, `>>>>>>>`) work and outlines interactive diff strategies to reconcile divergent branches.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Conflict Resolution"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.simplilearn.com/tutorials/jenkins-tutorial/ci-cd-pipeline','simplilearn.com: What is CI/CD Pipeline and How to Implement it Using Jenkins?','','2021',0,'Basic tutorial outlining CI/CD life cycles, illustrating how continuous deployment patterns differ from continuous delivery, and implementing simple pipelines using standard Jenkins components.','Groovy','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Basics"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sitepoint.com/7-ways-optimize-jenkins','7 Ways to Optimize Jenkins','','N/A',0,'A curated technical resource and architectural guide covering 7 Ways to Optimize Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903093471384692e+09,0,'2026-05-17T17:15:34.713847+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sitepoint.com/gatsby-mdx-blog','sitepoint.com: A Guide to Serverless Functions and How to Deploy Them','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: A Guide to Serverless Functions and How to Deploy Them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903254374018192e+09,0,'2026-05-17T17:42:23.740182+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sitepoint.com/git-submodules-introduction','sitepoint.com: Understanding and Working with Submodules in Git','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: Understanding and Working with Submodules in Git in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903205474573588e+09,0,'2026-05-17T17:34:14.745736+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.sitepoint.com/kubernetes-aws-tutorial','sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update)','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903149966925907e+09,0,'2026-05-17T17:24:59.669259+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sitepoint.com/7-ways-optimize-jenkins','7 Ways to Optimize Jenkins','','N/A',0,'A curated technical resource and architectural guide covering 7 Ways to Optimize Jenkins in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030934,0,'2026-05-17T17:15:34.713847+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sitepoint.com/gatsby-mdx-blog','sitepoint.com: A Guide to Serverless Functions and How to Deploy Them','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: A Guide to Serverless Functions and How to Deploy Them in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032543,0,'2026-05-17T17:42:23.740182+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sitepoint.com/git-submodules-introduction','sitepoint.com: Understanding and Working with Submodules in Git','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: Understanding and Working with Submodules in Git in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032054,0,'2026-05-17T17:34:14.745736+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.sitepoint.com/kubernetes-aws-tutorial','sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update)','','N/A',0,'A curated technical resource and architectural guide covering sitepoint.com: Getting Started With Kubernetes on AWS Tutorial (2023 Update) in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031499,0,'2026-05-17T17:24:59.669259+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.slideshare.net/AdelaRoger/http-status-code-errors-in-seo','slideshare: Http Status Code Errors in SEO','','2015',0,'An educational slide compilation tracking HTTP status response codes and assessing their performance impacts on search crawl optimizations, redirect protocols, and indexing configurations.','N/A','Presentation','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "HTTP Architecture", "Status Codes"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.slideshare.net/AmazonWebServices','slideshare.net/AmazonWebServices','','2026',0,'AWS SlideShare platform resource aggregating architectural blueprints, slide decks, and high-impact event summaries. While SlideShare represents a legacy presentation vector, it serves as a historic archive for tracking AWS service launch topologies and historical enterprise cloud migration case studies.','English','Documentation','Intermediate',0,'online','manual','aaa783d220046955445a53e471603700b5a4c209c808543e513d51cbd8236508',100.0,1.779034391906461e+09,1,'2026-05-17T18:13:11.906461+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Presentation Resources"]','["[LEGACY]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
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@@ -17892,149 +17892,149 @@ INSERT INTO "resources" VALUES('https://www.slideshare.net/mozillabros/openshift
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+INSERT INTO "resources" VALUES('https://www.starwindsoftware.com/blog/remove-a-kubernetes-namespace-blocked-with-terminating-status','starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating'' status','','N/A',0,'A curated technical resource and architectural guide covering starwindsoftware.com: Remove a Kubernetes namespace blocked with Terminating'' status in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034115,0,'2026-05-17T18:08:35.966781+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stationx.net/hacking-tools-cheat-sheet','stationx.net: Hacking Tools Cheat Sheet','','2026',0,'A compilation of vulnerability identification and penetration testing utilities. Curator Insight focuses on its offensive execution models. Live Grounding maps these tools directly to shift-left automated pipeline testing in modern DevSecOps architectures.','English','Cheat Sheet','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Penetration Testing", "Security Auditing"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stevesmith.tech/blog/gitops-is-a-placebo','stevesmith.tech: GitOps is a placebo','','2021',0,'A contrarian perspective arguing that GitOps alone does not solve deep organizational silos or architectural issues. Critiques the hyper-focus on syncing tools (Argo, Flux) over true cultural shifts in product shipping strategies.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Architecture", "Critique"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.stickyminds.com','agileconnection.com: Infrastructure as Code: The Foundation of Effective DevOps','','2022',0,'Evaluates the cultural integration of IaC principles within Agile and DevOps environments. Discusses using source control pipelines to automate configuration deployment, lowering environment discrepancies and boosting build velocity.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Culture"]','["[COMMUNITY-TOOL]"]','[]','["iac.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stitcher.com/podcast/amazon-web-services/aws-podcast','Stitcher AWS Podcasts','','2026',0,'Stitcher repository hosting the AWS Podcast network. Features architectural retrospectives, engineering deep-dives, and service evolution analyses presented by active cloud product managers.','English','Audio','Intermediate',0,'online','manual','ae67975d0e7feb45732adfe786b350b76a63b35eeecf5e0b0eb8399f2812a381',100.0,1.7790308573063209e+09,0,'2026-05-17T17:14:17.306321+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS Ecosystem", "Audio Learning"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.storetasker.com','lorem','','2026',0,'A specialized marketplace (operating as Storetasker) that links freelance Shopify developers and e-commerce technical professionals with brands. It streamlines micro-contracting, escrow payments, and technical feedback. Live grounding indicates highly optimized workflows specifically tailored for e-commerce tech stacks.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "E-commerce Freelancing"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','502b9ae54cffdc97265c0a11349f10ae89b177bcd5dc0e3bdb2f0bf41171e27d',100.0,1.77903296644590806e+09,0,'2026-05-17T17:49:26.445908+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://www.storj.io/cloud-object-storage"}');
+INSERT INTO "resources" VALUES('https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','502b9ae54cffdc97265c0a11349f10ae89b177bcd5dc0e3bdb2f0bf41171e27d',100.0,1779032966,0,'2026-05-17T17:49:26.445908+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{"duplicate_of": "https://www.storj.io/cloud-object-storage"}');
 INSERT INTO "resources" VALUES('https://www.storj.io/cloud-object-storage','storj.io: Integrating Decentralized Cloud Storage with Duplicati','','2021',0,'A tactical integration guide demonstrating how to pipe secure backups from Duplicati directly into Storj''s decentralized, zero-trust cloud object storage network. This integration showcases decentralized storage in action for enterprise disaster recovery.','N/A','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Architecture & Engines", "Storage Paradigms"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.sufle.io/blog/adopting-gitops-for-enhanced-operations','sufle.io: Adopting GitOps for Enhanced Operations','','2021',0,'A migration guide helping organizations transition from legacy imperative deployment workflows to modern, git-driven operational pipelines. By defining the target state declaratively, incident management and disaster recovery speeds are greatly improved. This shift reduces Mean Time to Resolution (MTTR) under stressful outage conditions.','None','Technical Blog','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Implementation"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.superawesome.com/blog/how-we-scale-our-kid-safe-technology-using-auto-scaling-on-kubernetes','superawesome.com: Scaling pods with HPA using custom metrics. How we scale'' our kid-safe technology using Kubernetes 🌟','','N/A',0,'A curated technical resource and architectural guide covering superawesome.com: Scaling pods with HPA using custom metrics. How we scale'' our kid-safe technology using Kubernetes 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','d3506eecedacbcd781fb81ae31800e9f925f99d8e00f07710d989244f0be6152',100.0,1.77902917199255394e+09,0,'2026-05-17T16:46:11.992554+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-autoscaling.md"]','["kubernetes-autoscaling.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.suse.com/c/intro-rancher-2-6-features','suse.com: SUSE Rancher 2.6 delivers interoperability across multi-cloud environments with redesigned user experience, hosted cluster support, and improved security posture','','2021',2,'The official SUSE release summary detailing Rancher 2.6''s new features. Focuses on improved multi-cloud interoperability, centralized security scanning, and simplified provisioning loops for EKS and GKE engines.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Product Updates", "Rancher 2.6"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.suse.com/c/nginx-guest-blog-kubernetes-ingress-controller','suse.com: NGINX Guest Blog: NGINX Kubernetes Ingress Controller 🌟','','2021',4,'Provides an overview of the NGINX Ingress Controller within the SUSE ecosystem, explaining how it maps incoming HTTP traffic to backend pods. Live Grounding shows that NGINX remains the most widely deployed Ingress Controller due to its reliability, ease of configuration, and rich community-supported annotations.','Markdown','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/announcing-harvester-open-source-hyperconverged-infrastructure-hci-software','rancher.com: Announcing Harvester: Open Source Hyperconverged Infrastructure (HCI) Software','','2021',4,'Official announcement of Harvester, an open-source hyperconverged infrastructure (HCI) solution designed on top of Kubernetes, KubeVirt, and Longhorn. Bridges the gap between traditional virtual machine workloads and modern cloud-native containerized platforms, enabling unified operations. Valuable for organizations seeking alternatives to legacy proprietary hypervisors.','English','Announcement','Advanced',0,'online','manual','b3cb1da94f00c225b79ced56157d00da388cf96205de4769c9eda9a3e7ca0821',100.0,1.78173615419808292e+09,1,'2026-06-18T00:42:34.198083+02:00',NULL,NULL,NULL,'["Infrastructure", "Hyperconverged Infrastructure", "Bare Metal"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','7da57a38bba2b7f06a3c6540019ad0006fc93ab1d291550d4b38e09af28147c0',100.0,1.78173616256846499e+09,1,'2026-06-18T00:42:42.568465+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','7da57a38bba2b7f06a3c6540019ad0006fc93ab1d291550d4b38e09af28147c0',100.0,1781736162,1,'2026-06-18T00:42:42.568465+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/create-reproducible-security-in-kubernetes-with-helm-3-and-helm-charts','rancher.com: Create Reproducible Security in Kubernetes with Helm 3 and Helm Charts','','2021',0,'Practical guide discussing Helm 3 security baselines, image registry verification, and using secure defaults in charts. Addresses how declarative configurations align with modern threat model structures inside production networks.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Security", "Hardening", "Helm Security"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/custom-alerts-using-prometheus-queries','rancher.com: Custom alerts using Prometheus queries','','2023',2,'An operational guide focusing on formulating custom alert conditions using PromQL queries in Rancher. Shows how to integrate metrics with alert systems and route notifications to modern receivers like Slack or PagerDuty.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Monitoring & Observability", "Alerting"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/deploy-a-rancher-cluster-with-gitlab-ci-and-terraform','Deploy a Rancher Cluster with GitLab CI and Terraform','','2020',0,'Step-by-step automation blueprint demonstrating how to provision and orchestrate Rancher multi-cluster control planes. Harnesses Terraform to scale target virtual machines and GitLab CI to deploy and maintain management-plane state configurations.','HCL','Article','Advanced',0,'online','manual',NULL,NULL,1781736158.67723,0,'2026-06-18T00:42:38.677230+02:00',NULL,NULL,NULL,'["CI-CD", "Infrastructure", "Rancher"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/deploy-kubernetes-clusters-on-microsoft-azure-with-rancher',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.suse.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','2ab62b859fa47d702ada35b996f4efd5be0e649bb62656f9c419e3e82926384a',100.0,1.78173616442104792e+09,1,'2026-06-18T00:42:44.421048+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/disaster-recovery-preparedness-for-your-kubernetes-clusters','rancher.com: Disaster Recovery Preparedness for Your Kubernetes Clusters 🌟','','2022',4,'A high-level architectural framework focusing on Disaster Recovery (DR) readiness within complex clusters. Addresses RTO and RPO metrics by mapping out continuous automated backup testing pipelines.','Markdown','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Disaster Recovery", "Best Practices"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/driving-kubernetes-adoption-in-finance-with-rancher','rancher.com: Driving Kubernetes Adoption in Finance with Rancher','','2022',2,'A deep dive case study exploring how banking and financial institutions adopt Rancher to support strict compliance requirements, air-gapped security deployments, and centralized multi-tenant access control.','None','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Management", "Case Studies", "Finance"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.suse.com/c/rancher_blog/what-is-cloud-native-storage','rancher.com: What is Cloud-Native Storage?','','2020',0,'A foundational explanation of Cloud-Native Storage (CNS) principles, focusing on the dynamic orchestration, scalability, and resilience required by ephemeral containers. It unpacks the shift from static hardware-bound SAN/NAS structures to dynamic, application-centric storage.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Storage Architecture", "Storage Fundamentals", "Conceptual Design"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.swarmia.com/build','swarmia.com/build: Build Elements of an Effective Software Organization','','2023',0,'Provides an advanced framework for measuring and optimizing software organization effectiveness. Delves into metric patterns (such as DORA, SPACE, and developer cognitive load metrics) to scale delivery, remove operational bottlenecks, and build reliable developer platforms.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Productivity", "Platform Engineering"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
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@@ -18079,7 +18079,7 @@ INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/postgresql-monitorin
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@@ -18092,40 +18092,40 @@ INSERT INTO "resources" VALUES('https://www.systemcenterdudes.com/create-operati
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+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/chatgpt-cheat-sheet','techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033942,0,'2026-05-17T18:05:42.391826+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/devops-is-getting-code-released-faster-than-ever-but-security-is-lagging-behind','techrepublic.com: DevOps is getting code released faster than ever. But'' security is lagging behind','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: DevOps is getting code released faster than ever. But'' security is lagging behind in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031898,0,'2026-05-17T17:31:38.058295+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/enterprises-get-closer-to-the-app-store-experience-with-kubernetes-and-gitops','==techrepublic.com: Enterprises get closer to the app store experience with'' Kubernetes and GitOps==','','N/A',0,'A curated technical resource and architectural guide covering ==techrepublic.com: Enterprises get closer to the app store experience with'' Kubernetes and GitOps== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032753,0,'2026-05-17T17:45:53.907434+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/how-to-choose-the-right-cicd-platform','techrepublic.com: CI/CD platforms: How to choose the right continuous integration'' and delivery system for your business','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: CI/CD platforms: How to choose the right continuous integration'' and delivery system for your business in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034450,0,'2026-05-17T18:14:10.088836+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cicd.md"]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/how-to-create-lets-encrypt-ssl-certificates-with-acme-sh-on-linux','techrepublic.com: How to create Let''s Encrypt SSL certificates with acme.sh'' on Linux','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: How to create Let''s Encrypt SSL certificates with acme.sh'' on Linux in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030705,0,'2026-05-17T17:11:45.776344+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/ibm-creates-an-open-source-tool-to-simplify-api-documentation','IBM creates an open source tool to simplify API documentation','','N/A',0,'A curated technical resource and architectural guide covering IBM creates an open source tool to simplify API documentation in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779032869,0,'2026-05-17T17:47:49.046269+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/api.md"]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/kanboard-a-simple-to-deploy-easy-to-use-kanban-board-for-project-management','techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board'' for project management','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: Kanboard: A simple to deploy, easy to use Kanban board'' for project management in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030868,0,'2026-05-17T17:14:28.327938+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/kubernetes-magic-is-in-enterprise-standardization-not-app-portability','==Kubernetes magic is in enterprise standardization, not app portability==','','N/A',0,'A curated technical resource and architectural guide covering ==Kubernetes magic is in enterprise standardization, not app portability== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033040,0,'2026-05-17T17:50:40.455795+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["index.md", "kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/kubernetes-will-deliver-the-app-store-experience-for-enterprise-software-says-weaveworks-ceo','techrepublic.com: Kubernetes will deliver the app store experience for enterprise'' software, says Weaveworks CEO','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: Kubernetes will deliver the app store experience for enterprise'' software, says Weaveworks CEO in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033730,0,'2026-05-17T18:02:10.944169+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/introduction.md"]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/lean-development','techrepublic.com: What is Lean Software Development?','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: What is Lean Software Development? in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031190,0,'2026-05-17T17:19:50.091596+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/project-management-methodology.md"]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/opensearch-aws-rolls-out-its-open-source-elasticsearch-fork','techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch'' fork','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: OpenSearch: AWS rolls out its open source Elasticsearch'' fork in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030989,0,'2026-05-17T17:16:29.350844+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/the-best-programming-languages-to-learn-in-2022','techrepublic.com: The best programming languages to learn in 2022','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: The best programming languages to learn in 2022 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033579,0,'2026-05-17T17:59:39.274656+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/what-can-you-do-azure-files','==techrepublic.com: What can you do with Azure Files?==','','N/A',0,'A curated technical resource and architectural guide covering ==techrepublic.com: What can you do with Azure Files?== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033735,0,'2026-05-17T18:02:15.327768+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techrepublic.com/article/windows-subsystem-for-linux-2-the-gui-features-developers-have-been-asking-for','techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers'' have been asking for','','N/A',0,'A curated technical resource and architectural guide covering techrepublic.com: Windows Subsystem for Linux 2: The GUI features developers'' have been asking for in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033044,0,'2026-05-17T17:50:44.796769+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/linux-dev-env.md"]','["linux-dev-env.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techsupportpk.com/2020/03/how-to-install-ansible-awx-centos-rhel-7-8.html','techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8','','N/A',0,'A curated technical resource and architectural guide covering techsupportpk.com: Install Ansible AWX on CentOS, RHEL 7, 8 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031770,0,'2026-05-17T17:29:30.929365+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchapparchitecture/tip/4-trends-for-Kubernetes-cloud-native-teams-to-watch-in-2020','4 trends for Kubernetes cloud-native teams to watch in 2020','','2020',0,'Explores structural transitions within container orchestrations circa 2020. This historical piece covers the nascent consolidation around service meshes and the industrialization of Kubernetes operators across production landscapes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Ecosystem Trends", "Historical Analysis"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchcio/answer/ITPro-Today-Network-Computing-IoT-World-Today-combine-with-TechTarget','itprotoday.com: Who''s Winning in the Container Software Market 🌟','','2022',0,'A business and market analysis of the container software landscape, highlighting market share dynamics, consolidation waves, and the competitive positioning of major players like Red Hat, VMware, Rancher, and cloud hyperscalers. Reflects the strategic evolution toward managed platform-as-a-service models.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Market Landscapes"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md", "devops.md", "docker.md", "kubernetes-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchcloudcomputing/answer/Amazon-ECS-vs-Kubernetes-Which-should-you-use-on-AWS','techtarget.com: Amazon ECS vs. Kubernetes: Which should you use on AWS?','','2023',0,'Compares AWS ECS with EKS. While EKS provides robust, platform-agnostic cloud-native standards, ECS offers tighter AWS integration, easier resource management, and lower cognitive load.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "AWS", "ECS vs Kubernetes"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-alternatives.md"]','{}','{}');
@@ -18143,9 +18143,9 @@ INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/an
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/feature/Differences-between-Kubernetes-Ingress-vs-load-balancer','searchitoperations.techtarget.com: Differences between Kubernetes Ingress vs. load balancer','','2021',3,'A practical reference manual comparing the performance cost and operational patterns of Layer 4 LoadBalancer services against Layer 7 Ingress Controllers. Evaluates routing mechanics, cost-efficiency, and feature capabilities to assist in key infrastructure selection phases.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Ingress", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/feature/Optimize-Kubernetes-cluster-management-with-these-5-tips','**Optimize** Kubernetes cluster management with these 5 tips','','2022',0,'Provides tactical advice on refining cluster performance, including standardizing deployment pipelines, enforcing robust RBAC boundaries, monitoring control plane metrics, and optimizing resource scheduling.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Cluster Management", "Optimization"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/feature/Top-15-DevOps-blogs-to-read-and-follow','Top 15 DevOps blogs to read and follow','','2026',0,'Curator Insight: TechTarget''s directory of the most influential devops online resources. Live Grounding: Identifies industry authorities and practical technical publications, steering engineers toward high-signal blogs and community forums.','en','Directory','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Platforms", "Resources", "Directories"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm','searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm','','2020',0,'Highlights the massive industry shift toward Open Policy Agent (OPA) for centralized, policy-as-code enforcement. Emphasizes OPA''s ability to unify policy layers across different tools like Kubernetes admission controllers, API gateways, and CI/CD pipelines.','Rego','Article','Intermediate',0,'online','manual','90ff4ffeb5f45cbacafd4186ad29867811cf7afaef7862137b8735fe5abf4825',100.0,1.779130494934098e+09,1,'2026-05-18T20:54:54.934098+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "OPA"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/news/252467102/Kubernetes-policy-project-takes-enterprise-IT-by-storm','searchitoperations.techtarget.com: Kubernetes policy project takes enterprise IT by storm','','2020',0,'Highlights the massive industry shift toward Open Policy Agent (OPA) for centralized, policy-as-code enforcement. Emphasizes OPA''s ability to unify policy layers across different tools like Kubernetes admission controllers, API gateways, and CI/CD pipelines.','Rego','Article','Intermediate',0,'online','manual','90ff4ffeb5f45cbacafd4186ad29867811cf7afaef7862137b8735fe5abf4825',100.0,1779130494,1,'2026-05-18T20:54:54.934098+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "OPA"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/news/252492459/GitOps-pros-grapple-with-Kubernetes-configuration-management','searchitoperations.techtarget.com: GitOps pros grapple with Kubernetes configuration management. GitOps users seek ideal Kubernetes config tool 🌟','','2021',0,'Examines how platform engineering teams evaluate configuration management systems like Helm, Kustomize, and Jsonnet. Highlights the critical challenges of maintaining configuration dry runs and preventing manifest bloat in Git repos.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Configuration Management"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps','searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes security gaps','','2021',0,'An industry report outlining CNCF policy-as-code initiatives designed to patch security deficiencies within container orchestration. Compares the operational paradigms of Rego-based OPA and YAML-native Kyverno for policy-driven environments.','None','Article','Intermediate',0,'online','manual','7e4b963c7e5767e66da8b580c9a2634fb70fa44f7b8bd86f0ebb122d7b46f666',100.0,1.779130494947649e+09,1,'2026-05-18T20:54:54.947649+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/news/252505548/CNCF-policy-as-code-project-bridges-Kubernetes-security-gaps','searchitoperations.techtarget.com: CNCF policy-as-code project bridges Kubernetes security gaps','','2021',0,'An industry report outlining CNCF policy-as-code initiatives designed to patch security deficiencies within container orchestration. Compares the operational paradigms of Rego-based OPA and YAML-native Kyverno for policy-driven environments.','None','Article','Intermediate',0,'online','manual','7e4b963c7e5767e66da8b580c9a2634fb70fa44f7b8bd86f0ebb122d7b46f666',100.0,1779130494,1,'2026-05-18T20:54:54.947649+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/tip/Ensure-Kubernetes-high-availability-with-master-node-planning','searchitoperations.techtarget.com: Ensure Kubernetes high availability with master node planning','','2021',3,'Provides physical and virtual planning strategies to ensure control plane resiliency. Emphasizes split-brain avoidance in etcd clusters, load balancing across API servers, and multi-zone master node deployment layouts.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "High Availability", "Control Plane"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/tip/Terraform-cheat-sheet-Notable-commands-HCL-and-more','searchitoperations.techtarget.com: Terraform cheat sheet: Notable commands, HCL and more','','2024',3,'Curator Insight: Technical overview of Terraform command structures, state file management, and HCL parameters. Live Grounding: Focuses on troubleshooting locked environments, correcting state mismatches, and parsing command logs during execution.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Terraform"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techtarget.com/searchitoperations/tip/Tips-and-tools-to-achieve-a-serverless-DevOps-workflow','searchitoperations.techtarget.com: Tips and tools to achieve a serverless DevOps workflow','','2022',0,'Explores the fundamental paradigm shifts involved in building DevOps pipelines for abstracted serverless runtimes. The author breaks down the unique testing, cold-start optimization, and automated IAM policies required for ephemeral compute. Live architecture designs indicate that employing native CI tools combined with frameworks like AWS SAM or Serverless Framework is key to maintaining deployment reliability at scale.','N/A','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Serverless Systems", "DevOps Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
@@ -18153,10 +18153,10 @@ INSERT INTO "resources" VALUES('https://www.techtarget.com/searchwindowsserver/t
 INSERT INTO "resources" VALUES('https://www.techuz.com/blog/what-is-ci-cd-an-introduction-to-continuous-integration-continuous-deployment-and-ci-cd-pipeline','techuz.com: What is CI/CD? An Introduction to Continuous Integration, Continuous Deployment and CI/CD Pipeline','','2021',0,'Introduction to structural components of continuous delivery environments. Details standard pipeline phases, source control integrations, and tooling selections to transition from manual builds to automated pipelines.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI-CD Pipelines", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techwebspace.com/get-started-with-the-rest-assured-framework-an-example-based-guide','techwebspace.com: Get Started with the REST Assured Framework: An Example-based Guide','','2026',0,'An exhaustive, code-based architectural guide detailing REST Assured, a Java DSL engine for automated API validation. It highlights domain-specific testing structures that integrate cleanly into JUnit/TestNG ecosystems.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Testing", "API Testing", "Java Frameworks"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["postman.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.techworld-with-nana.com','Techworld with Nana: Learn DevOps topics easily','- [==techworld-with-nana.com/devops-bootcamp==](https://www.techworld-with-nana.com/devops-bootcamp)','2023',1,'A premier technical curriculum focused on infrastructure automation, container mechanics, and deployment pipelines. Successfully bridges the gap between raw system administration and cloud native deployment methodologies.','N/A','Documentation','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "Education", "Training Courses"]','["[COMMUNITY-TOOL]"]','[]','["elearning.md", "devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techworld-with-nana.com/devops-bootcamp','==techworld-with-nana.com/devops-bootcamp==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ebb37883941457ab68640c76c5b93a8a92fb35713a96db88d8507bdb9c71cc34',100.0,1.77903215937009501e+09,1,'2026-05-17T17:35:59.370095+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techworld-with-nana.com/devops-bootcamp','==techworld-with-nana.com/devops-bootcamp==','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ebb37883941457ab68640c76c5b93a8a92fb35713a96db88d8507bdb9c71cc34',100.0,1779032159,1,'2026-05-17T17:35:59.370095+02:00',NULL,NULL,NULL,'[]','[]','["docs/devops.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.testinglpoint.com/timer','testinglpoint.com: Timer in JMeter','','N/A',0,'A curated technical resource and architectural guide covering testinglpoint.com: Timer in JMeter in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031255,0,'2026-05-17T17:20:55.321281+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/performance-testing-with-jenkins-and-jmeter.md"]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
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@@ -18219,15 +18219,15 @@ INSERT INTO "resources" VALUES('https://www.testmuai.com/blog/complete-guide-to-
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 INSERT INTO "resources" VALUES('https://www.testmuai.com/learning-hub/selenium-4','lambdatest.com: Selenium 4 🌟','','2021',5,'Analyzes the architectural advancements in Selenium 4, specifically the absolute deprecation of the JSON Wire Protocol in favor of native W3C WebDriver compliance. This change provides direct communication with browsers, eradicating translation latency and resolving session instability. The architecture also introduces the Chrome DevTools Protocol (CDP) for capturing network events and console logs directly.','Multi-language','Reference','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Web Automation", "Selenium Framework"]','["[DE FACTO STANDARD]"]','[]','["test-automation-frameworks.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.testmuai.com/selenium','lambdatest.com/selenium: Introduction to Selenium Basics','','2023',3,'Covers the fundamental building blocks of the Selenium ecosystem, including WebDriver, Grid, and IDE. Details the client-server interaction model, browser drivers, and basic element locator strategies necessary for automating modern web pages. Serves as a fundamental reference for structural testing concepts.','Multi-language','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Web Automation", "Selenium Framework"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["test-automation-frameworks.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.testrail.com/blog/what-is-devtestops','blog.gurock.com: What Is DevTestOps?','','2022',0,'Explores ''DevTestOps'', which elevates quality assurance from an external stage to continuous, integrated feedback loops throughout continuous delivery pipelines.','Markdown','Article','Intermediate',1,'online','manual','febc182639802f20586bab5499964e4fd6decc088f813233610426fff1876618',100.0,1779130494,0,'2026-05-18T20:54:54.974017+02:00',NULL,NULL,NULL,'["Development Methodology", "DevOps", "Testing Strategy"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.tetrate.io/blog/why-do-you-need-istio-when-you-already-have-kubernetes','tetrate.io: Why do you need Istio when you already have Kubernetes?','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','365b6d89f0110a5a3339c8a7e3bac6e5798e3da362b435d0a4e6b7046c4a0689',100.0,1779032734,0,'2026-05-17T17:45:34.667744+02:00',NULL,NULL,NULL,'[]','[]','["docs/istio.md"]','[]','{}','{"duplicate_of": "https://www.tetrate.io/blog/multicluster-management-with-kubernetes-and-istio"}');
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@@ -18269,29 +18269,29 @@ INSERT INTO "resources" VALUES('https://www.theforeman.org','Foreman','- [Ansibl
     - [theforeman.org: Updating Foreman inventory with system facts](https://theforeman.org/2021/01/updating-foreman-inventory-with-system-facts.html)
     - [theforeman.org: Foreman 3.0 is here!](https://theforeman.org/2021/09/foreman-30-is-here.html)','2026',0,'Foreman is an enterprise lifecycle and provisioning management tool for physical and virtual servers. Integrating with Ansible via Foreman Ansible Modules (FAM), it matches bare-metal provisioning with configuration management and dynamic inventory mapping.','Ruby','Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Foreman", "Systems Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.theguild.nl/k8s-workshop-in-a-box','Kubernetes workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13fb8c409b1bcd036b6a7617f613cdb58989239a9397f7fc54139205720e5201',100.0,1.77903296273965597e+09,0,'2026-05-17T17:49:22.739656+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://archive.kabisa.nl/tech/k8s-workshop-in-a-box"}');
+INSERT INTO "resources" VALUES('https://www.theguild.nl/k8s-workshop-in-a-box','Kubernetes workshop in a box','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','13fb8c409b1bcd036b6a7617f613cdb58989239a9397f7fc54139205720e5201',100.0,1779032962,0,'2026-05-17T17:49:22.739656+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://archive.kabisa.nl/tech/k8s-workshop-in-a-box"}');
 INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/getting-started-with-kubectl-plugins','padok.fr: Getting started with kubectl plugins','','2026',0,'A technical blog post detailing how to create a custom kubectl plugin from scratch. It explains execution requirements, CLI environment parameter handling, and distribution strategies to simplify the package setup for internal engineering teams.','None','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Command Line Tools", "Developer Guides"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/openshift-what-templates-should-you-use-helm-or-openshift','Templating on OpenShift: should I use Helm templates or OpenShift templates? 🌟','','2019',0,'A comparative analysis contrasting OpenShift native templates with Helm charts. Outlines how Helm''s global community, revision tracking, and subchart structures provide a superior template solution for complex microservice environments.','Yaml','Comparative Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["App Development", "Packaging", "Helm Charts"]','["[EMERGING]", "[GUIDE]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog/what-is-finops-and-what-are-its-best-practices','padok.fr: FinOps, or the Culture of Cloud Cost Optimization','','2022',0,'An educational article explaining the cultural and operational shifts of FinOps. Outlines key engineering methodologies like rightsizing, continuous monitoring, auto-scaling, and utilizing spot instances within Kubernetes to drive efficient unit economics.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Best Practices"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.theregister.com/2020/10/14/redhat_ansible_kubernetes','theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red'' Hat couples automation to cluster management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','37441366a4654278c50847baee8e8c55f66b424eac4244adbc02f91425ce00af',100.0,1.77903141873450493e+09,0,'2026-05-17T17:23:38.734505+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/10/14/juggling-ansible-openshift-and-k8s-this-is-for-you-red-hat-couples-automation-to-cluster-management/656846"}');
-INSERT INTO "resources" VALUES('https://www.theregister.com/2020/12/02/gartner_cloud_dbms','theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner'' while dishing on the weak points of each provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b0a8699c1bf7b80d82d962de741ca8ab74efbf185e6933357ae85c3012ba5ef',100.0,1.7790313996938579e+09,0,'2026-05-17T17:23:19.693858+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782"}');
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-INSERT INTO "resources" VALUES('https://www.theregister.com/2023/05/26/microsoft_azure_linux_container','theregister.com: Microsoft has made Azure Linux generally available. Repeat,'' Azure Linux','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6c94da89e6685fa5840655482ee3281d1bf3017848ed57d2de3b139c4650ccdb',100.0,1.77903059970400404e+09,0,'2026-05-17T17:09:59.704004+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359"}');
+INSERT INTO "resources" VALUES('https://www.theregister.co.uk/2020/04/08/docker_opens_up_compose_specification','theregister.co.uk: Compose yourselves – Docker has published multi-container'' app spec, needs contributors to help maintain and develop it','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','42b4a85b414136d23b36d91cdbc0477fe310d8396a655e059be5d8814b6cf824',100.0,1779034231,0,'2026-05-17T18:10:31.562652+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/09/21/diffblue_let_ai_code_unit_tests','theregister.com: Coding unit tests is boring. Wouldn''t it be cool if an'' AI could do it for you? That''s where Diffblue comes in','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3bbd46c382ed9b495d1d7bf7203c88d97a15677cfc55c12e49cfa179ae0a9589',100.0,1779034154,0,'2026-05-17T18:09:14.792664+02:00',NULL,NULL,NULL,'[]','[]','["docs/testops.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/09/22/microservices_talk_gotopia','theregister.com: Microservices guru says think serverless, not Kubernetes:'' You don''t want to manage ''a towering edifice of stuff','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b84590347e5453dfb8d33b333d752bb0bd783eed465a3cc63d234367b311f28',100.0,1779030326,0,'2026-05-17T17:05:26.988189+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/09/22/microservices-guru-says-think-serverless-not-kubernetes-you-dont-want-to-manage-a-towering-edifice-of-stuff/353334"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/10/07/digitalocean_paas_app_platform','theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats'' App Platform to deploy, run code without juggling servers','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','433b946fd132ac2e903b1cc2ed250891799b905af5667207a58e6a0527a6bdd7',100.0,1779031475,0,'2026-05-17T17:24:35.642847+02:00',NULL,NULL,NULL,'[]','[]','["docs/digitalocean.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/10/14/redhat_ansible_kubernetes','theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red'' Hat couples automation to cluster management','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','37441366a4654278c50847baee8e8c55f66b424eac4244adbc02f91425ce00af',100.0,1779031418,0,'2026-05-17T17:23:38.734505+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/10/14/juggling-ansible-openshift-and-k8s-this-is-for-you-red-hat-couples-automation-to-cluster-management/656846"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/12/02/gartner_cloud_dbms','theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner'' while dishing on the weak points of each provider','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2b0a8699c1bf7b80d82d962de741ca8ab74efbf185e6933357ae85c3012ba5ef',100.0,1779031399,0,'2026-05-17T17:23:19.693858+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2020/12/17/github_bans_passwords','theregister.com: Passwords begone: GitHub will ban them next year for authenticating'' Git operations','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','bc96190aff216f6e3824b3b80fb3e7f54b83603bfccf6340018e59f4330b48a8',100.0,1779034452,0,'2026-05-17T18:14:12.451680+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networking','theregister.com: AWS to retire EC2-Classic – the network glue that helped'' start the IaaS rush','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','4da7c8bc8474a0642d2fda92b2dde8539ca94047eab40d01e0b4621a11049ced',100.0,1779034449,0,'2026-05-17T18:14:09.241706+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes','theregister.com: Microsoft Azure deprecations: API changes will break applications'' and PowerShell scripts','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3328354af069681668db5f545695439989203245d919a2d89e3d2e2e38faf1b9',100.0,1779032686,0,'2026-05-17T17:44:46.020879+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/12/06/mysql_a_pretty_poor_database','theregister.com: MySQL a ''pretty poor database'' says departing Oracle'' engineer','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','097c957b1efc285627dc61cb7795343ba006fcacd67112f3cefd302a16331437',100.0,1779029171,0,'2026-05-17T16:46:11.269766+02:00',NULL,NULL,NULL,'[]','[]','["docs/databases.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2021/12/06/mysql-a-pretty-poor-database-says-ex-oracle-engineer/539827"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/12/09/the_big_aws_event_120','theregister.com: The big AWS event: 120 announcements but nothing has changed','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','787063e620edb29d8fa44c7f0c98e68fbd0bc1dea1a1846381a5032f9773c2a5',100.0,1779034036,0,'2026-05-17T18:07:16.875660+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-newfeatures.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/off-prem/2021/12/09/the-big-aws-event-120-announcements-but-nothing-has-changed/605657"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2021/12/21/how_kubernetes_lowers_costs','==theregister.com: How Kubernetes lowers costs and automates IT department'' work==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','c5068df124dd5c71c0f37273c6da874ce82757b1aa0f968b69ff179f7b106dd6',100.0,1779030352,0,'2026-05-17T17:05:52.007422+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2023/01/16/basecamp_37signals_cloud_bill','theregister.com: Basecamp details ''obscene'' $3.2 million bill that caused'' it to quit the cloud','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','333920645dcf2297b99fe54708fa734f1575c7d62746893c759b8f9c3ab28018',100.0,1779031884,0,'2026-05-17T17:31:24.907606+02:00',NULL,NULL,NULL,'[]','[]','["docs/introduction.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397"}');
+INSERT INTO "resources" VALUES('https://www.theregister.com/2023/05/26/microsoft_azure_linux_container','theregister.com: Microsoft has made Azure Linux generally available. Repeat,'' Azure Linux','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','6c94da89e6685fa5840655482ee3281d1bf3017848ed57d2de3b139c4650ccdb',100.0,1779030599,0,'2026-05-17T17:09:59.704004+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{}','{"duplicate_of": "https://www.theregister.com/software/2023/05/26/microsofts-azure-linux-distro-is-now-generally-available/568359"}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/off-prem/2020/10/07/digitalocean-decides-to-head-rivals-off-at-the-paas-floats-app-platform-to-deploy-run-code-without-juggling-servers/802967','theregister.com: DigitalOcean decides to head rivals off at the PaaS, floats App Platform to deploy, run code without juggling servers','','2020',0,'This article analyzes DigitalOcean''s App Platform launch, presenting it as a direct PaaS alternative designed to counter Heroku. The platform abstracts Kubernetes infrastructure to allow multi-tenant zero-config deployments directly from source control. Curator insights highlights its developers-first simplicity, while current industry status verifies its solid integration with modern container workflows.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "PaaS", "DigitalOcean"]','["[COMMUNITY-TOOL]"]','[]','["digitalocean.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/off-prem/2021/07/29/aws-to-retire-ec2-classic-the-network-glue-that-helped-start-the-iaas-rush/527489','theregister.com: AWS to retire EC2-Classic – the network glue that helped start the IaaS rush','','2021',4,'Marks the official EOL of AWS''s original flat network topology (EC2-Classic), mandating migration to Virtual Private Cloud (VPC) architectures. This deprecation signals the end of shared, non-isolated public IP spaces in cloud compute, enforcing VPC-level security controls, security groups, and routing isolation. Migrations required standardizing VM instances onto modern VPC-only networking models.','English','Infrastructure Feature','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Deprecations"]','["[ENTERPRISE-STABLE]"]','[]','["aws-newfeatures.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/off-prem/2021/09/03/microsoft-azure-deprecations-api-changes-will-break-applications-and-powershell-scripts/748744','theregister.com: Microsoft Azure deprecations: API changes will break applications and PowerShell scripts','','2021',0,'An examination of the impact of major API deprecations across Azure Resource Manager and legacy Active Directory libraries. Discusses how programmatic lifecycle changes can break active PowerShell automation scripts, legacy ARM templates, and custom deployments. Highlights the necessity of implementing continuous CI/CD validation patterns.','English','Industry News','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Governance & Management", "API Deprecations", "Platform Lifecycle"]','["[LEGACY]"]','[]','["azure.md"]','{}','{}');
@@ -18299,7 +18299,7 @@ INSERT INTO "resources" VALUES('https://www.theregister.com/off-prem/2021/12/09/
 INSERT INTO "resources" VALUES('https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill-that-saw-it-quit-cloud/270397','theregister.com: Basecamp details ''obscene'' $3.2 million bill that caused it to quit the cloud','','2023',0,'Investigates 37signals'' highly publicized exit from AWS public cloud infrastructure. Highlights the architectural transition back to owned bare-metal hardware, showcasing substantial cost reductions and FinOps optimization.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Financials", "FinOps"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/security/2020/12/17/passwords-begone-github-will-ban-them-next-year-for-authenticating-git-operations/958514','theregister.com: Passwords begone: GitHub will ban them next year for authenticating Git operations','','2020',0,'News analysis detailing the elimination of basic user password authentication for Git read/write commands, mandating programmatic tokens or SSH configurations for robust access control.','None','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Developer Platforms", "Platform Security", "Authentication", "Git Operations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/software/2020/04/08/compose-yourselves-docker-has-published-multi-container-app-spec-needs-contributors-to-help-maintain-and-develop-it/311866','theregister.co.uk: Compose yourselves – Docker has published multi-container app spec, needs contributors to help maintain and develop it','','2020',0,'This piece chronicles Docker''s donation of the Compose specification to the open-source community, highlighting the industry''s drive to formalize multi-container application definitions. By establishing an open spec, it enabled tools like Podman-compose and cloud runtimes to deploy applications using standardized YAML models. It provides valuable historical context on container schema evolution.','Markdown','Article','Low',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Docker Compose", "Standards"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.theregister.com/software/2020/09/21/coding-unit-tests-is-boring-wouldnt-it-be-cool-if-an-ai-could-do-it-for-you-thats-where-diffblue-comes-in/318634','theregister.com: Coding unit tests is boring. Wouldn''t it be cool if an AI could do it for you? That''s where Diffblue comes in','','2020',0,'Highlights Diffblue, an AI tool utilizing reinforcement learning to write functional Java unit tests. It helps teams clear technical testing backlogs automatically with zero human developer input.','Java','Article','Intermediate',0,'online','manual','510801f6b69ee9018fd5b37d2aa3c5080feb6ea635e368fec50ed10dab9c0e78',100.0,1779130494,1,'2026-05-18T20:54:54.951709+02:00',NULL,NULL,NULL,'["Development Tools", "AI Assistance", "Automated Testing"]','["[COMMUNITY-TOOL]"]','["docs/testops.md"]','["testops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/software/2020/09/22/microservices-guru-says-think-serverless-not-kubernetes-you-dont-want-to-manage-a-towering-edifice-of-stuff/353334','theregister.com: Microservices guru says think serverless, not Kubernetes: You don''t want to manage ''a towering edifice of stuff''','','2020',0,'Analyzes the perspective that modern development teams should choose serverless configurations over Kubernetes to prevent managing complex platforms. Evaluates operational trade-offs and explains when to utilize FaaS to optimize business logic focus.','English','News Interview','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Comparative Systems", "Microservices Strategy"]','["[COMMUNITY-TOOL]"]','[]','["serverless.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/software/2020/10/14/juggling-ansible-openshift-and-k8s-this-is-for-you-red-hat-couples-automation-to-cluster-management/656846','theregister.com: Juggling Ansible, OpenShift and K8s? This is for you: Red Hat couples automation to cluster management','','2020',0,'An analytical piece detailing how architects manage complex workflows across bare-metal systems, OpenShift, and standard Kubernetes clusters. It underscores how Ansible bridges the gaps that cloud-native orchestration engines cannot directly reach, minimizing system isolation and manual intervention.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation", "Kubernetes Management", "Red Hat Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.theregister.com/software/2020/12/02/75-of-databases-to-be-cloud-hosted-by-2022-says-gartner-while-dishing-on-the-weak-points-of-each-provider/495782','theregister.com: 75% of databases to be cloud-hosted by 2022, says Gartner while dishing on the weak points of each provider','','2020',0,'Evaluates Gartner''s historical prediction concerning the massive transition of enterprise transactional workloads to cloud platforms. Identifies early challenges such as vendor lock-in, dynamic schema optimization, and cloud-provider security compliance.','English','Industry Analysis','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Market Trends", "Cloud Databases"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
@@ -18311,14 +18311,14 @@ INSERT INTO "resources" VALUES('https://www.theskillpedia.com/managing-docker-im
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 Live Grounding: This May 2026 publication demonstrates how a customized Graph-Aware Transformer handles complex map networks with low latency at Uber''s global scale.
@@ -18402,57 +18402,57 @@ Live Grounding: This May 2026 publication demonstrates how a customized Graph-Aw
 Engineering Highlights:
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@@ -18479,53 +18479,53 @@ INSERT INTO "resources" VALUES('https://www.vcluster.com/blog/skaffold-vs-tilt-v
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 INSERT INTO "resources" VALUES('https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operators-helm-based-part-1','medium.com: Getting Started With Kubernetes Operators (Helm Based) - Part 1','- [medium.com: Getting Started With Kubernetes Operators (Ansible Based) — Part 2](https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operators-ansible-based-part-2-472eb0d453b7)
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-INSERT INTO "resources" VALUES('https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022','==vladionescu.me: Scaling containers on AWS in 2022 (comparison)==','','2026',0,'A benchmarking comparison of container orchestration engines on AWS. It evaluates cold-start limits, container provisioning metrics, and control plane auto-scaling responsiveness between ECS and EKS under enterprise workloads.','N/A','Blog Post','Advanced',0,'online','manual','d26dcefdbb2334e758bd4f67a4b734c8cd3c86ae4ea2573bec24028578d25802',100.0,1.7790343731362791e+09,1,'2026-05-17T18:12:53.136279+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022','==vladionescu.me: Scaling containers on AWS in 2022 (comparison)==','','2026',0,'A benchmarking comparison of container orchestration engines on AWS. It evaluates cold-start limits, container provisioning metrics, and control plane auto-scaling responsiveness between ECS and EKS under enterprise workloads.','N/A','Blog Post','Advanced',0,'online','manual','d26dcefdbb2334e758bd4f67a4b734c8cd3c86ae4ea2573bec24028578d25802',100.0,1779034373,1,'2026-05-17T18:12:53.136279+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.vogella.com/tutorials','vogella.com','','2023',2,'An extensive library of software architecture write-ups focused primarily on Git structures, Java microservices development, and traditional IDE configurations. Very helpful for standard legacy design, though lacking modern Kubernetes-native patterns.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Development", "Java Ecosystem", "Eclipse & Git"]','["[GUIDE]", "[LEGACY]"]','[]','["elearning.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernetes','vxav.fr: Interacting with containerd runtime for kubernetes','','N/A',0,'A curated technical resource and architectural guide covering vxav.fr: Interacting with containerd runtime for kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903084240363693e+09,0,'2026-05-17T17:14:02.403637+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernetes','vxav.fr: Interacting with containerd runtime for kubernetes','','N/A',0,'A curated technical resource and architectural guide covering vxav.fr: Interacting with containerd runtime for kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030842,0,'2026-05-17T17:14:02.403637+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.w3schools.io/file/yaml-vs-yml','w3schools.io: YAML - yaml vs yml file','','2021',2,'An article detailing the historical background and OS-level implications of choosing `.yaml` vs `.yml` file extensions. It clarifies naming behaviors across modern orchestrators and configuration parsers to ensure consistency across teams.','N/A','article','beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Syntax", "Basics"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
 INSERT INTO "resources" VALUES('https://www.wappalyzer.com/technologies/documentation-tools/mkdocs','websites that use MkDocs','','2026',0,'Wappalyzer''s web-telemetry tracking the enterprise-scale adoption of the MkDocs engine. It demonstrates that the ''Docs-as-Code'' model has captured a massive share of internal and external API reference portals, proving that engineering teams prefer version-controlled Markdown over traditional SaaS wikis.','English','Analytics','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Case Study"]','["[COMMUNITY-TOOL]"]','[]','["mkdocs.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.warp.dev','Warp: The Agentic Development Environment','','2026',0,'A modern, Rust-based terminal emulator incorporating AI agent assistance directly into the command-line interface. Reimagines input fields like text editors, supports real-time workspace collaboration, and native context-sharing for accelerated platform ops troubleshooting.','English','Software','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Command-Line Utilities", "Terminal Emulators"]','["[COMMUNITY-TOOL]"]','[]','["ai.md", "developerportals.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.warpbuild.com','argonaut.dev: Choosing an Optimal Kubernetes Worker Node Size 🌟','','2023',0,'Analyzes the cost-benefit trade-offs between deploying many small worker nodes versus fewer large nodes. Examines daemon overhead, scheduling efficiency, IP exhaustion, and system stability vectors.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Architecture", "Infrastructure Sizing", "Compute Scaling"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.waypointproject.io','waypointproject.io','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ddcd8af21ca0d588edbf1538d3d5087557b2415ec1848041f07a653fcb60455c',100.0,1.779034521347723e+09,0,'2026-05-17T18:15:21.347723+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md", "docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://developer.hashicorp.com/waypoint"}');
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 INSERT INTO "resources" VALUES('https://www.weave.works','weave.works: Weave Kubernetes Platform','','2023',0,'The enterprise Kubernetes distribution offering from Weaveworks (WKP) built heavily around declarative GitOps concepts and Cluster API. Following Weaveworks'' operational cessation in early 2024, WKP is no longer commercially active, but its patterns directly influenced modern multi-cluster management strategies.','English','Software','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Enterprise Distributions"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/6-business-benefits-of-kubernetes','weave.works: 6 Business Benefits of Kubernetes','','2020',3,'From the creators of GitOps, this analysis frames Kubernetes not just as an engineering luxury but as an enterprise driver. Key features highlighted include multi-cloud flexibility, faster software release cycles, robust self-healing infrastructure, and container-driven resource optimization.','English','Blog','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Business Architecture", "Value Proposition"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.weave.works/blog/aws-networking-overview---part-2','AWS and Kubernetes Networking Options and Trade-Offs (part 2)','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779031111,0,'2026-05-17T17:18:31.951615+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{"duplicate_of": "https://go.weave.works/2021_GitOps_Maturity_Model.html"}');
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-INSERT INTO "resources" VALUES('https://www.weave.works/blog/category/kubernetes','weave.works/blog/category/kubernetes','','N/A',0,'A curated technical resource and architectural guide covering weave.works/blog/category/kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903073762154388e+09,0,'2026-05-17T17:12:17.621544+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/category/kubernetes','weave.works/blog/category/kubernetes','','N/A',0,'A curated technical resource and architectural guide covering weave.works/blog/category/kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779030737,0,'2026-05-17T17:12:17.621544+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1','AWS and Kubernetes Networking Options and Trade-Offs (part 1)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779032951.05517,0,'2026-05-17T17:49:11.055170+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-progressive-delivery','weave.works: Introduction to Service Meshes on Kubernetes and Progressive'' Delivery 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903240691065907e+09,0,'2026-05-17T17:40:06.910659+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1','AWS and Kubernetes Networking Options and Trade-Offs (part 1)','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779032951,0,'2026-05-17T17:49:11.055170+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-progressive-delivery','weave.works: Introduction to Service Meshes on Kubernetes and Progressive'' Delivery 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779032406,0,'2026-05-17T17:40:06.910659+02:00',NULL,NULL,NULL,'[]','[]','["docs/servicemesh.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-deployment-strategies','weave.works: Kubernetes Deployment Strategies 🌟','','2021',4,'A classic GitOps and Progressive Delivery reference guide. Details how to coordinate deployment updates, using Git repositories as the source of truth, alongside progressive delivery tools like Flagger.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cluster Management", "Deployments", "Strategies"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-in-the-enterprise','==weave.works: Podcast: Kubernetes has won the enterprise==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903026881947898e+09,0,'2026-05-17T17:04:28.819479+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/kubernetes-in-the-enterprise','==weave.works: Podcast: Kubernetes has won the enterprise==','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779030268,0,'2026-05-17T17:04:28.819479+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api','weave.works: Manage Thousands of Clusters with GitOps and the Cluster API','','2021',0,'An architectural guide exploring the intersection of Cluster API (CAPI) and GitOps (specifically Flux) to manage fleet-scale Kubernetes deployments. It outlines the declaration of tenant clusters as custom resources (CRDs) in a management cluster, enabling automated multi-cluster life cycle control. Following Weaveworks'' exit in 2024, this approach remains standard, but is now realized using CNCF Flux and native CAPI providers.','English','Article','Advanced',0,'duplicate','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/manage-thousands-of-clusters-with-gitops-and-the-cluster-api"}');
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-INSERT INTO "resources" VALUES('https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903098712963104e+09,0,'2026-05-17T17:16:27.129631+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise','weave.works: Progressively Delivering Applications Across Cloud and On-Premise.'' Using Kuma & GitOps to implement canary releasing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1.77903440641197299e+09,0,'2026-05-17T18:13:26.411973+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745"}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779030987,0,'2026-05-17T17:16:27.129631+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weave.works/blog/progressively-delivering-applications-across-cloud-and-on-premise','weave.works: Progressively Delivering Applications Across Cloud and On-Premise.'' Using Kuma & GitOps to implement canary releasing','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9',100.0,1779034406,0,'2026-05-17T18:13:26.411973+02:00',NULL,NULL,NULL,'[]','[]','["docs/cicd.md"]','[]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/the-definitive-guide-to-kubernetes-in-production','weave.works: The Definitive Guide to Kubernetes in Production 🌟🌟','','2021',5,'A comprehensive production-readiness roadmap. Addresses key criteria like security boundaries, network policies, cluster observability, auto-scaling mechanisms, and disaster recovery strategies required for mission-critical deployments.','English','Article','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Operations", "Production Readiness", "Best Practices"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/the-history-of-gitops','weave.works: The History of GitOps 🌟','','2021',0,'Traces the term ''GitOps'' from its coining in 2017 by Weaveworks'' Alexis Richardson. Documents its growth alongside Kubernetes operators and custom controllers to its eventual standardization as a pivotal paradigm in modern cloud-native systems.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Introduction", "History"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/theres-more-to-gitops-than-meets-the-eye','weave.works: There’s More to GitOps Than Meets the Eye','','2020',0,'Explores structural changes in teams adopting GitOps. Asserts that GitOps is not merely a tooling change but a fundamental shift towards collaborative operations, peer reviews for infrastructure modifications, and self-documenting architectures.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps", "Methodology", "Advanced Perspectives"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
@@ -18534,8 +18534,8 @@ INSERT INTO "resources" VALUES('https://www.weave.works/blog/what-is-a-self-serv
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/what-is-gitops-really','weave.works: What Is GitOps?','','2020',0,'Explores the architectural differences between ''push-based'' CI/CD pipelines and ''pull-based'' GitOps synchronization. It covers how running in-cluster agents mitigates credential exposure in multi-tenant environments. Although some early tool integrations are legacy, the underlying reconciliation paradigm remains the standard.','None','Technical Blog','Beginner',1,'duplicate','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Foundations"]','["[LEGACY]"]','[]','["gitops.md"]','{}','{"duplicate_of": "https://devopslearners.com/what-is-gitops-168aac9a2ee"}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/wkp-team-workspaces-rbac','weave.works: Weave Kubernetes Platform (WKP) Unlocks Cross Team Collaboration with Workspaces','','2021',0,'Examines multi-tenant operational security in Weave Kubernetes Platform (WKP) using GitOps workspaces. Details how RBAC policies, network restrictions, and workspace templates can be versioned and reconciled dynamically from Git.','English','Article','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Multi-tenancy"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.weave.works/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops','WKSctl - A New OSS Kubernetes Manager using GitOps','','2019',0,'The official Weaveworks blog post introducing WKSctl. Demonstrates how to leverage GitOps loops to continuous update node configurations and automatically reconcile discrepancies between virtual infrastructure states and Git declarations.','English','Article','Intermediate',0,'duplicate','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "GitOps", "Media"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md", "kubernetes-on-premise.md"]','{}','{"duplicate_of": "https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/blog/wksctl-a-new-oss-kubernetes-manager-using-gitops"}');
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@@ -18543,28 +18543,28 @@ INSERT INTO "resources" VALUES('https://www.weave.works/technologies/going-cloud
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+INSERT INTO "resources" VALUES('https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.html','wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟','','N/A',0,'A curated technical resource and architectural guide covering wecloudpro.com: Kubernetes Disaster Recovery with Velero 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034476,0,'2026-05-17T18:14:36.809873+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.wecloudpro.com/2021/08/21/Watchers-in-Kubernetes.html','wecloudpro.com: Watchers in Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering wecloudpro.com: Watchers in Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033044,0,'2026-05-17T17:50:44.800104+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.weekly.tf/p/issue-171-terramate-using-llms-to-generate-terraform-api-gateway-with-lambda-guardduty-imdsv2','weekly.tf: Issue #171 - Terramate, Using LLMs to generate Terraform, API'' Gateway with Lambda, GuardDuty, IMDSv2 at Slack, Azure DevOps Pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f45c9c58771c4dd73e2be1b9d91269c6756214c5b50541860f9f03ec6b91874a',100.0,1.77903000994933605e+09,1,'2026-05-17T17:00:09.949336+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.weekly.tf/p/issue-171-terramate-using-llms-to-generate-terraform-api-gateway-with-lambda-guardduty-imdsv2','weekly.tf: Issue #171 - Terramate, Using LLMs to generate Terraform, API'' Gateway with Lambda, GuardDuty, IMDSv2 at Slack, Azure DevOps Pipelines','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f45c9c58771c4dd73e2be1b9d91269c6756214c5b50541860f9f03ec6b91874a',100.0,1779030009,1,'2026-05-17T17:00:09.949336+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.whizlabs.com','Whizlabs','','2026',4,'Professional certification training platform offering detailed exam preparation simulations for CKA, CKAD, and CKS. Combines structured video guides with cloud-based sandboxes to test real-world debugging capabilities, container engineering, and system security practices.','English','Training Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Cloud & DevOps"]','["[ENTERPRISE-STABLE]"]','[]','["elearning.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.whizlabs.com/blog/google-cloud-platform','whizlabs.com: Introduction To Google Cloud Platform','','2026',0,'A comprehensive introductory article mapping out GCP foundational structures, virtual machine instances, VPC networking, storage classes, and certification paths for beginners.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Public Cloud", "Training"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.whizlabs.com/blog/kinesis-vs-kafka','whizlabs.com: AWS Kinesis vs Kafka Apache','','2021',4,'Comparative architectural review between AWS Kinesis and Apache Kafka. Analyzes data retention policies, throughput capabilities, scaling overheads, and total cost of ownership (TCO) profiles.','None','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Event Streaming", "Comparison"]','["[ENTERPRISE-STABLE]"]','[]','["aws-data.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wildfly.org','WildFly','','2026',4,'The project homepage for WildFly, Red Hat''s open-source application server executing modern Jakarta EE specifications. Live Grounding highlights WildFly as a high-performance, modular system featuring fast startup and low memory usage, heavily favored for container deployments.','English','Website','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "WildFly"]','["[ENTERPRISE-STABLE]"]','[]','["java_app_servers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.wired.co.uk/article/great-resignation-quit-job','wired.co.uk: The Great Resignation is here and no one is prepared','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','548b3e30425ae4de1adb674d0c024f4d20e7de886ad36ea05d8e2dba30b0e058',100.0,1.7790304440151081e+09,0,'2026-05-17T17:07:24.015108+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.wired.com/story/great-resignation-quit-job"}');
-INSERT INTO "resources" VALUES('https://www.wired.com/story/calendly-google-calendar-appointment-schedule','wired.com: Google Calendar''s ‘Appointment Schedule’ Is Good, Not Great','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3aeb1741de2047f28aca8ac3460ea7d9ef37dee20194e4d0042d252ad21a35f3',100.0,1.77903415590269804e+09,1,'2026-05-17T18:09:15.902698+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.wired.co.uk/article/great-resignation-quit-job','wired.co.uk: The Great Resignation is here and no one is prepared','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','548b3e30425ae4de1adb674d0c024f4d20e7de886ad36ea05d8e2dba30b0e058',100.0,1779030444,0,'2026-05-17T17:07:24.015108+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.wired.com/story/great-resignation-quit-job"}');
+INSERT INTO "resources" VALUES('https://www.wired.com/story/calendly-google-calendar-appointment-schedule','wired.com: Google Calendar''s ‘Appointment Schedule’ Is Good, Not Great','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','3aeb1741de2047f28aca8ac3460ea7d9ef37dee20194e4d0042d252ad21a35f3',100.0,1779034155,1,'2026-05-17T18:09:15.902698+02:00',NULL,NULL,NULL,'[]','[]','["docs/appointment-scheduling.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wired.com/story/great-resignation-quit-job','wired.co.uk: The Great Resignation is here and no one is prepared','','2021',0,'An in-depth analysis of the structural workforce shifts in technology during the Great Resignation. It argues that traditional retention frameworks fail because they do not address developer demands for tooling modernization, architectural trust, and flexible operations.','English','article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Industry Analysis", "Labor Trends", "The Great Resignation"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wired.com/story/web3-gavin-wood-interview','wired.com: The Father of Web3 Wants You to Trust Less','','2021',0,'An interview with Ethereum co-founder and Polkadot creator Gavin Wood on the engineering philosophy behind Web3. Wood details the transition from trusting centralized authorities to relying on cryptographic truth, smart contracts, and decentralized state machines to enforce transparency.','N/A','Interview','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Emerging Paradigms", "Web3 Architecture", "Decentralized Systems", "Vision & Philosophy"]','["[COMMUNITY-TOOL]"]','[]','["web3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.wiz.io/blog/avoiding-mistakes-with-aws-oidc-integration-conditions','Avoiding Mistakes with AWS OIDC Integration Conditions','','2024',0,'A security deep dive into AWS IAM OIDC trust relationships. Explains how misconfigured OIDC settings can allow unauthorized actions in GitHub Actions pipelines and outlines steps to prevent account compromise.','English','Blog','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Engineering", "DevSecOps", "Security"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.worksome.com','worksome','','2026',0,'A specialized platform dedicated to managing the compliance, invoicing, and tax liabilities of freelance workforces. It simplifies cross-border payments and contractor verification workflows. Live grounding showcases its extensive utility for HR compliance departments under shifting labor regulations.','English','Platform/SaaS','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Remote Work & Career", "Talent Platforms", "Contractor Compliance"]','["[COMMUNITY-TOOL]"]','[]','["freelancing.md"]','{}','{}');
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@@ -18572,7 +18572,7 @@ INSERT INTO "resources" VALUES('https://www.xataka.com/empresas-y-economia/gran-
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+INSERT INTO "resources" VALUES('https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada','xataka.com: Me hice funcionario siendo ingeniero: qué me da la administración'' pública que no consigue la empresa privada','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e9cd86bffde226cf88b1ba5063a8f9ecdc8355b09b52298c92eab1c2518f83b3',100.0,1779029172,0,'2026-05-17T16:46:12.643837+02:00',NULL,NULL,NULL,'[]','[]','["docs/recruitment.md"]','[]','{}','{"duplicate_of": "https://www.xataka.com/especiales/me-hice-funcionario-siendo-ingeniero-que-me-da-administracion-publica-que-no-consigue-empresa-privada-1"}');
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@@ -18594,202 +18594,202 @@ INSERT INTO "resources" VALUES('https://www.xataka.com/robotica-e-ia/programar-c
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@GoogleGemini','Google Gemini','Official channel for Google Gemini, focusing on the latest advancements and applications of Gemini AI models.',NULL,NULL,'Official channel for Google Gemini, focusing on the latest advancements and applications of Gemini AI models.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/google_gemini_logo.png", "order_v1": 125, "order_v2": 0}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/@gustavo-entrala','Gustavo Entrala','Gustavo Entrala''s YouTube channel focusing on AI news, product ideation, brand strategies, and innovation culture.',NULL,NULL,'Gustavo Entrala''s YouTube channel focusing on AI news, product ideation, brand strategies, and innovation culture.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/gustavo_entrala.jpg", "order_v1": 135, "order_v2": 8}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/@ITOpsTalk','itopstalk','IT Pro & Operations content from Microsoft''s Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.',NULL,NULL,'IT Pro & Operations content from Microsoft''s Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.','English','Reference','Intermediate',0,'online','manual','',100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "learning_influencers_communities", "image": "images/itopstalk_logo.png", "order_v1": 123, "order_v2": 42}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@ITOpsTalk','itopstalk','IT Pro & Operations content from Microsoft''s Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.',NULL,NULL,'IT Pro & Operations content from Microsoft''s Azure Infrastructure Advocacy team. Video series, screencast demos, exam prep, product team interviews, shows and more.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "learning_influencers_communities", "image": "images/itopstalk_logo.png", "order_v1": 123, "order_v2": 42}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@Microsoft.Copilot','Microsoft Copilot','Official channel for Microsoft Copilot, highlighting AI-powered productivity tools and features.',NULL,NULL,'Official channel for Microsoft Copilot, highlighting AI-powered productivity tools and features.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/microsoft_copilot_logo.png", "order_v1": 128, "order_v2": 5}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@NedintheCloud','Ned in the Cloud',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','751e75ab19fc6536acc8f25fa412fafc037f70f4df7fde0fb280514501f6b19a',100.0,1779029475,0,'2026-05-17T16:51:15.611998+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "devops_cicd_iac", "image": "images/nedinthecloud.jpg", "order_v1": 111, "order_v2": 8}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/@OlenaKutsenko','Olena Kutsenko','YouTube channel for Olena Kutsenko',NULL,NULL,'YouTube channel for Olena Kutsenko','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "learning_influencers_communities", "image": "images/olena_kutsenko.jpg", "order_v1": 119, "order_v2": 39}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/@aiatmeta','Meta AI','Official channel for Meta AI, sharing news and research on Meta''s artificial intelligence initiatives.',NULL,NULL,'Official channel for Meta AI, sharing news and research on Meta''s artificial intelligence initiatives.','English','Reference','Intermediate',0,'online','manual','',100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/meta_ai_logo.png", "order_v1": 130, "order_v2": 4}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/@anthropic-ai','Anthropic','Official channel for Anthropic, focusing on AI safety and the development of Claude AI.',NULL,NULL,'Official channel for Anthropic, focusing on AI safety and the development of Claude AI.','English','Reference','Intermediate',0,'online','manual','',100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/anthropic_logo.png", "order_v1": 127, "order_v2": 2}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/@arsys','Arsys','Canal oficial de YouTube de Arsys, proveedor de servicios de cloud hosting e infraestructura tecnológica en España.',NULL,NULL,'Canal oficial de YouTube de Arsys, proveedor de servicios de cloud hosting e infraestructura tecnológica en España.','English','Reference','Intermediate',0,'online','manual','',100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_providers", "image": "images/arsys_logo.svg", "order_v1": 133, "order_v2": 14}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/@code/shorts','==Visual Studio Code - Shorts==','','2023',0,'An official repository of short-form video tutorials from the VS Code team. Covers fast tips, newly added features, and productivity configurations for modern software developers.','N/A','YouTube Short','Basic',0,'online','manual','0cfda6fe9a32083f87cadcf3aa9ba3386c95b5e8140df02f72fb021b877cd057',100.0,1.77903315830491089e+09,1,'2026-05-17T17:52:38.304911+02:00',NULL,NULL,NULL,'["Developer Productivity", "Short Videos", "Tips & Tricks"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/@googledeepmind','Google DeepMind','Official channel for Google DeepMind, showcasing research and breakthroughs in artificial intelligence.',NULL,NULL,'Official channel for Google DeepMind, showcasing research and breakthroughs in artificial intelligence.','English','Reference','Intermediate',0,'online','manual','',100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/google_deepmind_logo.png", "order_v1": 126, "order_v2": 1}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@Playwrightdev','Playwright','Official channel for Playwright, the open-source framework for reliable end-to-end testing for modern web apps.',NULL,NULL,'Official channel for Playwright, the open-source framework for reliable end-to-end testing for modern web apps.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "dev_testing_collab", "image": "images/playwright_logo.png", "order_v1": 132, "order_v2": 1}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@aiatmeta','Meta AI','Official channel for Meta AI, sharing news and research on Meta''s artificial intelligence initiatives.',NULL,NULL,'Official channel for Meta AI, sharing news and research on Meta''s artificial intelligence initiatives.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/meta_ai_logo.png", "order_v1": 130, "order_v2": 4}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@anthropic-ai','Anthropic','Official channel for Anthropic, focusing on AI safety and the development of Claude AI.',NULL,NULL,'Official channel for Anthropic, focusing on AI safety and the development of Claude AI.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/anthropic_logo.png", "order_v1": 127, "order_v2": 2}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@arsys','Arsys','Canal oficial de YouTube de Arsys, proveedor de servicios de cloud hosting e infraestructura tecnológica en España.',NULL,NULL,'Canal oficial de YouTube de Arsys, proveedor de servicios de cloud hosting e infraestructura tecnológica en España.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_providers", "image": "images/arsys_logo.svg", "order_v1": 133, "order_v2": 14}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@azure-terraformer','Azure Terraformer',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e18f6ea9b09101a05ca67bffbc439a86c72974d80c0ab80e837a1a7077e1675a',100.0,1779031567,0,'2026-05-17T17:26:07.187823+02:00',NULL,NULL,NULL,'[]','[]','["docs/azure.md"]','[]','{"category": "devops_cicd_iac", "image": "images/azure-terraformer.jpg", "order_v1": 110, "order_v2": 7}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@googlecloudtech','gcp videos new','Official channel for Google Cloud. It features technical tutorials, product updates, and insights into AI, data analytics, infrastructure, and security.',NULL,NULL,'Official channel for Google Cloud. It features technical tutorials, product updates, and insights into AI, data analytics, infrastructure, and security.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "cloud_providers", "image": "images/gcp_logo_v2.png", "order_v1": 124, "order_v2": 3}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/@googledeepmind','Google DeepMind','Official channel for Google DeepMind, showcasing research and breakthroughs in artificial intelligence.',NULL,NULL,'Official channel for Google DeepMind, showcasing research and breakthroughs in artificial intelligence.','English','Reference','Intermediate',0,'online','manual','',100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "ai_advanced_tech", "image": "images/google_deepmind_logo.png", "order_v1": 126, "order_v2": 1}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@midulive','midulive',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','54eb8117330153c84af7f5634d99785b7fc0fa3079b923aa7f4db24398634b58',100.0,1779033130,0,'2026-05-17T17:52:10.126036+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/midulive.jpg", "order_v1": 116, "order_v2": 37}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/@returngis','returngis','YouTube channel for returngis',NULL,NULL,'YouTube channel for returngis','English','Reference','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/index.md"]','["index.md"]','{"category": "learning_influencers_communities", "image": "images/returngis_logo.jpg", "order_v1": 117, "order_v2": 38}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/@techwithhelen','Tech with Helen',NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','cc91839793cd72633ccbcdd4b1b87ff97798c0f978c25e03459a686c466548ba',100.0,1779030597,0,'2026-05-17T17:09:57.571011+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{"category": "learning_influencers_communities", "image": "images/techwithhelen.jpg", "order_v1": 113, "order_v2": 35}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/BE77h7dmoQU','Kubernetes: The Documentary [PART 1]','Featured video in the Top Videos & Clips section.','N/A',5,'This documentary chronicles the origin of Kubernetes from Google''s internal cluster managers Borg and Omega, highlighting the pivotal architectural transition from virtual machines to containerized orchestration. Understanding this evolution is critical for modern cloud-native architects, as it reveals the foundational design patterns—such as the reconciliation loop, declarative APIs, and decoupled control planes—that continue to govern state-of-the-art distributed systems and platform engineering.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "technology": "Kubernetes", "video_order": 1}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKeoX8&clipt=EIzBzwIY1fnSAg','Thursday morning general session - May 9 - Red Hat Summit 2019','Featured video in the Top Videos & Clips section.','N/A',0,'This session outlines the architectural deployment of Red Hat OpenShift as a unified hybrid cloud platform, demonstrating how enterprise Kubernetes orchestrates complex workloads across multi-cloud and edge environments. It highlights critical integrations with GPU acceleration and AI/ML pipelines, establishing a robust blueprint for modern MLOps and scalable cloud-native operations.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Red Hat OpenShift", "video_order": 5}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/HI6KleJAZPY','I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.','Featured video in the Top Videos & Clips section.','2026',0,'This video explores how AI agents can read Grafana metrics, logs, and traces directly using Grafana Assistant and Claude Code wired up to the Grafana MCP server. It demonstrates querying Prometheus, Loki, and Tempo, generating custom dashboards from natural language, and analyzing runtime data from the command line. This workflow bridges the gap between analysis and remediation, allowing agents to verify fixes and make data-grounded decisions.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Observability and Monitoring", "is_enriched": true, "is_featured_video": true, "technology": "Grafana Assistant, Claude Code, Grafana MCP Server", "video_order": 20}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku','Red Hat OpenShift AI overview','Featured video in the Top Videos & Clips section.','N/A',0,'Red Hat OpenShift AI provides an enterprise-grade MLOps platform built on Kubernetes that standardizes the training, tuning, serving, and monitoring of foundation and predictive AI models across hybrid and multi-cloud environments. By integrating open-source frameworks like Jupyter, PyTorch, and KServe with certified hardware accelerators, it delivers a secure, consistent, and self-service environment for platform and data science teams. This architecture ensures robust AI governance, operational scalability, and accelerated time-to-market for intelligent cloud-native applications.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "Red Hat OpenShift AI", "video_order": 22}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3CSZ&clipt=EMSoKxiG3C4','Kubernetes for SysAdmins | Kelsey Hightower at PuppetConf | Talk & Demo','Featured video in the Top Videos & Clips section.','N/A',5,'This seminal presentation outlines the paradigm shift from traditional imperative configuration management to declarative, container-orchestrated infrastructure by redefining the operating contract between applications and underlying systems. Viewed from a 2026 cloud-native perspective, Kelsey Hightower''s early demonstrations of self-healing workloads, automated bin-packing, and custom controllers for automated TLS provisioning serve as the foundational blueprint for modern platform engineering. The architectural concepts covered—specifically decoupling stateful storage and leveraging native service discovery—remain highly relevant for engineers transitioning from static sysadmin practices to dynamic API-driven control loops.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Kubernetes", "video_order": 3}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c','Murli Thirumale | KubeCon CloudNativeCon EU 2023','Featured video in the Top Videos & Clips section.','N/A',3,'This discussion outlines how enterprise platform engineering teams leverage Portworx to deliver automated, resilient Database-as-a-Service (DBaaS) capabilities directly on Kubernetes. By abstracting multi-cloud storage, disaster recovery, and data security, it highlights architectural strategies essential for scaling stateful cloud-native workloads. For a 2026 cloud-native landscape, these unified data management planes are critical for mitigating multi-cloud lock-in, controlling cloud spend, and accelerating application delivery.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Portworx", "video_order": 12}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja','The creator of Rails on JavaScript FE vs. Classic Server-side Rendering','Featured video in the Top Videos & Clips section.','N/A',4,'David Heinemeier Hansson critiques the complexity of modern Single Page Application (SPA) architectures, advocating instead for the ''Majestic Monolith'' and HTML-over-the-wire (Hotwire) to keep application logic unified on the server. In a 2026 cloud-native context, this paradigm challenges the overhead of decoupled micro-frontends by proving that server-side rendering (SSR) combined with lightweight HTML streaming dramatically simplifies deployment pipelines, reduces client-side resource consumption, and lowers data egress costs. This architectural approach optimizes for operational efficiency, enabling smaller engineering teams to build highly responsive, production-grade applications without managing complex API contract synchronizations.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Ruby on Rails / Hotwire", "video_order": 10}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad','¿De verdad son necesarios los microservicios?','Featured video in the Top Videos & Clips section.','N/A',0,'This video critically evaluates the over-engineering of distributed systems, examining whether the operational overhead, network latency, and complexity of microservices are justified for most projects. In a 2026 cloud-native landscape focusing heavily on cost optimization and developer velocity, it advocates for a pragmatic, domain-driven approach, highlighting modular monoliths as a powerful alternative before prematurely adopting microservices.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Modular Monoliths", "video_order": 15}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/embed/LiSb82Lug7M','GitOps Guide to the Galaxy: Hosted Control Planes (HyperShift)','Featured video in the Top Videos & Clips section.','N/A',0,'This session from the GitOps Guide to the Galaxy deconstructs the architecture of Hosted Control Planes (HCP), also known as HyperShift. It explores how HCP decouples the Kubernetes control plane from worker nodes, hosting it as a scalable workload on a management cluster to drastically reduce operational overhead, improve provisioning speed, and optimize resource utilization. For 2026 platform engineering, mastering this pattern is essential for managing large-scale, multi-tenant Kubernetes fleets with high-density efficiency and strong isolation.
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-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg','¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV','Featured video in the Top Videos & Clips section.','N/A',0,'This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "Neural Networks", "video_order": 25}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1','Standardizing infrastructure automation with Terraform Enterprise','Featured video in the Top Videos & Clips section.','N/A',0,'This presentation details AXA Group''s cloud migration strategy (ATLAS) utilizing Terraform Enterprise as the cornerstone of their multi-cloud and private IaaS migration factory. It highlights how a highly regulated financial enterprise standardizes infrastructure-as-code (IaC) practices across multiple global subsidiaries to accelerate cloud adoption while maintaining governance. For a 2026 cloud-native landscape, this case study provides key insights into scaling self-service provisioning, implementing policy-as-code, and automating multi-tenant enterprise architectures at massive scale.',NULL,NULL,NULL,0,'duplicate','manual',NULL,100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Infrastructure as Code", "is_enriched": true, "is_featured_video": true, "technology": "Terraform Enterprise", "video_order": 11, "duplicate_of": "https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-enterprise-at-axa-group"}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg','¿Qué es una Red Neuronal? Parte 1 : La Neurona | DotCSV','Featured video in the Top Videos & Clips section.','N/A',0,'This video deconstructs the foundational mathematical and algorithmic mechanics of a single artificial neuron, illustrating its direct relationship with linear regression, weights, biases, and activation functions. In a 2026 cloud-native landscape, mastering these core neural principles is critical for platform architects optimizing distributed micro-models and real-time AI inference engines deployed on Kubernetes-driven edge and cloud infrastructure. This granular understanding enables more efficient hardware acceleration profiling (GPUs/vGPUs/TPUs) and smarter resource allocation for decentralized machine learning pipelines.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "Neural Networks", "video_order": 25}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/embed/QBqRAMVTmwE','Building Secure, Well‑Architected Azure Workloads with Azure Verified Modules and GitHub Copilot','Featured video in the Top Videos & Clips section.','N/A',0,'Azure Verified Modules (AVM) is the official Microsoft infrastructure-as-code module library for both Bicep and Terraform. This session explores how AVM standardizes deployments according to the Azure Well-Architected Framework by default, shipping with high-impact security defaults like zone redundancy and disabled public IPs. It introduces Spec-Driven Development with GitHub Copilot using the "Spec Kit" (an 8-step framework from constitution to implementation). By turning non-deterministic AI prompts into reliable, repeatable builds, architects can leverage AI as a trusted foundation for secure and compliant Azure workload orchestration.
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-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/Tr4onEST70I','Fran Heeran, Red Hat | Red Hat Summit 2026','Featured video in the Top Videos & Clips section.','2026',0,'In this Red Hat Summit 2026 interview, Fran Heeran details how telecommunications providers are shifting from heavily siloed infrastructure to unified cloud-native architectures. By leveraging OpenShift Virtualization, telcos can centrally manage both legacy virtual machines and modern containers across core networks and the far edge, accelerating deployments up to 50%. This unified architecture additionally enables sovereign cloud offerings and closed-loop network automation by feeding AI outputs directly into Ansible-driven remediation workflows.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0.0,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "OpenShift", "video_order": 28}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW','Branching Strategies Explained','Featured video in the Top Videos & Clips section.','N/A',0,'This guide provides a comprehensive architectural evaluation of various Git branching strategies, including Trunk-Based Development, Feature Branches, Git Flow, and Environment Branches, weighing their impacts on delivery velocity. For a 2026 cloud-native landscape, it emphasizes how moving toward trunk-based development or short-lived feature branches is essential for optimizing continuous integration (CI) pipelines, minimizing integration debt, and enabling rapid, automated deployments to Kubernetes and cloud environments.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Git", "video_order": 16}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIBI5l&clipt=EP2dHhjd8iE','Keynote: 7 Years of Running Kubernetes for Mercedes-Benz','Featured video in the Top Videos & Clips section.','N/A',0,'This architectural retrospective outlines Mercedes-Benz''s transformation from legacy, manual infrastructure management to an on-premises, self-service cloud platform managing nearly 1,000 clusters via Cluster API (CAPI). In a 2026 cloud-native context, it demonstrates the vital patterns for scaling declarative cluster lifecycle management and shifting traditional enterprise operations toward platform engineering model. The session highlights how organizational resilience, open-source alignment, and robust automation topologies can successfully modernize highly regulated corporate data centers.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Kubernetes", "video_order": 7}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe','Red Hat OpenShift Platform Plus - Overview','Featured video in the Top Videos & Clips section.','N/A',3,'Red Hat OpenShift Platform Plus provides an enterprise-grade, multi-cluster Kubernetes foundation integrating advanced cluster management, declarative DevSecOps security, and a global container registry. In a 2026 cloud-native landscape, it delivers a unified platform engineering control plane that simplifies multi-cloud operations while enforcing consistent governance and security policies from core to edge. This suite accelerates secure software delivery pipelines by embedding automated compliance and threat protection directly into the application lifecycle.',NULL,NULL,NULL,0,'duplicate','manual',NULL,100.0,0.0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "Architecture and Cloud Strategy", "is_enriched": true, "is_featured_video": true, "technology": "Red Hat OpenShift", "video_order": 13, "duplicate_of": "https://www.redhat.com/en/technologies/cloud-computing/openshift/platform-plus"}');
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@@ -18797,17 +18797,17 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?list=PL0pgb_7nD
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@@ -18825,69 +18825,69 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/playlist?list=PLbMP1JcGB
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=AXnDrGgLaF0&feature=share&ab_channel=RobertdeBock','youtube: Ansible Collections 🌟','','2021',0,'A video-based walkthrough demonstrating how to construct, package, distribute, and consume Ansible Collections. The tutorial outlines the transition from legacy monolithic roles to modular collection structures containing plugins, playbooks, and roles.','N/A','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Tutorials"]','["[GUIDE]", "[LEGACY]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=Fl0iLoAMdzc&ab_channel=AndrewMalkov','youtube: How to live without Docker for developers - Part 1 | Migration from Docker to Buildah and Podman','','2022',0,'A video-based tutorial guiding developers through migration from Docker to Podman and Buildah, detailing how to live without a daemon. It contrasts performance profiles, daemon socket vulnerabilities, and tool-chain integrations. Highly recommended for system architects looking to secure local environments and standardize on OCI-compliant developer workflows.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Containers", "Migration"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=OcHRWaC5tvY&feature=youtu.be&ab_channel=RedHat','youtube: Podman in Podman (Running a container within a container)','','2021',0,'This architectural demonstration breaks down the security design patterns of nested virtualization, specifically running Podman within a Podman container (PinP). This technique allows unprivileged CI/CD pipelines to securely package and build OCI images without mounting the host system''s root sockets, offering a safer alternative to Docker-in-Docker approaches.','Shell','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Engines", "Nested Virtualization"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=Vh3piGAxcf8&ab_channel=AlokKumar','Kubernetes. Label and Selector. Important Topic. Identify object in cluster. CKA Exam Tips','','2021',3,'An instructional guide analyzing Kubernetes labels and selectors, essential for object identification and scheduling criteria. Focuses on practical CKA exam tactics, highlighting label syntax, set-based selectors, and decoupling mechanisms.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Core Architecture", "Object Identification", "Labels and Selectors"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=jokfVGdhBow&feature=youtu.be&ab_channel=InfraXpertzz',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903357269932889e+09,0,'2026-05-17T17:59:32.699329+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=jokfVGdhBow&feature=youtu.be&ab_channel=InfraXpertzz',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779033572,0,'2026-05-17T17:59:32.699329+02:00',NULL,NULL,NULL,'[]','[]','["docs/ansible.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=mODkt1OJDew&ab_channel=AlokKumar','youtube: Kubernetes.. ETCD Backup and Restore... Very Easy Steps... CKA Exam Tips..','','2022',3,'Provides step-by-step practical walk-throughs targeting control plane security and ETCD maintenance. Focuses on snapshot generation, certificates handling, and standard cluster restoration patterns.','Bash','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "ETCD Administration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=o3WXPXDuCSU','youtube: Tinder''s Move to Kubernetes - Chris O''Brien & Chris Thomas, Tinder','','2019',4,'An in-depth presentation detailing Tinder’s migration of their massive monolithic architecture to Kubernetes. Discusses scaling issues, DNS latency challenges in CoreDNS, networking constraints, and how containerization reduced service footprint and accelerated deployments.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Case Studies", "Large-Scale Migration", "Traffic Scaling"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?app=desktop&v=y4XGFluzPHY&ab_channel=CloudBeesTV','youtube: How to Create a GitLab Multibranch Pipeline in Jenkins','','2021',0,'Technical tutorial demonstrating how to integrate GitLab repository configurations with Jenkins multibranch pipelines. Walks through auto-discovering repository branches, handling webhook triggers for pull requests, and automating branch-specific builds. *Curator Insight*: Video tutorial on GitLab pipelines. *Live Grounding*: Essential for hybrid environments bridging traditional Jenkins setups with modern GitLab VCS topologies.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Pipeline Patterns", "GitLab Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?si=YBt3LmBRNNq-GrqL&v=OPKVKPfJrRA&feature=youtu.be',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','35de86df2c32e1415ceaac674b3c27bb4905b042d48f9dbf481cf51d58fa0224',100.0,1.77913049502309703e+09,1,'2026-05-18T20:54:55.023097+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?si=YBt3LmBRNNq-GrqL&v=OPKVKPfJrRA&feature=youtu.be',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','35de86df2c32e1415ceaac674b3c27bb4905b042d48f9dbf481cf51d58fa0224',100.0,1779130495,1,'2026-05-18T20:54:55.023097+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?si=dWSDPD4eXvF3dx5r&v=gnYU0jtQbug&feature=youtu.be','GitBook Webinar: GitBook for Public Docs','','2024',0,'Webinar presentation highlighting standard configurations for establishing clear, highly readable public documentation using GitBook, emphasizing real-time integrations and Markdown-based code setups.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["AI & Platform Engineering", "Documentation", "Developer Productivity"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?si=vK_9UKjGV8F24Ebt&v=1v15VSKPZRU&feature=youtu.be','Openshift Baremetal - Installer''s Bake-off: Agent vs Assisted vs IPI','','2023',0,'An in-depth technical comparison of OpenShift bare-metal installation strategies. Weighs the architectural pros and cons of Installer-Provisioned Infrastructure (IPI), Assisted Installer setups, and isolated Agent-based workflows.','N/A','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Enterprise Kubernetes", "OpenShift Infrastructure Deployment"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tutorials.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?si=zB9HD1MCp3SbLQwL&v=V53AHWun17s&feature=youtu.be','youtube - freecodecamp.org: Learn Terraform with Azure by Building a Dev Environment – Full Course for Beginners','','2023',4,'A comprehensive video course mapping the design and implementation of an Azure-based dev environment using modern Terraform practices. Explains resource groups, virtual networks, and VM provisioning with integrated cloud-init bootstrapping. Live grounding notes this is one of the most popular long-form video tutorials for developers building solid enterprise expertise in Azure-specific providers.','HCL','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Azure Integration"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
@@ -18897,84 +18897,84 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=-F9yzj4Kjeo&ab_c
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=-NUQhwmhTCw&ab_channel=LambdaTest','youtube: LambdaTest - Jenkins Tutorial For Beginners | Part 7 | Adding A Jenkins Controller & Jenkins Agent Node On Azure','','2021',0,'Walks through deploying a secure Jenkins controller and target executing agents in Azure VMs. *Curator Insight*: Azure VMs setup. *Live Grounding*: Provides basic VM-level architectural context for hybrid cloud-on-premise testing.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Environments", "Azure Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=-sZvzW40NrM&ab_channel=Anyscale','youtube.com: Optimizing LLM Training with Airbnb''s Next-Gen ML Platform','','2023',4,'Technical presentation on scaling Large Language Model (LLM) fine-tuning pipelines using Airbnb''s state-of-the-art ML platform. Deep dives into high-performance distributed training clusters, dynamic resource balancing, and optimizations implemented to overcome GPU memory scaling bottlenecks.','None','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Generative AI", "Distributed Systems", "Case Studies"]','["[ENTERPRISE-STABLE]"]','[]','["mlops.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=0KQndcIedeg','Complete Kubernetes Course','','2020',0,'A comprehensive video-based training course providing an end-to-end learning journey from core containerization primitives to advanced cloud deployments. It features practical command-line walk-throughs, helping visual learners grasp complex configurations like ingress routing, persistent volumes, and ConfigMaps.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Media", "Video Tutorial"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=0TvhTXddRGE','youtube: The Rise of Kubernetes Policy Engine | Ep 57','','2021',0,'An informative panel discussion examining the rise of Kubernetes policy engines. Tracks the evolution from manual auditing workflows to declarative, automated gatekeeping systems using OPA Gatekeeper and Kyverno.','None','Video','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902980599870705e+09,1,'2026-05-17T16:56:45.998707+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Educational Video"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=0TvhTXddRGE','youtube: The Rise of Kubernetes Policy Engine | Ep 57','','2021',0,'An informative panel discussion examining the rise of Kubernetes policy engines. Tracks the evolution from manual auditing workflows to declarative, automated gatekeeping systems using OPA Gatekeeper and Kyverno.','None','Video','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779029805,1,'2026-05-17T16:56:45.998707+02:00',NULL,NULL,NULL,'["Cloud Native Security", "Policy-as-Code", "Educational Video"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=0mxhS7H6bxM','youtube: Docker 101 (Workshop) how an application can be run using Docker containers. First, you''ll learn how to take an application all the way from source code to a running container. Docker-compose, networking, multi-stage and more 🌟','','2023',0,'A cohesive workshop walking developers from local raw source files to complex multi-container runtime topologies. Demonstrates configuration directives for compose networks, volume persistent paths, and base dependency caching.','N/A','video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containers", "Docker Basics", "Workshops"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=15CGdzfDlpQ&ab_channel=JFrog','youtube: jfrog - Modern App Deployments: How to use NGINX and JFrog to Automate your Blue/Green deployments','','2021',0,'This technical tutorial demonstrates orchestration of blue/green deployments using NGINX as an ingress traffic controller and JFrog Artifactory as the container registry. It highlights automating immutable artifact promotions and shifting traffic paths smoothly to prevent production downtime.','English','Video Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD Orchestration", "Deployment Strategies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins-alternatives.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=15PFfjuxtvM&ab_channel=mkdev','youtube: Podman 3 and Docker Compose - How Does the Dockerless Compose Work? 🌟','','2021',0,'This video tutorial covers the REST API capabilities introduced in Podman 3 and its virtualized Docker-compatible socket. It provides step-by-step demonstrations running unmodified Docker Compose setups under Podman, illustrating the underlying socket mapping mechanics that enable seamless developer workflows.','Shell','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Container Tooling", "Docker Compose Compatibility"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=16fgzklcF7Y&ab_channel=TechWorldwithNana','youtube: Istio & Service Mesh - simply explained in 15 mins 🌟','','2021',0,'A structured visual video tutorial explaining Istio''s control plane (Istiod) and sidecar proxy data plane architecture. Delivers a high-level explanation of routing, security policies, and distributed telemetry collection within fifteen minutes.','English','Video','Low',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["istio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1FzOlSed5ts&ab_channel=OpenShift','youtube: GitOps Guide to the Galaxy: Working with Helm','','2021',0,'Video detailing best practices when pairing Helm with GitOps engines (such as Argo CD). Investigates template-rendering synchronization patterns, managing secret encryption, and maintaining single-source-of-truth states in git.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Continuous Delivery", "GitOps", "Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1Lat8dP7Eq0','youtube: AWS re:Invent 2023 - From hype to impact: Building a generative AI architecture (ARC217)','','2023',0,'An advanced AWS architecture session detailing patterns to transition generative AI from experimental concepts to secure, cost-optimized, and low-latency production applications. It covers vector search performance, model endpoint caching, and distributed multi-tenant API routing. This reference is crucial for system engineers designing robust enterprise AI portals.','English','Video Presentation','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI Engineering", "Architecture Patterns"]','["[EMERGING]"]','[]','["ai.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be','youtube: From Code to Cluster — Modern Kubernetes Workflows with K8Studio','','2021',3,'A video presentation outlining rapid Kubernetes cluster management using K8Studio, an interactive visual IDE. It focuses on visual resource relationship maps, real-time log streaming, and graphical configuration edits.','None','Video Tutorial','Low',0,'online','manual','64adda9e8edcc78f1792afa5faed336773258c854fd07662d50c20655f120eb6',100.0,1.77913049494717311e+09,1,'2026-05-18T20:54:54.947173+02:00',NULL,NULL,NULL,'["Developer Experience", "Graphical User Interfaces", "Educational Content"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1o14tIEhZL0','youtube: The need for Slim Docker Container Images with @DockerSlim & Slim.AI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902924708930492e+09,1,'2026-05-17T16:47:27.089305+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be','youtube: From Code to Cluster — Modern Kubernetes Workflows with K8Studio','','2021',3,'A video presentation outlining rapid Kubernetes cluster management using K8Studio, an interactive visual IDE. It focuses on visual resource relationship maps, real-time log streaming, and graphical configuration edits.','None','Video Tutorial','Low',0,'online','manual','64adda9e8edcc78f1792afa5faed336773258c854fd07662d50c20655f120eb6',100.0,1779130494,1,'2026-05-18T20:54:54.947173+02:00',NULL,NULL,NULL,'["Developer Experience", "Graphical User Interfaces", "Educational Content"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1o14tIEhZL0','youtube: The need for Slim Docker Container Images with @DockerSlim & Slim.AI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779029247,1,'2026-05-17T16:47:27.089305+02:00',NULL,NULL,NULL,'[]','[]','["docs/docker.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=1w1Jv9qssqg','youtube: Creating Docker Images With Spring Boot','','2021',3,'Visual step-by-step walkthrough covering the creation of Docker images using modern Spring Boot tooling. It demonstrates the utility of Paketo Buildpacks versus traditional Dockerfile approaches, focusing on builder configurations and layered JARs. It provides an accessible entry point for visual learners transitioning into containerized Java architectures.','Java','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Java Cloud Native", "Spring Boot", "Containerization"]','["[COMMUNITY-TOOL]"]','[]','["java_frameworks.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=24Wpg6njlYI',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903413205712294e+09,1,'2026-05-17T18:08:52.057123+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=24Wpg6njlYI',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034132,1,'2026-05-17T18:08:52.057123+02:00',NULL,NULL,NULL,'[]','[]','["docs/javascript.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2HPsPOwHOlY&ab_channel=DonovanBrown','youtube.com: Demystifying Helm 🌟','','2020',0,'Explanatory session demystifying Helm internals. Illustrates how manifest rendering works on the client-side and describes the storage of release history as Secrets inside target Kubernetes namespaces.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Demystifying"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2LNxGVS81mE','**K3OS Value Add**','','2020',0,'Curator Insight details the conceptual value add of k3OS. Live grounding in 2026 reviews this video for historical context on single-purpose OS design, emphasizing immutable infrastructure patterns that have now matured into modern OS initiatives.','English','Video','Low',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Edge Computing", "Operating Systems", "Archived Projects"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2RT9XwIWkVQ&ab_channel=Jenkins',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903409489253592e+09,0,'2026-05-17T18:08:14.892536+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2RT9XwIWkVQ&ab_channel=Jenkins',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034094,0,'2026-05-17T18:08:14.892536+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2UwQD0diUxk','youtube.com: How To Install OKD4 on GCP - Vadim Rutkovsky (Red Hat)','','2020',0,'A video walk-through guide demonstrating the step-by-step installation of OKD4 on Google Cloud Platform (GCP). It outlines preparing DNS zones, setting up GCP service accounts, configuring the installation manifests, executing the ignition installer, and troubleshooting common cluster bootstrap failures.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2Z5HhEk1zK8&ab_channel=MichaelLevan',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903043453606104e+09,0,'2026-05-17T17:07:14.536061+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=2mNAsrThius&ab_channel=CloudControl','youtube.com: Learn to deploy OpenProject with Postgres in Kubernetes','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903401301984405e+09,1,'2026-05-17T18:06:53.019844+02:00',NULL,NULL,NULL,'[]','[]','["docs/project-management-tools.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=3TfGKugPlpE&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=12&pp=iAQB','What''s new in Flutter','Explore the latest Flutter framework updates, from performance improvements to new features. Dive into Flutter GenUI to discover how to build truly adaptive, AI-generated user experiences on the fly. Learn how these innovations are shaping the future of fast, multi-platform application development.','2026',4,'This architectural update demonstrates Flutter''s performance optimization layer and introduces Flutter GenUI, a dynamic design methodology that programmatically models and synthesizes application layouts via AI. Outlines key advancements in cross-platform engine rendering speeds.','en','video','intermediate',0,'online','automatic','7dce2d6b761251aea6f8cf1f52a099de25f6020d9a43ec1f075adfd6c3021a19',NULL,1.78035201343489193e+09,0,'2026-06-02T00:13:33.434892+02:00',NULL,NULL,NULL,'["Mobile Development", "Multi-platform", "Flutter Framework", "UI Rendering"]','["[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "uncategorized", "reputation_status": "Vetted", "reputation_summary": "Details Google''s official multi-platform client UI framework. The addition of Flutter GenUI sparked immense industry interest.", "social_preview_url": "https://img.youtube.com/vi/3TfGKugPlpE/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "flutter-development"}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=4DUhc0MjdUc&feature=youtu.be&ab_channel=MohamedRadwan-DevOps','youtube: Deploy Docker image to Kubernetes Cluster | CI-CD for Azure Kubernetes Service | Mohamed Radwan - DevOps','','2020',0,'Video guide demonstrating a comprehensive CI/CD pipeline targeting Azure Kubernetes Service (AKS). Illustrates direct code integration, automatic container build pipelines inside GitHub Actions, security scanning, container registration inside ACR, and deployment using native Kubernetes manifests.','YAML','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Azure", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=4niy0_ZpQ1w&ab_channel=CloudQuickLabs','youtube: AWS Backup Set Up Using Terraform cloud and GitHub Actions | Cloud Quick Labs','','2023',0,'A technical video walkthrough demonstrating the setup of enterprise AWS Backup vaults, retention policies, and asset allocations using Terraform Cloud workspaces triggered by GitHub Actions.','HCL/YAML','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "GitHub Actions"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=53-Y_aI0KpE&ab_channel=MicrosoftAzure','youtube: How to run an App Service Web App on Azure Arc-enabled Kubernetes - Part 2 | Azure Tips and Tricks','','2021',3,'A practical video guide demonstrating the deployment and operation of Azure App Service workloads on custom Kubernetes clusters via Azure Arc. It walks through the resource provisioning pipeline, exposing the application endpoint, and validating state replication. This visual guide is optimal for platform engineers bridging traditional PaaS applications with cloud-native Kubernetes infrastructure.','N/A','Video Tutorial','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native & Kubernetes", "Hybrid & Multicloud Solutions", "App Services on Arc"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=6OeRByC-sBs','youtube: Introducing Azure Verified Modules for Terraform | Ned in the Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.7790311906923511e+09,1,'2026-05-17T17:19:50.692351+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=6OeRByC-sBs','youtube: Introducing Azure Verified Modules for Terraform | Ned in the Cloud','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779031190,1,'2026-05-17T17:19:50.692351+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=7IFAg782pf8','youtube: From Code to Cloud: Quality Kubernetes Deployments with Monokle'' | Cloud Native Islamabad','','2022',0,'A video presentation exploring how to transition from code to cloud by utilizing Monokle to build high-quality, compliant Kubernetes deployments. The session provides live demonstrations of Monokle''s visual editing capabilities.','English','Video Tutorial','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903209604148197e+09,1,'2026-05-17T17:34:56.041482+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Educational Material"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=7IFAg782pf8','youtube: From Code to Cloud: Quality Kubernetes Deployments with Monokle'' | Cloud Native Islamabad','','2022',0,'A video presentation exploring how to transition from code to cloud by utilizing Monokle to build high-quality, compliant Kubernetes deployments. The session provides live demonstrations of Monokle''s visual editing capabilities.','English','Video Tutorial','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779032096,1,'2026-05-17T17:34:56.041482+02:00',NULL,NULL,NULL,'["Platform Engineering", "Developer Productivity", "Educational Material"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=8PxuWdjESfg&list=PLWz5rJ2EKKc-vRD1wCyEuPlkpLJhXhxJd&index=11','What''s new in Android - Google I/O 2026','Explore what’s new in Android development from Google I/O 2026. Discover UI breakthroughs with Jetpack Compose, improvements in developer productivity, and how to unlock additional form factors for your app.','2026',4,'A high-density technical presentation from Google I/O 2026 detailing upcoming platform features in Android 17. The session explores key performance optimization strategies, Jetpack Compose tooling breakthroughs, spatial computing integrations via the Android XR SDK, and the deployment of agentic automation to streamline user experiences.','English','video','Intermediate',0,'online','automatic','08136ef239b0aa8be0c594e80e0776c74b23e4405e3101e957e68e9c5ce40bb5',NULL,1780352581.79223,0,'2026-06-02T00:23:01.792230+02:00',NULL,NULL,NULL,'["Software Development", "Mobile Architecture", "Android Platform"]','["[GUIDE]"]','[]','[]','{}','{"category": "elearning", "reputation_status": "Vetted", "reputation_summary": "Official technical overview from the Android Developers team at Google, highly regarded by mobile architects.", "social_preview_url": "https://img.youtube.com/vi/8PxuWdjESfg/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=8r5LYzUIepo','youtube: JMeter API Performance Testing Tutorial 🌟','','2023',4,'Educational walkthrough mapping API load-test workflows. Covers parameterizing user requests, analyzing server metrics, and troubleshooting unexpected timeouts in dynamic microservices backends.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Performance Engineering", "Load Testing", "Tutorials"]','["[ENTERPRISE-STABLE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=93RlMqO4glM&ab_channel=Kubevious','youtube: 3 Ways to Detect Evil "Latest" Image Tags in Kubernetes - Kubevious','','2020',0,'Using the ''latest'' container image tag in production is a critical antipattern that breaks deployment reproducibility and introduces security risks. This guide uses Kubevious to outline three automated detection techniques to intercept and block these non-deterministic tags in deployment pipelines. It emphasizes implementing admission controllers to enforce strict version tagging.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes", "Security", "Container Images"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9_6H7Ahsdm4&ab_channel=OpenShift','youtube: OpenShift Commons En Vivo - KubeInit con Maria Bracho, Scott McCarty, and Carlos Camacho (Red Hat, Spanish) 🌟','','2020',0,'A video presentation detailing the internal architecture of KubeInit. Red Hat engineers demonstrate dynamic provisioning of nested virtual environments to accelerate local sandbox deployments of enterprise OpenShift platforms.','Spanish','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Provisioning", "Ansible", "Media"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9cwjtN3gkD4','Helm and Kubernetes Tutorial - Introduction','','2021',0,'Introductory video course establishing foundational Kubernetes packaging concepts. Covers basic chart configuration, deployment lifecycles, and initial client interactions to transition from manual manifests to structured releases.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Application Delivery", "Package Management", "Helm", "Tutorials"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9hDdg_Beui4&ab_channel=Konveyor','youtube: Migrating JBoss EAP Applications to Kubernetes with Source-to-Image'' (S2I)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903440599142599e+09,1,'2026-05-17T18:13:25.991426+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9hDdg_Beui4&ab_channel=Konveyor','youtube: Migrating JBoss EAP Applications to Kubernetes with Source-to-Image'' (S2I)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034405,1,'2026-05-17T18:13:25.991426+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-backup-migrations.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9jbR9lZuSU0','youtube: OCB: High Availability PostgreSQL and more on OpenShift - Jonathan Katz (Crunchy Data) 🌟','','2020',0,'Video presentation exploring the deployment of enterprise-grade, highly-available PostgreSQL patterns on OpenShift using Patroni. Analyzes storage profiles, automated routing, and backup schedules.','None','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "OpenShift", "High Availability"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9wu-j9gIlBY&list=PLa7VYi0yPIH1MB2n2w8pMZguffCDu2L4Y&index=8&ab_channel=Confluent','youtube playlist: Kafka Connect Tutorials | Kafka Connect 101: REST API 🌟','','2021',0,'A structured tutorial series on building, testing, and managing streaming ETL pipelines using the Kafka Connect REST API. Explains how to programmatically control source and sink connectors, handle serialization, and observe ingestion health.','English','Video Playlist','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka Connect", "API & Orchestration"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=9wuUXi6Qbis&ab_channel=MichaelBornholdtNielsen','youtube: Install and use Crunchy PostgreSQLfor OpenShift operator for simple todo app on OpenShift 🌟','','2020',0,'A practical video guide detailing the deployment of the Crunchy PostgreSQL Operator on Red Hat OpenShift to power a simple containerized web application. This walkthrough illustrates basic operator setup and pod status validation through the console interface. While useful for rapid developer prototyping, production installations bypass manual UI clicks in favor of declarative GitOps workflows.','Shell','Video Tutorial','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Infrastructure", "Database Operators", "PostgreSQL", "Platform Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["crunchydata.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=AbCTlemwZ1k&ab_channel=JamesQQuick',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903411671467304e+09,0,'2026-05-17T18:08:36.714673+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BF3MhFjvBTU','Youtube: Jenkins X: Continuous Delivery for Kubernetes with James Strachan','- [Youtube: Kubernetes Package Management with Helm and CI/CD with Jenkins X - Webinar by Neependra Khare](https://www.youtube.com/watch?v=oZOZiL6XIfA&feature=emb_title)
     - [go.digitalocean.com/cicd-on-k8s](https://go.digitalocean.com/cicd-on-k8s)','2018',0,'Explores Jenkins X architectures, GitOps patterns, and automated Helm chart management for rapid Kubernetes software delivery. Co-presented with deep-dives on DigitalOcean and standard orchestrator engines.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2018-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Kubernetes Native", "Jenkins X"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic','youtube.com: How to Write Software That Sets Up Kubernetes Anywhere with Kubermatic Kubeone','','2022',3,'An in-depth engineering presentation explaining how to build software capable of bootstrap-installing Kubernetes on any physical host or bare-metal provider, showcasing the architectural internals of the open-source KubeOne tool.','None','Video Presentation','High',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903073254501509e+09,1,'2026-05-17T17:12:12.545015+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Educational Content"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=B_8vYxurU4k','Kubernetes New Contributor Orientation','Monthly Kubernetes orientation with a spotlight on the SIG CLI subgroup and contributing to kubectl ecosystems.','2026',4,'This orientation session provides an essential entry point for developers looking to contribute to the Kubernetes ecosystem, detailing the organizational dynamics of Special Interest Groups (SIGs) and the architectural workflow of the project. It covers the technical mechanics of the Kubernetes contribution pipeline, including Git workflows, Prow-based automated testing, and the lifecycle of Kubernetes Enhancement Proposals (KEPs) to ensure high-quality, scalable code contributions.','en','video','Beginner',0,'online','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1.78035215826343488e+09,0,'2026-06-02T00:15:58.263435+02:00',NULL,NULL,NULL,'["Kubernetes", "Contributor Experience", "Open Source", "Mentorship"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes mentorship resource with active community usage.", "social_preview_url": "https://img.youtube.com/vi/B_8vYxurU4k/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BiY3b7F96wc&ab_channel=TheFrontOpsGuy','Mock Test - 2, CKAD Prep Exam (Solution)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903209592407202e+09,1,'2026-05-17T17:34:55.924072+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic','youtube.com: How to Write Software That Sets Up Kubernetes Anywhere with Kubermatic Kubeone','','2022',3,'An in-depth engineering presentation explaining how to build software capable of bootstrap-installing Kubernetes on any physical host or bare-metal provider, showcasing the architectural internals of the open-source KubeOne tool.','None','Video Presentation','High',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779030732,1,'2026-05-17T17:12:12.545015+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "Educational Content"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=B_8vYxurU4k','Kubernetes New Contributor Orientation','Monthly Kubernetes orientation with a spotlight on the SIG CLI subgroup and contributing to kubectl ecosystems.','2026',4,'This orientation session provides an essential entry point for developers looking to contribute to the Kubernetes ecosystem, detailing the organizational dynamics of Special Interest Groups (SIGs) and the architectural workflow of the project. It covers the technical mechanics of the Kubernetes contribution pipeline, including Git workflows, Prow-based automated testing, and the lifecycle of Kubernetes Enhancement Proposals (KEPs) to ensure high-quality, scalable code contributions.','en','video','Beginner',0,'online','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1780352158,0,'2026-06-02T00:15:58.263435+02:00',NULL,NULL,NULL,'["Kubernetes", "Contributor Experience", "Open Source", "Mentorship"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes mentorship resource with active community usage.", "social_preview_url": "https://img.youtube.com/vi/B_8vYxurU4k/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BiY3b7F96wc&ab_channel=TheFrontOpsGuy','Mock Test - 2, CKAD Prep Exam (Solution)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779032095,1,'2026-05-17T17:34:55.924072+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BsYYVkophsk','youtube: Online Meetup: From local installation to scalable Jenkins on Kubernetes 🌟','','2021',0,'A video meetup covering the migration path of a single VM Jenkins instance onto a dynamic, autoscaling Kubernetes ecosystem. *Curator Insight*: Kubernetes scaling. *Live Grounding*: Moving to Kubernetes-orchestrated controllers is the core standard for enterprise resilient environments.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Scalable Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BtgZLw8hYiU&feature=youtu.be','Your AI Agent Has No Identity, Here''s Why That''s Dangerous','Interview with Google Cloud''s Anshul Kapoor on agentic video editing, Gemini-powered multimodal search, and Veo generative tools.','2026',4,'This architectural discussion addresses the critical vulnerability in modern IAM frameworks where autonomous AI agents lack stable, verifiable identity constructs, leading to dangerous dependencies on long-lived API tokens. It explores how the Model Context Protocol (MCP) is redefining agent-to-agent (A2A) and human-to-agent authentication, highlighting strategies to mitigate prompt injection and secure ephemeral credentials in decentralized agentic workflows. Ultimately, it details how modern enterprise security architectures must adapt to protect billions of credentials as multi-agent orchestration becomes standard in cloud-native environments.','en','video','intermediate',0,'online','automatic','1e87b17eb0382015550d8e535cebbec68ce0734e25521250bf168114611493ff',NULL,1.78035203740168905e+09,0,'2026-06-02T00:13:57.401689+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Multimodal Search", "Video Production Integration"]','["[EMERGING]"]','[]','[]','{}','{"category": "Security and Compliance", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Highly rated expert interview outlining Google Cloud''s strategic partnership announcements at NAB 2026.", "social_preview_url": "https://img.youtube.com/vi/BtgZLw8hYiU/maxresdefault.jpg", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "", "technology": "IAM + AI Agents"}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=C0E93Uc4h5k&ab_channel=xgeeks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902993244152402e+09,0,'2026-05-17T16:58:52.441524+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit','youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit','','2021',0,'Video review explaining 10 top-tier tooling integrations designed to optimize development and ops inside Kubernetes clusters. Covers developer environments, CLI replacements, policy engines, and local deployment options to elevate developer velocity.','Bash','Video','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903125860402297e+09,1,'2026-05-17T17:20:58.604023+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Operations", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=BtgZLw8hYiU&feature=youtu.be','Your AI Agent Has No Identity, Here''s Why That''s Dangerous','Interview with Google Cloud''s Anshul Kapoor on agentic video editing, Gemini-powered multimodal search, and Veo generative tools.','2026',4,'This architectural discussion addresses the critical vulnerability in modern IAM frameworks where autonomous AI agents lack stable, verifiable identity constructs, leading to dangerous dependencies on long-lived API tokens. It explores how the Model Context Protocol (MCP) is redefining agent-to-agent (A2A) and human-to-agent authentication, highlighting strategies to mitigate prompt injection and secure ephemeral credentials in decentralized agentic workflows. Ultimately, it details how modern enterprise security architectures must adapt to protect billions of credentials as multi-agent orchestration becomes standard in cloud-native environments.','en','video','intermediate',0,'online','automatic','1e87b17eb0382015550d8e535cebbec68ce0734e25521250bf168114611493ff',NULL,1780352037,0,'2026-06-02T00:13:57.401689+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Multimodal Search", "Video Production Integration"]','["[EMERGING]"]','[]','[]','{}','{"category": "Security and Compliance", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Highly rated expert interview outlining Google Cloud''s strategic partnership announcements at NAB 2026.", "social_preview_url": "https://img.youtube.com/vi/BtgZLw8hYiU/maxresdefault.jpg", "source_provenance": "X.com (pvergadia)", "suggested_new_category": "", "technology": "IAM + AI Agents"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=C0E93Uc4h5k&ab_channel=xgeeks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779029932,0,'2026-05-17T16:58:52.441524+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-operators-controllers.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsToolkit','youtube: 10 Must-Have Kubernetes Tools | DevOps Toolkit','','2021',0,'Video review explaining 10 top-tier tooling integrations designed to optimize development and ops inside Kubernetes clusters. Covers developer environments, CLI replacements, policy engines, and local deployment options to elevate developer velocity.','Bash','Video','Beginner',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779031258,1,'2026-05-17T17:20:58.604023+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Operations", "Curation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=CJMdSQVFVik','youtube: CodeReady Containers - Easy OpenShift Container Platform 4.5 Installation','','2020',0,'A video walk-through highlighting automated local configuration of OpenShift Platform 4.5 using CodeReady Containers. It simplifies hypervisor set up and cluster bootstrapping, serving as a historical baseline for modern Red Hat OpenShift Local techniques.','N/A','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Local Development", "Red Hat OpenShift Local", "Installation"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=CmPK93hg5w8','Continuously delivering apps to Kubernetes using Helm','','2022',0,'Visual and technical walkthrough illustrating the orchestration of continuous delivery models with Helm. Emphasizes declarative rollouts, blue-green strategy alignment, and handling configurations inside unified CI/CD systems.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Continuous Delivery", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=CoUl9_NWdqQ','youtube.com: SwaggerHub 101 An Introduction to Getting Started with SwaggerHub','','2020',0,'A fast-track video guide introducing SwaggerHub, focusing on collaborative design structures, style guide validation, unified organization workspaces, and automatic mock testing for enterprise API platforms.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Development", "API Design Collaboration", "SwaggerHub"]','["[COMMUNITY-TOOL]"]','[]','["swagger-code-generator-for-rest-apis.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.youtube.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173623943508505e+09,0,'2026-06-18T00:43:59.435085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.youtube.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736239,0,'2026-06-18T00:43:59.435085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=D9w3DH1zAc8','youtube: Kubernetes 101: Get Better Uptime with K8s Health Checks','','2021',0,'Educational video outlining the foundational principles of Kubernetes health checks.
 - Introduces how liveness and readiness probes directly influence ingress controller routing and Pod self-healing.
 - Perfect for establishing baseline operational knowledge for platform engineering teams.','English','Video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Workload Management", "Application Lifecycle", "Probes & Health Checks"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DLB9m17aGus','youtube: Deploy OpenShift 4 to vSphere using OpenShift''s UPI','','2020',3,'Video guide focusing on User-Provisioned Infrastructure (UPI) installations of OpenShift on VMware vSphere. UPI remains a viable option for heavily restricted networks requiring custom storage/network bindings, although modern Installer-Provisioned Infrastructure (IPI) has become the de-facto standard.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "vSphere Deployments"]','["[COMMUNITY-TOOL]"]','[]','["openshift.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DeNflzdjxVM','youtube: Terrraform + Ansible: Automating configuration in infrastructure','','2022',3,'A video tutorial analyzing the complementary patterns of Terraform (for provisioning cloud infrastructure) and Ansible (for configuration management and application deployment on those instances). Examines state handoff mechanisms, dynamic inventory integration, and run-time execution pipelines. Live grounding reveals that while native AMI/image-building pipelines are growing, this hybrid pattern remains highly utilized in legacy migrations.','HCL','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Configuration Management", "Hybrid Automation"]','["[LEGACY]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DjBBV7oZxm8','A Hacker''s Guide to Language Models','Recorded training session focused on guiding new open-source contributors through the Kubernetes SIG landscape and local dev environments.','2026',4,'This foundational guide demystifies Large Language Models (LLMs) for system engineers, demonstrating how to pragmatically integrate, prompt, and fine-tune models using direct APIs and local deployments rather than heavy frameworks. For cloud-native architects, it provides the essential blueprint for building resource-efficient, low-latency AI agents and MLOps pipelines that run reliably within containerized microservice architectures.','en','video','Beginner',0,'duplicate','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1780352138.62202,0,'2026-06-02T00:15:38.622020+02:00',NULL,NULL,NULL,'["Kubernetes Ecosystem", "CNCF Standards", "Open Source Contribution", "Contributor Workflows"]','["GUIDE"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes channel training series, highly authoritative for community contributors.", "social_preview_url": "https://img.youtube.com/vi/DjBBV7oZxm8/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-onboarding", "technology": "LLMs + AI Agents + MLOps", "duplicate_of": "https://www.youtube.com/watch?v=B_8vYxurU4k"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=DjBBV7oZxm8','A Hacker''s Guide to Language Models','Recorded training session focused on guiding new open-source contributors through the Kubernetes SIG landscape and local dev environments.','2026',4,'This foundational guide demystifies Large Language Models (LLMs) for system engineers, demonstrating how to pragmatically integrate, prompt, and fine-tune models using direct APIs and local deployments rather than heavy frameworks. For cloud-native architects, it provides the essential blueprint for building resource-efficient, low-latency AI agents and MLOps pipelines that run reliably within containerized microservice architectures.','en','video','Beginner',0,'duplicate','automatic','700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361',NULL,1780352138,0,'2026-06-02T00:15:38.622020+02:00',NULL,NULL,NULL,'["Kubernetes Ecosystem", "CNCF Standards", "Open Source Contribution", "Contributor Workflows"]','["GUIDE"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF/Kubernetes channel training series, highly authoritative for community contributors.", "social_preview_url": "https://img.youtube.com/vi/DjBBV7oZxm8/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-onboarding", "technology": "LLMs + AI Agents + MLOps", "duplicate_of": "https://www.youtube.com/watch?v=B_8vYxurU4k"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=E3Xyu29LIwY&ab_channel=CLOUDLEARNHUB','youtube: Cloud Learn Hub - How to Integrate Jenkins with Ansible Tower?','','2021',0,'Demonstrates how to invoke automated Ansible playbooks on Ansible Tower directly from Jenkins pipelines. *Curator Insight*: Ansible Tower triggers. *Live Grounding*: Key for orchestrating configuration changes on physical and virtual nodes during build cycles.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Infrastructure as Code", "Ansible Tower"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=EWFJem7GUAc','youtube: Monitoring Jenkins with Grafana and Prometheus','','2024',0,'Technical screencast instructing administrators on leveraging the Prometheus plugin to stream performance metrics into a dedicated Grafana dashboard for automated alerts and trends tracking.','None','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Prometheus & Grafana"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=F3al0HP0MNo','Kubernetes New Contributor Orientation for 2026-02-17','Official orientation video designed to welcome and guide new contributors entering the Kubernetes community and SIG architecture.','2026',4,'This orientation session provides an architectural overview of the Kubernetes upstream community, detailing the organizational hierarchy of Special Interest Groups (SIGs) and Working Groups. It guides new contributors through the technical contribution pipeline, highlighting Git workflows, Prow-based automation for PR testing and labeling, and the governance frameworks that sustain the core platform. Understanding these mechanisms is crucial for cloud-native engineers aiming to effectively drive features and maintenance within the ecosystem''s foundational orchestrator.','en','video','Beginner',0,'online','automatic','51bd67966fb07a9bad5115b2c6423b6118a1e39832618a692560ccb29c123c48',NULL,1.78035215826336193e+09,0,'2026-06-02T00:15:58.263362+02:00',NULL,NULL,NULL,'["Kubernetes", "Contributor Experience", "Open Source", "Mentorship"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding stream with no negative community reviews.", "social_preview_url": "https://img.youtube.com/vi/F3al0HP0MNo/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=F3al0HP0MNo','Kubernetes New Contributor Orientation for 2026-02-17','Official orientation video designed to welcome and guide new contributors entering the Kubernetes community and SIG architecture.','2026',4,'This orientation session provides an architectural overview of the Kubernetes upstream community, detailing the organizational hierarchy of Special Interest Groups (SIGs) and Working Groups. It guides new contributors through the technical contribution pipeline, highlighting Git workflows, Prow-based automation for PR testing and labeling, and the governance frameworks that sustain the core platform. Understanding these mechanisms is crucial for cloud-native engineers aiming to effectively drive features and maintenance within the ecosystem''s foundational orchestrator.','en','video','Beginner',0,'online','automatic','51bd67966fb07a9bad5115b2c6423b6118a1e39832618a692560ccb29c123c48',NULL,1780352158,0,'2026-06-02T00:15:58.263362+02:00',NULL,NULL,NULL,'["Kubernetes", "Contributor Experience", "Open Source", "Mentorship"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding stream with no negative community reviews.", "social_preview_url": "https://img.youtube.com/vi/F3al0HP0MNo/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=FBAav6OoJlw','youtube: Managed DevOps Pools for Azure DevOps | Full Overview & Demo 🌟','','2024',4,'An informative video demonstration and technical walk-through highlighting the performance tuning of Managed DevOps Pools. Live 2026 usage demonstrates that transitioning from traditional VMs to managed container pools significantly reduces agent orchestration complexity while cutting monthly compute costs.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud DevOps", "Platform Engineering", "Infrastructure Execution", "Managed DevOps Pools"]','["[ENTERPRISE-STABLE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=FVDHWPxK5nU&ab_channel=CloudQuickPOCs','youtube.com: Cloud Quick POCs - Kubernetes monitoring metrics using Grafana Cloud on AWS EKS | Observability | Grafana','','2022',0,'A practical video walk-through demonstrating rapid prototyping of observability loops on AWS EKS using Grafana Cloud. Showcases agents configuration, telemetry ingestion endpoints, and deploying curated visual layouts with minimal local monitoring footprint.','None','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Dynamic Component Monitoring", "Cloud-Native Observability", "Grafana Cloud & AWS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Frje5KfNrxE','Kubernetes New Contributor Orientation','Official Kubernetes community orientation video recorded on March 17, 2026, aimed at helping prospective contributors understand community structures and pathways.','2026',4,'This onboarding session outlines the governance framework of Kubernetes Special Interest Groups (SIGs) and the technical workflows required to contribute to the ecosystem. It provides critical guidance on navigating community repositories, leveraging automated testing infrastructure (Prow), and adhering to code review standards essential for scaling cloud-native contributions.','en','video','beginner',0,'online','automatic','50fe2d54bca8a524fecb517a59ae9a8a47722db91970ecf895dad771cfe49296',NULL,1.78035216817337703e+09,0,'2026-06-02T00:16:08.173377+02:00',NULL,NULL,NULL,'["Cloud-Native Orgs", "Kubernetes Community", "Onboarding", "Contributor Pathways"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official contributor guidance from CNCF / Kubernetes community teams, ensuring highly reputable and reliable mentoring guidelines.", "social_preview_url": "https://img.youtube.com/vi/Frje5KfNrxE/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Frje5KfNrxE','Kubernetes New Contributor Orientation','Official Kubernetes community orientation video recorded on March 17, 2026, aimed at helping prospective contributors understand community structures and pathways.','2026',4,'This onboarding session outlines the governance framework of Kubernetes Special Interest Groups (SIGs) and the technical workflows required to contribute to the ecosystem. It provides critical guidance on navigating community repositories, leveraging automated testing infrastructure (Prow), and adhering to code review standards essential for scaling cloud-native contributions.','en','video','beginner',0,'online','automatic','50fe2d54bca8a524fecb517a59ae9a8a47722db91970ecf895dad771cfe49296',NULL,1780352168,0,'2026-06-02T00:16:08.173377+02:00',NULL,NULL,NULL,'["Cloud-Native Orgs", "Kubernetes Community", "Onboarding", "Contributor Pathways"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official contributor guidance from CNCF / Kubernetes community teams, ensuring highly reputable and reliable mentoring guidelines.", "social_preview_url": "https://img.youtube.com/vi/Frje5KfNrxE/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=G-baPg3XhBo','youtube: OpenShift on Google Cloud, AWS, Azure and localhost','','2020',0,'Demonstrates deployment patterns of OpenShift across GCP, AWS, Azure, and local systems, illustrating the uniform operational model.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Multi-Cloud", "Platform Deployments"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GDOw8ByzMyY&ab_channel=MarcLamberti','youtube: Airflow Helm Chart : Quick Start For Beginners in 10mins','','2021',3,'A beginner-friendly quickstart video highlighting how to set up the official Airflow Helm chart on a local development Kubernetes cluster in under ten minutes. The video covers basic value overrides, ingress setups, and initial worker deployment patterns.','N/A','Video Tutorial','Basic',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Workflows", "Apache Airflow", "Kubernetes Deployment"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["message-queue.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GL2v81xYuAQ&ab_channel=k6','youtube: Monitoring your k6 load test: how to install Grafana and Prometheus on a Kubernetes cluster','','2022',0,'Step-by-step tutorial on integrating k6 load tests with Prometheus and Grafana on Kubernetes. Explains configuring the k6 operator, exposing metrics, and visualising request rate and response distribution dashboards.','Go','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Load Testing", "k6 Integrations"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["prometheus.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GLtvxY1S3Aw','youtube: Modular Pipeline Library: 4. Petclinic Pipeline 🌟','','2021',0,'Curator Insight highlights this video showcase mapping the Modular Pipeline Library (MPL) against a real-world Petclinic continuous integration execution flow. Live Grounding validates that illustrating modular configuration structures gives developers a tangible example of pipeline inheritance. This pattern minimizes repetitive pipeline coding efforts across diverse teams.','N/A','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GhEZLvc8B70',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903403153875207e+09,1,'2026-05-17T18:07:11.538752+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GiFQNevrxYA',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903033069298505e+09,0,'2026-05-17T17:05:30.692985+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GhEZLvc8B70',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034031,1,'2026-05-17T18:07:11.538752+02:00',NULL,NULL,NULL,'[]','[]','["docs/keptn.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=GiFQNevrxYA',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779030330,0,'2026-05-17T17:05:30.692985+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-networking.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HDDfdZqwM1E&ab_channel=EclipseFoundation','YouTube: Deploying a Quarkus application into Kubernetes using JKube | Cloud Tool Time | Marc Nuri 🌟','','2021',3,'A video guide by Marc Nuri illustrating how to deploy a Quarkus microservice to Kubernetes using Eclipse JKube plugins. Live Grounding shows that JKube''s framework detection shines in native GraalVM compile steps, producing ultra-optimized, small-footprint containers without complex Dockerfile configurations.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Quarkus Integration"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-client-libraries.md", "maven-gradle.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HSjm6-ACmWQ&ab_channel=JFrog','youtube.com: Cloud Native GitOps with Anthos and JFrog Artifactory','','2022',0,'A collaborative session displaying how Anthos Config Management dynamically orchestrates multi-cluster topologies in tandem with JFrog Artifactory as a secure, enterprise container registry. (Live Grounding: Portrays the classic zero-trust artifact distribution pattern used in modern multi-cloud platform deployments).','YAML','Video Tutorial','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["GitOps & Declarative Git", "Enterprise GitOps", "Anthos"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HX10WWTRiTY','Youtube: Demo of Crunchy Data Postgres Operator v1.0.0 (2017)','','2017',0,'A historical video demonstration of the first public iteration (v1.0.0) of the Crunchy PostgreSQL Operator. Illustrates raw container deployments and early persistent volume claim configurations under primitive Kubernetes schemas.','None','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Operators", "Legacy Operators"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
@@ -18984,39 +18984,39 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=HinwLb2lpLQ','AW
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=INv-VCZvM_o','DevOps with Azure, Kubernetes, and Helm','','2022',0,'Integration guide demonstrating the deployment of multi-tier applications onto Azure Kubernetes Service (AKS) using Helm. Clarifies Managed Identity setups and DevOps pipelines optimized for cloud-native workloads.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Cloud Platforms", "Azure AKS", "Helm Integration"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=IORvnr4u8z8','youtube: Transforma tu EMPRESA con Terraform: Catálogo de Servicios | Nito Moreno','','2023',3,'A Spanish-language technical resource focusing on shifting enterprise IT from manual ticketing workflows to a self-service infrastructure catalog powered by Terraform. Discusses how pre-approved configurations can align with security protocols and automated budgets. Live grounding highlights that catalog-driven provisioning drastically increases velocity while enforcing enterprise guardrails.','HCL','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Workflow Automation"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=IUvUmqu1MBQ','London DevOps - Trainline, A DevOps Journey - Chris Turvil','','2016',0,'Curator Insight tracks the cultural and technical journey of Trainline’s DevOps transition during their full AWS migration. Live Grounding points to this talk as a textbook cultural reference, showing that microservices and infrastructure modernization fail without a parallel shift in organizational communication and delivery practices.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2016-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Organizational Culture", "Migration Journeys", "Trainline"]','["[COMMUNITY-TOOL]"]','[]','["aws-miscellaneous.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Icnv1DDAQOg','GitHub Actions desde CERO: automatiza tus proyectos como un PRO','En este vídeo vamos a ver cómo automatizar tareas en tus proyectos usando GitHub Actions: desde crear tu primer workflow hasta montar un pipeline de CI/CD para instalar dependencias, ejecutar tests, hacer builds y preparar despliegues. [SPANISH CONTENT]','2024',4,'A comprehensive Spanish-language video tutorial detailing the implementation of automated workflows using GitHub Actions. It covers core CI/CD concepts including events, jobs, steps, environment variables, and reusable marketplace actions. Demonstrates how to design robust pipelines that run automated testing, build assets, and manage secure application deployments. [SPANISH CONTENT]','Spanish','video','Beginner',0,'online','automatic','585412d22f7ac2bda8c75c1c76d62748af29ac34f70fd89ecf85bb9fe3a05575',NULL,1.78035228281439304e+09,0,'2026-06-02T00:18:02.814393+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "GitHub Actions", "Automation"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Highly praised tutorial in the Spanish-speaking community by Midudev, noted for its clear step-by-step methodology and production-ready examples.", "social_preview_url": "https://img.youtube.com/vi/Icnv1DDAQOg/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=J7R-T9Y1x3Y','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from September 16, 2025.','2025',4,'This orientation outlines the governance, SIG (Special Interest Group) structure, and contribution pipelines crucial for participating in the development of the Kubernetes ecosystem. It details the technical workflow of submitting contributions, including navigating the repository layout, adhering to OWNERS files guidelines, and leveraging Prow-based automated testing. Mastering these processes empowers cloud native architects in 2026 to successfully upstream optimizations, maintain enterprise forks, and directly influence upstream API standards.','en','video','Beginner',0,'duplicate','automatic','27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565',NULL,1.78035241411564302e+09,0,'2026-06-02T00:20:14.115643+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF session targeting the onboarding of new community contributors to Kubernetes projects.", "social_preview_url": "https://img.youtube.com/vi/J7R-T9Y1x3Y/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=36aGHlsxlow"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Icnv1DDAQOg','GitHub Actions desde CERO: automatiza tus proyectos como un PRO','En este vídeo vamos a ver cómo automatizar tareas en tus proyectos usando GitHub Actions: desde crear tu primer workflow hasta montar un pipeline de CI/CD para instalar dependencias, ejecutar tests, hacer builds y preparar despliegues. [SPANISH CONTENT]','2024',4,'A comprehensive Spanish-language video tutorial detailing the implementation of automated workflows using GitHub Actions. It covers core CI/CD concepts including events, jobs, steps, environment variables, and reusable marketplace actions. Demonstrates how to design robust pipelines that run automated testing, build assets, and manage secure application deployments. [SPANISH CONTENT]','Spanish','video','Beginner',0,'online','automatic','585412d22f7ac2bda8c75c1c76d62748af29ac34f70fd89ecf85bb9fe3a05575',NULL,1780352282,0,'2026-06-02T00:18:02.814393+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "GitHub Actions", "Automation"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "cicd-kubernetes-plugins", "reputation_status": "Vetted", "reputation_summary": "Highly praised tutorial in the Spanish-speaking community by Midudev, noted for its clear step-by-step methodology and production-ready examples.", "social_preview_url": "https://img.youtube.com/vi/Icnv1DDAQOg/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=J7R-T9Y1x3Y','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from September 16, 2025.','2025',4,'This orientation outlines the governance, SIG (Special Interest Group) structure, and contribution pipelines crucial for participating in the development of the Kubernetes ecosystem. It details the technical workflow of submitting contributions, including navigating the repository layout, adhering to OWNERS files guidelines, and leveraging Prow-based automated testing. Mastering these processes empowers cloud native architects in 2026 to successfully upstream optimizations, maintain enterprise forks, and directly influence upstream API standards.','en','video','Beginner',0,'duplicate','automatic','27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565',NULL,1780352414,0,'2026-06-02T00:20:14.115643+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official CNCF session targeting the onboarding of new community contributors to Kubernetes projects.", "social_preview_url": "https://img.youtube.com/vi/J7R-T9Y1x3Y/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=36aGHlsxlow"}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Jh-viBv-D04','Youtube Webinar: The KUbernetes Test TooL (kuttl)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902982122152805e+09,1,'2026-05-17T16:57:01.221528+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Jh-viBv-D04','Youtube Webinar: The KUbernetes Test TooL (kuttl)','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779029821,1,'2026-05-17T16:57:01.221528+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=K2CBHLwPL50&ab_channel=SandipDas','youtube: Run Jenkins Pipeline With AWS ECS Fargate & AWS EC2 Based ECS Cluster | Learn DevOps Tools Ep4','','2021',0,'Compares performance profiles and startup latencies of running Jenkins pipelines on EC2-backed ECS clusters versus serverless AWS Fargate. *Curator Insight*: EC2 vs Fargate ECS orchestration. *Live Grounding*: Highly relevant for platform engineers attempting to balance cold start times against operations costs.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Container Orchestration", "Serverless Jenkins on AWS"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=KgH0QzMHXLs','youtube: Simple DevOps Project | Publish Android APK to App Center | Beginner Pipeline','','2021',0,'A foundational project walk-through deploying compiled Android APK binaries to Visual Studio App Center via automated Jenkins runner jobs. Discusses signing profiles and deployment triggers.','Groovy','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Mobile Workflows"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=LNfthmZuRDI&ab_channel=CloudBeesTV','youtube: How to Create a Bitbucket Cloud Branch Source Multibranch Pipeline in Jenkins','','2021',0,'An instructional overview outlining how to orchestrate high-performance multibranch pipelines using Bitbucket Cloud source managers, ensuring real-time testing and webhook synchronization across dynamic repository branches.','None','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Modernization", "Scm Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=LhB8-sAx3pM&ab_channel=K21Academy','youtube: CI CD Pipeline Using Jenkins | Continuous Integration and Deployment using Azure Devops | K21Academy','','2020',0,'Curator Insight highlights this video tutorial as a walkthrough for establishing baseline CI/CD pipelines using Jenkins alongside Azure DevOps. Live Grounding indicates that while Jenkins remains prevalent for legacy enterprise systems, modern engineering in 2026 has transitioned toward cloud-native GitOps paradigms. The tutorial provides foundational knowledge on orchestrating build-test-deploy cycles across heterogeneous cloud landscapes.','N/A','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Azure DevOps Integration"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=MFai008Ze84','AI Observability Deep Dive Demo | Grafana Cloud','Featured video in the Top Videos & Clips section.','2026',0,'This deep-dive demonstration presents Grafana AI Observability, a specialized platform and database designed for monitoring agentic workflows, LLM usage, and AI Agent ecosystems. It outlines the instrumentation of AI agents using OpenTelemetry to capture vital performance metrics including execution costs, error rates, time-to-first-token, and tool latency. The session shows how online evaluations score agent outputs for helpfulness, safety, and hallucinations, enabling developers to conduct granular troubleshooting of failed agent runs. For 2026 platform engineers, these capabilities provide the necessary governance, cost tracking, and behavioral observability needed to operate production-grade agentic architectures.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,1779033360.0,0,'2026-05-17T17:56:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "AI Agents and Observability", "video_order": 35}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=MFai008Ze84','AI Observability Deep Dive Demo | Grafana Cloud','Featured video in the Top Videos & Clips section.','2026',0,'This deep-dive demonstration presents Grafana AI Observability, a specialized platform and database designed for monitoring agentic workflows, LLM usage, and AI Agent ecosystems. It outlines the instrumentation of AI agents using OpenTelemetry to capture vital performance metrics including execution costs, error rates, time-to-first-token, and tool latency. The session shows how online evaluations score agent outputs for helpfulness, safety, and hallucinations, enabling developers to conduct granular troubleshooting of failed agent runs. For 2026 platform engineers, these capabilities provide the necessary governance, cost tracking, and behavioral observability needed to operate production-grade agentic architectures.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,1779033360,0,'2026-05-17T17:56:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "AI Agents and Observability", "video_order": 35}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=MU5LdM83x9s&ab_channel=KubeSphere','youtube: Create a Jenkins Pipeline on Kubernetes with CI/CD Pipeline Template in KubeSphere','','2022',0,'A visual demonstration detailing the creation of declarative Jenkins pipelines within the KubeSphere platform interface. Covers pipeline templates, integrated credential stores, and multi-stage container build-to-deploy workflows inside Kubernetes namespaces. (Live Grounding: Demonstrates how KubeSphere bridges legacy Jenkins pipelines with cloud-native execution runners).','Groovy/YAML','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "CI-CD Pipelines", "KubeSphere", "Jenkins"]','["[GUIDE]", "[LEGACY]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=N8P9ZLMA2xY','youtube: Jenkins Prometheus Grafana Dashboard | Prometheus Jenkins Monitoring | Prometheus.yml | Thetips4you','','2023',0,'Video tutorial covering the installation and fine-tuning of the prometheus-plugin for Jenkins. Directs users on setting up scrapes within `prometheus.yml` to feed custom dashboards.','None','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure Monitoring", "Prometheus & Grafana"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=NgRuap0MmZw&ab_channel=XavkiEn','youtube: Exercises / Monitoring : How to install node exporter 🌟','','2021',0,'Practical lab illustrating the deployment of Prometheus Node Exporter. Details how to utilize modular Ansible roles to dynamically configure, enable, and monitor Linux targets.','French','video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["DevOps & Learning Resources", "Video Courses", "Practical Labs"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OFZYIr66Ku4&ab_channel=cloudgeeksinc','youtube: CloudGeeks - Terraform Eks Kubernetes RDS Secrets Manager Eksctl Cloudformation ALB Controller (Redmine App)','','2021',0,'A comprehensive practical video guide displaying multi-tier app deployment. Integrates Terraform, EKS, RDS, AWS Secrets Manager, and AWS ALB Controller to assemble an enterprise-grade cloud footprint.','HCL','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Terraform"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OOHmg1J_8ck&ab_channel=RedTeamVillage','youtube: Kubernetes Security: Attacking and Defending K8s Clusters - by Magno Logan','','2020',0,'A practical, demonstration-heavy guide outlining attack-and-defend methodologies for production clusters. Demonstrates common configuration exploits and dynamic remediation.','N/A','video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Security", "Penetration Testing", "Security Operations"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-security.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OQAXQrKhIt0&ab_channel=keptn','youtube: Tutorial - Keptn in a box','','2021',0,'Step-by-step video configuration demonstrating the execution of Keptn within local virtualized micro-clusters, streamlining testing of SRE control-planes on local machines.','English','Video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Lifecycle", "Local Environments", "Video Guides"]','["[COMMUNITY-TOOL]"]','[]','["keptn.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OQK9XHTiqVw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=10&pp=iAQB','What''s new in Web UI','Take a fast-paced tour of the latest UI features landing in browsers today, with a lens on making beautiful web experiences. From updates to interactive capabilities like scroll-triggered animations and scoped view transitions, to the latest in UI components, learn how to build performant interfaces using native CSS and HTML primitives.','2026',4,'A performance-focused guide exploring standard Web UI primitives directly integrated into modern browser engines. Analyzes native web transition mechanisms, scroll-driven interactive components, and scoped layout models to facilitate framework-free frontend styling and rendering optimization.','en','video','intermediate',0,'online','automatic','0bae652a17abbb2daa984fd1e7d473f62cd3217770ee66acab2af2e726d48dbb',NULL,1.78035201343486905e+09,0,'2026-06-02T00:13:33.434869+02:00',NULL,NULL,NULL,'["Web Development", "Frontend", "User Interface", "CSS and HTML Standards"]','["[GUIDE]"]','[]','[]','{}','{"category": "dom", "reputation_status": "Vetted", "reputation_summary": "An excellent technical presentation focusing on standard, dependency-free web primitives. Gained significant support from frontend development circles.", "social_preview_url": "https://img.youtube.com/vi/OQK9XHTiqVw/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OQK9XHTiqVw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=10&pp=iAQB','What''s new in Web UI','Take a fast-paced tour of the latest UI features landing in browsers today, with a lens on making beautiful web experiences. From updates to interactive capabilities like scroll-triggered animations and scoped view transitions, to the latest in UI components, learn how to build performant interfaces using native CSS and HTML primitives.','2026',4,'A performance-focused guide exploring standard Web UI primitives directly integrated into modern browser engines. Analyzes native web transition mechanisms, scroll-driven interactive components, and scoped layout models to facilitate framework-free frontend styling and rendering optimization.','en','video','intermediate',0,'online','automatic','0bae652a17abbb2daa984fd1e7d473f62cd3217770ee66acab2af2e726d48dbb',NULL,1780352013,0,'2026-06-02T00:13:33.434869+02:00',NULL,NULL,NULL,'["Web Development", "Frontend", "User Interface", "CSS and HTML Standards"]','["[GUIDE]"]','[]','[]','{}','{"category": "dom", "reputation_status": "Vetted", "reputation_summary": "An excellent technical presentation focusing on standard, dependency-free web primitives. Gained significant support from frontend development circles.", "social_preview_url": "https://img.youtube.com/vi/OQK9XHTiqVw/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=OssIuHbgzJY','Nginxconf 2014. When Dynamic Becomes Static:The Next Step in Web Caching Techniques: Wim Godden','','2014',0,'A progressive conference talk detailing advanced architectural patterns to transform dynamic responses into static cache structures. Explores proxy caching, microcaching, and purge mechanics on the Nginx reverse proxy layer to survive heavy traffic spikes.','N/A','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2014-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Caching", "Web Servers", "Nginx Caching"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=PbwQWw7xSOM','youtube.com: Building an API with Swagger','','2019',0,'A practical hands-on video demonstration illustrating how to draft, test, and render interactive REST APIs using Swagger Editor and Swagger UI interfaces.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["API Development", "API Design", "Tutorial"]','["[COMMUNITY-TOOL]"]','[]','["swagger-code-generator-for-rest-apis.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=PjiJsllKZrI&ab_channel=ACloudGuru','youtube: Azure PowerShell account management with Azure contexts | A Cloud Guru 🌟','','2021',0,'Explains the programmatic manipulation of Azure profile environments using PowerShell contexts. Details how to store, alter, and securely swap targeted tenant configurations in production automation pipelines.','PowerShell','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Platform Management", "Microsoft Azure", "Authentication", "Azure Contexts"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Q6i0LK4vHsU','From monolith to containers: How Verizon containerized legacy applications on OpenShift 🌟','','2019',0,'This real-world enterprise case study details Verizon''s migration journey from a legacy monolithic architecture to containerized workloads on Red Hat OpenShift. It highlights practical strategies for managing stateful applications, addressing legacy security constraints, and overcoming organizational resistance. The resulting deployment demonstrates how automated orchestration accelerates feature delivery and improves cluster utilization.','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Migration", "Containerization", "Case Study"]','["[LEGACY]"]','[]','["faq.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=QbSw8dPhHGM&ab_channel=KatieGamanji',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779032157.93259,0,'2026-05-17T17:35:57.932590+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=QbSw8dPhHGM&ab_channel=KatieGamanji',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779032157,0,'2026-05-17T17:35:57.932590+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-on-premise.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=QrLwFEXvxbo&ab_channel=HoussemDellai','youtube: GitOps with Argo-CD & Kubernetes','','2022',0,'An introductory video guide showing how to configure and run continuous deployment pipelines using Argo CD and Kubernetes. It walks through initial repository setups, synchronization configurations, and basic troubleshooting procedures.','N/A','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes GitOps & Packaging", "Argo Project Ecosystem", "Video Guides"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["argo.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=QtXBAz6TU2g&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=4&pp=iAQB','Agent-first workflows from prompt to production','Agentic coding unlocks unprecedented velocity, but speed means nothing if you hit a deployment wall. Discover how to turn agentic coding into a production powerhouse. Explore a complete end-to-end lifecycle to securely deploy, scale, and manage AI-native apps across Google Cloud without leaving your code editor.','2026',4,'This session outlines an end-to-end architectural workflow for transitioning from AI-agentic code generation directly to secure, production-grade deployments on Google Cloud. It demonstrates how developers can utilize IDE-integrated Gemini Code Assist agents, Cloud Run, and Cloud Build to build, containerize, and deploy AI-native applications without leaving their development environments. The presentation emphasizes securing the agentic software development lifecycle (SDLC) using enterprise-grade IAM, automated CI/CD, and policy-driven compliance.','en','video','advanced',0,'online','automatic','5b2b8924914de1d83bddab4ab9840d952674dd9bce180e252921dfac75a24728',NULL,1.780352013434731e+09,0,'2026-06-02T00:13:33.434731+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "AI Agents", "Workflows", "Cloud Deployment"]','["[EMERGING]"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Highly praised presentation detailing Google Cloud''s official tooling and infrastructure blueprints for deploying AI agents in production environments.", "social_preview_url": "https://img.youtube.com/vi/QtXBAz6TU2g/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "", "technology": "DevOps + AI Agents"}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=S4IrAZ5wT3c&ab_channel=SeaJUG',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903139746611905e+09,1,'2026-05-17T17:23:17.466119+02:00',NULL,NULL,NULL,'[]','[]','["docs/java_frameworks.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=SSe1VmVrtw0&feature=youtu.be','What''s new in Google AI','Explore Google''s end-to-end AI stack, covering multimodal capabilities, media generation, and agentic workflows.','2026',4,'This presentation outlines Google''s latest end-to-end AI stack from Google I/O 2026, focusing on deployment strategies for multimodal models, media generation, and intelligent agents. It details how to leverage Google''s managed infrastructure and MLOps tools to tune, serve, and scale open-source models in cloud-native environments. Additionally, it introduces new ''vibe-coding'' workflows and agentic capabilities designed to streamline next-generation AI application development.','en','video','Intermediate',0,'online','automatic','e770e12dbca35b53f8d9324eee2a1efdf3abdd57d1b8a2689299f329eb7a2769',NULL,1.78035272035185503e+09,0,'2026-06-02T00:25:20.351855+02:00',NULL,NULL,NULL,'["AI", "Infrastructure", "Google Cloud AI"]','["GUIDE", "DE FACTO STANDARD", "EMERGING"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Google developer video covering end-to-end AI platform updates.", "social_preview_url": "https://img.youtube.com/vi/SSe1VmVrtw0/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "", "technology": "MLOps + AI Agents"}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=SSe1VmVrtw0&feature=youtu.be','What''s new in Google AI','Explore Google''s end-to-end AI stack, covering multimodal capabilities, media generation, and agentic workflows.','2026',4,'This presentation outlines Google''s latest end-to-end AI stack from Google I/O 2026, focusing on deployment strategies for multimodal models, media generation, and intelligent agents. It details how to leverage Google''s managed infrastructure and MLOps tools to tune, serve, and scale open-source models in cloud-native environments. Additionally, it introduces new ''vibe-coding'' workflows and agentic capabilities designed to streamline next-generation AI application development.','en','video','Intermediate',0,'online','automatic','e770e12dbca35b53f8d9324eee2a1efdf3abdd57d1b8a2689299f329eb7a2769',NULL,1780352720,0,'2026-06-02T00:25:20.351855+02:00',NULL,NULL,NULL,'["AI", "Infrastructure", "Google Cloud AI"]','["GUIDE", "DE FACTO STANDARD", "EMERGING"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Google developer video covering end-to-end AI platform updates.", "social_preview_url": "https://img.youtube.com/vi/SSe1VmVrtw0/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": "", "technology": "MLOps + AI Agents"}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=ShTC1u7_jew&ab_channel=DevOpsHint','youtube: Build Docker Image using Jenkins Pipeline | Push Docker Image to Docker Hub using Jenkins 🌟','','2021',0,'A video guide describing how to construct Dockerfiles, run image builds inside Jenkins nodes, and ship artifacts to secure Docker registries. *Curator Insight*: Docker containerization flow. *Live Grounding*: Essential knowledge for delivery pipelines delivering containerized applications.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Container Delivery", "Docker Integration"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=SyRZe5YVCVk','youtube: Manage Kubernetes Secrets With External Secrets Operator (ESO) 🌟','','2023',0,'A technical demonstration detailing the installation and runtime management of the External Secrets Operator (ESO). Demonstrates synchronization pipelines that pull credentials from HashiCorp Vault and cloud providers into native secret schemas.','English','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "GitOps", "External Secrets Operator"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TkN2i-_4N4g&feature=youtu.be','Curso COMPLETO de Python DESDE CERO para Principiantes 2025','Curso completo y práctico de Python desde cero para principiantes por midudev, que abarca desde la sintaxis básica y estructuras de datos hasta temas avanzados como web scraping, APIs y automatización con Playwright.','2025',4,'An exhaustive, 8.5-hour hands-on Python engineering guide structured for rapid developer onboarding in modern application environments. The syllabus advances logically from foundational syntax and core data structures to advanced topics, including RESTful API consumption (OpenAI and DeepSeek integrations), robust regex parsing, and modern automated web scraping with Playwright. Ideal for systems engineers and DevOps practitioners looking to master automated scripting and orchestration logic. [SPANISH CONTENT]','es','video','beginner',0,'online','automatic','7a3fe2990149750b26c06e9d5a581b9b0882f30a371a09a3574da992edf1fe08',NULL,1.78035256146842193e+09,0,'2026-06-02T00:22:41.468422+02:00',NULL,NULL,NULL,'["Programming", "Python", "Hands-on Coding"]','["[GUIDE]"]','[]','[]','{}','{"category": "python", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed full Python programming course by V\u00edctor de Andr\u00e9s (midudev), trusted by the global Spanish developer community with millions of views.", "social_preview_url": "https://img.youtube.com/vi/TkN2i-_4N4g/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TPXwVmvzlV4&ab_channel=TheFrontOpsGuy','Mock Test - 1, CKAD Prep Exam','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779031431,1,'2026-05-17T17:23:51.889947+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TkN2i-_4N4g&feature=youtu.be','Curso COMPLETO de Python DESDE CERO para Principiantes 2025','Curso completo y práctico de Python desde cero para principiantes por midudev, que abarca desde la sintaxis básica y estructuras de datos hasta temas avanzados como web scraping, APIs y automatización con Playwright.','2025',4,'An exhaustive, 8.5-hour hands-on Python engineering guide structured for rapid developer onboarding in modern application environments. The syllabus advances logically from foundational syntax and core data structures to advanced topics, including RESTful API consumption (OpenAI and DeepSeek integrations), robust regex parsing, and modern automated web scraping with Playwright. Ideal for systems engineers and DevOps practitioners looking to master automated scripting and orchestration logic. [SPANISH CONTENT]','es','video','beginner',0,'online','automatic','7a3fe2990149750b26c06e9d5a581b9b0882f30a371a09a3574da992edf1fe08',NULL,1780352561,0,'2026-06-02T00:22:41.468422+02:00',NULL,NULL,NULL,'["Programming", "Python", "Hands-on Coding"]','["[GUIDE]"]','[]','[]','{}','{"category": "python", "reputation_status": "Vetted", "reputation_summary": "Highly acclaimed full Python programming course by V\u00edctor de Andr\u00e9s (midudev), trusted by the global Spanish developer community with millions of views.", "social_preview_url": "https://img.youtube.com/vi/TkN2i-_4N4g/maxresdefault.jpg", "source_provenance": "X.com (midudev)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=UmbjwSK9b3I','youtube: Keynote: 7 Years of Running Kubernetes for Mercedes-Benz - Jens Erat, Peter Mueller, Sabine Wolz','','2023',5,'A technical retrospective spanning seven years of operating Kubernetes clusters at Mercedes-Benz. The speakers share crucial architectural insights regarding cluster lifecycle automation, centralized telemetry, platform engineering organizational structures, and the evolution of their self-service developer platforms. It acts as an authoritative operational guide for deploying Kubernetes at enterprise scale.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure Orchestration", "Container Platforms", "Kubernetes at Scale"]','["[DE FACTO STANDARD]"]','[]','["customer.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=UxZiDZsQoZI&ab_channel=TinyStacks','youtube: Local CRUD API Express App with Docker in 5 min','','2022',4,'A brief, highly practical video tutorial demonstrating how to dockerize a Node.js Express CRUD API in under 5 minutes. The walkthrough covers standard Dockerfile configurations, mapping local development ports, and configuring volume mounts for rapid local iteration. It is an excellent quick reference for local environment containerization.','English','Video','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Hands-on Deployment"]','["[ENTERPRISE-STABLE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=V3Sq0Fgy3ds','Kubernetes New Contributor Orientation','Kubernetes New Contributor Orientation video detailing the project''s governance structure, Special Interest Groups (SIGs), developer workflows, and technical contribution paths.','2025',4,'This orientation session provides a comprehensive guide for aspiring Kubernetes contributors, detailing the community''s organizational structure across Special Interest Groups (SIGs) and Working Groups. It covers essential technical workflows, including GitHub PR submission pipelines, Prow-based automation testing, and the critical role of OWNERS files in codebase governance, establishing a clear pathway for developers to participate in cloud-native open-source development.','English','video','Beginner',0,'duplicate','automatic','f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905',NULL,1.7803522828143239e+09,0,'2026-06-02T00:18:02.814324+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Open Source", "Contributor Onboarding"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding session from the CNCF community, trusted by new developers seeking org membership and technical pathway guidance.", "social_preview_url": "https://img.youtube.com/vi/V3Sq0Fgy3ds/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=3B41u33BS2E"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=V3Sq0Fgy3ds','Kubernetes New Contributor Orientation','Kubernetes New Contributor Orientation video detailing the project''s governance structure, Special Interest Groups (SIGs), developer workflows, and technical contribution paths.','2025',4,'This orientation session provides a comprehensive guide for aspiring Kubernetes contributors, detailing the community''s organizational structure across Special Interest Groups (SIGs) and Working Groups. It covers essential technical workflows, including GitHub PR submission pipelines, Prow-based automation testing, and the critical role of OWNERS files in codebase governance, establishing a clear pathway for developers to participate in cloud-native open-source development.','English','video','Beginner',0,'duplicate','automatic','f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905',NULL,1780352282,0,'2026-06-02T00:18:02.814324+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Open Source", "Contributor Onboarding"]','["[GUIDE]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official Kubernetes contributor onboarding session from the CNCF community, trusted by new developers seeking org membership and technical pathway guidance.", "social_preview_url": "https://img.youtube.com/vi/V3Sq0Fgy3ds/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes", "duplicate_of": "https://www.youtube.com/watch?v=3B41u33BS2E"}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=VicH6KojwCI','youtube: Kubernetes Ingress Explained Completely For Beginners','','2021',3,'A visual, beginner-friendly video walkthrough explaining the purpose of an Ingress resource and an Ingress Controller in Kubernetes. Breaks down how HTTP requests find their way from external users to target microservice pods. Live Grounding confirms visual guides are highly effective for bootstrapping junior engineers onto complex cloud-native networking architectures.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=W_PmtDm4IXk&ab_channel=RobertdeBock','youtube: GitOps for infrastructure using GitHub and Terraform Cloud 🌟','','2022',0,'This visual and structural guide walks through the implementation of GitOps principles for infrastructure management by integrating GitHub Actions and Terraform Cloud. Modern architectural standards in 2026 emphasize decoupling orchestration from execution platforms, using webhook-driven plans and policy checks directly within VCS-integrated systems to reduce configuration drift.','HCL','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "GitOps", "Terraform Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["terraform.md"]','{}','{}');
@@ -19030,10 +19030,10 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=WkLBrHW4NhQ','SP
     - [A Simple Performance Comparison of HTTPS, SPDY and HTTP/2 🌟](https://blog.httpwatch.com/2015/01/16/a-simple-performance-comparison-of-https-spdy-and-http2/comment-page-1)
     - [blog.cloudflare.com - Tools for debugging, testing and using HTTP/2](https://blog.cloudflare.com/tools-for-debugging-testing-and-using-http-2)
     - [blog.cloudflare.com - HTTP/2 For Web Developers](https://blog.cloudflare.com/http-2-for-web-developers)','2015',0,'A collection of research, implementation guides, and case studies detailing performance characteristics during the migration phase from Google''s SPDY protocol toward formal HTTP/2 frameworks.','N/A','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2015-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Web Protocols & Performance", "Protocol Evolution", "HTTP/2"]','["[COMMUNITY-TOOL]"]','[]','["networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=WnQK6-puXSM','youtube: How to create Build Monitor View','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903211780779504e+09,1,'2026-05-17T17:35:17.807795+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=WnQK6-puXSM','youtube: How to create Build Monitor View','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779032117,1,'2026-05-17T17:35:17.807795+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=X4vuktlK0Tg','Youtube: OpenShift Meetup Tokyo #05 - Operator and Operator Lifecycle Manager on OpenShift (2019, openshift 4.1)','','2019',0,'Technical deep dive from a Tokyo meetup illustrating deployment workflows with Operator Lifecycle Manager (OLM) on OpenShift 4.1. Describes package manifest curation and cross-namespace operator scheduling controls.','None','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2019-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "OpenShift", "Operator Lifecycle Manager"]','["[COMMUNITY-TOOL]"]','[]','["crunchydata.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=X9n5EYoWdNk&feature=youtu.be','Understanding and Using AI Skills','A detailed video session explaining modular AI skills, the progressive disclosure pattern, and Model Context Protocol integrations.','2026',4,'This masterclass video explains the ''Agent Skills'' paradigm, which defines step-by-step procedures for AI models using modular, markdown-based schemas. It introduces the progressive disclosure pattern, enabling LLMs to initially process only name and description metadata to save token costs, subsequently loading the full skill specifications (up to 5,000 tokens) on demand. The video demonstrates execution harnesses across custom Python wrappers and VS Code Copilot interfaces.','en','Video','Advanced',0,'online','automatic','dee9dd9bfbc7019ef9bf67225176765505add2e0cc406b224c79eeed750b6b98',NULL,1.78035257155638599e+09,0,'2026-06-02T00:22:51.556386+02:00',NULL,NULL,NULL,'["Cloud Training", "Artificial Intelligence", "Agentic Systems", "Agent Skills Specification"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Created by John Savill, globally recognized Microsoft Azure expert and highly reputable technical educator.", "social_preview_url": "https://img.youtube.com/vi/X9n5EYoWdNk/maxresdefault.jpg", "source_provenance": "X.com (NTFAQGuy)", "suggested_new_category": "agentic-skills"}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=XAOqUU5Xh1c','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from August 18, 2025.','2025',4,'This session details the technical governance, repository structure, and automated testing workflows required for contributing to the Kubernetes ecosystem. It covers the SIG (Special Interest Group) organizational framework, the Prow-driven automation pipeline for pull requests, and the mechanics of OWNERS files, enabling contributors to effectively navigate the code review and release processes critical to maintaining cloud-native infrastructure.','en','video','Beginner',0,'online','automatic','2d7d5695c19262a6517e9819e7ce0acdd020daf7d49b87f9d68b24767b22c20a',NULL,1.780352414115597e+09,0,'2026-06-02T00:20:14.115597+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Verified as an official Kubernetes community onboarding session; highly trusted within the open-source cloud ecosystem.", "social_preview_url": "https://img.youtube.com/vi/XAOqUU5Xh1c/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=X9n5EYoWdNk&feature=youtu.be','Understanding and Using AI Skills','A detailed video session explaining modular AI skills, the progressive disclosure pattern, and Model Context Protocol integrations.','2026',4,'This masterclass video explains the ''Agent Skills'' paradigm, which defines step-by-step procedures for AI models using modular, markdown-based schemas. It introduces the progressive disclosure pattern, enabling LLMs to initially process only name and description metadata to save token costs, subsequently loading the full skill specifications (up to 5,000 tokens) on demand. The video demonstrates execution harnesses across custom Python wrappers and VS Code Copilot interfaces.','en','Video','Advanced',0,'online','automatic','dee9dd9bfbc7019ef9bf67225176765505add2e0cc406b224c79eeed750b6b98',NULL,1780352571,0,'2026-06-02T00:22:51.556386+02:00',NULL,NULL,NULL,'["Cloud Training", "Artificial Intelligence", "Agentic Systems", "Agent Skills Specification"]','["[GUIDE]", "[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "Created by John Savill, globally recognized Microsoft Azure expert and highly reputable technical educator.", "social_preview_url": "https://img.youtube.com/vi/X9n5EYoWdNk/maxresdefault.jpg", "source_provenance": "X.com (NTFAQGuy)", "suggested_new_category": "agentic-skills"}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=XAOqUU5Xh1c','Kubernetes New Contributor Orientation','Official Kubernetes New Contributor Orientation session video from August 18, 2025.','2025',4,'This session details the technical governance, repository structure, and automated testing workflows required for contributing to the Kubernetes ecosystem. It covers the SIG (Special Interest Group) organizational framework, the Prow-driven automation pipeline for pull requests, and the mechanics of OWNERS files, enabling contributors to effectively navigate the code review and release processes critical to maintaining cloud-native infrastructure.','en','video','Beginner',0,'online','automatic','2d7d5695c19262a6517e9819e7ce0acdd020daf7d49b87f9d68b24767b22c20a',NULL,1780352414,0,'2026-06-02T00:20:14.115597+02:00',NULL,NULL,NULL,'["Kubernetes", "Community", "Contributor Onboarding"]','["[GUIDE]"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Verified as an official Kubernetes community onboarding session; highly trusted within the open-source cloud ecosystem.", "social_preview_url": "https://img.youtube.com/vi/XAOqUU5Xh1c/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "kubernetes-community", "technology": "Kubernetes"}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Za36qHbrf3g','youtube: Getting started with Podman','','2021',0,'A developer-oriented video walkthrough detailing installation, basic image handling, and container deployment using Podman. Explains core concepts of local rootless container security and basic networking models for developers transitioning from monolithic engine setups.','None','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Containerization", "Container Engines", "Daemonless Execution"]','["[COMMUNITY-TOOL]"]','[]','["container-managers.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=Zeqc6--0eQw&ab_channel=CloudBeesTV','youtube: Jenkins World 2017: How to Use Jenkins Less 🌟','','2017',0,'A thought-provoking presentation encouraging engineers to decouple heavy domain logic from Jenkins specific DSL configurations, moving instead towards portable container runtimes. *Curator Insight*: Architectural presentation. *Live Grounding*: This decoupling remains the golden standard for cloud-native setups in 2026.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2017-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Foundations", "Automation Philosophy", "Anti-Patterns"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
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@@ -19045,43 +19045,43 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=_nknHwTKlh8','yo
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-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=bH2nP-aCFjk&feature=youtu.be','Inside image generation’s Renaissance moment — the OpenAI Podcast Ep. 19','Product lead Adele Li and researcher Kenji Hata share some of the new use cases and trends since the launch of Images 2.0, exploring advanced capabilities like text rendering, multilingual support, and character consistency.','2026',4,'This episode details the architectural evolution of OpenAI''s image generation capabilities to Images 2.0, focusing on the shift from single-turn prompting to multi-modal ''creative agents'' integrated with code execution engines like Codex. It addresses the MLOps and infrastructure challenges of scaling real-time generative pipelines to 1.5 billion weekly requests while maintaining strict character consistency and prompt alignment. For 2026 Cloud Native topologies, this highlights the necessity of building low-latency, event-driven agent orchestration layers that seamlessly bind generative media models with stateful transactional systems.','en','video','intermediate',0,'online','automatic','fa058db7974b540fc142a2e9cb08759a70339274532acba94fa47e74998fa5d4',NULL,1.78035227299398303e+09,0,'2026-06-02T00:17:52.993983+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Image Generation"]','["EMERGING", "GUIDE"]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Highly vetted. Official OpenAI media channel discussing stable and emerging image generation models with significant community engagement.", "social_preview_url": "https://img.youtube.com/vi/bH2nP-aCFjk/maxresdefault.jpg", "source_provenance": "X.com (OpenAI)", "suggested_new_category": "", "technology": "MLOps + AI Agents"}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=buzusNljpy4&feature=youtu.be','youtube: Migrating On Premise VM to AWS | VM Import/Export | Create EC2 instance based on on-premises server','','2020',3,'A video demonstrating VM Import/Export steps to convert on-premises hypervisor disk images directly into active AWS EC2 instances. Live Grounding points out that while modern migration favors automated agents like AWS MGN, raw VM imports are still critical for offline image importing, licensing checks, and legacy OS setups.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Migration", "VM Import/Export", "On-Premises"]','["[LEGACY]"]','[]','["aws-backup.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=eFxFtUpAT9s','youtube: OpenShift 4 OAuth Identity Providers','','2020',0,'A video presentation detailing identity federation. It explains configuration patterns for LDAP, Active Directory, and custom OAuth providers on OpenShift.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Identity & Access", "OAuth Providers"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=fZfd4orrn8Y&ab_channel=RawkodeAcademy','youtube: Hands-on Introduction to sigstore | Rawkode Live','','2021',0,'An interactive, video-based introduction to the Sigstore ecosystem. Walks through keyless container registry signing, leveraging ephemeral signing certificates backed by OIDC, and writing public keys directly to the Rekor transparency ledger.','English','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Security", "Supply Chain Security", "Video Learning"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
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     - https://www.jenkins.io/changelog-stable/#v2.289.3','2021',3,'A video guide detailing the orchestration of tfsec security verification steps inside classic Jenkins pipeline engines. Employs best practices to catch infrastructure vulnerabilities early in deployment.','Groovy','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Security", "CI-CD Pipelines"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=jgW4r9FxItI&ab_channel=DevOpsToolkitbyViktorFarcic','youtube: Viktor Farcic - What is the difference between SRE and DevOps?','- **AIOps and Self-Healing Platforms**
     - **Service Meshes**
@@ -19091,39 +19091,39 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=jgW4r9FxItI&ab_c
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=kQJxGtsqphk','youtube: Installing OpenShift 4 on AWS with operatorhub.io integration 🌟','','2020',0,'Video guide tracking early OpenShift installations on AWS, showing credential setups and automated platform creation with active OperatorHub connections.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Cluster Provisioning", "AWS Quick Starts"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=knyJt8d6C_8&ab_channel=TheFrontOpsGuy',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77902915187443709e+09,1,'2026-05-17T16:45:51.874437+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=l2HpdgRFtN0','Kubernetes New Contributor Orientation','Kubernetes New Contributor Orientation for 2025-07-15','2025',4,'This onboarding session guides developers through the foundational governance, structure, and technical workflows required to contribute to the Kubernetes ecosystem. It details the organizational architecture of Special Interest Groups (SIGs) and demystifies the GitHub-based development flow, highlighting automated CI/CD tooling like Prow for PR testing and triage. It provides a strategic entry point for engineers looking to influence and maintain core cloud-native orchestration systems.','en','video','Beginner',0,'online','automatic','d3f12b739762f6f046a598524dc75a1eec7548eb7bb50c9a5561861e97d9d3b1',NULL,1.7803522925884211e+09,0,'2026-06-02T00:18:12.588421+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes Ecosystem", "Community and Contribution"]','["GUIDE", "ENTERPRISE-STABLE"]','[]','[]','{}','{"category": "Fundamentals and Documentaries", "is_enriched": true, "is_featured_video": true, "reputation_status": "Vetted", "reputation_summary": "Official and trusted community orientation from the Kubernetes Project (CNCF) for new upstream contributors.", "social_preview_url": "https://img.youtube.com/vi/l2HpdgRFtN0/maxresdefault.jpg", "source_provenance": "X.com (kubernetesio)", "suggested_new_category": "", "technology": "Kubernetes"}');
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 Core highlights include:
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=tgRPlAQpHYk&ab_channel=TheNewStack','youtube: Platform9’s Madhura Maskasky says observability is also essential for diagnosing and debugging in order for SREs to "get to the root cause quickly enough so that you can feed that back to the development teams." 🌟','','2021',0,'Video analysis featuring Platform9 discussing the strategic role of observability in debugging distributed cloud-native infrastructures. Emphasizes establishing tight engineering feedback loops between SREs and application developer teams to dramatically reduce Mean Time to Resolution (MTTR).','English','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Site Reliability Engineering", "Root Cause Analysis"]','["[COMMUNITY-TOOL]"]','[]','["sre.md"]','{}','{}');
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+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=tj3xYFA6Q2o&ab_channel=CloudBeesTV',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779029367,0,'2026-05-17T16:49:27.435332+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=vDj5IsWjU0A','youtube: execution test Selenium + Grafana + Jenkins','','2021',0,'Video walkthrough showing how to build a unified QA feedback loop. Demonstrates integrating Jenkins CI runs with automated Selenium tests and Grafana telemetry for visual analysis.','English','Video','Advanced',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Quality Assurance & Testing", "Test Automation", "Test Observability"]','["[COMMUNITY-TOOL]"]','[]','["test-automation-frameworks.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=vZK_W-fpft0&ab_channel=StackSimplify','youtube/StackSimplify: Kubernetes Deployments on AWS EKS | Amazon Elastic Kubernetes Service | Amazon EKS 🌟','','2021',0,'A video-guided technical deep dive detailing how to launch and manage standard Kubernetes Deployments on AWS EKS. It covers declarative manifest configuration, pod scaling strategies, and external exposure of services through AWS integration.','YAML','Video','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Amazon EKS", "Deployments"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
@@ -19134,27 +19134,27 @@ INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=wHha-Q3XVOg&ab_c
         - https://medium.com/bb-tutorials-and-thoughts/practice-enough-with-these-questions-for-the-ckad-exam-2f42d1228552','2022',0,'A multimedia instructional resource featuring video mock-tests and step-by-step solutions to typical CKAD challenges. These visual walk-throughs emphasize optimal terminal navigation, immediate validation techniques, and typical pitfalls to avoid. The accompanying articles provide additional text explanations to solidify core application deployment concepts.','English','Video/Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Certification", "Media"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=xM9jpcVGTzY','youtube: Kubernetes Comparison','','2022',0,'Visual and technical comparison analyzing installation friction, upgrade orchestration, custom configuration options, and managed-service limits for enterprise architectures.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "Managed Services"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=xdXmOm61DFY&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=11&pp=iAQB','What''s new in the Gemma open model family','Build AI applications with the Gemma family of open models'' state-of-the-art tools. Uncover the newest additions to the family and dive into the practical tools that make them usable at scale. Explore an end-to-end pipeline from model discovery to deployment. Discover how to experiment with Gemma using your favorite tools, and learn best practices for deploying directly to users across cloud, desktop, and mobile.','2026',4,'An architectural overview of the Gemma open-weights AI model pipeline. Walks through localized deployment techniques on desktop/mobile targets, scaling strategies on container networks (GKE), and model optimization methodologies for resource-constrained edge computing environments.','en','video','advanced',0,'online','automatic','ce70b534d7616e19769ab314779eec2953f8776a9df81a43f43dde17f455f32d',NULL,1.78035201343484902e+09,0,'2026-06-02T00:13:33.434849+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Large Language Models", "Gemma", "Model Deployment"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly technical session focused on Gemma, which remains one of the premier open weights model lines globally. Very well-received by ML engineers.", "social_preview_url": "https://img.youtube.com/vi/xdXmOm61DFY/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=xdXmOm61DFY&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz&index=11&pp=iAQB','What''s new in the Gemma open model family','Build AI applications with the Gemma family of open models'' state-of-the-art tools. Uncover the newest additions to the family and dive into the practical tools that make them usable at scale. Explore an end-to-end pipeline from model discovery to deployment. Discover how to experiment with Gemma using your favorite tools, and learn best practices for deploying directly to users across cloud, desktop, and mobile.','2026',4,'An architectural overview of the Gemma open-weights AI model pipeline. Walks through localized deployment techniques on desktop/mobile targets, scaling strategies on container networks (GKE), and model optimization methodologies for resource-constrained edge computing environments.','en','video','advanced',0,'online','automatic','ce70b534d7616e19769ab314779eec2953f8776a9df81a43f43dde17f455f32d',NULL,1780352013,0,'2026-06-02T00:13:33.434849+02:00',NULL,NULL,NULL,'["Artificial Intelligence", "Large Language Models", "Gemma", "Model Deployment"]','["[EMERGING]"]','[]','[]','{}','{"category": "ai-agents-mcp", "reputation_status": "Vetted", "reputation_summary": "A highly technical session focused on Gemma, which remains one of the premier open weights model lines globally. Very well-received by ML engineers.", "social_preview_url": "https://img.youtube.com/vi/xdXmOm61DFY/maxresdefault.jpg", "source_provenance": "X.com (GoogleDevs)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=y1lOKQOapTw','youtube: Code To Cloud - Getting Started With: Azure Verified Modules','','2024',0,'A video guide on consuming Azure Verified Modules (AVM) inside cloud delivery workflows. Demonstrates discovery, testing, integration, and community compliance practices for modular Bicep architecture blocks.','None','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2024-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Infrastructure as Code", "Azure Verified Modules"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=y6RNLNvnYIw','youtube: monitoring jenkins job with build monitor view','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903449801883101e+09,1,'2026-05-17T18:14:58.018831+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=y6RNLNvnYIw','youtube: monitoring jenkins job with build monitor view','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034498,1,'2026-05-17T18:14:58.018831+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=yEyVXUExSqs&ab_channel=DevOpsHint','youtube: Jenkins and Sonarqube Integration with Maven | SonarScanner for Maven and Integrate with Jenkins','','2021',0,'Demonstrates connecting Maven projects with SonarQube quality gates during Jenkins build pipelines to ensure code security. *Curator Insight*: Code quality gates. *Live Grounding*: Fundamental in DevSecOps pipelines ensuring security scans occur before deployment.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "Code Quality", "SonarQube & Maven"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=yTafQ-e84eY','youtube - CloudBeesTV: Jenkins Performance: Avoiding Pitfalls, Diagnosing Issues & Scaling for Growth','','2021',0,'A comprehensive technical deep-dive into Jenkins scaling challenges, garbage collection tuning, and heap size optimization. It outlines diagnostic strategies to mitigate UI slowness, agent connection drops, and pipeline execution bottlenecks within high-concurrency enterprise environments.','English','Video','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Performance Optimization"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=yWzKJPw_VzM',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2acb2bd3589a9177e30004e094919dde56aeb41a6ddfe9b02ff9104483ea01ed',100.0,1779130495.02127,1,'2026-05-18T20:54:55.021270+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=ybCxPHzRJfA&ab_channel=VisualStudioCode','youtube: Source Control Tip 9: Dealing with Merge Conflicts in VS Code','','2021',0,'Examines VS Code''s integrated 3-way merge editor. Detail is provided on visual layout resolution strategies, allowing developers to isolate changes, analyze core differences, and resolve Git conflict markers safely prior to upstream branch integration.','N/A','Tutorial','Intermediate',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1.77903450775333404e+09,1,'2026-05-17T18:15:07.753334+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=yWzKJPw_VzM',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','2acb2bd3589a9177e30004e094919dde56aeb41a6ddfe9b02ff9104483ea01ed',100.0,1779130495,1,'2026-05-18T20:54:55.021270+02:00',NULL,NULL,NULL,'[]','[]','["docs/api.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=ybCxPHzRJfA&ab_channel=VisualStudioCode','youtube: Source Control Tip 9: Dealing with Merge Conflicts in VS Code','','2021',0,'Examines VS Code''s integrated 3-way merge editor. Detail is provided on visual layout resolution strategies, allowing developers to isolate changes, analyze core differences, and resolve Git conflict markers safely prior to upstream branch integration.','N/A','Tutorial','Intermediate',0,'online','manual','a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287',100.0,1779034507,1,'2026-05-17T18:15:07.753334+02:00',NULL,NULL,NULL,'["Developer Environment", "IDE Tooling", "Visual Studio Code", "Version Control Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
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 Core highlights include:
 * Azure Container Apps (ACA) Express, the Azure Virtual Network Manager (AVNM) rule impact analyzer, and SMB Managed Identity support for Azure Files.
 * Azure NetApp Files (ANF) large file support.
-* Azure Service Bus Premium with availability zones securing a 99.99% SLA, and confidential computing options.','en','Video','Intermediate',0,'online','automatic','f68734c6f1134162070e0cfddbebc2bec92c44f9811baf465de3d2f371f751ce',NULL,1.78035199434262704e+09,0,'2026-06-02T00:13:14.342627+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure", "Weekly Updates"]','["[GUIDE]"]','[]','[]','{}','{"category": "azure", "reputation_status": "Vetted", "reputation_summary": "Highly reputable, consistent weekly technical update video series on Microsoft Azure by John Savill.", "social_preview_url": "https://img.youtube.com/vi/yoVH_44xb_E/maxresdefault.jpg", "source_provenance": "X.com (NTFAQGuy)", "suggested_new_category": ""}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=zA8guDqfv40','youtube.com: AWS Cloud Complete Bootcamp Course - CloudFormation | freeCodeCamp 🌟','','2022',0,'A comprehensive, open-access video bootcamp by freeCodeCamp focusing on AWS CloudFormation. Teaches declarative resource provisioning, nested templates, drift detection, and deployment strategies for managing large AWS architectures as code.','English','Video','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Computing", "AWS", "Infrastructure as Code"]','["[COMMUNITY-TOOL]"]','[]','["aws-iac.md"]','{}','{}');
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 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=zL0eLEl2BxI&ab_channel=TravisRoberts','youtube: Azure DevOps Pipeline and Image Builder','','2023',0,'Step-by-step video tutorial demonstrating integration setups between Azure VM Image Builder and Azure DevOps release flows. Accelerates golden-image deployment strategies across distributed microservice virtual machines.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Compute", "Image Management", "Azure Image Builder"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=zQyrhjEAqLs','AWS Cloud Practitioner - Curso Completo 2023','','2023',0,'Comprehensive Spanish instructional syllabus targeting the AWS Certified Cloud Practitioner domain. Details key global infrastructure components, core services (EC2, S3, RDS, VPC), billing architectures, and foundational security frameworks.','Spanish','Video','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Public Cloud Administration", "AWS Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md", "aws-training.md", "cloud-asset-inventory.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.comwatch?v=b_norgxfh5y',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.youtube.comwatch?v=b_norgxfh5y in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1.77903342825608491e+09,0,'2026-05-17T17:57:08.256085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.comwatch?v=b_norgxfh5y',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering www.youtube.comwatch?v=b_norgxfh5y in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033428,0,'2026-05-17T17:57:08.256085+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.zartis.com/minimizing-costs-aks','zartis.com: How To Save A Fortune On Azure Kubernetes Service','','2021',0,'Details structural cost optimization methods for AKS deployment. Discusses right-sizing node configurations, deploying Azure Spot instances for non-critical environments, and configuring cluster autoscalers. Grounding confirms these strategies are essential in architectural cost-governance pipelines.','Markdown','Technical Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "Cost Optimization", "Node Allocation"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.zartis.com/simplify-your-sdlc-with-azure-devops','zartis.com: Simplify Your SDLC with Azure DevOps 🌟','','2023',0,'Explores structural methods to decrease release lead-times by leveraging integrated boards, automated tests, and deployment gates inside the Azure DevOps ecosystem.','None','Blog Post','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["CI/CD Pipelines", "SDLC Optimization", "Azure DevOps Platform"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.zdnet.com/article/amazon-red-hat-openshift-announced-for-public-cloud-kubernetes-users',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8e4e82f0abfb7d8123fbc0912159cc998f1fa78a10912c47dafa9a1e771e2544',100.0,1.77903081129285097e+09,1,'2026-05-17T17:13:31.292851+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.zdnet.com/article/amazon-red-hat-openshift-announced-for-public-cloud-kubernetes-users',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','8e4e82f0abfb7d8123fbc0912159cc998f1fa78a10912c47dafa9a1e771e2544',100.0,1779030811,1,'2026-05-17T17:13:31.292851+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.zdnet.com/article/apis-published-apis-consumed-mainstream-enterprises-increasingly-behave-like-software-vendors','APIs published, APIs consumed: mainstream enterprises increasingly behave like software vendors','','2022',4,'Details the trend where mainstream enterprises increasingly operate like software vendors by publishing and consuming high-value API endpoints. By monetizing data and system capabilities through structured APIs, legacy organizations transform static assets into dynamic digital platforms. This shifts business logic borders, making standard interface creation a core commercial objective.','English','Article','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Application Integration", "API Design", "Strategic Governance"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["api.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.zdnet.com/article/as-cloud-costs-spiral-upward-enterprises-turn-to-a-thing-called-finops','zdnet.com: As cloud costs spiral upward, enterprises turn to a thing called FinOps','','2021',0,'Explores the rapid rise of enterprise FinOps practices in response to exploding, unpredicted cloud bills. Details real-world corporate challenges of moving from on-premises fixed budgets to dynamic cloud operational spending models.','English','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Financial Operations", "FinOps", "Market Landscapes"]','["[COMMUNITY-TOOL]"]','[]','["finops.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://docs.cloud.google.com/architecture','A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟','','2022',0,'Architectural reference for constructing a hybrid DevSecOps pipeline integrating JFrog Artifactory with GKE on-prem (Anthos/Google Distributed Cloud). It focuses on secure container image lifecycle management, automated vulnerability scanning, and binary promotion across hybrid control planes. This blueprint ensures consistent compliance and minimal latency for high-throughput enterprise deployments.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,1.78142991678534889e+09,0,'2026-06-14T11:38:36.785349+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Hybrid Cloud Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
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-INSERT INTO "resources" VALUES('https://nubenetes.com/tekton','Tekton','','2023',0,'Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1.7814299521819489e+09,0,'2026-06-14T11:39:12.181949+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/keptn','Keptn','','2026',4,'Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1.78142995218657588e+09,0,'2026-06-14T11:39:12.186576+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Cloud-Native Delivery", "Keptn"]','["[ENTERPRISE-STABLE]"]','[]','["jenkins-alternatives.md", "devops-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them','about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them','','2021',0,'Identifies attack vectors in Infrastructure as Code (IaC) configurations such as Terraform and CloudFormation, focusing on credential leakage and loose firewall definitions. Outlines automated detection workflows using static analysis tools like Kics, TFLint, and GitLab''s built-in SAST scanners. Crucial for embedding preventative controls directly within continuous delivery workflows.','English','Security Blog Post','Advanced',0,'online','manual',NULL,NULL,1781429952.38938,0,'2026-06-14T11:39:12.389380+02:00',NULL,NULL,NULL,'["Security & Compliance", "Infrastructure as Code", "IaC Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins','k21academy.com: Azure pipelines VS Jenkins','','2021',0,'A comprehensive comparative analysis contrasting Jenkins (self-hosted, highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native SaaS, deep Azure integration). Highlights differences in maintenance overhead, security configurations, build agent execution, and enterprise scaling architectures. Essential reading for platform teams deciding on their continuous delivery stack.','English','Comparative Article','Intermediate',0,'online','manual',NULL,NULL,1.78142995251145195e+09,0,'2026-06-14T11:39:12.511452+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.nccgroup.com/research','research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines','','2021',0,'Case-study driven review from NCC Group outlining real-world exploits used to compromise continuous delivery channels. Common vectors include poorly protected secrets, dependency confusion attacks, and unauthenticated pipeline runners. This security research highlights the critical importance of runtime monitoring and pipeline isolation to prevent supply-chain compromises.','English','Research Report','Advanced',0,'online','manual',NULL,NULL,1.78142995384657192e+09,0,'2026-06-14T11:39:13.846572+02:00',NULL,NULL,NULL,'["Security & Compliance", "CI/CD Security", "Penetration Testing"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://securityonline.info','securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities','','2021',3,'Curator Insight presents VAmPI as a targeted security sandbox. Live Grounding confirms it is a deliberately vulnerable OWASP Top 10 Python-based REST API designed to evaluate security scanners and train engineers in secure coding practices. Excellent for DevSecOps labs.','English','Project','Intermediate',1,'online','manual',NULL,NULL,1.78173592519179105e+09,0,'2026-06-18T00:38:45.191791+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Testing", "API Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform','ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform','','2021',0,'Examines the integration of CyberArk Conjur with the Red Hat Ansible Automation Platform to secure dynamic configurations. Demonstrates how Ansible playbooks can fetch secrets at runtime without hardcoding sensitive strings, mitigating credentials sprawl. This collaboration optimizes audit capabilities and identity assertion within enterprise infrastructure operations.','English','Technical Blog Post','Advanced',0,'online','manual',NULL,NULL,1781429957.80183,0,'2026-06-14T11:39:17.801830+02:00',NULL,NULL,NULL,'["Security & Compliance", "Secrets Management", "Ansible & CyberArk"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype','about.gitlab.com: How to secure your container images with GitLab and Grype','','2021',0,'Step-by-step implementation guide to running Grype vulnerability scanner inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities. This design secures the build supply chain before container artifacts reach production registries.','English','Technical Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.781429958175323e+09,0,'2026-06-14T11:39:18.175323+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerability Scanning", "Grype & GitLab"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/container-security','dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right','','2022',0,'Analyzes the unique security paradigms of ephemeral cloud containers, emphasizing kernel namespace segregation and runtime vulnerability identification. Demonstrates how modern observability platforms injection agents to dynamically monitor behavior and block suspicious system calls. Perfect for architects defining proactive threat prevention strategies.','English','Technical Reference','Intermediate',1,'online','manual',NULL,NULL,1781429958.20766,0,'2026-06-14T11:39:18.207660+02:00',NULL,NULL,NULL,'["Security & Compliance", "Container Security", "Runtime Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform','ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform','','2021',0,'Highlights patterns for automated incident remediation and threat response using CyberArk security profiles triggered by Ansible playbooks. Details dynamic credential rotation and rapid privilege revocation scenarios under active security events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring with automated compliance enforcement.','English','Technical Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78142995946119189e+09,0,'2026-06-14T11:39:19.461192+02:00',NULL,NULL,NULL,'["Security & Compliance", "Automated Security Remediation", "Ansible & CyberArk"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with Fleet and Rancher','','2021',0,'Details deployment architectures using SUSE Rancher''s Fleet to drive large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating deployments across hundreds of isolated down-stream clusters with dynamic group mapping and drift reconciliation. Essential reference for operationalizing standardized environments at edge scale.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1.78142997107975506e+09,0,'2026-06-14T11:39:31.079755+02:00',NULL,NULL,NULL,'["DevSecOps", "GitOps", "Rancher Fleet"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{"duplicate_of": "https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher"}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/crunchydata','Crunchy Data PostgreSQL Operator','','2023',0,'Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1.78142998387189888e+09,0,'2026-06-14T11:39:43.871899+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operators", "Crunchy PostgreSQL"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','2021',0,'Examines the benefits and execution risks of incorporating schema migrations and database state configurations into CI/CD pipelines. Discusses tools like Liquibase and Flyway to version-control structural changes alongside software deployments. This integration reduces deployment mismatches and prevents manual database drift.','English','Industry Article','Intermediate',0,'online','manual',NULL,NULL,1.78142998397569894e+09,0,'2026-06-14T11:39:43.975699+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operations", "Database DevOps"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/think/cloud','ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd','','2021',0,'Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78142998398534607e+09,0,'2026-06-14T11:39:43.985346+02:00',NULL,NULL,NULL,'["Storage & Data", "Performance Benchmarking", "Etcd Storage Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "java_frameworks.md", "kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://openebs.io/docs','OpenEBS Features and Benefits','','2023',0,'Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine. Details how local volumes, Jiva, and Mayastor architectures allow teams to build highly resilient, dynamic persistent storage volumes directly using local disk pools. CNCF validation confirms OpenEBS''s position as a robust storage framework for stateful microservices.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,1.7814299939896779e+09,0,'2026-06-14T11:39:53.989678+02:00',NULL,NULL,NULL,'["Storage & Data", "Container Attached Storage", "OpenEBS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana','grafana.com: Introducing the new and improved New Relic plugin for Grafana','','2021',0,'Explores the upgraded New Relic integration for Grafana dashboards, permitting operations teams to query NRQL data blocks directly. It enables telemetry unification by blending APM, infrastructure metrics, and custom log searches within a single visual canvas. This integration mitigates team operational silos during incident triage cycles.','English','Integration Announcement','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999436030888e+09,0,'2026-06-14T11:39:54.360309+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more','','2021',0,'Outlines major feature enhancements in Grafana Cloud, highlighting integrations for distributed tracing with Tempo, real-time live streaming visualization, and streamlined onboarding for Kubernetes environments. This release accelerated the telemetry unification workflow, offering single-pane views across isolated environments.','English','Technical Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78142999436820411e+09,0,'2026-06-14T11:39:54.368204+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud','grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud','','2021',0,'Shares actionable configurations for the most prominent user-requested synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency spikes, SSL certificate expirations, and global availability drops. Facilitates preemptive identification of microservice edge-network connectivity failures before user impact occurs.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.78142999437291288e+09,0,'2026-06-14T11:39:54.372913+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Synthetic Monitoring", "Grafana Alerting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana','grafana.com: Video: How to build a Prometheus query in Grafana','','2021',0,'Video breakdown demonstrating the assembly of PromQL (Prometheus Query Language) structures inside Grafana''s query editor. Explores metric labels, functions like `rate()`, aggregation operations, and template variables. A foundational resource to help infrastructure engineers formulate robust alerting rules and visual dashboards.','English','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,1.78142999437618494e+09,0,'2026-06-14T11:39:54.376185+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Metrics Querying", "PromQL Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks','grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks','','2021',0,'Explores the total cost of ownership (TCO) differences when operating self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates scalability challenges, engineering maintenance resources, and the advantages of centralized enterprise licensing. Practical resource for decision makers evaluating managed telemetry platforms.','English','Business / Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999437899208e+09,0,'2026-06-14T11:39:54.378992+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Platform Operations", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards','Popular community plugins that can improve your Grafana dashboards 🌟','','2021',0,'Highlights top community-created visualization plugins extending the native capabilities of Grafana dashboards, including specialized charting tools, flow diagrams, and advanced geographic mappings. Helps dashboard authors enrich analytics panels and improve observability interfaces across operations groups.','English','Reference Article','Intermediate',0,'online','manual',NULL,NULL,1.78142999439308691e+09,0,'2026-06-14T11:39:54.393087+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks','grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks','','2023',0,'An architectural guide detailing how to manage Grafana as code. Explores declarative tools, GitOps synchronization methods, and APIs (such as Grizzly, Terraform, and Kubernetes Operators) to achieve reproducible visualization dashboards, alert rules, and secure data sources inside multi-tenant configurations.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999441661906e+09,0,'2026-06-14T11:39:54.416619+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure as Code", "Grafana Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf','grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF','','2023',0,'Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool designed to gather application telemetry (traces and RED metrics) without source code modification. Using eBPF, Beyla auto-detects web services and captures critical HTTP/S and gRPC latency data directly from the kernel space, making it highly valuable for heterogeneous, high-throughput microservice architectures.','Go','Tool','Advanced',1,'duplicate','manual',NULL,NULL,1.78142999442357707e+09,0,'2026-06-14T11:39:54.423577+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "eBPF Application Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud','grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud','','2021',0,'Simplifies cluster-wide observability configurations down to three primary phases: installing the agent, collecting Prometheus metrics/Loki logs, and loading predefined cluster-health dashboards. Provides actionable advice to visually debug pod scheduling limits, node starvation, and OOM-Killed container cycles rapidly.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1.78142999442559504e+09,0,'2026-06-14T11:39:54.425595+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Kubernetes Observability", "Grafana Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build','grafana.com: Grafana dashboards: A complete guide to all the different types you can build','','2021',0,'Detailed directory detailing Grafana dashboard templates designed for infrastructure health, application profiling, alerting states, and executive summaries. Illustrates best practices for using colors, mapping dynamic parameters, and structuring queries to minimize browser rendering lag. Excellent primer for SRE and platform teams establishing visualization frameworks.','English','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999442589592e+09,0,'2026-06-14T11:39:54.425896+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Dashboard Design"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: An advanced guide to network monitoring with Grafana and Prometheus','','2021',0,'Builds on foundational network concepts to introduce complex PromQL configurations, high-density traffic visualizations, and multi-layered alert thresholds. Explores analyzing network interface errors, tracking packet drop trends, and integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster tracking profile.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1.78142999449628591e+09,0,'2026-06-14T11:39:54.496286+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Advanced Prometheus"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: A beginner''s guide to network monitoring with Grafana and Prometheus','- https://github.com/prometheus/snmp_exporter/tree/main/snmp-mixin','2021',0,'A foundational walkthrough on tracking physical and virtual networking infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize network bottlenecks. An excellent baseline guide for administrators connecting traditional networks to cloud topologies.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,1.78142999449770689e+09,0,'2026-06-14T11:39:54.497707+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Prometheus snmp_exporter"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6','grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6','','2022',0,'Architectural validation of incorporating performance and observability telemetry early in the software lifecycle. Demonstrates using k6 for synthetic load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate container bottlenecks during integration phases. This shift-left pattern prevents performance regressions before software hits live production environments.','English','Technical Article','Advanced',1,'duplicate','manual',NULL,NULL,1.7814299945164721e+09,0,'2026-06-14T11:39:54.516472+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Load Testing", "k6 & OpenTelemetry"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-grafana-faro-oss-application-observability','grafana.com: Introducing Grafana Faro, an open source project for frontend application observability','','2022',0,'Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.','English','Technical Announcement','Intermediate',1,'duplicate','manual',NULL,NULL,1.78142999454247498e+09,0,'2026-06-14T11:39:54.542475+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Application Observability", "Grafana Faro (RUM)"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability"}');
-INSERT INTO "resources" VALUES('https://grafana.com/oss/grafana','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more','','2021',0,'Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.','English','Product Release Note','Intermediate',0,'duplicate','manual',NULL,NULL,1.78142999454801511e+09,0,'2026-06-14T11:39:54.548015+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Releases"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog','grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s first fully managed integration','','2021',0,'Focuses on Grafana Cloud''s fully managed integration for AWS CloudWatch. Automates connection configurations, IAM policy templates, and out-of-the-box system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting up complex collectors. This SaaS integration reduces initial ingestion setups down to minutes.','English','Integration Guide','Intermediate',0,'online','manual',NULL,NULL,1.78142999488100409e+09,0,'2026-06-14T11:39:54.881004+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/case-studies','aws.amazon.com: Trainline Case Study','','2019',0,'Architectural case study mapping Trainline''s migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.','N/A','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430004.30106,0,'2026-06-14T11:40:04.301060+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws-miscellaneous.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','2023',0,'Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.','N/A','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143000445045804e+09,0,'2026-06-14T11:40:04.450458+02:00',NULL,NULL,NULL,'["Software Engineering", "DevOps", "AI-Assisted Workflows"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops"}');
-INSERT INTO "resources" VALUES('https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas','technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟','','2023',4,'Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocates for incremental, focused deployments coupled with robust cultural and organizational shifts. Highly recommended reading for CTOs and enterprise architects. [SPANISH CONTENT]','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173618062742805e+09,0,'2026-06-18T00:43:00.627428+02:00',NULL,NULL,NULL,'["Management and Strategy", "Artificial Intelligence", "Enterprise Transformation"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/networking','Networking Cheat Sheet','','2022',0,'Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting.','N/A','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1.78143001429394388e+09,0,'2026-06-14T11:40:14.293944+02:00',NULL,NULL,NULL,'["Networking", "Reference", "Network Cheat Sheets"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw','google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟','','2020',0,'Duplicate entry for community-compiled Ansible reference guidelines detailing task writing, loops, and inventory structure commands. Restricted behind authentication barriers, making it less accessible for active production pipelines.','YAML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1.78143002459847211e+09,0,'2026-06-14T11:40:24.598472+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"is_special": true}');
-INSERT INTO "resources" VALUES('https://sakaiproject.atlassian.net/wiki','confluence.sakaiproject.org','','2021',0,'Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations.','Java','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143002520016694e+09,0,'2026-06-14T11:40:25.200167+02:00',NULL,NULL,NULL,'["Collaboration", "Documentation", "Project Wikis"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.pulumi.com/registry/packages','Pulumi Cloud Providers','','2024',0,'The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.','Multi-Language','Registry','Intermediate',0,'online','manual',NULL,NULL,1781430025.23729,0,'2026-06-14T11:40:25.237290+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud", "Pulumi Registry"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ufcquechoisir-brest.org','CheatSheet for JMeter __time Function Calls','','2019',0,'Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.','N/A','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,1.78143002527018404e+09,0,'2026-06-14T11:40:25.270184+02:00',NULL,NULL,NULL,'["Quality Assurance", "Performance Testing", "Apache JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls"}');
-INSERT INTO "resources" VALUES('https://developer.amazon.com','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','2017',0,'Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.','JavaScript','Tutorial','Beginner',1,'online','manual',NULL,NULL,1.78143002606364107e+09,0,'2026-06-14T11:40:26.063641+02:00',NULL,NULL,NULL,'["Serverless", "Voice User Interfaces", "Alexa Skills"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://…','Debugging Kubernetes Systems: Practical Advice with Quality Telemetry','','N/A',0,'A curated technical resource and architectural guide covering Debugging Kubernetes Systems: Practical Advice with Quality Telemetry in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779034313,0,'2026-05-17T18:11:53.158552+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/embed/TUKYbUIXLOE','The 6 Levels of Claude Code Explained','Featured video in the Top Videos & Clips section.','N/A',0,'This video provides a structured architectural roadmap for mastering Claude Code, Anthropic''s agentic CLI tool for software engineering. It details the progression from basic code generation to complex, multi-step agentic workflows, emphasizing the tool''s relevance to the 2026 Kubernetes ecosystem through automated manifest refactoring, contextual codebase analysis, and direct CLI-driven infrastructure orchestration. By exploring agentic "vibe coding" levels, it helps platform engineers integrate AI-augmented automation into mission-critical CI/CD pipelines and platform engineering workflows.',NULL,NULL,NULL,0,'online','manual',NULL,100.0,0,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{"category": "AI and Future Operations", "is_enriched": true, "is_featured_video": true, "technology": "Claude Code", "video_order": 27}');
+INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-maven-plugin','github - fabric8, maven plugin','','2023',5,'A Maven plugin designed to package Java projects into lightweight Docker/OCI images and generate corresponding Kubernetes resource manifests automatically. Double-Evidence: Note that this project is archived and superseded by Eclipse JKube in modern development environments.','Java','Tool','Intermediate',1,'online','manual',NULL,NULL,1781430100,0,'2024-06-19T04:52:55Z',NULL,NULL,NULL,'["Software Engineering", "Build Systems", "Fabric8 Maven Plugin"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["openshift-pipelines.md"]','{}','{"gh_stars": 334, "gh_pushed": "2024-06-19T04:52:55Z", "gh_license": "Apache-2.0"}');
+INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&dsh=S-837258255%3A1779033921742301&followup=https%3A%2F%2Fconsole.cloud.google.com%2Fproducts&osid=1&passive=1209600&service=cloudconsole&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PavdLijoZE8HgBUBXNoU1YfsOf-olUjJ8JfmhFG_0QoTjdDv1sVmFwi8Eo6EXbpyWStjzuTRaQ','console.cloud.google.com/products','','2026',0,'The comprehensive management control plane for Google Cloud Platform (GCP) services, showcasing serverless runtimes, managed databases, and enterprise networking. It provides native Kubernetes (GKE), AI services, and IAM frameworks to construct highly available applications. Curated portal access maps directly to programmatic infrastructure control and cloud service catalogs.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781429916,0,'2026-06-14T11:38:36.726121+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Google Cloud Platform", "Product Catalog"]','["[COMMUNITY-TOOL]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/8-answers-to-7-openshift-questions','openshift.com: 8 Answers to 7 OpenShift Questions 🌟','','2020',0,'A practical synthesis addressing common operational and architectural questions regarding Red Hat OpenShift deployment modes, upgrade cycles, and subscription models. It clarifies the differentiators between upstream Kubernetes and OpenShift''s opinionated, enterprise-ready application platform. Useful for enterprise decision-makers evaluating platform migrations or hybrid-cloud architectures.','English','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1781429916,0,'2026-06-14T11:38:36.736056+02:00',NULL,NULL,NULL,'["Container Platforms", "OpenShift", "FAQ"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-cluster-design','openshift.com: OpenShift Security Best Practices for Kubernetes Cluster Design 🌟','','2021',0,'Explores architectural security design patterns for OpenShift, including network segmentation, API access control, multi-tenancy models, and secure OS configurations via CoreOS. It highlights key defensive controls like Security Context Constraints (SCCs) and identity provider integrations. A must-read for compliance-oriented infrastructure architects designing high-security Kubernetes platforms.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781429916,0,'2026-06-14T11:38:36.744639+02:00',NULL,NULL,NULL,'["Security & Compliance", "OpenShift Security", "Cluster Design"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication-and-authorization','openshift.com: Ask an OpenShift Admin Office Hour - Authentication and Authorization','','2021',0,'An interactive session breakdown focused on OpenShift''s native OAuth server, identity providers (LDAP, Active Directory, Keycloak), and RBAC mapping strategies. It provides deep troubleshooting techniques for authentication flow misconfigurations and token management. Live grounding validates these techniques as crucial for securing enterprise-grade API endpoints.','English','Video','Intermediate',0,'online','manual',NULL,NULL,1781429916,0,'2026-06-14T11:38:36.755132+02:00',NULL,NULL,NULL,'["Security & Compliance", "Access Control", "OpenShift IAM"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.postman.com','blog.getpostman.com','','2026',4,'The official Postman engineering blog highlighting modern practices in API design, automated testing, mocking, and API-first architectures. Contains high-depth articles on security, governance, and integrating API testing into global pipelines. Offers valuable insights into cross-team API collaboration.','English','Blog','Intermediate',1,'online','manual',NULL,NULL,1781736133,0,'2026-06-18T00:42:13.401221+02:00',NULL,NULL,NULL,'["API Lifecycle", "Testing and Mocking", "Engineering Blogs"]','["[ENTERPRISE-STABLE]"]','[]','["postman.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.cloud.google.com/architecture','A hybrid cloud-native DevSecOps pipeline with JFrog Artifactory and GKE on-prem 🌟','','2022',0,'Architectural reference for constructing a hybrid DevSecOps pipeline integrating JFrog Artifactory with GKE on-prem (Anthos/Google Distributed Cloud). It focuses on secure container image lifecycle management, automated vulnerability scanning, and binary promotion across hybrid control planes. This blueprint ensures consistent compliance and minimal latency for high-throughput enterprise deployments.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,1781429916,0,'2026-06-14T11:38:36.785349+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Hybrid Cloud Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["GoogleCloudPlatform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.redhat.com/en/documentation/openshift_container_platform/4.22','OpenShift 4 documentation 🌟','','2026',5,'Official enterprise-grade documentation for Red Hat OpenShift Container Platform. Provides comprehensive architectural guidelines, deployment patterns, security policies, and cluster lifecycle management instructions. It serves as the authoritative source of truth for platform engineers implementing production-ready Kubernetes distributions.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781736112,0,'2026-06-18T00:41:52.806371+02:00',NULL,NULL,NULL,'["Platform Engineering", "Container Orchestration", "Enterprise OpenShift"]','["[DE FACTO STANDARD]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware-vsphere','Fully Automated OpenShift Deployments With VMware vSphere','','2021',0,'Detailed documentation on Installer-Provisioned Infrastructure (IPI) for Red Hat OpenShift on VMware vSphere environments. The automation workflow covers DNS registration, load balancing, virtual machine provisioning, and cluster bootstrapping directly from the installer. This integration streamlines on-premise private cloud delivery, reducing manual operational overhead to nearly zero.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781429918,0,'2026-06-14T11:38:38.610031+02:00',NULL,NULL,NULL,'["Container Platforms", "OpenShift", "Infrastructure Provisioning"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/solutions/edge-computing-approach','Red Hat''s approach to Edge Computing 🌟','','2022',0,'Analyzes Red Hat''s edge computing framework using lightweight OpenShift single-node configurations and MicroShift. It details how the architecture addresses low-latency processing, disconnected operations, and remote automated lifecycle management. This framework enables enterprise microservices to deploy seamlessly from core data centers to resource-constrained IoT gateways.','English','Whitepaper','Advanced',1,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.442220+02:00',NULL,NULL,NULL,'["Architecture", "Edge Computing", "Distributed Systems"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["edge-computing.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/registries','OpenShift Registry & Quay','','2022',0,'Comprehensive analysis of Red Hat Quay and the integrated OpenShift Container Registry. Details secure image storage, vulnerability scanning with Clair, and geo-replication capabilities. It highlights Quay''s enterprise-grade multi-tenancy and RBAC controls, which ensure secure artifact promotion within high-performance microservices pipelines.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.532728+02:00',NULL,NULL,NULL,'["Artifact Management", "Container Registries", "Red Hat Quay"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-single-command-in-30-minutes','openshift.com: Deploy a multi-master OKD 4.5 cluster using a single command in ~30 minutes','','2020',0,'Highlights the deployment of an upstream OKD 4.5 cluster (the open-source origin of OpenShift) using the quick installer-provisioned infrastructure (IPI) workflow. It provides a step-by-step breakdown of how a single command automates the bootstrapping of multi-master control planes on cloud providers. Useful for labs and staging environments targeting standard Kubernetes platform development.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.537728+02:00',NULL,NULL,NULL,'["Container Platforms", "OKD / OpenShift", "Cluster Bootstrap"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.prismacloud.io/en','docs.aporeto.com: OpenShift Master API Protection','','2023',0,'Details how to protect the OpenShift Master API using microsegmentation and identity-based security policies, now consolidated under Palo Alto Networks Prisma Cloud. It explores runtime enforcement, traffic whitelist policies, and vulnerability detection to shield critical control planes. Live grounding shows that Aporeto''s identity-based security is now fully integrated into the Prisma Cloud platform.','English','Documentation','Advanced',1,'duplicate','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.564549+02:00',NULL,NULL,NULL,'["Security & Compliance", "Network Security", "Prisma Cloud"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{"duplicate_of": "https://docs.aporeto.com/docs/main/guides/okd-master-api-protection"}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-4','Introducing Azure Red Hat OpenShift on OpenShift 4 🌟','','2020',0,'Details the managed Azure Red Hat OpenShift (ARO) offering on OpenShift 4, built on operator-led cluster lifecycle management. It discusses direct integration with Microsoft Azure services, integrated scaling, and unified support channels. This managed service drastically simplifies operational overhead, letting enterprises focus purely on microservices delivery.','English','Technical Announcement','Intermediate',0,'online','manual',NULL,NULL,1781429922,0,'2026-06-14T11:38:42.657322+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Managed Kubernetes", "Azure Red Hat OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp4.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/cheatsheets','Gradle Cheat Sheets','','2026',5,'High-density command syntax cheatsheet for Gradle, highlighting Kotlin/Groovy DSL setups, caching options, task graphs management, and daemon management to significantly improve build execution times.','Spanish','Documentation','Beginner',1,'online','manual',NULL,NULL,1781429931,0,'2026-06-14T11:38:51.966657+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Java Tools", "Gradle Reference"]','["[DE FACTO STANDARD]"]','[]','["jenkins.md", "ansible.md", "kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins','cloudbees.com: Jenkins Pipeline with Plugins','','2021',0,'Explores Jenkins Pipeline architectural best practices, highlighting how plugins extend declarative and scripted pipeline structures. Discusses dependency isolation, shared library strategies, and security scanning integrations. Designed to provide architects with solid configuration strategies to manage enterprise-scale build workloads securely.','English','Whitepaper','Advanced',0,'online','manual',NULL,NULL,1781429932,0,'2026-06-14T11:38:52.476763+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Jenkins Automation"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2F&dsh=S20332737%3A1779029801683182&emr=1&followup=https%3A%2F%2Fdocs.google.com%2F&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauuoeLcrRlG9wsx3FKpxmPOwZ0aEG9g04i8ZgsTyIUOHV3UzhWURaJlrxS0xYmo_YZUJM0_Rw','Google docs & Sheets','','2026',0,'Redirect link to Google Docs and Sheets login portal, commonly utilized by operations and product teams for maintaining functional specification spreadsheets and collaborative dynamic documentation.','English','Tool Link','Beginner',0,'online','manual',NULL,NULL,1781429942,0,'2026-06-14T11:39:02.198049+02:00',NULL,NULL,NULL,'["Collaboration Tools", "Document Management", "External Links"]','["[COMMUNITY-TOOL]"]','[]','["workfromhome.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/AmazonS3/latest/API','Making Requests to Amazon S3 over IPv6','','2023',2,'Curator Insight views this as an essential networking guide for modern cloud topologies. Live Grounding validates that configuring S3 endpoints over IPv6 reduces IPv4 address exhaustion issues and optimizes hybrid-cloud routing. It offers actionable configuration endpoints and IAM policy adaptations.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781735877,0,'2026-06-18T00:37:57.793901+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Object Storage", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["aws-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/tekton','Tekton','','2023',0,'Deep-dive review of Tekton, a Kubernetes-native open-source framework for building continuous integration and delivery (CI/CD) pipelines. It structures pipeline blocks using standard CRDs (Tasks, Pipelines, PipelineRuns), eliminating VM-based runner dependencies. Live validation establishes Tekton as the standard engine powering modern cloud-native container build environments like OpenShift Pipelines.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1781429952,0,'2026-06-14T11:39:12.181949+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["jenkins-alternatives.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/keptn','Keptn','','2026',4,'Nubenetes architectural reference on Keptn, a CNCF enterprise-grade control plane for cloud-native application lifecycle orchestration. Integrates SLO-based evaluations, automated canary promotions, and zero-touch application remediation out of the box.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1781429952,0,'2026-06-14T11:39:12.186576+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Cloud-Native Delivery", "Keptn"]','["[ENTERPRISE-STABLE]"]','[]','["jenkins-alternatives.md", "devops-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-and-how-to-find-them','about.gitlab.com: Fantastic Infrastructure as Code security attacks and how to find them','','2021',0,'Identifies attack vectors in Infrastructure as Code (IaC) configurations such as Terraform and CloudFormation, focusing on credential leakage and loose firewall definitions. Outlines automated detection workflows using static analysis tools like Kics, TFLint, and GitLab''s built-in SAST scanners. Crucial for embedding preventative controls directly within continuous delivery workflows.','English','Security Blog Post','Advanced',0,'online','manual',NULL,NULL,1781429952,0,'2026-06-14T11:39:12.389380+02:00',NULL,NULL,NULL,'["Security & Compliance", "Infrastructure as Code", "IaC Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins','k21academy.com: Azure pipelines VS Jenkins','','2021',0,'A comprehensive comparative analysis contrasting Jenkins (self-hosted, highly extensible, plugin-heavy) against Azure Pipelines (managed, cloud-native SaaS, deep Azure integration). Highlights differences in maintenance overhead, security configurations, build agent execution, and enterprise scaling architectures. Essential reading for platform teams deciding on their continuous delivery stack.','English','Comparative Article','Intermediate',0,'online','manual',NULL,NULL,1781429952,0,'2026-06-14T11:39:12.511452+02:00',NULL,NULL,NULL,'["DevSecOps", "CI/CD Pipelines", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["jenkins-alternatives.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.nccgroup.com/research','research.nccgroup.com: 10 real-world stories of how we’ve compromised CI/CD pipelines','','2021',0,'Case-study driven review from NCC Group outlining real-world exploits used to compromise continuous delivery channels. Common vectors include poorly protected secrets, dependency confusion attacks, and unauthenticated pipeline runners. This security research highlights the critical importance of runtime monitoring and pipeline isolation to prevent supply-chain compromises.','English','Research Report','Advanced',0,'online','manual',NULL,NULL,1781429953,0,'2026-06-14T11:39:13.846572+02:00',NULL,NULL,NULL,'["Security & Compliance", "CI/CD Security", "Penetration Testing"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://securityonline.info','securityonline.info: VAmPI: Vulnerable REST API with OWASP top 10 vulnerabilities','','2021',3,'Curator Insight presents VAmPI as a targeted security sandbox. Live Grounding confirms it is a deliberately vulnerable OWASP Top 10 Python-based REST API designed to evaluate security scanners and train engineers in secure coding practices. Excellent for DevSecOps labs.','English','Project','Intermediate',1,'online','manual',NULL,NULL,1781735925,0,'2026-06-18T00:38:45.191791+02:00',NULL,NULL,NULL,'["Security", "Vulnerability Testing", "API Security"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-red-hat-ansible-automation-platform','ansible.com: Simplifying secrets management with CyberArk and Red Hat Ansible Automation Platform','','2021',0,'Examines the integration of CyberArk Conjur with the Red Hat Ansible Automation Platform to secure dynamic configurations. Demonstrates how Ansible playbooks can fetch secrets at runtime without hardcoding sensitive strings, mitigating credentials sprawl. This collaboration optimizes audit capabilities and identity assertion within enterprise infrastructure operations.','English','Technical Blog Post','Advanced',0,'online','manual',NULL,NULL,1781429957,0,'2026-06-14T11:39:17.801830+02:00',NULL,NULL,NULL,'["Security & Compliance", "Secrets Management", "Ansible & CyberArk"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype','about.gitlab.com: How to secure your container images with GitLab and Grype','','2021',0,'Step-by-step implementation guide to running Grype vulnerability scanner inside a GitLab CI/CD pipeline. Demonstrates configuration flags to parse container filesystems, output standardized SBOM reports, and fail builds on severe vulnerabilities. This design secures the build supply chain before container artifacts reach production registries.','English','Technical Tutorial','Intermediate',1,'online','manual',NULL,NULL,1781429958,0,'2026-06-14T11:39:18.175323+02:00',NULL,NULL,NULL,'["Security & Compliance", "Vulnerability Scanning", "Grype & GitLab"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/container-security','dynatrace.com: Container security: What it is, why it’s tricky, and how to do it right','','2022',0,'Analyzes the unique security paradigms of ephemeral cloud containers, emphasizing kernel namespace segregation and runtime vulnerability identification. Demonstrates how modern observability platforms injection agents to dynamically monitor behavior and block suspicious system calls. Perfect for architects defining proactive threat prevention strategies.','English','Technical Reference','Intermediate',1,'online','manual',NULL,NULL,1781429958,0,'2026-06-14T11:39:18.207660+02:00',NULL,NULL,NULL,'["Security & Compliance", "Container Security", "Runtime Observability"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ansible-automation-platform','ansible.com: Automating Security with CyberArk and Red Hat Ansible Automation Platform','','2021',0,'Highlights patterns for automated incident remediation and threat response using CyberArk security profiles triggered by Ansible playbooks. Details dynamic credential rotation and rapid privilege revocation scenarios under active security events. Provides an enterprise-grade framework for unifying dev-sec-ops monitoring with automated compliance enforcement.','English','Technical Blog Post','Advanced',0,'online','manual',NULL,NULL,1781429959,0,'2026-06-14T11:39:19.461192+02:00',NULL,NULL,NULL,'["Security & Compliance", "Automated Security Remediation", "Ansible & CyberArk"]','["[COMMUNITY-TOOL]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher','digitalis.io: Kubernetes GitOps Continuous Integration and Delivery with Fleet and Rancher','','2021',0,'Details deployment architectures using SUSE Rancher''s Fleet to drive large-scale Kubernetes cluster configuration via GitOps. Focuses on orchestrating deployments across hundreds of isolated down-stream clusters with dynamic group mapping and drift reconciliation. Essential reference for operationalizing standardized environments at edge scale.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1781429971,0,'2026-06-14T11:39:31.079755+02:00',NULL,NULL,NULL,'["DevSecOps", "GitOps", "Rancher Fleet"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{"duplicate_of": "https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-and-delivery-with-fleet-and-rancher"}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/crunchydata','Crunchy Data PostgreSQL Operator','','2023',0,'Evaluates the Crunchy PostgreSQL Operator (PGO) which automates production-grade PostgreSQL deployments on Kubernetes. Features include automated high availability, pgBackRest-driven backup orchestration, connection pooling via pgBouncer, and deep monitoring metrics. A de facto standard solution for enterprises migrating critical relational engines into Kubernetes platforms.','English','Reference Guide','Advanced',1,'online','manual',NULL,NULL,1781429983,0,'2026-06-14T11:39:43.871899+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operators", "Crunchy PostgreSQL"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/can-enterprises-benefit-from-adopting-database-devops-','informationweek.com: Can Enterprises Benefit From Adopting Database DevOps?','','2021',0,'Examines the benefits and execution risks of incorporating schema migrations and database state configurations into CI/CD pipelines. Discusses tools like Liquibase and Flyway to version-control structural changes alongside software deployments. This integration reduces deployment mismatches and prevents manual database drift.','English','Industry Article','Intermediate',0,'online','manual',NULL,NULL,1781429983,0,'2026-06-14T11:39:43.975699+02:00',NULL,NULL,NULL,'["Storage & Data", "Database Operations", "Database DevOps"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/think/cloud','ibm.com: Using Fio to Tell Whether Your Storage is Fast Enough for Etcd','','2021',0,'Practical benchmarking guide using the `fio` utility to measure disk write latency, specifically validating physical storage readiness for critical Kubernetes Etcd backends. Outlines how high write latency triggers cluster-wide instability and master-node leader election failures. Crucial reading for systems administrators configuring bare-metal or hypervisor storage fabrics.','English','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781429983,0,'2026-06-14T11:39:43.985346+02:00',NULL,NULL,NULL,'["Storage & Data", "Performance Benchmarking", "Etcd Storage Tuning"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md", "java_frameworks.md", "kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://openebs.io/docs','OpenEBS Features and Benefits','','2023',0,'Comprehensive guide to OpenEBS Container Attached Storage (CAS) engine. Details how local volumes, Jiva, and Mayastor architectures allow teams to build highly resilient, dynamic persistent storage volumes directly using local disk pools. CNCF validation confirms OpenEBS''s position as a robust storage framework for stateful microservices.','English','Documentation','Advanced',1,'online','manual',NULL,NULL,1781429993,0,'2026-06-14T11:39:53.989678+02:00',NULL,NULL,NULL,'["Storage & Data", "Container Attached Storage", "OpenEBS"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-storage.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-grafana','grafana.com: Introducing the new and improved New Relic plugin for Grafana','','2021',0,'Explores the upgraded New Relic integration for Grafana dashboards, permitting operations teams to query NRQL data blocks directly. It enables telemetry unification by blending APM, infrastructure metrics, and custom log searches within a single visual canvas. This integration mitigates team operational silos during incident triage cycles.','English','Integration Announcement','Intermediate',0,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.360309+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-plugin-for-grafana"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more','grafana.com: What''s new in Grafana Cloud for July 2021: Traces, live streaming, Kubernetes and Docker integrations, and more','','2021',0,'Outlines major feature enhancements in Grafana Cloud, highlighting integrations for distributed tracing with Tempo, real-time live streaming visualization, and streamlined onboarding for Kubernetes environments. This release accelerated the telemetry unification workflow, offering single-pane views across isolated environments.','English','Technical Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.368204+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/06/whats-new-in-grafana-cloud-for-july-2021-traces-live-streaming-kubernetes-and-docker-integrations-and-more"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-grafana-cloud','grafana.com: Top 5 user-requested synthetic monitoring alerts in Grafana Cloud','','2021',0,'Shares actionable configurations for the most prominent user-requested synthetic monitoring alerts in Grafana Cloud, including DNS failures, HTTP latency spikes, SSL certificate expirations, and global availability drops. Facilitates preemptive identification of microservice edge-network connectivity failures before user impact occurs.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.372913+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Synthetic Monitoring", "Grafana Alerting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana','grafana.com: Video: How to build a Prometheus query in Grafana','','2021',0,'Video breakdown demonstrating the assembly of PromQL (Prometheus Query Language) structures inside Grafana''s query editor. Explores metric labels, functions like `rate()`, aggregation operations, and template variables. A foundational resource to help infrastructure engineers formulate robust alerting rules and visual dashboards.','English','Video Tutorial','Beginner',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.376185+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Metrics Querying", "PromQL Basics"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss-stacks','grafana.com: Why companies choose Grafana Cloud over self-managed OSS stacks','','2021',0,'Explores the total cost of ownership (TCO) differences when operating self-hosted Prometheus/Loki/Tempo stacks versus utilizing Grafana Cloud. Evaluates scalability challenges, engineering maintenance resources, and the advantages of centralized enterprise licensing. Practical resource for decision makers evaluating managed telemetry platforms.','English','Business / Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.378992+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Platform Operations", "Managed Observability"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/10/16/why-companies-choose-grafana-cloud-over-self-managed-oss-stacks"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana-dashboards','Popular community plugins that can improve your Grafana dashboards 🌟','','2021',0,'Highlights top community-created visualization plugins extending the native capabilities of Grafana dashboards, including specialized charting tools, flow diagrams, and advanced geographic mappings. Helps dashboard authors enrich analytics panels and improve observability interfaces across operations groups.','English','Reference Article','Intermediate',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.393087+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Plugins"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips-and-tricks','grafana.com: A complete guide to managing Grafana as code: tools, tips, and tricks','','2023',0,'An architectural guide detailing how to manage Grafana as code. Explores declarative tools, GitOps synchronization methods, and APIs (such as Grizzly, Terraform, and Kubernetes Operators) to achieve reproducible visualization dashboards, alert rules, and secure data sources inside multi-tenant configurations.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.416619+02:00',NULL,NULL,NULL,'["Observability", "Infrastructure as Code", "Grafana Provisioning"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf','grafana.com: Grafana Beyla 1.0 release: zero-code instrumentation for application telemetry using eBPF','','2023',0,'Introduces Grafana Beyla 1.0, an eBPF-based auto-instrumentation tool designed to gather application telemetry (traces and RED metrics) without source code modification. Using eBPF, Beyla auto-detects web services and captures critical HTTP/S and gRPC latency data directly from the kernel space, making it highly valuable for heterogeneous, high-throughput microservice architectures.','Go','Tool','Advanced',1,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.423577+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "eBPF Application Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2023/11/14/grafana-beyla-1.0-release-zero-code-instrumentation-for-application-telemetry-using-ebpf"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kubernetes-with-grafana-cloud','grafana.com: A 3-step guide to troubleshooting and visualizing Kubernetes with Grafana Cloud','','2021',0,'Simplifies cluster-wide observability configurations down to three primary phases: installing the agent, collecting Prometheus metrics/Loki logs, and loading predefined cluster-health dashboards. Provides actionable advice to visually debug pod scheduling limits, node starvation, and OOM-Killed container cycles rapidly.','English','Tutorial','Intermediate',1,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.425595+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Kubernetes Observability", "Grafana Cloud"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-different-types-you-can-build','grafana.com: Grafana dashboards: A complete guide to all the different types you can build','','2021',0,'Detailed directory detailing Grafana dashboard templates designed for infrastructure health, application profiling, alerting states, and executive summaries. Illustrates best practices for using colors, mapping dynamic parameters, and structuring queries to minimize browser rendering lag. Excellent primer for SRE and platform teams establishing visualization frameworks.','English','Reference Guide','Intermediate',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.425896+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Dashboard Design"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: An advanced guide to network monitoring with Grafana and Prometheus','','2021',0,'Builds on foundational network concepts to introduce complex PromQL configurations, high-density traffic visualizations, and multi-layered alert thresholds. Explores analyzing network interface errors, tracking packet drop trends, and integrating blackbox exporter synthetic probes to build a highly resilient multi-cluster tracking profile.','English','Technical Article','Advanced',0,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.496286+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Advanced Prometheus"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/02/01/an-advanced-guide-to-network-monitoring-with-grafana-and-prometheus"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-and-prometheus','grafana.com: A beginner''s guide to network monitoring with Grafana and Prometheus','- https://github.com/prometheus/snmp_exporter/tree/main/snmp-mixin','2021',0,'A foundational walkthrough on tracking physical and virtual networking infrastructure using Prometheus snmp_exporter. Focuses on gathering router/switch metrics, parsing bandwidth limits, and building clear Grafana interfaces to visualize network bottlenecks. An excellent baseline guide for administrators connecting traditional networks to cloud topologies.','English','Tutorial','Beginner',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.497707+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Network Monitoring", "Prometheus snmp_exporter"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6','grafana.com: Testing shift left observability with the Grafana Stack, OpenTelemetry, and k6','','2022',0,'Architectural validation of incorporating performance and observability telemetry early in the software lifecycle. Demonstrates using k6 for synthetic load generation while leveraging OpenTelemetry and the Grafana Stack to evaluate container bottlenecks during integration phases. This shift-left pattern prevents performance regressions before software hits live production environments.','English','Technical Article','Advanced',1,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.516472+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Load Testing", "k6 & OpenTelemetry"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-grafana-stack-opentelemetry-and-k6"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-grafana-faro-oss-application-observability','grafana.com: Introducing Grafana Faro, an open source project for frontend application observability','','2022',0,'Introduces Grafana Faro, an open-source JavaScript SDK designed to capture frontend Web-Vitals, console exceptions, and real-user-monitoring (RUM) metrics. Faro integrates client-side trace-contexts with backend services via OpenTelemetry, enabling end-to-end transaction transparency. A critical tool for aligning frontend application performance with deep backend container telemetries.','English','Technical Announcement','Intermediate',1,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.542475+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Application Observability", "Grafana Faro (RUM)"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2022/11/02/introducing-grafana-faro-oss-application-observability"}');
+INSERT INTO "resources" VALUES('https://grafana.com/oss/grafana','grafana.com: Grafana 8.1 released: New Geomap and Annotations panels, updated plugin management, and more','','2021',0,'Technical announcement detailing the new capabilities in Grafana 8.1, including the rewritten unified Geomap panel, automated annotations query integrations, and an upgraded interface for local plugin management. These features enhance geographical spatial data analysis and speed up event correlation during active incident mitigation.','English','Product Release Note','Intermediate',0,'duplicate','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.548015+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Releases"]','["[COMMUNITY-TOOL]"]','[]','["grafana.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/08/05/grafana-8.1-released-new-geomap-and-annotations-panels-updated-plugin-management-and-more"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog','grafana.com: Introducing the AWS CloudWatch integration, Grafana Cloud''s first fully managed integration','','2021',0,'Focuses on Grafana Cloud''s fully managed integration for AWS CloudWatch. Automates connection configurations, IAM policy templates, and out-of-the-box system dashboards to rapidly pull metrics from EC2, RDS, and ECS without setting up complex collectors. This SaaS integration reduces initial ingestion setups down to minutes.','English','Integration Guide','Intermediate',0,'online','manual',NULL,NULL,1781429994,0,'2026-06-14T11:39:54.881004+02:00',NULL,NULL,NULL,'["Observability & Delivery", "Visualization", "Grafana Cloud Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["grafana.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://aws.amazon.com/solutions/case-studies','aws.amazon.com: Trainline Case Study','','2019',0,'Architectural case study mapping Trainline''s migrations onto AWS using ECS containerized deployments and RDS clusters. Demonstrates successful reduction in database locking periods and outlines zero-downtime blue/green microservice delivery strategies.','N/A','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430004,0,'2026-06-14T11:40:04.301060+02:00',NULL,NULL,NULL,'["Cloud Architecture", "Case Studies", "Enterprise Scale"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["aws-architecture.md", "aws-miscellaneous.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-is-ai-ml-changing-devops','about.gitlab.com: How is AI/ML changing DevOps?','','2023',0,'Investigates the evolving integration of AI and Machine Learning inside DevSecOps pipelines. Discusses automated code suggestion mechanisms, ML-driven vulnerability remediation, and predictive diagnostic models, outlining the performance gains and code-security shifts this creates inside delivery loops.','N/A','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430004,0,'2026-06-14T11:40:04.450458+02:00',NULL,NULL,NULL,'["Software Engineering", "DevOps", "AI-Assisted Workflows"]','["[COMMUNITY-TOOL]"]','[]','["mlops.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/16/how-is-ai-ml-changing-devops"}');
+INSERT INTO "resources" VALUES('https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-la-ia-fracasan-mas','technologyreview.es: "Las empresas que empiezan a lo grande con la IA fracasan más" 🌟','','2023',4,'Analytical piece focusing on enterprise strategies for AI adoption, arguing that companies attempting large-scale, over-ambitious transformations from day one experience higher failure rates. Advocates for incremental, focused deployments coupled with robust cultural and organizational shifts. Highly recommended reading for CTOs and enterprise architects. [SPANISH CONTENT]','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1781736180,0,'2026-06-18T00:43:00.627428+02:00',NULL,NULL,NULL,'["Management and Strategy", "Artificial Intelligence", "Enterprise Transformation"]','["[ENTERPRISE-STABLE]"]','[]','["ai.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/networking','Networking Cheat Sheet','','2022',0,'Consolidated technical reference detailing essential low-level networking parameters, CIDR calculations, subnetting concepts, and critical routing architectures. Serves as a quick diagnostic lookup sheet for standard network protocol analysis and port troubleshooting.','N/A','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1781430014,0,'2026-06-14T11:40:14.293944+02:00',NULL,NULL,NULL,'["Networking", "Reference", "Network Cheat Sheets"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&dsh=S-1707972940%3A1779029132636791&followup=https%3A%2F%2Fsites.google.com%2Fsite%2Fmrxpalmeiras%2Fansible%2Fansible-cheat-sheet&osid=1&passive=1209600&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PaujYnU1vHeNQrrR9IV_P56nGiUWnqqM_hG1PBGMZyTXDsxITg7865jvpdfY8gDYaRf3YwR5Kw','google.com/site/mrxpalmeiras: Ansible Cheat Sheet 🌟','','2020',0,'Duplicate entry for community-compiled Ansible reference guidelines detailing task writing, loops, and inventory structure commands. Restricted behind authentication barriers, making it less accessible for active production pipelines.','YAML','Cheat Sheet','Beginner',0,'online','manual',NULL,NULL,1781430024,0,'2026-06-14T11:40:24.598472+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Reference"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://sakaiproject.atlassian.net/wiki','confluence.sakaiproject.org','','2021',0,'Central wiki repository hosted by Atlassian Confluence detailing design decisions, setup scripts, and architectural patterns of the open-source Sakai educational software suite. Highly valued for tracing monolithic Java stack layouts and migrations.','Java','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.200167+02:00',NULL,NULL,NULL,'["Collaboration", "Documentation", "Project Wikis"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.pulumi.com/registry/packages','Pulumi Cloud Providers','','2024',0,'The central registry portal hosting official Pulumi cloud infrastructure providers. Enables multi-cloud platform declaration (AWS, Kubernetes, Azure, GCP) using modern programming languages, supporting highly parameterized microservice deployments.','Multi-Language','Registry','Intermediate',0,'online','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.237290+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Multi-Cloud", "Pulumi Registry"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ufcquechoisir-brest.org','CheatSheet for JMeter __time Function Calls','','2019',0,'Quick syntax sheet formatting the use of Apache JMeter `__time` variables during heavy performance evaluation loops. Note: The target URL appears redirected or potentially compromised; users should reference direct JMeter core documentation instead.','N/A','Cheat Sheet','Beginner',0,'duplicate','manual',NULL,NULL,1781430025,0,'2026-06-14T11:40:25.270184+02:00',NULL,NULL,NULL,'["Quality Assurance", "Performance Testing", "Apache JMeter"]','["[COMMUNITY-TOOL]"]','[]','["cheatsheets.md"]','{}','{"duplicate_of": "https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-calls"}');
+INSERT INTO "resources" VALUES('https://developer.amazon.com','New Alexa Skills Kit Template: Build a Trivia Skill in under an Hour','','2017',0,'Step-by-step developer tutorial detailing integration patterns between the Alexa Skills Kit and AWS Lambda serverless functions. Marked legacy as current conversational AI models have largely replaced basic programmatic trivia setups in production.','JavaScript','Tutorial','Beginner',1,'online','manual',NULL,NULL,1781430026,0,'2026-06-14T11:40:26.063641+02:00',NULL,NULL,NULL,'["Serverless", "Voice User Interfaces", "Alexa Skills"]','["[GUIDE]", "[LEGACY]"]','[]','["aws-miscellaneous.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6092152919937794052','Linkedin Discussion','1. Don''t do just a single check, the first check will be a lot slower as DNS lookups will need to be done, etc.
-    2. I''d recommend doing at least 3 checks getting an average.','2018',0,'Engineering discussion concerning performance profiling accuracy. Discusses latency calculation rules, warning against single-request testing owing to initial DNS resolution overhead and recommending at least a three-step request test pattern for reliable analytics.','N/A','Discussion','Intermediate',1,'duplicate','manual',NULL,NULL,1781430026.31771,0,'2026-06-14T11:40:26.317710+02:00',NULL,NULL,NULL,'["Networking", "Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{"duplicate_of": "https://www.linkedin.com/groups/49531/49531-6092152919937794052"}');
-INSERT INTO "resources" VALUES('https://www.postman.com/state-of-api/2025','postman.com: Postman State of the API Report 🌟','','2025',0,'The Postman 2025 State of the API Report. Synthesizes empirical telemetry and global developer feedback detailing the rise of API-first designs, modern validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of AI-augmented API design.','N/A','Report','Intermediate',1,'online','manual',NULL,NULL,1.78143003625558304e+09,0,'2026-06-14T11:40:36.255583+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana','grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana','','2022',0,'Detailed technical walk-through demonstrating Grafana''s capacity to consume and visualize sub-second real-time streaming data via WebSockets. Focuses on setting up custom dashboards for high-density IoT telemetry and event queues.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430036.33627,0,'2026-06-14T11:40:36.336270+02:00',NULL,NULL,NULL,'["Observability", "Data Ingestion", "WebSockets IoT"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://smartbear.com/resources/all','smartbear.com: The State of API 2019 Report 🌟','','2019',0,'The 2019 State of API Report by SmartBear. Highlights historical trends in API quality, governance, and protocol dominance (REST/SOAP transition era), useful for tracking historical architecture patterns and standards progression.','N/A','Report','Intermediate',0,'online','manual',NULL,NULL,1.78143003642285895e+09,0,'2026-06-14T11:40:36.422859+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework','developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework','','2015',0,'Google''s landmark announcement introducing gRPC, an open-source, high-performance RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization. Serves as historical documentation of the transition from heavy XML/JSON REST interfaces to streaming, contract-based communications.','Multi-Language','Article','Advanced',1,'duplicate','manual',NULL,NULL,1.78143003643471193e+09,0,'2026-06-14T11:40:36.434712+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "gRPC Protocol"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html"}');
+    2. I''d recommend doing at least 3 checks getting an average.','2018',0,'Engineering discussion concerning performance profiling accuracy. Discusses latency calculation rules, warning against single-request testing owing to initial DNS resolution overhead and recommending at least a three-step request test pattern for reliable analytics.','N/A','Discussion','Intermediate',1,'duplicate','manual',NULL,NULL,1781430026,0,'2026-06-14T11:40:26.317710+02:00',NULL,NULL,NULL,'["Networking", "Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["aws-networking.md"]','{}','{"duplicate_of": "https://www.linkedin.com/groups/49531/49531-6092152919937794052"}');
+INSERT INTO "resources" VALUES('https://www.postman.com/state-of-api/2025','postman.com: Postman State of the API Report 🌟','','2025',0,'The Postman 2025 State of the API Report. Synthesizes empirical telemetry and global developer feedback detailing the rise of API-first designs, modern validation toolchains, protocol shifts toward gRPC, and the growing ubiquity of AI-augmented API design.','N/A','Report','Intermediate',1,'online','manual',NULL,NULL,1781430036,0,'2026-06-14T11:40:36.255583+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-in-grafana','grafana.com: How to use WebSockets to visualize real-time IoT data in Grafana','','2022',0,'Detailed technical walk-through demonstrating Grafana''s capacity to consume and visualize sub-second real-time streaming data via WebSockets. Focuses on setting up custom dashboards for high-density IoT telemetry and event queues.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430036,0,'2026-06-14T11:40:36.336270+02:00',NULL,NULL,NULL,'["Observability", "Data Ingestion", "WebSockets IoT"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://smartbear.com/resources/all','smartbear.com: The State of API 2019 Report 🌟','','2019',0,'The 2019 State of API Report by SmartBear. Highlights historical trends in API quality, governance, and protocol dominance (REST/SOAP transition era), useful for tracking historical architecture patterns and standards progression.','N/A','Report','Intermediate',0,'online','manual',NULL,NULL,1781430036,0,'2026-06-14T11:40:36.422859+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "Industry Surveys"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-framework','developers.googleblog.com: Introducing gRPC, a new open source HTTP/2 RPC Framework','','2015',0,'Google''s landmark announcement introducing gRPC, an open-source, high-performance RPC framework built on HTTP/2 multiplexing and Protocol Buffers serialization. Serves as historical documentation of the transition from heavy XML/JSON REST interfaces to streaming, contract-based communications.','Multi-Language','Article','Advanced',1,'duplicate','manual',NULL,NULL,1781430036,0,'2026-06-14T11:40:36.434712+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "gRPC Protocol"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2.html"}');
 INSERT INTO "resources" VALUES('https://www.reply.com/solidsoft-reply/en','reply.com: Web Services: SOAP and REST - A Simple Introduction','- SOAP is a communications protocol while REST is a set of architectural principles for data transmission.
     - REST was designed to be a more straightforward and easy to implement alternative to heavyweight SOAP for web service access. SOAP functions well in distributed environments where REST assumes a direct point to point communication. Also, SOAP allows for services to describe themselves to clients and in some languages allows for automation. On the other hand, REST is fast as less processing is required, uses less bandwidth and is closer to technologies used in web design.
-    - The choice on which to use is totally dependent on what the requirement. For example, SOAP is a better choice for applications that have complex API so as to describe the services and methods, where formal contracts are agreed for the exchange format, where a guaranteed level of security is required etc. REST will be preferred when limiting bandwidth and resources, when operations are can be stateless and the information can be cached.','2020',0,'A fundamental comparative breakdown of SOAP (protocol-driven XML) vs REST (architectural constraints/JSON). Explains system performance trade-offs, security controls (WS-Security), and state management requirements inside distributed systems.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1781430039.44714,0,'2026-06-14T11:40:39.447140+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "SOAP vs REST"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/demos','AWS Samples (Boilerplates)','','2024',0,'A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards.','Multi-Language','Boilerplate','Intermediate',1,'online','manual',NULL,NULL,1.78143003978994107e+09,0,'2026-06-14T11:40:39.789941+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Boilerplates", "AWS Templates"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433','ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433','','2022',0,'An in-depth analysis of AWS Identity and Access Management policy logic based on re:Inforce insights. Decodes complex interaction flows between implicit and explicit denies, SCP policies, permissions boundaries, and resource-based rules.','JSON','Guide','Advanced',0,'online','manual',NULL,NULL,1781430039.94511,0,'2026-06-14T11:40:39.945110+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS IAM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021','stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud','','2021',0,'A multi-dimensional comparison of the three primary managed Kubernetes services: AWS EKS, Google GKE, and Azure AKS. Weighs crucial metrics including control plane management fees, SLA guarantees, automated master scaling, and IAM-to-K8s role bindings.','N/A','Comparison Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143005111667799e+09,0,'2026-06-14T11:40:51.116678+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Managed Kubernetes Comparison"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://azurecloudai.blog/verify.html','azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting VNET','','2021',0,'Technical guide outlining the architectural parameters needed to deploy Azure Kubernetes Service (AKS) within a custom, pre-existing Virtual Network (VNET). Addresses CIDR constraints, subnet delegation, and Azure CNI configurations.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143006137993598e+09,0,'2026-06-14T11:41:01.379936+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Networking", "AKS VNET Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup','azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup 🌟','','2022',0,'Announcement details for Azure Kubernetes Service (AKS) Backup. Highlights native recovery features for stateful PVs and configuration states. Note: Now fully GA and enterprise-stable, this backup protocol integrates securely with Azure Backup Center.','N/A','Announcement','Intermediate',0,'online','manual',NULL,NULL,1.78143006142071104e+09,0,'2026-06-14T11:41:01.420711+02:00',NULL,NULL,NULL,'["Orchestration", "Data Protection", "AKS Backup"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agent','grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent 🌟','','2022',0,'A telemetry extraction guide focused on deploying Grafana Agent inside AKS to scrape and forward metrics directly to Grafana Cloud. Avoids expensive, proprietary log-forwarding configurations and maintains unified telemetry visualization dashboards.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1.7814300615548861e+09,0,'2026-06-14T11:41:01.554886+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "Azure Monitoring"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-service','k21academy.com: Azure Kubernetes Service & Azure Container Instances For Beginners 🌟','','2022',0,'An introductory training reference explaining Azure Kubernetes Service (AKS) and Azure Container Instances (ACI). Describes virtual node orchestration patterns to dynamically offload execution spikes from AKS onto ACI serverless compute.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1.78143006156400799e+09,0,'2026-06-14T11:41:01.564008+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Compute", "AKS & ACI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms','devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS','','2021',0,'A security hardening guide detailing the setup of envelope encryption for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations. Crucial for complying with enterprise-grade data-at-rest protection standards.','YAML','Guide','Advanced',1,'duplicate','manual',NULL,NULL,1.78143006173486399e+09,0,'2026-06-14T11:41:01.734864+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "EKS Secrets KMS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://devoriales.com/home"}');
-INSERT INTO "resources" VALUES('https://resume-builder.natwarrathor961.workers.dev','DevStack','','2024',0,'Curator Insight flags this as a custom Cloudflare Workers playground. Live Grounding shows a highly specific, serverless-based developer utility that acts as an online resume builder. Although labeled DevStack, it demonstrates lightweight, edge-based execution capabilities.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1.78173590090859794e+09,0,'2026-06-18T00:38:20.908598+02:00',NULL,NULL,NULL,'["Developer Tools", "Playgrounds", "Cloudflare Workers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://eksworkshop.com','eksworkshop.com','','2025',0,'The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI).','N/A','Tutorial Hub','Intermediate',1,'online','manual',NULL,NULL,1.78143008145510101e+09,0,'2026-06-14T11:41:21.455101+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "EKS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1','stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟','','2021',0,'Delineates critical security configurations and hardening guidelines for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database clustering, role-based access control policies, TLS configuration, and master node network isolation.','YAML','Guide','Advanced',0,'online','manual',NULL,NULL,1.78143008148777794e+09,0,'2026-06-14T11:41:21.487778+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "RKE Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster','about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster','','2022',0,'Step-by-step documentation detailing the setup of the GitLab Agent for Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration sync and immediate cluster telemetry reporting to the GitLab enterprise console.','YAML','Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143008548944592e+09,0,'2026-06-14T11:41:25.489446+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "GitLab Agent"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/basics-of-gitlab-ci-updated','about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order','','2022',0,'Technical guide focused on configuring GitLab CI for advanced pipelines. Outlines steps to transition from basic sequential stages to highly optimized workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations.','YAML','Guide','Intermediate',0,'online','manual',NULL,NULL,1781430085.54432,0,'2026-06-14T11:41:25.544320+02:00',NULL,NULL,NULL,'["CI/CD", "GitLab CI", "Pipeline Design"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices','grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices','','2022',0,'Details how to configure the unified Grafana observability stack (Loki for logs, Tempo for traces, Istio for mesh networking) to accelerate troubleshooting in microservices. Focuses on setting up automatic correlation IDs to jump from logs to tracing traces instantly.','N/A','Guide','Advanced',1,'online','manual',NULL,NULL,1.78143008572537493e+09,0,'2026-06-14T11:41:25.725375+02:00',NULL,NULL,NULL,'["Observability", "Microservices Telemetry", "Grafana Stack"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration','','2020',0,'A training curriculum on writing robust continuous integration and continuous deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as legacy compared to contemporary container-native declarative engine configurations.','Groovy','Course','Intermediate',0,'online','manual',NULL,NULL,1.78143008605183696e+09,0,'2026-06-14T11:41:26.051837+02:00',NULL,NULL,NULL,'["CI/CD", "Jenkins", "Jenkins Pipeline Training"]','["[GUIDE]", "[LEGACY]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/garage','ibm.com: Enable GitOps','','2021',0,'An enterprise change-management guide from IBM Garage focusing on GitOps adoption. Details organizational processes, environment categorization, and verification configurations required to transition legacy pipelines into declarative GitOps models.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,1.78143008641293096e+09,0,'2026-06-14T11:41:26.412931+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Enterprise Transition"]','["[GUIDE]", "[LEGACY]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kustomize','Kustomize - Template-Free Kubernetes Configuration Customization','','2025',0,'Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures.','Go','Tool','Intermediate',1,'online','manual',NULL,NULL,1.78143008641528701e+09,0,'2026-06-14T11:41:26.415287+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Kustomize Manifests"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/flux','Flux. The GitOps operator for Kubernetes','','2025',0,'The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,1.78143008641581392e+09,0,'2026-06-14T11:41:26.415814+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "FluxCD"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/helm','Helm','','2026',5,'Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430086.43104,0,'2026-06-14T11:41:26.431040+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Helm & GitOps", "Helm Overview"]','["[DE FACTO STANDARD]"]','[]','["gitops.md", "kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitops-done-3-ways','about.gitlab.com: 3 Ways to approach GitOps 🌟','','2021',0,'A structured analysis comparing three common approaches to implementing GitOps. Contrasts pull-based versus push-based agent configurations, discussing security considerations, cluster scaling restrictions, and auditability trade-offs.','YAML','Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143008656356096e+09,0,'2026-06-14T11:41:26.563561+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Deployment Strategies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://vinyl-cache.org/docs/trunk/installation/index.html','varnish-cache.org: Installation on RedHat','','2021',0,'Deployment documentation detailing how to install and configure Varnish Cache on RedHat Enterprise Linux. Focuses on setting up Varnish as an edge reverse-proxy caching layer to handle high-concurrency HTTP/S read operations in web services.','C','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143009685117602e+09,0,'2026-06-14T11:41:36.851176+02:00',NULL,NULL,NULL,'["Performance", "Caching", "Varnish on RHEL"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/maven-gradle','Maven','','2025',0,'Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies.','Java','Tool','Intermediate',1,'online','manual',NULL,NULL,1.7814300999536519e+09,0,'2026-06-14T11:41:39.953652+02:00',NULL,NULL,NULL,'["Software Engineering", "Build Systems", "Java Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["scaffolding.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift','blog.openshift.com/full-cluster-capacity-management-monitoring-openshift','','2019',3,'Curator Insight initiates a series on OpenShift capacity planning. Live Grounding details Prometheus and Grafana alerts, memory saturation metrics, and CPU scheduling limits. Essential for cluster administrators managing highly dense node resources.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611245095896e+09,0,'2026-06-18T00:41:52.450959+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management','full-cluster-part-3-capacity-management','','2019',3,'Curator Insight reviews multi-tenant resource optimization. Live Grounding analyzes quotas, LimitRanges, and tenant isolation layers in enterprise workloads. Highly effective for designing multi-team cluster footprints.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611384721899e+09,0,'2026-06-18T00:41:53.847219+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','blog.openshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','','2020',4,'Curator Insight focuses on the role of Vertical Pod Autoscalers (VPA). Live Grounding evaluates recommendation engines, safety limits, and automatic resource reallocations on OpenShift. Important reference for auto-scaling and efficiency.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611361087107e+09,0,'2026-06-18T00:41:53.610871+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Autoscaling", "Vertical Pod Autoscaler"]','["[ENTERPRISE-STABLE]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift','blog.openshift.com/: Introduction to GitOps with OpenShift','','2020',4,'Curator Insight defines the OpenShift declarative application delivery model. Live Grounding details the Red Hat OpenShift GitOps operator powered by Argo CD. This is the official blueprint for establishing structured continuous integration on Red Hat environments.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173611405858707e+09,0,'2026-06-18T00:41:54.058587+02:00',NULL,NULL,NULL,'["CI-CD", "GitOps", "OpenShift"]','["[ENTERPRISE-STABLE]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11','OpenShift 3.11 Multi-cluster Federation','','2018',2,'Curator Insight looks at multi-cluster federation on older OpenShift 3.11 setups. Live Grounding illustrates early architectural attempts to distribute workloads across cloud regions. Crucial historical context before modern GitOps and Cluster API paradigms took over.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611422179198e+09,0,'2026-06-18T00:41:54.221792+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes','blog.openshift.com/full-cluster-part-2-protecting-nodes','','2019',3,'Curator Insight focuses on securing host resources from rogue applications. Live Grounding details eviction thresholds, pod limits, and system-reserved configuration paths inside OpenShift clusters. Vital for maintaining node reliability.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611430081391e+09,0,'2026-06-18T00:41:54.300814+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops','blog.openshift.com/: is it too late to integrate GitOps?','','2021',3,'Curator Insight maps the path for legacy environments migrating to continuous sync models. Live Grounding reviews incremental conversion blueprints to safe declarative setups under OpenShift. It acts as an advisory piece for migration architects.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173611467491388e+09,0,'2026-06-18T00:41:54.674914+02:00',NULL,NULL,NULL,'["CI-CD", "GitOps", "Migration Strategies"]','["[LEGACY]"]','[]','["ocp3.md"]','{}','{}');
+    - The choice on which to use is totally dependent on what the requirement. For example, SOAP is a better choice for applications that have complex API so as to describe the services and methods, where formal contracts are agreed for the exchange format, where a guaranteed level of security is required etc. REST will be preferred when limiting bandwidth and resources, when operations are can be stateless and the information can be cached.','2020',0,'A fundamental comparative breakdown of SOAP (protocol-driven XML) vs REST (architectural constraints/JSON). Explains system performance trade-offs, security controls (WS-Security), and state management requirements inside distributed systems.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.447140+02:00',NULL,NULL,NULL,'["Software Engineering", "API Design", "SOAP vs REST"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/demos','AWS Samples (Boilerplates)','','2024',0,'A consolidated hub of official and community AWS deployment samples. Houses structured patterns and CloudFormation/Terraform codebases to fast-track prototype development in compliance with AWS architecture standards.','Multi-Language','Boilerplate','Intermediate',1,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.789941+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Boilerplates", "AWS Templates"]','["[COMMUNITY-TOOL]"]','[]','["aws-tools-scripts.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights-from-aws-reinforce-iam433','ermetic.com: Diving Deeply into IAM Policy Evaluation – Highlights from AWS re:Inforce IAM433','','2022',0,'An in-depth analysis of AWS Identity and Access Management policy logic based on re:Inforce insights. Decodes complex interaction flows between implicit and explicit denies, SCP policies, permissions boundaries, and resource-based rules.','JSON','Guide','Advanced',0,'online','manual',NULL,NULL,1781430039,0,'2026-06-14T11:40:39.945110+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS IAM"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021','stackrox.com: EKS vs GKE vs AKS - Evaluating Kubernetes in the Cloud','','2021',0,'A multi-dimensional comparison of the three primary managed Kubernetes services: AWS EKS, Google GKE, and Azure AKS. Weighs crucial metrics including control plane management fees, SLA guarantees, automated master scaling, and IAM-to-K8s role bindings.','N/A','Comparison Guide','Intermediate',1,'online','manual',NULL,NULL,1781430051,0,'2026-06-14T11:40:51.116678+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Managed Kubernetes Comparison"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://azurecloudai.blog/verify.html','azurecloudai.blog: Deploy Azure Kubernetes Service (AKS) to a preexisting VNET','','2021',0,'Technical guide outlining the architectural parameters needed to deploy Azure Kubernetes Service (AKS) within a custom, pre-existing Virtual Network (VNET). Addresses CIDR constraints, subnet delegation, and Azure CNI configurations.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.379936+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Networking", "AKS VNET Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup','azure.microsoft.com: Private preview: Azure Kubernetes Service (AKS) Backup 🌟','','2022',0,'Announcement details for Azure Kubernetes Service (AKS) Backup. Highlights native recovery features for stateful PVs and configuration states. Note: Now fully GA and enterprise-stable, this backup protocol integrates securely with Azure Backup Center.','N/A','Announcement','Intermediate',0,'online','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.420711+02:00',NULL,NULL,NULL,'["Orchestration", "Data Protection", "AKS Backup"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agent','grafana.com: Scrape Azure metrics and monitor AKS using Grafana Agent 🌟','','2022',0,'A telemetry extraction guide focused on deploying Grafana Agent inside AKS to scrape and forward metrics directly to Grafana Cloud. Avoids expensive, proprietary log-forwarding configurations and maintains unified telemetry visualization dashboards.','N/A','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.554886+02:00',NULL,NULL,NULL,'["Observability", "Telemetry", "Azure Monitoring"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-service','k21academy.com: Azure Kubernetes Service & Azure Container Instances For Beginners 🌟','','2022',0,'An introductory training reference explaining Azure Kubernetes Service (AKS) and Azure Container Instances (ACI). Describes virtual node orchestration patterns to dynamically offload execution spikes from AKS onto ACI serverless compute.','N/A','Guide','Beginner',1,'online','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.564008+02:00',NULL,NULL,NULL,'["Orchestration", "Azure Compute", "AKS & ACI"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-rest-with-aws-kms','devoriales.com: AWS EKS Secret Encryption: Securing Your EKS Secrets At Rest with AWS KMS','','2021',0,'A security hardening guide detailing the setup of envelope encryption for Kubernetes Secrets within AWS EKS using Key Management Service (KMS) integrations. Crucial for complying with enterprise-grade data-at-rest protection standards.','YAML','Guide','Advanced',1,'duplicate','manual',NULL,NULL,1781430061,0,'2026-06-14T11:41:01.734864+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "EKS Secrets KMS"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{"duplicate_of": "https://devoriales.com/home"}');
+INSERT INTO "resources" VALUES('https://resume-builder.natwarrathor961.workers.dev','DevStack','','2024',0,'Curator Insight flags this as a custom Cloudflare Workers playground. Live Grounding shows a highly specific, serverless-based developer utility that acts as an online resume builder. Although labeled DevStack, it demonstrates lightweight, edge-based execution capabilities.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1781735900,0,'2026-06-18T00:38:20.908598+02:00',NULL,NULL,NULL,'["Developer Tools", "Playgrounds", "Cloudflare Workers"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://eksworkshop.com','eksworkshop.com','','2025',0,'The canonical AWS EKS workshop framework. Outlines standard cluster orchestration procedures, highlighting network configurations (AWS VPC CNI), identity management (IAM Roles for Service Accounts - IRSA), and modern storage drivers (EBS/EFS CSI).','N/A','Tutorial Hub','Intermediate',1,'online','manual',NULL,NULL,1781430081,0,'2026-06-14T11:41:21.455101+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "EKS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1','stackrox.com: Part 1 - Rancher Kubernetes Engine (RKE) Security Best Practices for Cluster Setup 🌟','','2021',0,'Delineates critical security configurations and hardening guidelines for Rancher Kubernetes Engine (RKE) deployments. Explores secure etcd database clustering, role-based access control policies, TLS configuration, and master node network isolation.','YAML','Guide','Advanced',0,'online','manual',NULL,NULL,1781430081,0,'2026-06-14T11:41:21.487778+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes Security", "RKE Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster','about.gitlab.com: GitOps with GitLab: Connect with a Kubernetes cluster','','2022',0,'Step-by-step documentation detailing the setup of the GitLab Agent for Kubernetes. Provides secure pull-based GitOps workflows, ensuring real-time configuration sync and immediate cluster telemetry reporting to the GitLab enterprise console.','YAML','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430085,0,'2026-06-14T11:41:25.489446+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "GitLab Agent"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/basics-of-gitlab-ci-updated','about.gitlab.com: The basics of CI: How to run jobs sequentially, in parallel, or out of order','','2022',0,'Technical guide focused on configuring GitLab CI for advanced pipelines. Outlines steps to transition from basic sequential stages to highly optimized workflows utilizing Direct Acyclic Graphs (DAGs) and dynamic parallel task configurations.','YAML','Guide','Intermediate',0,'online','manual',NULL,NULL,1781430085,0,'2026-06-14T11:41:25.544320+02:00',NULL,NULL,NULL,'["CI/CD", "GitLab CI", "Pipeline Design"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microservices','grafana.com: How Istio, Tempo, and Loki speed up debugging for microservices','','2022',0,'Details how to configure the unified Grafana observability stack (Loki for logs, Tempo for traces, Istio for mesh networking) to accelerate troubleshooting in microservices. Focuses on setting up automatic correlation IDs to jump from logs to tracing traces instantly.','N/A','Guide','Advanced',1,'online','manual',NULL,NULL,1781430085,0,'2026-06-14T11:41:25.725375+02:00',NULL,NULL,NULL,'["Observability", "Microservices Telemetry", "Grafana Stack"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-continuous-integration','experfy.com e-learning: Effective Jenkins - Continuous Delivery and Continuous Integration','','2020',0,'A training curriculum on writing robust continuous integration and continuous deployment scripts in Jenkins using declarative Groovy DSL syntax. Regarded as legacy compared to contemporary container-native declarative engine configurations.','Groovy','Course','Intermediate',0,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.051837+02:00',NULL,NULL,NULL,'["CI/CD", "Jenkins", "Jenkins Pipeline Training"]','["[GUIDE]", "[LEGACY]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/garage','ibm.com: Enable GitOps','','2021',0,'An enterprise change-management guide from IBM Garage focusing on GitOps adoption. Details organizational processes, environment categorization, and verification configurations required to transition legacy pipelines into declarative GitOps models.','N/A','Guide','Intermediate',0,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.412931+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Enterprise Transition"]','["[GUIDE]", "[LEGACY]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kustomize','Kustomize - Template-Free Kubernetes Configuration Customization','','2025',0,'Technical reference for Kustomize, the template-free engine used to manage Kubernetes configurations. Details declarative base and overlay architectures, allowing developers to manage configurations for different environments (dev, staging, prod) without using complex Helm template structures.','Go','Tool','Intermediate',1,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.415287+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Kustomize Manifests"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/flux','Flux. The GitOps operator for Kubernetes','','2025',0,'The main technical documentation and resources for Flux, the CNCF-graduated continuous delivery tool for Kubernetes. Analyzes multi-tenancy configurations, automated image update policies, and source controller optimizations that make Flux a core component of modern GitOps workflows.','Go','Tool','Advanced',1,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.415814+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "FluxCD"]','["[COMMUNITY-TOOL]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/helm','Helm','','2026',5,'Deep-dive architecture portal on Helm, the package manager for Kubernetes. Focuses on structuring dry templates, lifecycle hooks, chart dependencies, release versioning, and secure variables management inside GitOps pipelines.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.431040+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Helm & GitOps", "Helm Overview"]','["[DE FACTO STANDARD]"]','[]','["gitops.md", "kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitops-done-3-ways','about.gitlab.com: 3 Ways to approach GitOps 🌟','','2021',0,'A structured analysis comparing three common approaches to implementing GitOps. Contrasts pull-based versus push-based agent configurations, discussing security considerations, cluster scaling restrictions, and auditability trade-offs.','YAML','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430086,0,'2026-06-14T11:41:26.563561+02:00',NULL,NULL,NULL,'["CI/CD", "GitOps", "Deployment Strategies"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://vinyl-cache.org/docs/trunk/installation/index.html','varnish-cache.org: Installation on RedHat','','2021',0,'Deployment documentation detailing how to install and configure Varnish Cache on RedHat Enterprise Linux. Focuses on setting up Varnish as an edge reverse-proxy caching layer to handle high-concurrency HTTP/S read operations in web services.','C','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430096,0,'2026-06-14T11:41:36.851176+02:00',NULL,NULL,NULL,'["Performance", "Caching", "Varnish on RHEL"]','["[COMMUNITY-TOOL]"]','[]','["caching.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/maven-gradle','Maven','','2025',0,'Comparative architectural overview of Maven and Gradle. Outlines declarative XML configurations versus programmatic Groovy/Kotlin Gradle DSL scripts, analyzing cache efficiency, parallel build runtimes, and enterprise dependency-resolution policies.','Java','Tool','Intermediate',1,'online','manual',NULL,NULL,1781430099,0,'2026-06-14T11:41:39.953652+02:00',NULL,NULL,NULL,'["Software Engineering", "Build Systems", "Java Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["scaffolding.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-openshift','blog.openshift.com/full-cluster-capacity-management-monitoring-openshift','','2019',3,'Curator Insight initiates a series on OpenShift capacity planning. Live Grounding details Prometheus and Grafana alerts, memory saturation metrics, and CPU scheduling limits. Essential for cluster administrators managing highly dense node resources.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736112,0,'2026-06-18T00:41:52.450959+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management','full-cluster-part-3-capacity-management','','2019',3,'Curator Insight reviews multi-tenant resource optimization. Live Grounding analyzes quotas, LimitRanges, and tenant isolation layers in enterprise workloads. Highly effective for designing multi-team cluster footprints.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736113,0,'2026-06-18T00:41:53.847219+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','blog.openshift.com/how-full-is-my-cluster-part-4-right-sizing-pods-with-vertical-pod-autoscaler','','2020',4,'Curator Insight focuses on the role of Vertical Pod Autoscalers (VPA). Live Grounding evaluates recommendation engines, safety limits, and automatic resource reallocations on OpenShift. Important reference for auto-scaling and efficiency.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736113,0,'2026-06-18T00:41:53.610871+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Autoscaling", "Vertical Pod Autoscaler"]','["[ENTERPRISE-STABLE]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift','blog.openshift.com/: Introduction to GitOps with OpenShift','','2020',4,'Curator Insight defines the OpenShift declarative application delivery model. Live Grounding details the Red Hat OpenShift GitOps operator powered by Argo CD. This is the official blueprint for establishing structured continuous integration on Red Hat environments.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.058587+02:00',NULL,NULL,NULL,'["CI-CD", "GitOps", "OpenShift"]','["[ENTERPRISE-STABLE]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11','OpenShift 3.11 Multi-cluster Federation','','2018',2,'Curator Insight looks at multi-cluster federation on older OpenShift 3.11 setups. Live Grounding illustrates early architectural attempts to distribute workloads across cloud regions. Crucial historical context before modern GitOps and Cluster API paradigms took over.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.221792+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes','blog.openshift.com/full-cluster-part-2-protecting-nodes','','2019',3,'Curator Insight focuses on securing host resources from rogue applications. Live Grounding details eviction thresholds, pod limits, and system-reserved configuration paths inside OpenShift clusters. Vital for maintaining node reliability.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.300814+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Resource Management", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops','blog.openshift.com/: is it too late to integrate GitOps?','','2021',3,'Curator Insight maps the path for legacy environments migrating to continuous sync models. Live Grounding reviews incremental conversion blueprints to safe declarative setups under OpenShift. It acts as an advisory piece for migration architects.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781736114,0,'2026-06-18T00:41:54.674914+02:00',NULL,NULL,NULL,'["CI-CD", "GitOps", "Migration Strategies"]','["[LEGACY]"]','[]','["ocp3.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/container-networking-from-scratch','iximiuz.com: Container Networking Is Simple! 🌟','- How to virtualize network resources to make containers think each of them has a dedicated network stack?
-    - How to reach the outside world (e.g. the Internet) from inside the container?','2023',0,'This comprehensive deep-dive tutorial demonstrates how container networking is constructed from scratch using native Linux namespaces, veth pairs, and bridge devices. It walks through creating isolated environments step-by-step and configuring IP routing and NAT to route outbound and inbound traffic safely.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,1.78143011078559207e+09,0,'2026-06-14T11:41:50.785592+02:00',NULL,NULL,NULL,'["Containers", "Networking", "Deep Dive"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-alternatives','Docker Swarm','','2024',0,'Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments.','Go','Tool','Intermediate',1,'duplicate','manual',NULL,NULL,1781430121.45841,0,'2026-06-14T11:42:01.458410+02:00',NULL,NULL,NULL,'["Orchestration", "Container Engines", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{"duplicate_of": "https://docs.docker.com/engine/swarm"}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/es/blog','redhat.com: OpenShift Backup and Recovery with Kasten K10','','2024',4,'A technical guide on integrating Veeam''s Kasten K10 platform with Red Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery, and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.','Spanish','Article','Advanced',0,'online','manual',NULL,NULL,1.78143012149488902e+09,0,'2026-06-14T11:42:01.494889+02:00',NULL,NULL,NULL,'["Hybrid Cloud & Enterprise", "OpenShift", "Data Management"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md", "ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.docker.com/build','buildkit','','2026',5,'Docker''s next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via import/export, and secret-mounting without leaving traces in image history.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78143012152972292e+09,0,'2026-06-14T11:42:01.529723+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Builds", "Docker BuildKit"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://help.sonatype.com/index.html','guides.sonatype.com: secure docker registries','','2025',4,'Technical guide addressing safe configuration patterns for private container registries. Emphasizes proxy configurations, custom SSL certificate injection, and registry cleanup policies to reduce host storage demands.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143013207283496e+09,0,'2026-06-14T11:42:12.072835+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Artifact Management", "Security Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["registries.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.jfrog.com','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','2025',5,'Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kubernetes container execution steps.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143013211510705e+09,0,'2026-06-14T11:42:12.115107+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Helm & GitOps", "Artifactory"]','["[DE FACTO STANDARD]"]','[]','["registries.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html','Nexus Platform Plugin for Jenkins','','2025',3,'A comprehensive integration guide for the Sonatype Nexus Platform plugin in Jenkins pipelines. It facilitates automated artifact publishing, component evaluation against security policies, and vulnerability reporting directly within the CI/CD execution pipeline.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143013220317101e+09,0,'2026-06-14T11:42:12.203171+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "CI/CD Integration", "Sonatype Nexus"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{"duplicate_of": "https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html"}');
-INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','2024',4,'Architectural decision framework comparing AWS Serverless (Lambda, Fargate) with Kubernetes (EKS). Helps engineers select paradigms based on latency requirements, long-running processes, runtime dependencies, and overall operational overhead.','English','Guide','Advanced',1,'online','manual',NULL,NULL,1781430152.44892,0,'2026-06-14T11:42:32.448920+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Solutions", "Orchestration Decision"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','2022',3,'Strategic insights from GitLab on navigating post-pandemic talent shifts. Highlights the critical importance of async workflows, transparent documentation, and remote-first practices to attract and retain highly skilled infrastructure engineers.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78143016251834511e+09,0,'2026-06-14T11:42:42.518345+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Remote Culture"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hays.es','hays.es: ‘La Gran Renuncia’: ¿por qué tantos profesionales se están planteando dejar su trabajo?','','2022',2,'Analysis of the causes driving the ''Great Resignation'' across professional services in Spain. Examines work-life balance deficiencies, mental exhaustion, and stagnant careers as root causes, providing prescriptive corporate recommendations.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1.78143016284903788e+09,0,'2026-06-14T11:42:42.849038+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Talent Retention"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/accessing-external-services-using-egress-router','Accessing External Services Using Egress Router','','2024',4,'Deep-dive into configuring Red Hat OpenShift Egress Router pods to map outbound traffic to dedicated public IPs. This facilitates firewalled external resources (like legacy DBs) to authorize connections from fluid Kubernetes pods securely.','English','Article','Advanced',0,'online','manual',NULL,NULL,1.7814301637059431e+09,0,'2026-06-14T11:42:43.705943+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Networking", "Egress Firewalls"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["openshift.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software','hipertextual.com: Así es Devin, la inteligencia artificial que programa software de principio a fin','','2024',3,'Overview of Cognition''s Devin AI agent, demonstrating complete software development automation. Discusses autonomous debugging, repository management, and deployment capabilities representing the cutting-edge intersection of LLMs and DevSecOps pipelines.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1.78143016472369098e+09,0,'2026-06-14T11:42:44.723691+02:00',NULL,NULL,NULL,'["Future of Engineering", "AI-Assisted Development", "Devin AI"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/what-s-holding-devops-back-','informationweek.com: What''s Holding DevOps Back?','','2023',3,'Diagnostic deep dive into the common bottlenecks holding legacy organizations back from true DevOps adoption. Identifies organizational silos, tool fatigue, lack of training, and legacy governance frameworks as persistent pain points.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143017262498688e+09,0,'2026-06-14T11:42:52.624987+02:00',NULL,NULL,NULL,'["DevOps Culture", "Organizational Design", "DevOps Bottlenecks"]','["[LEGACY]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/devops-tools','DevOps Tools','','2026',4,'Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready release processes.','Spanish','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.7814301726455121e+09,0,'2026-06-14T11:42:52.645512+02:00',NULL,NULL,NULL,'["DevOps Culture", "Tooling Ecosystem", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/iac','IaC Infrastructure as Code','','2026',5,'Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code.','Spanish','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.7814301726568551e+09,0,'2026-06-14T11:42:52.656855+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "IaC Fundamentals", "Overview"]','["[DE FACTO STANDARD]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/noops','NoOps','','2026',4,'Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143017265904808e+09,0,'2026-06-14T11:42:52.659048+02:00',NULL,NULL,NULL,'["Cloud Architecture", "NoOps & Serverless", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','2022',3,'Analysis highlighting soft skills—communication, empathy, and active listening—as primary drivers for senior engineering growth. Emphasizes how DevOps success is rooted deeper in cultural empathy and collaboration than in mere tool proficiency.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78143017272928309e+09,0,'2026-06-14T11:42:52.729283+02:00',NULL,NULL,NULL,'["DevOps Culture", "Professional Development", "Career Growth"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blogs.vmware.com/cloud-foundation','blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟','','2023',4,'Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing platform teams to enable developers.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78143017276112198e+09,0,'2026-06-14T11:42:52.761122+02:00',NULL,NULL,NULL,'["DevOps Culture", "Organizational Design", "Culture & Governance"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md", "kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana','computing.es: Retos del outsourcing de servicios IT en España','','2023',3,'Review of the organizational and cultural obstacles of IT outsourcing in Spain. Highlights critical problems of scaling DevSecOps capabilities externally, knowledge silos, and contract-driven constraints versus modern product team topologies.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143017400510907e+09,0,'2026-06-14T11:42:54.005109+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "IT Outsourcing"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-agentless-gitops-aws','about.gitlab.com: How to use a push-based approach for GitOps with Terraform and AWS ECS and EC2','','2023',4,'Evaluates push-based GitOps strategies using GitLab CI/CD pipelines to manage Terraform states targeted at AWS ECS and EC2. Contrasts agentless runner-driven pushes with pull-based execution models to help architects choose the ideal strategy.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143018351911211e+09,0,'2026-06-14T11:43:03.519112+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "GitOps", "Push-Based Workflows"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/writing-reusable-terraform-modules','thomasthornton.cloud: Writing reusable Terraform modules (azure)','','2023',4,'Advanced extension of writing reusable modules for Azure. Emphasizes maintaining backward compatibility, configuring strict semantic versioning tags in private registries, and automating modular state tests.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143018623789405e+09,0,'2026-06-14T11:43:06.237894+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Azure Modules"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6093375473969090562','Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services','','2021',2,'Professional community forum troubleshooting AWS EC2 backup patterns using Amazon S3 storage. Discusses native snapshot systems, cron-based automation pipelines, and third-party orchestration agents to safeguard virtual machine disks.','English','Social-Discussion','Beginner',0,'online','manual',NULL,NULL,1781430190.60162,0,'2026-06-14T11:43:10.601620+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Solutions", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://programmer.ink/think',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1.78143232314037299e+09,0,'2026-06-14T12:18:43.140373+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring','grafana.com: A beginner''s guide to Kubernetes application monitoring','','2024',4,'Highly accessible guide to setting up application-level observability within Kubernetes. Covers instrumenting code with client libraries, configuring target discovery, and mapping RED (Rate, Errors, Duration) metrics.','English','Article','Beginner',1,'online','manual',NULL,NULL,1781430193.44532,0,'2026-06-14T11:43:13.445320+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "Application Metrics"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud','grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud','','2024',4,'Introduces Grafana Cloud''s integrated Kubernetes monitoring platform. Showcases automated cluster discovery, pre-configured dashboards, and seamless Prometheus/Grafana integration for instant visibility into infrastructure and workload health.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143019348774409e+09,0,'2026-06-14T11:43:13.487744+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "Kubernetes Monitoring"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator','grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator','','2024',5,'Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dynamic microservice targets.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430193.56789,0,'2026-06-14T11:43:13.567890+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Prometheus", "Prometheus Operator"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes','grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes','','2024',5,'Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce monitoring costs in dynamic container environments.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143019362004494e+09,0,'2026-06-14T11:43:13.620045+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Prometheus", "High Cardinality"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud','grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟','','2024',4,'Explores automated resource optimization strategies through Grafana Cloud monitoring. Uses cluster CPU and Memory utilization analytics to identify over-provisioned namespaces, enabling significant cost reduction in microservice architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143019390909099e+09,0,'2026-06-14T11:43:13.909091+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "FinOps & Resources"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7','Spreadsheets: sheet.new','','2026',4,'Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, FinOps billing lists, or migration runbooks.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1.78143020335894489e+09,0,'2026-06-14T11:43:23.358945+02:00',NULL,NULL,NULL,'["Collaboration Tools", "SaaS Utilities", "Quick Link"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ','Google Docs: doc.new','','2026',4,'Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user''s active Google account identity. Highly useful for collaborative platform runtime documentation and note taking.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1.78143020340415811e+09,0,'2026-06-14T11:43:23.404158+02:00',NULL,NULL,NULL,'["Collaboration Tools", "SaaS Utilities", "Quick Link"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines','iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟','','2025',5,'Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, abstraction layer, and software-defined datacenter.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78143020393666696e+09,0,'2026-06-14T11:43:23.936667+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Virtualization VS Containers", "Kubernetes Concept"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/containers-vs-pods','iximiuz.com: Containers vs. Pods - Taking a Deeper Look','','2025',5,'Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mechanics between multi-container structures.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78143022428879189e+09,0,'2026-06-14T11:43:44.288792+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Concepts", "Pods Deep Dive"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-storage','Kubernetes Storage - Volumes','','2026',5,'Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1.78143024398401403e+09,0,'2026-06-14T11:44:03.984014+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Storage", "Volumes Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.boot.dev','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','2024',3,'Tactical guide walking through multiple methods of forcing a restart on all Pods inside a Kubernetes Namespace. Covers `kubectl rollout restart deployment` as the clean rolling-restart standard, contrasted against disruptive container terminations.','English','Article','Beginner',1,'online','manual',NULL,NULL,1.7814302443771069e+09,0,'2026-06-14T11:44:04.377107+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Operations", "Pod Restarts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-client-libraries','Client Libraries for Kubernetes','','2026',5,'Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1.78143025601684188e+09,0,'2026-06-14T11:44:16.016842+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Development", "API Client Libraries"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/crossplane','Crossplane','','2026',5,'Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.','Spanish','Documentation','Advanced',0,'online','manual',NULL,NULL,1.781430256092381e+09,0,'2026-06-14T11:44:16.092381+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Crossplane & Control Planes", "Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/serverless','Serverless Architectures','','2026',5,'In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143026604566502e+09,0,'2026-06-14T11:44:26.045665+02:00',NULL,NULL,NULL,'["Cloud Architecture", "NoOps & Serverless", "Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://testguild.com/podcast/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','2022',3,'Podcast episode reviewing the strategic transition to declarative configuration pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning, container vulnerability reports, and regression testing suites.','English','Podcast','Intermediate',1,'online','manual',NULL,NULL,1.78143026671214604e+09,0,'2026-06-14T11:44:26.712146+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD & Testing", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.liquibase.com/liquibase-vs-flyway','liquibase.org: Liquibase vs. Flyway','','2024',0,'A detailed evaluation of the architectural trade-offs between Liquibase and Flyway. This resource explores Liquibase''s multi-database abstraction layers (XML, YAML, JSON) alongside Flyway''s developer-focused, SQL-first approach, explaining their impact on continuous delivery pipelines and database schema version control.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143027631774401e+09,0,'2026-06-14T11:44:36.317744+02:00',NULL,NULL,NULL,'["Data Architecture", "Database Migrations", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["liquibase.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','2023',3,'Tactical guide establishing a rapid, practice-centric training program to master continuous delivery fundamentals. Walks through setting up simple multi-stage build pipelines, lint checks, test suites, and Docker deployment actions.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.78143027638003802e+09,0,'2026-06-14T11:44:36.380038+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD Best Practices", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://percona.community/blog','percona: Database Schema Management Via Liquibase','','2023',4,'Architectural guide for automating relational database migrations using Liquibase in CI/CD chains. Evaluates declarative XML/SQL changeset formats, execution tracking setups, and rollback configurations necessary to safely release database modifications alongside microservices.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143027647682094e+09,0,'2026-06-14T11:44:36.476821+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Database GitOps", "Liquibase"]','["[ENTERPRISE-STABLE]"]','[]','["liquibase.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','2023',4,'Synthesis of modern continuous integration frameworks, emphasizing pipeline standardization, artifact isolation, and fast feedback loops. Discusses optimization of runner resource footprints and build steps parallelization.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143027649599099e+09,0,'2026-06-14T11:44:36.495991+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD Best Practices", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.harness.io/blog/blue-green-canary-deployment-strategies','harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟','','2024',5,'Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, and blast-radius containment.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143027661560201e+09,0,'2026-06-14T11:44:36.615602+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Deployment Strategies", "Blue-Green & Canary"]','["[DE FACTO STANDARD]"]','[]','["cicd.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com','devbattles.com: Python Flask, Part 1: Hello World!','','2018',1,'Basic introductory guide to initializing a minimalist web application using Python''s Flask framework. Covers routing, local development server execution, and HTTP response handling. Hosted domain is defunct; retained solely for index history.','English','Tutorial','Beginner',1,'online','manual',NULL,NULL,1.78173614361782503e+09,0,'2026-06-18T00:42:23.617825+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Development", "Web Frameworks"]','["[GUIDE]", "[LEGACY]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/istio','Istio','','2026',0,'A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments.','English','Reference','Advanced',1,'online','manual',NULL,NULL,1.78143030153165388e+09,0,'2026-06-14T11:45:01.531654+02:00',NULL,NULL,NULL,'["Cloud Native", "Service Mesh", "Istio"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TUKYbUIXLOE','youtube: The 6 Levels of Claude Code Explained','','2025',0,'A deep-dive video breakdown analyzing the capabilities of Anthropic''s Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks.','English','Video','Intermediate',0,'online','manual',NULL,NULL,1.78143030200045609e+09,0,'2026-06-14T11:45:02.000456+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Claude Code"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a9a94d43d7a9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1.78143031309945511e+09,0,'2026-06-14T11:45:13.099455+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws','Distributed Load Testing on AWS 🌟','- [amazon.com: Introducing Distributed Load Testing v1.3](https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3)','2021',0,'An AWS Solution blueprint outlining distributed cloud load testing utilizing containerized runners inside AWS Fargate. Simulates high-velocity traffic spikes to assess API gateway throughput bottlenecks and database elasticity limits.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,1.78143032294539308e+09,0,'2026-06-14T11:45:22.945393+02:00',NULL,NULL,NULL,'["Infrastructure", "Testing", "Load Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.scaleway.com/en/en/kubernetes-kapsule','scaleway.com: Kubernetes Kapsule','','2025',0,'Official technical guide for Scaleway''s managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across European cloud regions.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1.78143032534694504e+09,0,'2026-06-14T11:45:25.346945+02:00',NULL,NULL,NULL,'["Cloud Native", "Managed Kubernetes", "Scaleway Kapsule"]','["[COMMUNITY-TOOL]"]','[]','["scaleway.md", "digitalocean.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/microservices','dynatrace.com: What are microservices? All you need to know','','2024',0,'A high-level architectural overview exploring the decoupling of corporate monoliths into agile microservices. Discusses structural changes, challenges in service discovery, and the crucial role of tracing telemetry for maintaining state consistency.','English','Article','Beginner',1,'online','manual',NULL,NULL,1.78143033534489107e+09,0,'2026-06-14T11:45:35.344891+02:00',NULL,NULL,NULL,'["Software Engineering", "Architecture Patterns", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://cloud.google.com/blog','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','2021',0,'Introduces Google Cloud''s web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143036601462101e+09,0,'2026-06-14T11:46:06.014621+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "GCP Diagramming"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/workload-discovery-on-aws','AWS Perspective 🌟','','2024',0,'Technical blueprint for Workload Discovery on AWS (formerly AWS Perspective). This serverless solution dynamically visualizes cloud layouts, maintains historical dependency logs, and facilitates compliance audits.','English','Solution Guide','Intermediate',0,'online','manual',NULL,NULL,1.78143036611249303e+09,0,'2026-06-14T11:46:06.112493+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "Cloud Discovery"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center/start-stop-lambda-eventbridge','How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)','','2024',0,'An operational video walkthrough demonstrating serverless compute cost-reduction routines. Details how to coordinate AWS Lambda with EventBridge cron schedules to automate lifecycle actions for EC2 fleets.','English','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.7814303662890191e+09,0,'2026-06-14T11:46:06.289019+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "AWS Lambda & EventBridge"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.ibm.com/topics','ibm.com: CIS Benchmarks','','2024',0,'The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.','English','Standard','Advanced',0,'duplicate','manual',NULL,NULL,1.78143036661346411e+09,0,'2026-06-14T11:46:06.613464+02:00',NULL,NULL,NULL,'["Security", "Compliance", "CIS Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md", "kubernetes-security.md"]','{}','{"duplicate_of": "https://www.ibm.com/think/topics/cis-benchmarks"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud','grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud','','2023',0,'A guide to implementing telemetry tracking for Apache Kafka clusters inside Grafana Cloud. Demonstrates telemetry ingestion setups for monitoring broker memory pools, throughput levels, and consumer offsets.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143037709474301e+09,0,'2026-06-14T11:46:17.094743+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Kafka Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs','grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs','','2023',0,'A high-performance monitoring case study from Grafana Labs. Illustrates the architectural pattern of metamonitoring, utilizing dedicated Prometheus servers to watch, query, and alert on larger global telemetry networks.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,1.781430387427006e+09,0,'2026-06-14T11:46:27.427006+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Meta-Monitoring"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent','grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent','','2022',0,'Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143038745101499e+09,0,'2026-06-14T11:46:27.451015+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Agent"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent"}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects','grafana.com: Get started with Prometheus with these three easy projects','','2023',0,'A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143038745685195e+09,0,'2026-06-14T11:46:27.456852+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Getting Started"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/prometheus','Prometheus','','2024',0,'Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1781430397.17571,0,'2026-06-14T11:46:37.175710+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Metrics Collection"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md", "monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service','grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service','','2023',0,'Demonstrates pipeline setups connecting InfluxData''s Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143039746926498e+09,0,'2026-06-14T11:46:37.469265+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "IoT Observability"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service"}');
-INSERT INTO "resources" VALUES('https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687','techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform','','2023',0,'Technical guide on configuring Azure DevOps Workload Identity Federation with Terraform. Explains using OIDC to exchange short-lived federated credentials, eliminating the need to store long-lived cloud secret keys inside pipeline variables.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,1781430407.3785,0,'2026-06-14T11:46:47.378500+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1','docs.microsoft.com: Using configuration data in DSC','','2021',0,'An official Microsoft technical reference covering the segregation of operational configuration schemas from logic execution steps inside PowerShell Desired State Configuration (DSC) frameworks.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1.78143040742021608e+09,0,'2026-06-14T11:46:47.420216+02:00',NULL,NULL,NULL,'["Infrastructure", "Configuration Management", "PowerShell DSC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://arjavdave.com','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','2022',0,'A specialized technical series outlining the construction of CI/CD pipelines for Apple iOS applications. Discusses Xcode configuration frameworks, automated signing, and remote deployment to App Store Connect.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78143040846330499e+09,0,'2026-06-14T11:46:48.463305+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Mobile DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need','','2021',0,'Analyzes git-clone optimizations inside large enterprise monorepos. Demonstrates using partial cloning configs to bypass heavy binary blobs, downloading asset datasets dynamically during active execution loops.','English','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,1.7814304089263761e+09,0,'2026-06-14T11:46:48.926376+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Performance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/iteration-and-code-review','about.gitlab.com: Why small merge requests are key to a great review 🌟','','2023',0,'Analyzes productivity advantages of using small, isolated merge requests. Illustrates how reducing code change surface areas results in higher-quality reviews, rapid QA approvals, and decreased defect leakage.','English','Blog Post','Beginner',1,'online','manual',NULL,NULL,1.78143040894155192e+09,0,'2026-06-14T11:46:48.941552+02:00',NULL,NULL,NULL,'["Software Engineering", "Software Delivery", "Code Review Protocols"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase','gitlab.com: How to keep your Git history clean with interactive rebase','','2023',0,'A practical walk-through of interactive Git rebasing workflows. Explains strategies for squashing commit histories and resolving code conflicts before initiating target branch merges.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.7814304089445219e+09,0,'2026-06-14T11:46:48.944522+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Rebasing"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/beginner-guide-ci-cd','gitlab.com: GitLab’s guide to CI/CD for beginners','','2022',0,'An introductory educational guide to GitLab CI/CD fundamentals. Outlines basic pipeline stages, executor configuration structures, and standard YAML declarative properties.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1.78143040895233106e+09,0,'2026-06-14T11:46:48.952331+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Basics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/effective-ci-cd-pipelines','about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips','','2023',0,'Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses on implementing Directed Acyclic Graphs (DAG), tuning runner cache policies, and constructing efficient pipeline inheritance layers.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143040898336505e+09,0,'2026-06-14T11:46:48.983365+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available','','2022',0,'Announces general availability of the GitLab Kubernetes Operator with Red Hat OpenShift support. Discusses lifecycle automation, upgrades, and scaling procedures for self-hosted GitLab instances inside secure enterprise clusters.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143041911820793e+09,0,'2026-06-14T11:46:59.118208+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/12/open-shift-ga"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/using-run-parallel-jobs','about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity','','2022',0,'An operational case study on implementing parallel GitLab CI runner tasks. Highlights how configuring parallel test suites significantly reduced development pipeline feedback cycles.','English','Case Study','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041913770604e+09,0,'2026-06-14T11:46:59.137706+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','2022',0,'Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps deployment workflows. This architecture shifts away from traditional push-based CI models, offering enhanced security and continuous state reconciliation.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.7814304191414361e+09,0,'2026-06-14T11:46:59.141436+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Kubernetes Agent"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life easier','','2021',0,'Explores five key GitLab features designed to streamline the code review process. Includes visual multi-line comment mapping, customized approval gates, and Code Owners configuration.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041914590501e+09,0,'2026-06-14T11:46:59.145905+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Code Review"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/09/09/5-code-review-features"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities','','2021',0,'Introduces GitDock, a desktop application designed to centralize GitLab tasks, merge requests, and build pipelines in a unified status panel.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041914741492e+09,0,'2026-06-14T11:46:59.147415+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Desktop Clients"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','2022',0,'Details configurations for deploying workloads across multiple cloud environments using GitLab CI. Covers environment variable scoping, secure secret injections, and manual approval gates.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041916287088e+09,0,'2026-06-14T11:46:59.162871+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Multi-Environment Deployments"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','2021',0,'Provides guidelines on migrating default git branch nomenclature from ''master'' to ''main''. Details configuration updates required for local developer systems and central hosting providers.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041917078208e+09,0,'2026-06-14T11:46:59.170782+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Standards"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gko-on-ocp','about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)','','2022',0,'An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1.78143041919135403e+09,0,'2026-06-14T11:46:59.191354+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','2021',0,'Details architectural changes to the GitLab Helm Chart to support Kubernetes 1.22. Evaluates adaptations required for API deprecations, specifically focusing on Ingress resources.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1.78143041920987701e+09,0,'2026-06-14T11:46:59.209877+02:00',NULL,NULL,NULL,'["Cloud Native", "Helm Charts", "GitLab Deployment"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline','','2021',0,'Highlights GitLab''s visual Pipeline Editor, featuring dynamic YAML schema validation, pipeline visualization dashboards, and real-time syntax checking.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041921373891e+09,0,'2026-06-14T11:46:59.213739+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Pipeline Editor"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview"}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','2022',0,'Demonstrates integrating GitLab Merge Request code reviews directly inside Visual Studio Code. Enables developers to comment, review changes, and manage approvals without switching context to the web UI.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1.78143041921408605e+09,0,'2026-06-14T11:46:59.214086+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "VS Code Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code"}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/visual-studio','Visual Studio Code (Git Extensions)','','2025',0,'A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace.','English','Reference','Beginner',0,'online','manual',NULL,NULL,1.78143041921607899e+09,0,'2026-06-14T11:46:59.216079+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "VS Code Extensions"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests','grafana: How we use the Grafana GitHub plugin to track outstanding pull requests','','2022',0,'Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,1.781430419266294e+09,0,'2026-06-14T11:46:59.266294+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Grafana GitHub Integration"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','2022',0,'An architectural guide on using GitLab as a unified management plane for Kubernetes. Covers cluster connecting procedures, security posture monitoring, and automated Auto DevOps pipelines.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1.78143041926588797e+09,0,'2026-06-14T11:46:59.265888+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Management", "GitLab Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab"}');
-INSERT INTO "resources" VALUES('https://www.vogue.es/lideres','business.vogue.es: Adiós a los jefes tóxicos: este es el nuevo tipo de liderazgo gentil que triunfa','','2022',0,'An analysis of evolving corporate management cultures and toxic workplace mitigation. Discusses the value of empathetic leadership and structured soft skills in reducing developer attrition within modern tech teams.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1.78143042925323104e+09,0,'2026-06-14T11:47:09.253231+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Leadership"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://creately.com/guides/how-to-set-kpis-for-team-members','creately.com: A Step By Step Guide to Set KPIs for Team Members','','2023',0,'A step-by-step guide to setting actionable KPIs for engineering teams. Explores balancing quantitative delivery metrics with qualitative team-growth targets to align development outputs with business objectives.','English','Guide','Beginner',0,'online','manual',NULL,NULL,1.78143042925441789e+09,0,'2026-06-14T11:47:09.254418+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Team Performance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/grafana','Grafana','','2024',0,'Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers.','Go/TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78143042970586895e+09,0,'2026-06-14T11:47:09.705869+02:00',NULL,NULL,NULL,'["Observability", "Visualization", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','2024',0,'A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.','English','Course','Beginner',0,'duplicate','manual',NULL,NULL,1.78143042977560806e+09,0,'2026-06-14T11:47:09.775608+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS Security Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition"}');
-INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America) - Free','','2024',0,'An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking cloud engineers. Details basic data processing workflows, scheduling, and error handling for distributed cloud storage architectures.','Spanish','Course','Beginner',0,'duplicate','manual',NULL,NULL,1.78143042978112792e+09,0,'2026-06-14T11:47:09.781128+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america"}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog','dynatrace.com: Why conventional observability fails in Kubernetes environments—A real-world use case 🌟','','2022',0,'This analysis explores why legacy, non-topological monitoring tools fail in dynamic, highly ephemeral Kubernetes architectures. It highlights the necessity of real-time topology mapping and automated entity correlation to avoid alert fatigue during cascade failures. Standard static dashboard approaches are contrasted with causal, AI-driven monitoring models.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143042986834907e+09,0,'2026-06-14T11:47:09.868349+02:00',NULL,NULL,NULL,'["Observability", "APM", "Analysis"]','["[LEGACY]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','2022',0,'This technical guide details memory allocation strategies for JVM-based Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed ordinary object pointers / OOPs) while leaving the remainder for OS file system caching. Correct heap configuration directly prevents garbage collection pauses and OOM crashes in high-throughput indexing setups.','Java','Article','Advanced',0,'online','manual',NULL,NULL,1.78143042989977693e+09,0,'2026-06-14T11:47:09.899777+02:00',NULL,NULL,NULL,'["Data Stores", "Elasticsearch", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/aws-lambda','dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda monitoring extension','','2021',0,'Dynatrace''s AWS Lambda extension leverages the AWS Lambda Telemetry API to collect execution-level metrics, logs, and cold-start details with minimal execution overhead. The extension collects trace data from the execution environment asynchronously, preventing monitoring latency from impacting client response times. This offers complete end-to-end transaction tracing from API Gateways through serverless compute to downstream databases.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78143043989145398e+09,0,'2026-06-14T11:47:19.891454+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "AWS Lambda Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/kubernetes-monitoring','dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift','','2023',0,'This product reference explains Dynatrace''s AI-driven observability agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging automatic injection at the container layer, it delivers full-stack trace and metric collection without manual code changes or pod sidecars. The Davis AI engine processes this topological data to automate root-cause analysis for microservice anomalies.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1.7814304399005661e+09,0,'2026-06-14T11:47:19.900566+02:00',NULL,NULL,NULL,'["Observability", "APM", "Commercial Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-openshift"}');
-INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/kubernetes-security-guide','sysdig.com: Kubernetes Security Guide 🌟','','2023',0,'Sysdig''s comprehensive guide to securing Kubernetes platforms details a multi-layered defense strategy covering container image scanning, runtime protection, network policies, and role-based access control (RBAC). It highlights compliance mappings (such as CIS benchmarks) and operational best practices for detecting abnormal kernel system calls using eBPF-based agents.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1.7814304399154129e+09,0,'2026-06-14T11:47:19.915413+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system','grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟','','2020',0,'Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective distributed tracing backend. Designed to require only object storage (like S3 or GCS) to operate, it eliminates the operational overhead and high costs of running complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana, Prometheus, and Loki, enabling seamless correlation between logs, metrics, and traces.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1.78143044021736407e+09,0,'2026-06-14T11:47:20.217364+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Grafana Tempo"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance','grafana.com: A beginner''s guide to distributed tracing and how it can increase an application''s performance 🌟','','2021',0,'This introductory guide outlines the foundational mechanics of distributed tracing, exploring how request lifecycles are visualized using traces, spans, and parent-child span relationships. It clarifies how tracing correlates disjointed events across multi-service boundaries, enabling developers to detect latency bottlenecks and optimize microservice architectures.','English','Article','Beginner',1,'online','manual',NULL,NULL,1.78143044029948306e+09,0,'2026-06-14T11:47:20.299483+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.theodo.com/en-uk/blog','Hands on your first Kubernetes secrets 🌟','','2021',0,'This hands-on tutorial guides developers through creating, decoding, and mounting native Kubernetes Secret resources within applications. It highlights base64 encoding limitations and advises on key architectural alternatives, such as HashiCorp Vault integration, Sealed Secrets, or CSI secret store drivers for production environments.','English','Tutorial','Beginner',1,'online','manual',NULL,NULL,1.7814304501539421e+09,0,'2026-06-14T11:47:30.153942+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values','ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values','','2020',0,'This technical breakdown examines the structure and execution flow of Ansible Network Resource Modules, focusing on standard return structures (`before`, `after`, and `gathered`). It explains how network engineers can build precise declarative state files for network appliances, enabling idempotent drift correction and structured state auditing.','Python','Article','Advanced',0,'online','manual',NULL,NULL,1.78143046037945795e+09,0,'2026-06-14T11:47:40.379458+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Networking"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/red-hat-ansible-automation','ansible.com/blog/topic/ansible-tower','','2020',0,'Official updates channel focusing on Ansible Tower (the precursor to AAP''s automation controller). Content spans legacy scaling strategies, visual workflow design, API routing, and integrations with enterprise LDAP systems.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,1.7814304703933959e+09,0,'2026-06-14T11:47:50.393396+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible Tower"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible','ansible.com: Automating Red Hat Satellite with Ansible','- [galaxy.ansible.com: letsencrypt](https://galaxy.ansible.com/t_systems_mms/letsencrypt) This collection contains a role for issuing ssl certificates from Let''s Encrypt via dns or http-challenge','2021',0,'This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047039794492e+09,0,'2026-06-14T11:47:50.397945+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Satellite"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible','ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform','','2020',0,'This document covers the self-service Automation Services Catalog in Red Hat AAP. It allows business users to request IT resources using automated Ansible plays in a structured governance framework, tracking compliance and multi-level approvals across organization boundaries.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1.78143047040665102e+09,0,'2026-06-14T11:47:50.406651+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible Catalog"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible/application-delivery','ansible.com: Automating your business application''s REST API with Ansible','','2021',0,'This guide demonstrates orchestrating custom application workflows and RESTful APIs using Ansible''s `uri` module. It details credential authentication, payload handling, and status code verification within a continuous integration or system-provisioning pipeline, eliminating the need for ad-hoc scripting.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78143047043063092e+09,0,'2026-06-14T11:47:50.430631+02:00',NULL,NULL,NULL,'["Automation", "API Integration", "Ansible HTTP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.dynatrace.com/platform/oneagent','dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)','','2022',0,'Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables.','Python','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430470.54936,0,'2026-06-14T11:47:50.549360+02:00',NULL,NULL,NULL,'["Observability", "Automation", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview"}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-ansible-blogs-2022','ansible.com: The Top 10 Ansible Blogs of 2022','','2022',0,'A curated digest of the most impactful Ansible-focused blogs of 2022, highlighting innovations in automation controller integrations, cloud-native operators, and execution environment isolation. This compilation serves as a learning map for engineering teams adapting to enterprise automation patterns and modular collections.','English','Blog','Beginner',0,'online','manual',NULL,NULL,1.78143047076187205e+09,0,'2026-06-14T11:47:50.761872+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Communities"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/based-validated-network-content','ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection','','2023',0,'This resource covers Ansible''s network validated content library, structured to help infrastructure teams quickly adopt reliable network automation capabilities. Focusing on the `network.base` collection, it details architectural standards for managing multi-vendor network fabrics with reusable, pre-validated playbooks and tasks.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047078244209e+09,0,'2026-06-14T11:47:50.782442+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Networking"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2','ansible.com: Introducing Ansible Automation Platform 2','','2021',0,'This article introduces Ansible Automation Platform 2, showcasing its containerized architecture shift. By replacing standard python virtualenvs with execution environments (isolated containers containing all Python/Ansible dependencies), AAP 2 solves scalability limitations and drift issues across enterprise deployment nodes.','Python','Release Notes','Advanced',0,'online','manual',NULL,NULL,1.78143047079660511e+09,0,'2026-06-14T11:47:50.796605+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes','ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes','','2021',0,'This benchmark study analyzes Ansible-based Kubernetes Operators versus Go and Helm alternatives. It compares reconciliation latency, operational memory consumption, and execution complexity, demonstrating that while Ansible operators provide rapid developer velocity and utilize familiar YAML logic, Go operators excel at higher scaling metrics.','Python/Go','Article','Advanced',0,'online','manual',NULL,NULL,1.78143047081519603e+09,0,'2026-06-14T11:47:50.815196+02:00',NULL,NULL,NULL,'["Kubernetes", "Operators", "Ansible Operators"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://ruuda.nl/2023/the-yaml-document-from-hell','ruudvanasseldonk.com: The yaml document from hell','','2023',0,'An analysis detailing edge cases, confusing specifications, and common syntactical pitfalls inherent to the YAML standard. It highlights issues such as Norway country-code confusion (`NO` parsed as boolean `false`), string coercion, and massive object graph vulnerabilities, promoting defensive configuration practices.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,1.78143047109313392e+09,0,'2026-06-14T11:47:51.093134+02:00',NULL,NULL,NULL,'["Configuration", "YAML", "Pitfalls"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2','ansible.com: Red Hat Ansible Automation Platform 1.2','','2020',0,'Overview of the legacy Red Hat Ansible Automation Platform v1.2 release. It highlights the convergence of Ansible Tower, Engine, and Network Engine, alongside introducing private automation hubs to store and control internal automation content within secure environments.','Python','Release Notes','Intermediate',0,'online','manual',NULL,NULL,1.78143047213576292e+09,0,'2026-06-14T11:47:52.135763+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection','ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟','','2020',0,'Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143047230447292e+09,0,'2026-06-14T11:47:52.304473+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Ansible Collections"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller','ansible.com: What''s new in Ansible Automation Platform 2: automation controller','- [ansible.com: What''s new in Ansible Automation Platform 2: automation content navigator](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)','2021',0,'Highlights details of the ''automation controller,'' which replaces Ansible Tower in AAP 2. Built to decouple control plane and execution plane functions, it improves job routing, credential management, and multi-tenant scaling through decentralized execution environments.','Python','Article','Advanced',0,'online','manual',NULL,NULL,1.78143047249769401e+09,0,'2026-06-14T11:47:52.497694+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/kubernetes-networking-demystified','stackrox.com: Kubernetes Networking Demystified: A Brief Guide','','2021',0,'This reference guide deconstructs core Kubernetes networking patterns: container-to-container, pod-to-pod, pod-to-service, and external access mechanisms. It explains the mechanics of CNI plugins, IPAM allocations, iptables/IPVS load balancing, and dynamic ingress mapping.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,1.78143048069003701e+09,0,'2026-06-14T11:48:00.690037+02:00',NULL,NULL,NULL,'["Kubernetes", "Networking", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation','','2022',0,'Technical walkthrough on improving pipeline developer velocity using GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on isolating syntax-checking phases to fail fast, validating config schemas before they are applied to running stages.','Shell','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143048073274493e+09,0,'2026-06-14T11:48:00.732745+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true, "duplicate_of": "https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint"}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline','thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts to ensure best practices using KubeLinter in Azure DevOps Pipeline','','2021',0,'This post walks through embedding KubeLinter in Azure DevOps CI/CD pipelines to audit Kubernetes manifests and Helm charts. It highlights security and performance check validations, such as identifying missing resource limits, root privileges, or improper security contexts before deployment.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78143048169823408e+09,0,'2026-06-14T11:48:01.698234+02:00',NULL,NULL,NULL,'["Kubernetes", "DevSecOps", "Linting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["yaml.md"]','{}','{"is_special": true}');
-INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog','Kubernetes productivity tips and tricks 🌟','','2021',0,'A practitioner''s guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143048537858605e+09,0,'2026-06-14T11:48:05.378586+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Productivity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md", "kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/openshift','Openshift Container Platform','','2026',0,'Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1.7814304855554161e+09,0,'2026-06-14T11:48:05.555416+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Red Hat OpenShift", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/rancher','Rancher: Enterprise management for Kubernetes','','2026',0,'Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1.78143048556269788e+09,0,'2026-06-14T11:48:05.562698+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Rancher", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free','tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training, Totally Free','','2020',0,'KubeAcademy by VMware provides modular education resources and deep-dive technical courses targeting Kubernetes administrators and application developers. It focuses on practical application scaling, cluster security, debugging, and continuous integration concepts.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,1.78143048612517309e+09,0,'2026-06-14T11:48:06.125173+02:00',NULL,NULL,NULL,'["Education", "Kubernetes", "Training"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes','tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes','','2020',0,'Tanzu SQL provides a robust, operator-driven solution for provisioning and operating MySQL databases within Kubernetes clusters. It automates common lifecycle events such as data replication, high availability clustering, automatic backups, and critical security patching.','Go','Operator','Advanced',0,'online','manual',NULL,NULL,1.78143048612560701e+09,0,'2026-06-14T11:48:06.125607+02:00',NULL,NULL,NULL,'["Databases", "Kubernetes Operators", "VMware Tanzu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.mirantis.com/software/mirantis-kubernetes-engine','Mirantis Docker Enterprise 3.1+ with Kubernetes','','2020',0,'Formerly Docker Enterprise, Mirantis Kubernetes Engine (MKE) provides enterprise-ready cluster deployment capabilities utilizing either Kubernetes or Swarm orchestrators. It features integrated identity management, safe private image registries, and granular role-based security tooling.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1.78143049576980209e+09,0,'2026-06-14T11:48:15.769802+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Mirantis", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/vscode-extension-development-with-gitlab','gitlab.com: VS Code extension development with GitLab','','2022',0,'Explores how developers can construct VS Code extensions integrated with GitLab CI/CD and APIs. The post showcases best practices for extension design, testing automation, and deployment mechanisms, streamlining local-to-cloud workspace automation.','TypeScript','Article','Intermediate',0,'online','manual',NULL,NULL,1.78143052303337097e+09,0,'2026-06-14T11:48:43.033371+02:00',NULL,NULL,NULL,'["Development", "DevOps", "IDE Integration"]','["[COMMUNITY-TOOL]"]','[]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.ansible.com/collections.html','Manage Kubernetes (K8s) objects','','2024',0,'Official documentation detailing Ansible''s specialized `kubernetes.core.k8s` module capabilities. It focuses on declaratively orchestrating Kubernetes objects directly from Ansible playbooks, allowing organizations to cleanly bridge traditional VM configuration setups with modern containerized platform configurations.','Python','Documentation','Advanced',0,'online','manual',NULL,NULL,1.78143052366822791e+09,0,'2026-06-14T11:48:43.668228+02:00',NULL,NULL,NULL,'["Automation", "Kubernetes", "Ansible Modules"]','["[COMMUNITY-TOOL]"]','[]','["kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes','Kubectl plugins and tools','','2025',0,'This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1781430523.6808,0,'2026-06-14T11:48:43.680800+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','[]','["kubectl-commands.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blackduck.com/blog/integrating-automated-ast-tools.html','synopsys.com: How to integrate automated AST tools in your CI/CD pipeline','','2021',0,'This article describes how to integrate automated Application Security Testing (AST) scanners (SAST, DAST, SCA) inside CI/CD pipelines. It explains how to establish automated quality gates to prevent vulnerable code from progressing to integration and production staging layers.','English','Article','Advanced',0,'online','manual',NULL,NULL,1.78143052381381201e+09,0,'2026-06-14T11:48:43.813812+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Application Security"]','["[COMMUNITY-TOOL]"]','[]','["testops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software','techerati.com: DevSecOps: Eight tips for truly securing software','','2022',0,'An architectural blueprint detailing eight foundational pillars for embedding security directly into the CI/CD pipeline. Key concepts include shifted-left vulnerability scanning, automated compliance checks, dependency analysis, and developer-centric security education. The article offers high-level pragmatic strategies for organizations transitioning from traditional DevOps to modern DevSecOps frameworks.','English','Best Practice Guide','Intermediate',0,'online','manual',NULL,NULL,1.78143217861753511e+09,0,'2026-06-14T12:16:18.617535+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc','Deploying to Azure: Secure Your GitHub Workflow with OIDC','','2022',0,'Analyzes the mechanism of securing deployment pipelines on Azure by leveraging GitHub Actions with OIDC federation. This setup eliminates credential rotation burdens and prevents high-privilege credential leakage. The article guides developers through creating federated credentials in Azure AD and configuring GitHub workflows for passwordless authentication.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1.78143222804702496e+09,0,'2026-06-14T12:17:08.047025+02:00',NULL,NULL,NULL,'["Security & Governance", "CI/CD Security", "Azure & GitHub Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','2021',0,'A diagnostic reference explaining the roles of garbage collection (GC) logs, thread dumps, and heap dumps in Java Virtual Machine (JVM) analysis. GC logs map memory reclamation patterns, thread dumps identify concurrency deadlocks, and heap dumps pinpoint memory leaks. This guide bridges the gap between raw JVM telemetry and pragmatic troubleshooting workflows.','Java','Technical Article','Advanced',0,'online','manual',NULL,NULL,1.78143222860318398e+09,0,'2026-06-14T12:17:08.603184+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "JVM Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/a-devops-journey-using-azure-devops','thomasthornton.cloud: A DevOps journey using Azure DevOps','','2021',0,'A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows.','YAML','Case Study','Intermediate',0,'online','manual',NULL,NULL,1.7814322592740519e+09,0,'2026-06-14T12:17:39.274052+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/federation-v2-is-now-kubefed','Multi-cluster Federation in OpenShift 4 is called **KubeFed**','','2019',2,'Curator Insight introduces the KubeFed system in OpenShift 4. Live Grounding highlights its mechanism for template distribution and configuration sync across multiple clusters. Valuable for understanding historical cross-cluster patterns before modern gateway patterns.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611385339903e+09,0,'2026-06-18T00:41:53.853399+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples','','2022',0,'A fundamental reference guide to using the `dmesg` utility for examining kernel-level ring buffer logs in Unix and Linux operating systems. The resource highlights critical subcommands for parsing device driver issues, memory allocation failures (including Out-Of-Memory/OOM kills), and hardware initialization errors. It provides essential CLI commands to help system administrators and site reliability engineers troubleshoot core OS issues.','Bash','Technical Article','Beginner',0,'duplicate','manual',NULL,NULL,1781432292.0547,0,'2026-06-14T12:18:12.054700+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "Linux Systems", "Kernel Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{"duplicate_of": "https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples"}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform','thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform','','2022',0,'Practical implementation guide for leveraging HashiCorp Terraform to configure diagnostic logging and retention policies on Azure Database for PostgreSQL Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding, platform engineers can automate the streaming of engine logs to Azure Monitor, Log Analytics, or Storage Accounts. This configuration ensures compliance with enterprise security audits and automated log archival.','HCL','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143232410063791e+09,0,'2026-06-14T12:18:44.100638+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Database Automation", "Terraform & Azure"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform"}');
-INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1.7814324096178019e+09,0,'2026-06-14T12:20:09.617802+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era','techerati.com: Microservices in the Cloud-Native Era','','2022',0,'Explores the strategic paradigm shift toward microservices as the de facto structural archetype for scalable cloud platforms. It dissects operational complexities including traffic routing, discovery mechanisms, and failure domain containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices migrations under modern Kubernetes-centric infrastructures.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,1.78143243180801892e+09,0,'2026-06-14T12:20:31.808019+02:00',NULL,NULL,NULL,'["Architecture Patterns", "Microservices", "Cloud-Native Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines','thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines','','2022',0,'Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don''t Repeat Yourself) practices and allows high levels of pipeline reuse across different environments.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781432462.54855,0,'2026-06-14T12:21:02.548550+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines"}');
-INSERT INTO "resources" VALUES('https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines','thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines','','2022',0,'Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1.78143246383758592e+09,0,'2026-06-14T12:21:03.837586+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines"}');
-INSERT INTO "resources" VALUES('https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t','REST vs. gRPC: Battle of the APIs','','2020',3,'Curator Insight presents this as a direct technical showdown. Live Grounding details the underlying HTTP/2 multiplexing advantage of gRPC versus HTTP/1.1 REST patterns. This guide provides concrete latency, serialization (Protobuf), and performance benchmarks crucial for microservices architects.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781735866.08307,0,'2026-06-18T00:37:46.083070+02:00',NULL,NULL,NULL,'["Application Architecture", "Inter-Service Communication", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/api-management/what-is-api-management','axway.com: What is API Management?','','2022',1,'Curator Insight focuses on the operational oversight of APIs. Live Grounding confirms the resource details the full lifecycle of API management, including policy enforcement, rate limiting, and analytics. It provides architects with foundational criteria for evaluating enterprise-grade API gateways.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173586714323496e+09,0,'2026-06-18T00:37:47.143235+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/different-types-apis','apifriends.com: What are the different types of APIs? 🌟','','2021',2,'Curator Insight identifies this as a categorization guide. Live Grounding reveals a deep breakdown of open, partner, and internal APIs, along with architectural styles like REST, GraphQL, and gRPC. It is a key reference for establishing service-to-service governance rules.','English','Article','Beginner',0,'online','manual',NULL,NULL,1.781735867746809e+09,0,'2026-06-18T00:37:47.746809+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/what-is-an-api','apifriends.com: What is an API?','','2021',0,'Curator Insight highlights this resource as an entry point for understanding API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols with clear architectural trade-offs. It serves as an educational starting point for cloud-native developers navigating API design patterns.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1.78173586781991505e+09,0,'2026-06-18T00:37:47.819915+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://www.postman.com/what-is-an-api"}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/devops-best-practices-testing','blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline','','2019',1,'Curator Insight emphasizes the DevOps efficiency gains using AWS-native pipelines. Live Grounding demonstrates how the platform automates continuous integration, integrates performance testing tools like BlazeMeter, and reduces manual deployment risk. It serves as a practical blueprint for cloud-native delivery.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173587589631104e+09,0,'2026-06-18T00:37:55.896311+02:00',NULL,NULL,NULL,'["CI-CD", "Cloud-Native Delivery", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift','stackoverflow: How to define BuildConfig object with Jenkins and openshift','','2018',1,'Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations.','English','Q&A','Advanced',0,'online','manual',NULL,NULL,1.78173592060929608e+09,0,'2026-06-18T00:38:40.609296+02:00',NULL,NULL,NULL,'["CI-CD", "Platform-as-a-Service", "OpenShift"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://resources.axway.com','axway.com/digitize','','2022',1,'Curator Insight positions this as Axway''s resource repository. Live Grounding shows it serves as an enterprise catalog containing whitepapers, technical case studies, and integration blueprints. It is best utilized for scoping architectural patterns across multi-cloud enterprise setups.','English','Portal','Beginner',0,'online','manual',NULL,NULL,1.7817359221947031e+09,0,'2026-06-18T00:38:42.194703+02:00',NULL,NULL,NULL,'["Application Architecture", "Enterprise Integration", "Resources"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management','Axway API Management','','2021',2,'Curator Insight introduces Axway''s enterprise-grade API suite. Live Grounding verifies that full-lifecycle API management coordinates API design, discovery, security, and usage monitoring under a unified management plane. It acts as a de facto reference for corporate digital transformation plans.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173592252755689e+09,0,'2026-06-18T00:38:42.527557+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Platform Solutions"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper','justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)','','2022',4,'Curator Insight introduces cryptographic supply chain signing. Live Grounding validates that combining Sigstore Cosign with OPA Gatekeeper enables strict admissions-control validation of signed OCI containers. This setup forms the bedrock of zero-trust Kubernetes cluster pipelines.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.7817359244839971e+09,0,'2026-06-18T00:38:44.483997+02:00',NULL,NULL,NULL,'["Security", "Software Supply Chain", "Policy Enforcement"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.puppet.com','Relay','','2021',1,'Curator Insight positions Relay as an event-driven DevOps automated response system. Live Grounding reveals that while Puppet has shifted its core focus, Relay pioneered trigger-based cloud infrastructure remediation workflows. It offers valuable historical design insights for serverless runbook systems.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78173592448521399e+09,0,'2026-06-18T00:38:44.485214+02:00',NULL,NULL,NULL,'["Operations", "Automation", "Workflow Engines"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/blog/implementing-data-security-on-red-hat-openshift','portworx.com: Implementing Data Security on Red Hat OpenShift 🌟','','2021',4,'Curator Insight targets stateful application protection. Live Grounding displays how Portworx delivers hardware-level encryption, granular RBAC, and secure key-management integrations on Red Hat OpenShift. It provides a robust architecture for strict financial or healthcare compliance criteria.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.781735925114717e+09,0,'2026-06-18T00:38:45.114717+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Enterprise Storage", "OpenShift"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.tigera.io/project-calico','Project Calico 🌟','','2026',5,'Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance network security. It remains an absolute standard for zero-trust workloads.','English','Project','Advanced',0,'online','manual',NULL,NULL,1.78173602419930195e+09,0,'2026-06-18T00:40:24.199302+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "CNI Plugins", "Security Policy"]','["[DE FACTO STANDARD]"]','[]','["devsecops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec','iximiuz.com: Containers 101: attach vs. exec - what''s the difference?','','2021',4,'Curator Insight breaks down fundamental OCI execution flags. Live Grounding highlights the difference between attaching to a main container process (TTY/STDIN sharing) and starting an independent debug process via exec. Essential reading for system level container operations.','English','Interactive Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78173592894104099e+09,0,'2026-06-18T00:38:48.941041+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Container Runtimes"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com','docker.com: Docker and Ambassador Labs Announce Telepresence for Docker, Improving the Kubernetes Development Experience 🌟','','2021',3,'Curator Insight focuses on solving local-to-remote debugging loops. Live Grounding highlights how the Telepresence integration routes traffic between local Docker containers and active Kubernetes environments. It facilitates near-zero friction testing for distributed development squads.','English','Announcement','Intermediate',1,'online','manual',NULL,NULL,1.78173593836031293e+09,0,'2026-06-18T00:38:58.360313+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Local Environments", "Testing Tools"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.docker.com/blog','docker.com: Kubernetes in Production Environments','','2020',3,'Curator Insight outlines production orchestration methodologies. Live Grounding reviews security boundary configuration, container lifecycle tracking, and host performance balancing. Best suited for teams mapping their early-stage infrastructure migrations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173601197554802e+09,0,'2026-06-18T00:40:11.975548+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Production Readiness", "Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["docker.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers','Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet Containers','','2019',3,'Curator Insight compares Java microservices web engines. Live Grounding parses resource footprints, non-blocking I/O support, and throughput capacity benchmarks between Tomcat, Jetty, and Undertow. Essential for microservices tuning when running inside standard OCI wrappers.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.781735941406322e+09,0,'2026-06-18T00:39:01.406322+02:00',NULL,NULL,NULL,'["Application Architecture", "Runtime Environments", "JVM Containers"]','["[COMMUNITY-TOOL]"]','[]','["embedded-servlet-containers.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://mergify.com','mergify.io','','2026',4,'Curator Insight showcases automated pull request workflows. Live Grounding reveals a sophisticated automation engine that handles conditional merging, queue scheduling, and branch rebase synchronization on GitHub. It minimizes human bottlenecks during continuous deployment cycles.','English','Service','Intermediate',0,'online','manual',NULL,NULL,1.781735950213624e+09,0,'2026-06-18T00:39:10.213624+02:00',NULL,NULL,NULL,'["CI-CD", "Developer Operations", "Automation"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','2021',3,'Curator Insight explores lightweight Kubernetes distributions. Live Grounding shows how combining MicroK8s'' single-command setup with Helm deployments yields ultra-fast feedback loops for edge computing and local testing. Essential for local testing scenarios.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173595047863101e+09,0,'2026-06-18T00:39:10.478631+02:00',NULL,NULL,NULL,'["Kubernetes Environments", "Edge and IoT", "MicroK8s"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://hackandslash.blog/how-to-create-custom-helm-charts','mbbaig.blog: How to create custom Helm charts 🌟','','2021',3,'Curator Insight offers a deep-dive tutorial into templating. Live Grounding details how to construct, parameterize, and lint Helm templates for microservices deployments. Perfect for platform engineers moving from static YAML to dynamic definitions.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.781735950910295e+09,0,'2026-06-18T00:39:10.910295+02:00',NULL,NULL,NULL,'["Kubernetes Orchestration", "Package Management", "Helm"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://dzone.com/articles/microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','2018',3,'Curator Insight dissects common architectural pitfalls in distributed systems. Live Grounding analyzes anti-patterns such as the ''Distributed Monolith'', hardcoded network locations, and shared databases. It offers structural refactoring paths crucial for microservice transitions.','English','Article','Advanced',1,'online','manual',NULL,NULL,1.78173597383841705e+09,0,'2026-06-18T00:39:33.838417+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog','blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018','','2018',1,'Curator Insight highlights the core modular capabilities of Jenkins. Live Grounding lists popular plugins for pipeline visualization, Git integration, and test suite automation. Primarily valuable for retrofitting older enterprise pipelines.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1.78173599208389401e+09,0,'2026-06-18T00:39:52.083894+02:00',NULL,NULL,NULL,'["CI-CD", "Developer Operations", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/products/portworx-backup','PX-Backup','','2026',4,'Curator Insight presents a dedicated backup manager for stateful pods. Live Grounding validates PX-Backup''s ability to offer application-consistent backups, multi-cloud cross-cluster migrations, and instantaneous disaster recovery schedules. It is a premium product for compliance-driven stateful setups.','English','Product','Advanced',0,'online','manual',NULL,NULL,1.78173600345461392e+09,0,'2026-06-18T00:40:03.454614+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Backup and Recovery", "Disaster Recovery"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes','portworx.com: How to backup and restore Elasticsearch on Kubernetes','','2021',3,'Curator Insight explores distributed database safety. Live Grounding demonstrates how to snapshot stateful Elasticsearch clusters running inside Kubernetes without causing data loss or node downtime. A concrete manual for database administrators.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.7817360128338921e+09,0,'2026-06-18T00:40:12.833892+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Database Operations", "Elasticsearch"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://eevans.co/blog/deconstructing-kubernetes-networking/index.html','eevans.co: Deconstructing Kubernetes Networking','','2019',4,'Curator Insight presents an exceptional architectural breakdown of the CNI layer. Live Grounding traces the packet path from Container-to-Container, Pod-to-Pod, and Pod-to-Service using concrete routing and Linux network namespace constructs. Highly technical and illuminating.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736022.56674,0,'2026-06-18T00:40:22.566740+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Deep Dive", "Packet Flow"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog','blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives','','2021',3,'Curator Insight introduces programmatic cluster deployment. Live Grounding illustrates kOps-driven state configurations and asset automation on cloud providers. Useful for architects demanding self-managed declarative control over AWS instances.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173602308884501e+09,0,'2026-06-18T00:40:23.088845+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Cluster Lifecycle", "kOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp','projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP','','2021',4,'Curator Insight maps Kubernetes services straight to external routers. Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs and LoadBalancer IPs outside the cluster. A vital reference for bare-metal integrations.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173602383056592e+09,0,'2026-06-18T00:40:23.830566+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Advanced Routing", "BGP"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','2020',4,'Curator Insight details cluster bootstrapping mechanics. Live Grounding analyzes the utilization of the Cluster API (CAPI) declarative model to manage bare-metal infrastructure. Highly strategic for on-premises hybrid-cloud operations.','English','Webinar','Advanced',0,'online','manual',NULL,NULL,1.78173602657786393e+09,0,'2026-06-18T00:40:26.577864+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Cluster Lifecycle", "Cluster API"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial','itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟','','2021',4,'Curator Insight presents an automated multi-node testing setup. Live Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running containerd. Highly useful for local multi-node cluster prototyping.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1.78173602703498792e+09,0,'2026-06-18T00:40:27.034988+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Local Environments", "Infrastructure-as-Code"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.doit.com/blog','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','2021',4,'Curator Insight targets global high-availability traffic setups. Live Grounding explains GKE Multi-Cluster Ingress (MCI) and Multi-Cluster Gateway architectures. Extremely helpful for architects designing resilient global multi-region applications.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1781736079.35775,0,'2026-06-18T00:41:19.357750+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Multi-Cluster", "Load Balancing"]','["[ENTERPRISE-STABLE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://enclaver.io/docs/0.x/getting-started','programmer.ink: Maven scaffolding best practices','','2022',3,'Curator Insight points to Enclaver''s getting started guides. Live Grounding explains how Enclaver packages OCI containers into highly secure, isolated enclave images (e.g., AWS Nitro Enclaves). It provides a concrete bridge between container delivery and confidential computing.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781736081.41948,0,'2026-06-18T00:41:21.419480+02:00',NULL,NULL,NULL,'["Security", "Confidential Computing", "Enclaves"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/api-management/whats-ipaas','blog.axway.com: What is iPaaS?','','2021',2,'Curator Insight defines Integration Platform as a Service (iPaaS). Live Grounding details how iPaaS orchestrates workflows across cloud and on-premises environments, acting as a high-density hub for enterprise integration. Crucial for understanding legacy modernization routes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173608245095801e+09,0,'2026-06-18T00:41:22.450958+02:00',NULL,NULL,NULL,'["Application Architecture", "Enterprise Integration", "iPaaS"]','["[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://dzone.com/articles/event-driven-microservices-1','developer.com: An Introduction to Event Driven Microservices','','2018',3,'Curator Insight reviews async architectural decoupling. Live Grounding defines event state tracking, message brokers, and transactional outbox patterns. It acts as a clear reference guide for moving away from brittle synchronous HTTP calls.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1.78173608329421401e+09,0,'2026-06-18T00:41:23.294214+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Event-Driven"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://sciencelogic.com/platform/skylar-advisor','Zebrium','','2023',3,'Curator Insight outlines automated root-cause analysis. Live Grounding shows that Zebrium, now integrated into ScienceLogic as Skylar Advisor, uses unsupervised machine learning to detect anomalies in massive multi-system log flows. It serves as an automated debugging aid.','English','Service','Advanced',0,'online','manual',NULL,NULL,1.78173624508006405e+09,0,'2026-06-18T00:44:05.080064+02:00',NULL,NULL,NULL,'["Observability", "AIOps", "Log Analysis"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift','How to Run HA Elasticsearch (ELK) on Red Hat OpenShift','','2021',3,'Curator Insight targets high-availability ELK stack patterns. Live Grounding outlines storage volume pairing, stateful replication rules, and failover topologies specific to OpenShift. A crucial reference for running enterprise log stacks safely.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1.78173611284179592e+09,0,'2026-06-18T00:41:52.841796+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Database Operations", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/open-source-load-testing-tools','blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?','','2023',3,'A comprehensive comparison of open-source load testing utilities including JMeter, Locust, and k6. The guide evaluates key selection criteria such as protocol support, scripting language, and distributed execution capabilities. It assists infrastructure and quality engineers in selecting the optimal performance verification framework.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173612279949307e+09,0,'2026-06-18T00:42:02.799493+02:00',NULL,NULL,NULL,'["Quality Engineering", "Performance Testing", "Open Source Tools"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/continuous-integration-jenkins','Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins 🌟','','2022',4,'Step-by-step technical guide for integrating Apache JMeter load tests within Jenkins CI/CD pipelines. Explains performance threshold configuration, dynamic build promotion, and reporting plugins. Highly valuable for establishing automated performance regression gates in automated delivery cycles.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1.78173613306509089e+09,0,'2026-06-18T00:42:13.065091+02:00',NULL,NULL,NULL,'["CI-CD Platforms", "Jenkins", "Performance Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/blog/kubernetes-backup-monitoring','portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana','','2023',3,'Technical overview of configuring Prometheus and Grafana to monitor stateful backup operations within Kubernetes. Evaluates critical operational metrics such as recovery point objective (RPO) compliance, storage utilization, and backup job failures. Crucial for operations teams managing enterprise-grade database persistence on Kubernetes.','English','Article','Advanced',0,'online','manual',NULL,NULL,1.78173613407783794e+09,0,'2026-06-18T00:42:14.077838+02:00',NULL,NULL,NULL,'["Data Management", "Kubernetes Storage", "Backup Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel','stackoverflow: Problems installing python3 on RHEL 🌟','','2012',4,'Highly referenced community StackOverflow discussion outlining strategies and troubleshooting methods for compiling and installing Python 3 on RHEL environments. Addresses library dependency resolution and alternative package repositories like SCL. Essential historical reference for systems administrators managing enterprise Linux boxes.','English','Q&A','Intermediate',0,'online','manual',NULL,NULL,1.781736143618474e+09,0,'2026-06-18T00:42:23.618474+02:00',NULL,NULL,NULL,'["Platform Engineering", "Operating Systems", "Red Hat Enterprise Linux"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://nubenetes.com/azure','Azure Policy','','2026',4,'Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1.78173615399856591e+09,0,'2026-06-18T00:42:33.998566+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure Integration", "Cloud Governance"]','["[ENTERPRISE-STABLE]"]','[]','["securityascode.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://justinpolidori.com/posts/20220611_vcluster_auth','justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster (K3S)','','2022',3,'Deep technical walkthrough explaining the integration of Dex as an identity broker with LDAP to secure virtualized Kubernetes clusters (vcluster/K3s). Explains certificate handling, downstream cluster federation, and RBAC mapping. Solves complex multi-tenant enterprise identity requirements in high-density development environments.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1.78173615411395788e+09,0,'2026-06-18T00:42:34.113958+02:00',NULL,NULL,NULL,'["Platform Engineering", "Virtual Clusters", "Identity and Access Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog','blog.kubecost.com: Rancher vs Kubernetes: It’s not either or','','2023',3,'Informative analysis clarifying the distinction between raw Kubernetes and multi-cluster orchestration management via Rancher. Details how Rancher operates on top of standard distributions to provide unified authentication, security compliance, and application catalog features. Excellent material for platform architects planning enterprise-wide cluster control planes.','English','Comparison','Intermediate',0,'online','manual',NULL,NULL,1.78173615465163898e+09,0,'2026-06-18T00:42:34.651639+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cluster Management", "Rancher vs K8s"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.rancher.academy','Rancher Academy 🌟','','2025',5,'Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through structural best practices for platform engineering, security, and edge operations. Recommended for engineers targeting certified Rancher competencies.','English','Training','Intermediate',0,'online','manual',NULL,NULL,1.78173615479973888e+09,0,'2026-06-18T00:42:34.799739+02:00',NULL,NULL,NULL,'["Platform Engineering", "Education and Training", "Multi-Cluster Management"]','["[DE FACTO STANDARD]"]','[]','["rancher.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations','vmblog.com: The Rise of Modern Day Kubernetes Operations','','2022',3,'Industry insight analyzing the evolution of Day-2 Kubernetes operations, tracking the rise of automated cluster lifecycle tooling, declarative configuration management, and developer self-service. Explains the transition from manual infrastructure administration to modern DevOps and platform engineering paradigms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1.78173618174472188e+09,0,'2026-06-18T00:43:01.744722+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Day 2", "Operational Excellence"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/training/certification/software-conformance','Certified Kubernetes offerings','','2026',4,'Official CNCF conformance page for checking Certified Kubernetes distributions, installers, and hosted platforms. Guarantees interoperability and conformance with Kubernetes APIs across diverse clouds and private infrastructures. Important directory for verified enterprise-level stack selection.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.78173619078091406e+09,0,'2026-06-18T00:43:10.780914+02:00',NULL,NULL,NULL,'["Platform Engineering", "Container Orchestration", "Industry Standards"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms','projectcalico.org: Using Kubernetes to orchestrate VMs','','2021',3,'Technical exploration of integrating Calico CNI with Kubernetes virtual machine orchestrators like KubeVirt. Demonstrates how to apply unified, declarative network security policies across legacy virtual machines and modern microservice pods. Bridges the gap for unified network topology management in hybrid environments.','English','Guide','Advanced',1,'online','manual',NULL,NULL,1.78173619133593297e+09,0,'2026-06-18T00:43:11.335933+02:00',NULL,NULL,NULL,'["Infrastructure", "Hyperconverged Infrastructure", "Network Security"]','["[GUIDE]", "[LEGACY]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://storageclass.info/drivers','Searchable list of Kubernetes Storage Providers','','2025',4,'An exhaustive, searchable reference database listing Kubernetes Container Storage Interface (CSI) drivers and storage providers. Helps engineers evaluate capability matrices, dynamic provisioning options, snapshot support, and multi-cloud volume attachments. Essential directory for matching platform storage needs with verified solutions.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1.781736200848778e+09,0,'2026-06-18T00:43:20.848778+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "CSI Drivers", "Reference Inventories"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog','blog.kubecost.com: The Guide to Kubernetes Labels','','2023',3,'Practical engineering guide reviewing how Kubernetes labels, annotations, and selectors form the foundation of service discovery, deployment organization, and network routing. Provides optimal tagging schemas for microservice deployments, cost allocation, and multi-tenant filtering.','English','Guide','Beginner',1,'online','manual',NULL,NULL,1.78173621163078689e+09,0,'2026-06-18T00:43:31.630787+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative Deployments", "Labels and Selectors"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.cncf.io/training/certification/ckad','cncf.io: Certified Kubernetes Application Developer (CKAD)','','2026',5,'Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer''s hands-on ability to build, configure, expose, and troubleshoot cloud-native applications on standard Kubernetes engines. Globally recognized standard for application developers in modern platforms.','English','Training','Intermediate',1,'online','manual',NULL,NULL,1.78173622141442608e+09,0,'2026-06-18T00:43:41.414426+02:00',NULL,NULL,NULL,'["Platform Engineering", "Education and Training", "CKAD"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog','blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost','','2023',3,'Integration handbook addressing architectural steps to run Kubecost on Azure Kubernetes Service (AKS). Guides administrators through Azure account credentials integration, spot instance cost estimation, and corporate cost-governance reporting within Azure environments.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1.7817362219096291e+09,0,'2026-06-18T00:43:41.909629+02:00',NULL,NULL,NULL,'["Financial Operations", "Azure Integration", "Kubernetes FinOps"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/products/kubecost/?src=kc-com','Kubecost 🌟','','2026',5,'The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular cluster spend down to the namespace, deployment, and label level. Empowers engineering teams with automated optimization strategies and runaway cost alerts.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,1.78173622191210794e+09,0,'2026-06-18T00:43:41.912108+02:00',NULL,NULL,NULL,'["Financial Operations", "Kubernetes FinOps", "Cost Management"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog','blog.kubecost.com: Kubernetes node affinity: examples & instructions','','2023',3,'Deep dive tutorial exploring Kubernetes scheduling constraints, with special focus on node affinity, node anti-affinity, and node selectors. Explains soft vs hard constraints (preferredDuringScheduling and requiredDuringScheduling) with concrete, production-grade YAML snippets.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1.78173622191269898e+09,0,'2026-06-18T00:43:41.912699+02:00',NULL,NULL,NULL,'["Scheduling and Eviction", "Advanced Scheduling", "Node Affinity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.apptio.com/blog-devops/?src=kc-blog','blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend','','2021',2,'Historic coverage highlighting Kubecost''s strategic venture backing to scale operational efforts and meet the explosive demand for FinOps tooling within Kubernetes networks. Summarizes market drivers leading to cloud-native expense monitoring as a critical corporate focus area.','English','News','Beginner',0,'online','manual',NULL,NULL,1.78173622213132405e+09,0,'2026-06-18T00:43:42.131324+02:00',NULL,NULL,NULL,'["Financial Operations", "Kubernetes FinOps", "Industry News"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot','portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot','','2022',3,'Explores Portworx Autopilot functionality in orchestrating automated volume capacity expansion and lifecycle data management using declarative GitOps models. Details how platform operators can automate storage provisioning dynamically based on real-time traffic demand, avoiding manual resizing overheads.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1.78173623553762698e+09,0,'2026-06-18T00:43:55.537627+02:00',NULL,NULL,NULL,'["Data Management", "Kubernetes Storage", "GitOps Storage"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["gitops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://www.puppet.com/resources/state-of-devops-report','puppet.com: The 2021 State of DevOps Report is here! 🌟','','2021',4,'Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantifiable performance metrics comparing elite, high, and low performing technical teams worldwide. Highly valuable resource for strategic cloud planning.','English','Report','Intermediate',0,'online','manual',NULL,NULL,1781736235.85888,0,'2026-06-18T00:43:55.858880+02:00',NULL,NULL,NULL,'["Management and Strategy", "DevOps Culture", "Industry Reports"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://vadimkravcenko.com/shorts/promotion-based-development','Promotion-Based Development: A Fast Track to Mediocrity','','2023',4,'A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1.78173624474800395e+09,0,'2026-06-18T00:44:04.748004+02:00',NULL,NULL,NULL,'["Management and Strategy", "Engineering Culture", "Career Development"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{"duplicate_of": "https://vadimkravcenko.com/shorts/promotion-based-development/"}');
+    - How to reach the outside world (e.g. the Internet) from inside the container?','2023',0,'This comprehensive deep-dive tutorial demonstrates how container networking is constructed from scratch using native Linux namespaces, veth pairs, and bridge devices. It walks through creating isolated environments step-by-step and configuring IP routing and NAT to route outbound and inbound traffic safely.','Bash','Tutorial','Advanced',0,'online','manual',NULL,NULL,1781430110,0,'2026-06-14T11:41:50.785592+02:00',NULL,NULL,NULL,'["Containers", "Networking", "Deep Dive"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-alternatives','Docker Swarm','','2024',0,'Analyzes Docker Swarm as a simple container orchestration alternative to Kubernetes. Evaluates its built-in overlay network routing mesh and single-node setup advantages, noting that its enterprise adoption has decreased in favor of Kubernetes-native environments.','Go','Tool','Intermediate',1,'duplicate','manual',NULL,NULL,1781430121,0,'2026-06-14T11:42:01.458410+02:00',NULL,NULL,NULL,'["Orchestration", "Container Engines", "Docker Swarm"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{"duplicate_of": "https://docs.docker.com/engine/swarm"}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/es/blog','redhat.com: OpenShift Backup and Recovery with Kasten K10','','2024',4,'A technical guide on integrating Veeam''s Kasten K10 platform with Red Hat OpenShift. Demonstrates policy-based automation for backup, disaster recovery, and mobility across multi-tenant clusters while ensuring encrypted volume snapshots.','Spanish','Article','Advanced',0,'online','manual',NULL,NULL,1781430121,0,'2026-06-14T11:42:01.494889+02:00',NULL,NULL,NULL,'["Hybrid Cloud & Enterprise", "OpenShift", "Data Management"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md", "ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.docker.com/build','buildkit','','2026',5,'Docker''s next-generation container image building engine, designed to replace the legacy builder. It introduces high-performance features including concurrent stage execution, efficient caching via import/export, and secret-mounting without leaving traces in image history.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1781430121,0,'2026-06-14T11:42:01.529723+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Builds", "Docker BuildKit"]','["[DE FACTO STANDARD]", "[LEGACY]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://help.sonatype.com/index.html','guides.sonatype.com: secure docker registries','','2025',4,'Technical guide addressing safe configuration patterns for private container registries. Emphasizes proxy configurations, custom SSL certificate injection, and registry cleanup policies to reduce host storage demands.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430132,0,'2026-06-14T11:42:12.072835+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "Artifact Management", "Security Hardening"]','["[ENTERPRISE-STABLE]"]','[]','["registries.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.jfrog.com','jfrog.com: Kubernetes Helm Chart Repositories 🌟','','2025',5,'Enterprise guide to leveraging JFrog Artifactory as a secure, high-availability Helm chart repository. Covers repository layout, role-based access control, package versioning, and integration with Kubernetes container execution steps.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430132,0,'2026-06-14T11:42:12.115107+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Helm & GitOps", "Artifactory"]','["[DE FACTO STANDARD]"]','[]','["registries.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html','Nexus Platform Plugin for Jenkins','','2025',3,'A comprehensive integration guide for the Sonatype Nexus Platform plugin in Jenkins pipelines. It facilitates automated artifact publishing, component evaluation against security policies, and vulnerability reporting directly within the CI/CD execution pipeline.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1781430132,0,'2026-06-14T11:42:12.203171+02:00',NULL,NULL,NULL,'["DevSecOps & Registry", "CI/CD Integration", "Sonatype Nexus"]','["[COMMUNITY-TOOL]"]','[]','["registries.md"]','{}','{"duplicate_of": "https://help.sonatype.com/en/nexus-platform-plugin-for-jenkins.html"}');
+INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose','aws.amazon.com: Serverless or Kubernetes on AWS 🌟','','2024',4,'Architectural decision framework comparing AWS Serverless (Lambda, Fargate) with Kubernetes (EKS). Helps engineers select paradigms based on latency requirements, long-running processes, runtime dependencies, and overall operational overhead.','English','Guide','Advanced',1,'online','manual',NULL,NULL,1781430152,0,'2026-06-14T11:42:32.448920+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Solutions", "Orchestration Decision"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["serverless.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-navigate-the-great-resignation','about.gitlab.com: How to navigate The Great Resignation','','2022',3,'Strategic insights from GitLab on navigating post-pandemic talent shifts. Highlights the critical importance of async workflows, transparent documentation, and remote-first practices to attract and retain highly skilled infrastructure engineers.','English','Article','Beginner',0,'online','manual',NULL,NULL,1781430162,0,'2026-06-14T11:42:42.518345+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Remote Culture"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hays.es','hays.es: ‘La Gran Renuncia’: ¿por qué tantos profesionales se están planteando dejar su trabajo?','','2022',2,'Analysis of the causes driving the ''Great Resignation'' across professional services in Spain. Examines work-life balance deficiencies, mental exhaustion, and stagnant careers as root causes, providing prescriptive corporate recommendations.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1781430162,0,'2026-06-14T11:42:42.849038+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "Talent Retention"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/accessing-external-services-using-egress-router','Accessing External Services Using Egress Router','','2024',4,'Deep-dive into configuring Red Hat OpenShift Egress Router pods to map outbound traffic to dedicated public IPs. This facilitates firewalled external resources (like legacy DBs) to authorize connections from fluid Kubernetes pods securely.','English','Article','Advanced',0,'online','manual',NULL,NULL,1781430163,0,'2026-06-14T11:42:43.705943+02:00',NULL,NULL,NULL,'["Orchestration & Packaging", "Networking", "Egress Firewalls"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','[]','["openshift.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-software','hipertextual.com: Así es Devin, la inteligencia artificial que programa software de principio a fin','','2024',3,'Overview of Cognition''s Devin AI agent, demonstrating complete software development automation. Discusses autonomous debugging, repository management, and deployment capabilities representing the cutting-edge intersection of LLMs and DevSecOps pipelines.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1781430164,0,'2026-06-14T11:42:44.723691+02:00',NULL,NULL,NULL,'["Future of Engineering", "AI-Assisted Development", "Devin AI"]','["[COMMUNITY-TOOL]"]','[]','["devel-sites.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.informationweek.com/software-services/what-s-holding-devops-back-','informationweek.com: What''s Holding DevOps Back?','','2023',3,'Diagnostic deep dive into the common bottlenecks holding legacy organizations back from true DevOps adoption. Identifies organizational silos, tool fatigue, lack of training, and legacy governance frameworks as persistent pain points.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.624987+02:00',NULL,NULL,NULL,'["DevOps Culture", "Organizational Design", "DevOps Bottlenecks"]','["[LEGACY]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/devops-tools','DevOps Tools','','2026',4,'Catalog of modern DevOps tooling encompassing continuous integration, artifact storage, automated testing, container scheduling, and real-time telemetry pipelines to build stable, production-ready release processes.','Spanish','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.645512+02:00',NULL,NULL,NULL,'["DevOps Culture", "Tooling Ecosystem", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/iac','IaC Infrastructure as Code','','2026',5,'Nubenetes architectural reference portal on Infrastructure as Code (IaC). Outlines fundamental philosophies, lifecycle management, and paradigm shifts of treating bare-metal, cloud, or cluster state as declarative, version-controlled code.','Spanish','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.656855+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "IaC Fundamentals", "Overview"]','["[DE FACTO STANDARD]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/noops','NoOps','','2026',4,'Comprehensive conceptual guide on NoOps (No Operations). Describes the strategic path to fully outsourcing infrastructure layers to automated platforms, serverless paradigms, and self-healing systems so engineering can focus 100% on application logic.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.659048+02:00',NULL,NULL,NULL,'["Cloud Architecture", "NoOps & Serverless", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-advancement','about.gitlab.com: Soft skills are the key to your DevOps career advancement','','2022',3,'Analysis highlighting soft skills—communication, empathy, and active listening—as primary drivers for senior engineering growth. Emphasizes how DevOps success is rooted deeper in cultural empathy and collaboration than in mere tool proficiency.','English','Article','Beginner',0,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.729283+02:00',NULL,NULL,NULL,'["DevOps Culture", "Professional Development", "Career Growth"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blogs.vmware.com/cloud-foundation','blog.vmware.com: DevOps: Culture – Collaboration, Empowerment, Autonomy 🌟','','2023',4,'Explores structural and cultural transformations required to establish a high-performing DevOps initiative. Focuses on decentralizing operational decisions, psychological safety, and establishing platform teams to enable developers.','English','Article','Beginner',0,'online','manual',NULL,NULL,1781430172,0,'2026-06-14T11:42:52.761122+02:00',NULL,NULL,NULL,'["DevOps Culture", "Organizational Design", "Culture & Governance"]','["[ENTERPRISE-STABLE]"]','[]','["devops.md", "kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-espana','computing.es: Retos del outsourcing de servicios IT en España','','2023',3,'Review of the organizational and cultural obstacles of IT outsourcing in Spain. Highlights critical problems of scaling DevSecOps capabilities externally, knowledge silos, and contract-driven constraints versus modern product team topologies.','Spanish','Article','Intermediate',0,'online','manual',NULL,NULL,1781430174,0,'2026-06-14T11:42:54.005109+02:00',NULL,NULL,NULL,'["DevOps Culture", "Workforce Strategy", "IT Outsourcing"]','["[COMMUNITY-TOOL]"]','[]','["recruitment.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-agentless-gitops-aws','about.gitlab.com: How to use a push-based approach for GitOps with Terraform and AWS ECS and EC2','','2023',4,'Evaluates push-based GitOps strategies using GitLab CI/CD pipelines to manage Terraform states targeted at AWS ECS and EC2. Contrasts agentless runner-driven pushes with pull-based execution models to help architects choose the ideal strategy.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430183,0,'2026-06-14T11:43:03.519112+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "GitOps", "Push-Based Workflows"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/writing-reusable-terraform-modules','thomasthornton.cloud: Writing reusable Terraform modules (azure)','','2023',4,'Advanced extension of writing reusable modules for Azure. Emphasizes maintaining backward compatibility, configuring strict semantic versioning tags in private registries, and automating modular state tests.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781430186,0,'2026-06-14T11:43:06.237894+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform", "Azure Modules"]','["[ENTERPRISE-STABLE]"]','[]','["terraform.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fgroups%2F49531%2F49531-6093375473969090562','Linkedin discussion: Need help on Backup and restore methods of EC2 using s3 services','','2021',2,'Professional community forum troubleshooting AWS EC2 backup patterns using Amazon S3 storage. Discusses native snapshot systems, cron-based automation pipelines, and third-party orchestration agents to safeguard virtual machine disks.','English','Social-Discussion','Beginner',0,'online','manual',NULL,NULL,1781430190,0,'2026-06-14T11:43:10.601620+02:00',NULL,NULL,NULL,'["Cloud Architecture", "AWS Solutions", "Disaster Recovery"]','["[COMMUNITY-TOOL]"]','[]','["aws-backup.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://programmer.ink/think',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1781432323,0,'2026-06-14T12:18:43.140373+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring','grafana.com: A beginner''s guide to Kubernetes application monitoring','','2024',4,'Highly accessible guide to setting up application-level observability within Kubernetes. Covers instrumenting code with client libraries, configuring target discovery, and mapping RED (Rate, Errors, Duration) metrics.','English','Article','Beginner',1,'online','manual',NULL,NULL,1781430193,0,'2026-06-14T11:43:13.445320+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "Application Metrics"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud','grafana.com: Introducing Kubernetes Monitoring in Grafana Cloud','','2024',4,'Introduces Grafana Cloud''s integrated Kubernetes monitoring platform. Showcases automated cluster discovery, pre-configured dashboards, and seamless Prometheus/Grafana integration for instant visibility into infrastructure and workload health.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430193,0,'2026-06-14T11:43:13.487744+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "Kubernetes Monitoring"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-operator','grafana.com: How to monitor Kubernetes clusters with the Prometheus Operator','','2024',5,'Comprehensive configuration guide for deploying and managing the Prometheus Operator on Kubernetes. Demonstrates configuring ServiceMonitor and PodMonitor custom resources to automate collection of dynamic microservice targets.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430193,0,'2026-06-14T11:43:13.567890+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Prometheus", "Prometheus Operator"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-and-kubernetes','grafana.com: How to manage high cardinality metrics in Prometheus and Kubernetes','','2024',5,'Crucial blueprint for managing high cardinality metrics within Prometheus. Outlines techniques like metric dropping, relabeling rules, and dashboard optimization to mitigate memory pressure and reduce monitoring costs in dynamic container environments.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430193,0,'2026-06-14T11:43:13.620045+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Prometheus", "High Cardinality"]','["[DE FACTO STANDARD]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-monitoring-for-grafana-cloud','grafana.com: How to optimize resource utilization with Kubernetes Monitoring for Grafana Cloud 🌟','','2024',4,'Explores automated resource optimization strategies through Grafana Cloud monitoring. Uses cluster CPU and Memory utilization analytics to identify over-provisioned namespaces, enabling significant cost reduction in microservice architectures.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430193,0,'2026-06-14T11:43:13.909091+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana", "FinOps & Resources"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S338656440%3A1779029465061496&followup=https%3A%2F%2Fdocs.google.com%2Fspreadsheets%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=sheets&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PauvFLix7FhDQsyeXMzly7IlWofT_GeExGBZD5PeXgcMI8_fmgxBG05tRNkG3ISAaCxExVB7','Spreadsheets: sheet.new','','2026',4,'Browser shortcut mapping that provisions a blank cloud-based Google Sheets environment immediately. Typically used within operational engineering environments for quick tracking of cluster audits, FinOps billing lists, or migration runbooks.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1781430203,0,'2026-06-14T11:43:23.358945+02:00',NULL,NULL,NULL,'["Collaboration Tools", "SaaS Utilities", "Quick Link"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://accounts.google.com/v3/signin/identifier?continue=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new&dsh=S-551027576%3A1779031360486315&followup=https%3A%2F%2Fdocs.google.com%2Fdocument%2Fu%2F0%2Fcreate%3Fusp%3Ddot_new<mpl=docs&osid=1&passive=1209600&service=wise&flowName=WebLiteSignIn&flowEntry=ServiceLogin&ifkv=AWa2PasT3fzmBVDogbYOa448WODYqcNpbr94eLlOd4kL-w5BLgVa3s5bweNB_q-BV6hVUtWFJzfuoQ','Google Docs: doc.new','','2026',4,'Direct shortcut mechanism for instantly initializing an empty, collaborative Google Doc environment under the user''s active Google account identity. Highly useful for collaborative platform runtime documentation and note taking.','English','Tool','Beginner',0,'online','manual',NULL,NULL,1781430203,0,'2026-06-14T11:43:23.404158+02:00',NULL,NULL,NULL,'["Collaboration Tools", "SaaS Utilities", "Quick Link"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines','iximiuz.com: How Kubernetes Reinvented Virtual Machines (in a good sense) 🌟🌟','','2025',5,'Insightful analysis explaining how Kubernetes replicates hypervisor features through API-driven isolation, network namespaces, and cgroups. Demonstrates how K8s serves as the cloud operating system, abstraction layer, and software-defined datacenter.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781430203,0,'2026-06-14T11:43:23.936667+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Virtualization VS Containers", "Kubernetes Concept"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/containers-vs-pods','iximiuz.com: Containers vs. Pods - Taking a Deeper Look','','2025',5,'Deep technical review of the boundaries separating a standard Linux container from a Kubernetes Pod. Illustrates namespace sharing, IPC barriers, loopback network interfaces, and volume mounting mechanics between multi-container structures.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781430224,0,'2026-06-14T11:43:44.288792+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Container Concepts", "Pods Deep Dive"]','["[DE FACTO STANDARD]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-storage','Kubernetes Storage - Volumes','','2026',5,'Detailed catalog explaining stateful execution patterns inside Kubernetes. Focuses on lifecycle dynamics of Ephemeral, Persistent (PV), and PersistentVolumeClaims (PVC), alongside container storage interfaces (CSI) used to integrate modern storage backends.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1781430243,0,'2026-06-14T11:44:03.984014+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Storage", "Volumes Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.boot.dev','qvault.io: How to Restart All Pods in a Kubernetes Namespace','','2024',3,'Tactical guide walking through multiple methods of forcing a restart on all Pods inside a Kubernetes Namespace. Covers `kubectl rollout restart deployment` as the clean rolling-restart standard, contrasted against disruptive container terminations.','English','Article','Beginner',1,'online','manual',NULL,NULL,1781430244,0,'2026-06-14T11:44:04.377107+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Operations", "Pod Restarts"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes-client-libraries','Client Libraries for Kubernetes','','2026',5,'Complete directory of supported Kubernetes API client libraries (Python, Go, Java, JavaScript, etc.). Details patterns for programmatic service discovery, controller building, and custom automation direct from application runtime code.','Spanish','Documentation','Advanced',1,'online','manual',NULL,NULL,1781430256,0,'2026-06-14T11:44:16.016842+02:00',NULL,NULL,NULL,'["Containers & Orchestration", "Kubernetes Development", "API Client Libraries"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/crossplane','Crossplane','','2026',5,'Comprehensive review of Crossplane, a CNCF control-plane framework transforming Kubernetes clusters into universal infrastructure schedulers. Permits declarative definition of cloud resources (RDS, S3, VMs) alongside native Kubernetes schemas.','Spanish','Documentation','Advanced',0,'online','manual',NULL,NULL,1781430256,0,'2026-06-14T11:44:16.092381+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Crossplane & Control Planes", "Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/serverless','Serverless Architectures','','2026',5,'In-depth analysis exploring execution concepts, billing architectures, scalability curves, and performance tradeoffs inherent in Serverless patterns. Details key differences between FaaS, cloud-managed runtimes, and self-hosted Knative workloads.','Spanish','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430266,0,'2026-06-14T11:44:26.045665+02:00',NULL,NULL,NULL,'["Cloud Architecture", "NoOps & Serverless", "Overview"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://testguild.com/podcast/a345-mohamed','testguild.com: Pipeline as Code with Mohamed Labouardy','','2022',3,'Podcast episode reviewing the strategic transition to declarative configuration pipelines (Pipeline as Code). Emphasizes integration of automated compliance scanning, container vulnerability reports, and regression testing suites.','English','Podcast','Intermediate',1,'online','manual',NULL,NULL,1781430266,0,'2026-06-14T11:44:26.712146+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD & Testing", "Pipeline as Code"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.liquibase.com/liquibase-vs-flyway','liquibase.org: Liquibase vs. Flyway','','2024',0,'A detailed evaluation of the architectural trade-offs between Liquibase and Flyway. This resource explores Liquibase''s multi-database abstraction layers (XML, YAML, JSON) alongside Flyway''s developer-focused, SQL-first approach, explaining their impact on continuous delivery pipelines and database schema version control.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430276,0,'2026-06-14T11:44:36.317744+02:00',NULL,NULL,NULL,'["Data Architecture", "Database Migrations", "Tool Comparison"]','["[COMMUNITY-TOOL]"]','[]','["liquibase.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-learn-ci-cd-fast','about.gitlab.com: How to learn CI/CD fast','','2023',3,'Tactical guide establishing a rapid, practice-centric training program to master continuous delivery fundamentals. Walks through setting up simple multi-stage build pipelines, lint checks, test suites, and Docker deployment actions.','English','Article','Beginner',0,'online','manual',NULL,NULL,1781430276,0,'2026-06-14T11:44:36.380038+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD Best Practices", "Learning Paths"]','["[COMMUNITY-TOOL]"]','[]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://percona.community/blog','percona: Database Schema Management Via Liquibase','','2023',4,'Architectural guide for automating relational database migrations using Liquibase in CI/CD chains. Evaluates declarative XML/SQL changeset formats, execution tracking setups, and rollback configurations necessary to safely release database modifications alongside microservices.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430276,0,'2026-06-14T11:44:36.476821+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Database GitOps", "Liquibase"]','["[ENTERPRISE-STABLE]"]','[]','["liquibase.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices','about.gitlab.com: How to keep up with CI/CD best practices','','2023',4,'Synthesis of modern continuous integration frameworks, emphasizing pipeline standardization, artifact isolation, and fast feedback loops. Discusses optimization of runner resource footprints and build steps parallelization.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430276,0,'2026-06-14T11:44:36.495991+02:00',NULL,NULL,NULL,'["Continuous Delivery", "CI/CD Best Practices", "Overview"]','["[ENTERPRISE-STABLE]"]','[]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.harness.io/blog/blue-green-canary-deployment-strategies','harness.io: Intro to Deployment Strategies: Blue-Green, Canary, and More 🌟','','2024',5,'Highly detailed structural evaluation of Kubernetes deployment paradigms. Contrasts blue-green switches, canary rollouts, and rolling deployments based on system overhead, traffic redirection latency, and blast-radius containment.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430276,0,'2026-06-14T11:44:36.615602+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Deployment Strategies", "Blue-Green & Canary"]','["[DE FACTO STANDARD]"]','[]','["cicd.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com','devbattles.com: Python Flask, Part 1: Hello World!','','2018',1,'Basic introductory guide to initializing a minimalist web application using Python''s Flask framework. Covers routing, local development server execution, and HTTP response handling. Hosted domain is defunct; retained solely for index history.','English','Tutorial','Beginner',1,'online','manual',NULL,NULL,1781736143,0,'2026-06-18T00:42:23.617825+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Development", "Web Frameworks"]','["[GUIDE]", "[LEGACY]"]','[]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/istio','Istio','','2026',0,'A comprehensive entry point to Istio architecture, the enterprise-grade service mesh. Details how engineers manage traffic routes, secure service-to-service communication with mutual TLS, and gain deep tracing observability across distributed Kubernetes deployments.','English','Reference','Advanced',1,'online','manual',NULL,NULL,1781430301,0,'2026-06-14T11:45:01.531654+02:00',NULL,NULL,NULL,'["Cloud Native", "Service Mesh", "Istio"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.youtube.com/watch?v=TUKYbUIXLOE','youtube: The 6 Levels of Claude Code Explained','','2025',0,'A deep-dive video breakdown analyzing the capabilities of Anthropic''s Claude Code interface. Evaluates the progression from basic code generation and syntax correction to advanced multi-file refactoring and semi-autonomous agentic software engineering tasks.','English','Video','Intermediate',0,'online','manual',NULL,NULL,1781430302,0,'2026-06-14T11:45:02.000456+02:00',NULL,NULL,NULL,'["Software Engineering", "AI Tools", "Claude Code"]','["[COMMUNITY-TOOL]"]','[]','["ai-agents-mcp.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=a9a94d43d7a9',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1781430313,0,'2026-06-14T11:45:13.099455+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws','Distributed Load Testing on AWS 🌟','- [amazon.com: Introducing Distributed Load Testing v1.3](https://aws.amazon.com/about-aws/whats-new/2021/05/introducing-distributed-load-testing-v1-3)','2021',0,'An AWS Solution blueprint outlining distributed cloud load testing utilizing containerized runners inside AWS Fargate. Simulates high-velocity traffic spikes to assess API gateway throughput bottlenecks and database elasticity limits.','English','Architecture Guide','Advanced',1,'online','manual',NULL,NULL,1781430322,0,'2026-06-14T11:45:22.945393+02:00',NULL,NULL,NULL,'["Infrastructure", "Testing", "Load Testing"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.scaleway.com/en/en/kubernetes-kapsule','scaleway.com: Kubernetes Kapsule','','2025',0,'Official technical guide for Scaleway''s managed Kubernetes implementation (Kapsule). Describes control-plane operations, auto-scaling configuration, and provisioning persistent storage volumes across European cloud regions.','English','Documentation','Intermediate',1,'online','manual',NULL,NULL,1781430325,0,'2026-06-14T11:45:25.346945+02:00',NULL,NULL,NULL,'["Cloud Native", "Managed Kubernetes", "Scaleway Kapsule"]','["[COMMUNITY-TOOL]"]','[]','["scaleway.md", "digitalocean.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/microservices','dynatrace.com: What are microservices? All you need to know','','2024',0,'A high-level architectural overview exploring the decoupling of corporate monoliths into agile microservices. Discusses structural changes, challenges in service discovery, and the crucial role of tracing telemetry for maintaining state consistency.','English','Article','Beginner',1,'online','manual',NULL,NULL,1781430335,0,'2026-06-14T11:45:35.344891+02:00',NULL,NULL,NULL,'["Software Engineering", "Architecture Patterns", "Microservices"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://cloud.google.com/blog','cloud.google.com: Introducing a Google Cloud architecture diagramming tool','','2021',0,'Introduces Google Cloud''s web-based console architecture designer. Explains how engineering departments construct, validate, and export precise GCP topology maps using standardized reference modules.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1781430366,0,'2026-06-14T11:46:06.014621+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "GCP Diagramming"]','["[COMMUNITY-TOOL]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.aws.amazon.com/solutions/workload-discovery-on-aws','AWS Perspective 🌟','','2024',0,'Technical blueprint for Workload Discovery on AWS (formerly AWS Perspective). This serverless solution dynamically visualizes cloud layouts, maintains historical dependency logs, and facilitates compliance audits.','English','Solution Guide','Intermediate',0,'online','manual',NULL,NULL,1781430366,0,'2026-06-14T11:46:06.112493+02:00',NULL,NULL,NULL,'["Infrastructure", "Visualizations", "Cloud Discovery"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["cloud-arch-diagrams.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://repost.aws/knowledge-center/start-stop-lambda-eventbridge','How do I stop and start EC2 instances at regular intervals using AWS Lambda? (Video)','','2024',0,'An operational video walkthrough demonstrating serverless compute cost-reduction routines. Details how to coordinate AWS Lambda with EventBridge cron schedules to automate lifecycle actions for EC2 fleets.','English','Video Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781430366,0,'2026-06-14T11:46:06.289019+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "AWS Lambda & EventBridge"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-serverless.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.ibm.com/topics','ibm.com: CIS Benchmarks','','2024',0,'The Center for Internet Security (CIS) Benchmarks provide globally recognized consensus-based best practices for securing IT systems, clouds, and Kubernetes environments. Organizations use these structured guidelines to validate and harden infrastructure configurations, ensuring compliance with strict security mandates through automated configuration auditors.','English','Standard','Advanced',0,'duplicate','manual',NULL,NULL,1781430366,0,'2026-06-14T11:46:06.613464+02:00',NULL,NULL,NULL,'["Security", "Compliance", "CIS Benchmarks"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md", "kubernetes-security.md"]','{}','{"duplicate_of": "https://www.ibm.com/think/topics/cis-benchmarks"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud','grafana.com: Get comprehensive monitoring for your Apache Kafka ecosystem instances quickly with Grafana Cloud','','2023',0,'A guide to implementing telemetry tracking for Apache Kafka clusters inside Grafana Cloud. Demonstrates telemetry ingestion setups for monitoring broker memory pools, throughput levels, and consumer offsets.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1781430377,0,'2026-06-14T11:46:17.094743+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Kafka Ecosystem"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/07/26/get-comprehensive-monitoring-for-your-apache-kafka-ecosystem-instances-quickly-with-grafana-cloud"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-metamonitoring-prometheus-servers-to-monitor-all-other-prometheus-servers-at-grafana-labs','grafana.com: How we use metamonitoring Prometheus servers to monitor all other Prometheus servers at Grafana Labs','','2023',0,'A high-performance monitoring case study from Grafana Labs. Illustrates the architectural pattern of metamonitoring, utilizing dedicated Prometheus servers to watch, query, and alert on larger global telemetry networks.','English','Case Study','Advanced',1,'online','manual',NULL,NULL,1781430387,0,'2026-06-14T11:46:27.427006+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Meta-Monitoring"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent','grafana.com: Why we created a Prometheus Agent mode from the Grafana Agent','','2022',0,'Explores the technical reasoning for deploying Prometheus in Agent Mode instead of as a full collector database. Explains memory savings, localized caching patterns, and metrics forwarding via standard Remote Write protocols.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1781430387,0,'2026-06-14T11:46:27.451015+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Agent"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-the-grafana-agent"}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/get-started-with-prometheus-with-these-three-easy-projects','grafana.com: Get started with Prometheus with these three easy projects','','2023',0,'A hands-on, multi-project tutorial designed to build core competencies with Prometheus metrics collections, PromQL search syntax, and standard Node Exporter integrations.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1781430387,0,'2026-06-14T11:46:27.456852+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Prometheus Getting Started"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/prometheus','Prometheus','','2024',0,'Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It utilizes a pull-based metrics collection model over HTTP, powered by a highly efficient dimensional data model (TSDB) with PromQL. Essential for Kubernetes cloud-native environments, it excels in dynamic service discovery and real-time operational visibility.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1781430397,0,'2026-06-14T11:46:37.175710+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "Metrics Collection"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md", "monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service','grafana.com: Using Telegraf plugins to visualize industrial IoT data with the Grafana Cloud Hosted Prometheus service','','2023',0,'Demonstrates pipeline setups connecting InfluxData''s Telegraf collectors to Grafana Cloud. Explains parsing MQTT or Modbus industrial machinery telemetry feeds and transforming them into Prometheus-compliant timeseries data.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1781430397,0,'2026-06-14T11:46:37.469265+02:00',NULL,NULL,NULL,'["Observability", "Monitoring", "IoT Observability"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{"duplicate_of": "https://grafana.com/blog/2021/04/05/using-telegraf-plugins-to-visualize-industrial-iot-data-with-the-grafana-cloud-hosted-prometheus-service"}');
+INSERT INTO "resources" VALUES('https://login.microsoftonline.com/common/oauth2/v2.0/authorize?client_id=09213cdc-9f30-4e82-aa6f-9b6e8d82dab3&redirect_uri=https%3A%2F%2Ftechcommunity.microsoft.com%2Ft5%2Fs%2Fauth%2Foauth2callback%2Fproviderid%2Fdefault&response_type=code&state=t32RGeYIHrLX7VZiIP5Idsc47642cGWeSnDaow_6xtt0AVO-pN2q_aKbw0Dw-5VfiAvlYRC6AjPqIjJ7tTD1oClJ2fvT9BIa-6OwFcbLVaGkbYkIAE0gmCezmGXRDrJwzJR9YyiSjnMURsQeirF4CS5A4QI2afRW2Y563huvTZiWPqnMHS5Lx_G1x1stZSViKRMJRdvOE0G-tlOGg5nQw1Q4Ie55Bqkrtp6BguyPyVA&scope=User.Read+openid+email+profile+offline_access&referer=https%3A%2F%2Ftechcommunity.microsoft.com%2Fblog%2F-%2Fintroduction-to-azure-devops-workload-identity-federation-oidc%2F3908687','techcommunity.microsoft.com: Introduction to Azure DevOps Workload identity federation (OIDC) with Terraform','','2023',0,'Technical guide on configuring Azure DevOps Workload Identity Federation with Terraform. Explains using OIDC to exchange short-lived federated credentials, eliminating the need to store long-lived cloud secret keys inside pipeline variables.','English','Tutorial','Advanced',0,'online','manual',NULL,NULL,1781430407,0,'2026-06-14T11:46:47.378500+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "OIDC Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/powershell/dsc/configurations/configdata?view=dsc-1.1','docs.microsoft.com: Using configuration data in DSC','','2021',0,'An official Microsoft technical reference covering the segregation of operational configuration schemas from logic execution steps inside PowerShell Desired State Configuration (DSC) frameworks.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781430407,0,'2026-06-14T11:46:47.420216+02:00',NULL,NULL,NULL,'["Infrastructure", "Configuration Management", "PowerShell DSC"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://arjavdave.com','arjavdave.com: Continuous Integration: CI/CD for iOS (Part 1)','','2022',0,'A specialized technical series outlining the construction of CI/CD pipelines for Apple iOS applications. Discusses Xcode configuration frameworks, automated signing, and remote deployment to App Store Connect.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.463305+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Mobile DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/partial-clone-for-massive-repositories','about.gitlab.com: How Git Partial Clone lets you fetch only the large file you need','','2021',0,'Analyzes git-clone optimizations inside large enterprise monorepos. Demonstrates using partial cloning configs to bypass heavy binary blobs, downloading asset datasets dynamically during active execution loops.','English','Blog Post','Intermediate',0,'duplicate','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.926376+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Performance"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2020/03/13/partial-clone-for-massive-repositories"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/iteration-and-code-review','about.gitlab.com: Why small merge requests are key to a great review 🌟','','2023',0,'Analyzes productivity advantages of using small, isolated merge requests. Illustrates how reducing code change surface areas results in higher-quality reviews, rapid QA approvals, and decreased defect leakage.','English','Blog Post','Beginner',1,'online','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.941552+02:00',NULL,NULL,NULL,'["Software Engineering", "Software Delivery", "Code Review Protocols"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/keep-git-history-clean-with-interactive-rebase','gitlab.com: How to keep your Git history clean with interactive rebase','','2023',0,'A practical walk-through of interactive Git rebasing workflows. Explains strategies for squashing commit histories and resolving code conflicts before initiating target branch merges.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.944522+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Rebasing"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/beginner-guide-ci-cd','gitlab.com: GitLab’s guide to CI/CD for beginners','','2022',0,'An introductory educational guide to GitLab CI/CD fundamentals. Outlines basic pipeline stages, executor configuration structures, and standard YAML declarative properties.','English','Blog Post','Beginner',0,'online','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.952331+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Basics"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/effective-ci-cd-pipelines','about.gitlab.com: Want a more effective CI/CD pipeline? Try our pro tips','','2023',0,'Advanced tuning guide for optimizing GitLab CI/CD workflows. Focuses on implementing Directed Acyclic Graphs (DAG), tuning runner cache policies, and constructing efficient pipeline inheritance layers.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1781430408,0,'2026-06-14T11:46:48.983365+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/open-shift-ga','about.gitlab.com: GitLab’s Kubernetes Operator with support for Red Hat OpenShift is now generally available','','2022',0,'Announces general availability of the GitLab Kubernetes Operator with Red Hat OpenShift support. Discusses lifecycle automation, upgrades, and scaling procedures for self-hosted GitLab instances inside secure enterprise clusters.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.118208+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/12/open-shift-ga"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/using-run-parallel-jobs','about.gitlab.com: How we used parallel CI/CD jobs to increase our productivity','','2022',0,'An operational case study on implementing parallel GitLab CI runner tasks. Highlights how configuring parallel test suites significantly reduced development pipeline feedback cycles.','English','Case Study','Intermediate',1,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.137706+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "GitLab CI Optimization"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/20/using-run-parallel-jobs"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-kubernetes-agent-on-gitlab-com','about.gitlab.com: A new era of Kubernetes integrations on GitLab.com','','2022',0,'Introduces the GitLab Agent for Kubernetes, enabling pull-based GitOps deployment workflows. This architecture shifts away from traditional push-based CI models, offering enhanced security and continuous state reconciliation.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.141436+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Kubernetes Agent"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/5-code-review-features','about.gitlab.com: How GitLab''s 5 new code review features will make life easier','','2021',0,'Explores five key GitLab features designed to streamline the code review process. Includes visual multi-line comment mapping, customized approval gates, and Code Owners configuration.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.145905+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Code Review"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/09/09/5-code-review-features"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitpod-desktop-app-personal-activities','about.gitlab.com: Why we built GitDock, our desktop app to navigate your GitLab activities','','2021',0,'Introduces GitDock, a desktop application designed to centralize GitLab tasks, merge requests, and build pipelines in a unified status panel.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.147415+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Desktop Clients"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/10/05/gitpod-desktop-app-personal-activities"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/ci-deployment-and-environments','about.gitlab.com: How to use GitLab CI to deploy to multiple environments','','2022',0,'Details configurations for deploying workloads across multiple cloud environments using GitLab CI. Covers environment variable scoping, secure secret injections, and manual approval gates.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.162871+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Multi-Environment Deployments"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/05/ci-deployment-and-environments"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/new-git-default-branch-name','about.gitlab.com: The new Git default branch name','','2021',0,'Provides guidelines on migrating default git branch nomenclature from ''master'' to ''main''. Details configuration updates required for local developer systems and central hosting providers.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.170782+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Git Standards"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/03/10/new-git-default-branch-name"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gko-on-ocp','about.gitlab.com: How to install and use the GitLab Kubernetes Operator (on OCP)','','2022',0,'An operational installation guide for deploying the GitLab Kubernetes Operator on Red Hat OpenShift. Discusses Ingress controllers, Security Context Constraints (SCC), and persistent storage volumes.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.191354+02:00',NULL,NULL,NULL,'["Cloud Native", "GitOps", "GitLab Operator"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22','about.gitlab.com: GitLab Chart works towards Kubernetes 1.22','','2021',0,'Details architectural changes to the GitLab Helm Chart to support Kubernetes 1.22. Evaluates adaptations required for API deprecations, specifically focusing on Ingress resources.','English','Blog Post','Advanced',1,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.209877+02:00',NULL,NULL,NULL,'["Cloud Native", "Helm Charts", "GitLab Deployment"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/12/17/gitlab-chart-works-towards-kubernetes-1-22"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/pipeline-editor-overview','about.gitlab.com: Meet Pipeline Editor, your one-stop-shop for building a CI/CD pipeline','','2021',0,'Highlights GitLab''s visual Pipeline Editor, featuring dynamic YAML schema validation, pipeline visualization dashboards, and real-time syntax checking.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.213739+02:00',NULL,NULL,NULL,'["Software Engineering", "CI/CD Platforms", "Pipeline Editor"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/02/22/pipeline-editor-overview"}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/mr-reviews-with-vs-code','gitlab.com: How to do GitLab merge request reviews in VS Code','','2022',0,'Demonstrates integrating GitLab Merge Request code reviews directly inside Visual Studio Code. Enables developers to comment, review changes, and manage approvals without switching context to the web UI.','English','Blog Post','Beginner',0,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.214086+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "VS Code Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2021/01/25/mr-reviews-with-vs-code"}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/visual-studio','Visual Studio Code (Git Extensions)','','2025',0,'A guide to utilizing visual Git extensions inside VS Code. Helps developers manage commit sequences, visualize branch merges, and resolve conflicts within a unified IDE workspace.','English','Reference','Beginner',0,'online','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.216079+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "VS Code Extensions"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/how-we-use-the-grafana-github-plugin-to-track-outstanding-pull-requests','grafana: How we use the Grafana GitHub plugin to track outstanding pull requests','','2022',0,'Detailed technical guide on configuring Grafana dashboards with GitHub plugins. Demonstrates building engineering performance visualizations to track commit frequencies, PR lifetimes, and team review velocities.','English','Case Study','Intermediate',0,'online','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.266294+02:00',NULL,NULL,NULL,'["Software Engineering", "Developer Productivity", "Grafana GitHub Integration"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/simple-kubernetes-management-with-gitlab','about.gitlab.com: Simple Kubernetes management with GitLab','','2022',0,'An architectural guide on using GitLab as a unified management plane for Kubernetes. Covers cluster connecting procedures, security posture monitoring, and automated Auto DevOps pipelines.','English','Blog Post','Intermediate',1,'duplicate','manual',NULL,NULL,1781430419,0,'2026-06-14T11:46:59.265888+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Management", "GitLab Integrations"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{"duplicate_of": "https://about.gitlab.com/blog/2022/11/15/simple-kubernetes-management-with-gitlab"}');
+INSERT INTO "resources" VALUES('https://www.vogue.es/lideres','business.vogue.es: Adiós a los jefes tóxicos: este es el nuevo tipo de liderazgo gentil que triunfa','','2022',0,'An analysis of evolving corporate management cultures and toxic workplace mitigation. Discusses the value of empathetic leadership and structured soft skills in reducing developer attrition within modern tech teams.','Spanish','Article','Beginner',0,'online','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.253231+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Leadership"]','["[COMMUNITY-TOOL]"]','[]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://creately.com/guides/how-to-set-kpis-for-team-members','creately.com: A Step By Step Guide to Set KPIs for Team Members','','2023',0,'A step-by-step guide to setting actionable KPIs for engineering teams. Explores balancing quantitative delivery metrics with qualitative team-growth targets to align development outputs with business objectives.','English','Guide','Beginner',0,'online','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.254418+02:00',NULL,NULL,NULL,'["Business & Careers", "Management Patterns", "Team Performance"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["project-management-methodology.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/grafana','Grafana','','2024',0,'Grafana is the industry-standard multi-platform open-source analytics and interactive visualization web application. It supports query, visualization, alerting, and analysis of metrics, logs, and traces from diverse backends (Prometheus, Elasticsearch, Loki, Jaeger). Its pluggable architecture allows organizations to build unified operational dashboards across heterogeneous data layers.','Go/TypeScript','Tool','Intermediate',0,'online','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.705869+02:00',NULL,NULL,NULL,'["Observability", "Visualization", "Dashboards"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-security-fundamentals-second-edition&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Security Fundamentals (free)','','2024',0,'A fundamental training program covering core security topologies inside AWS. Explores the Shared Responsibility Model, IAM resource authorization, KMS encryption keys, and continuous infrastructure auditing.','English','Course','Beginner',0,'duplicate','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.775608+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "AWS Security Fundamentals"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/48/aws-security-fundamentals-second-edition"}');
+INSERT INTO "resources" VALUES('https://skillbuilder.aws/search?searchText=aws-technical-essential-spanish-from-latin-america&showRedirectNotFoundBanner=true','explore.skillbuilder.aws: AWS Skill Builder - Introducción a AWS Data Pipeline (Español Latinoamérica) | AWS Technical Essentials (Spanish from Latin America) - Free','','2024',0,'An introductory training course on AWS Data Pipeline, tailored for Spanish-speaking cloud engineers. Details basic data processing workflows, scheduling, and error handling for distributed cloud storage architectures.','Spanish','Course','Beginner',0,'duplicate','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.781128+02:00',NULL,NULL,NULL,'["Infrastructure", "Cloud Computing", "AWS Training"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["aws-training.md"]','{}','{"duplicate_of": "https://skillbuilder.aws/course/external/view/elearning/7854/aws-technical-essential-spanish-from-latin-america"}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/news/blog','dynatrace.com: Why conventional observability fails in Kubernetes environments—A real-world use case 🌟','','2022',0,'This analysis explores why legacy, non-topological monitoring tools fail in dynamic, highly ephemeral Kubernetes architectures. It highlights the necessity of real-time topology mapping and automated entity correlation to avoid alert fatigue during cascade failures. Standard static dashboard approaches are contrasted with causal, AI-driven monitoring models.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.868349+02:00',NULL,NULL,NULL,'["Observability", "APM", "Analysis"]','["[LEGACY]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://bigdataboutique.com/blog/tuning-elasticsearch-the-ideal-java-heap-size-2toq2j','blog.bigdataboutique.com: Tuning Elasticsearch: The Ideal Java Heap Size','','2022',0,'This technical guide details memory allocation strategies for JVM-based Elasticsearch nodes. It focuses on the critical rule of thumb of setting JVM heap sizes to 50% of available physical RAM (capping at 32GB to avoid breaking compressed ordinary object pointers / OOPs) while leaving the remainder for OS file system caching. Correct heap configuration directly prevents garbage collection pauses and OOM crashes in high-throughput indexing setups.','Java','Article','Advanced',0,'online','manual',NULL,NULL,1781430429,0,'2026-06-14T11:47:09.899777+02:00',NULL,NULL,NULL,'["Data Stores", "Elasticsearch", "Performance Tuning"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/knowledge-base/aws-lambda','dynatrace.com: A look behind the scenes of AWS Lambda and our new Lambda monitoring extension','','2021',0,'Dynatrace''s AWS Lambda extension leverages the AWS Lambda Telemetry API to collect execution-level metrics, logs, and cold-start details with minimal execution overhead. The extension collects trace data from the execution environment asynchronously, preventing monitoring latency from impacting client response times. This offers complete end-to-end transaction tracing from API Gateways through serverless compute to downstream databases.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781430439,0,'2026-06-14T11:47:19.891454+02:00',NULL,NULL,NULL,'["Cloud Native", "Serverless", "AWS Lambda Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/technologies/kubernetes-monitoring','dynatrace.com: Dynatrace monitoring for Kubernetes and OpenShift','','2023',0,'This product reference explains Dynatrace''s AI-driven observability agent, OneAgent, customized for Kubernetes and Red Hat OpenShift. By leveraging automatic injection at the container layer, it delivers full-stack trace and metric collection without manual code changes or pod sidecars. The Davis AI engine processes this topological data to automate root-cause analysis for microservice anomalies.','English','Documentation','Intermediate',0,'duplicate','manual',NULL,NULL,1781430439,0,'2026-06-14T11:47:19.900566+02:00',NULL,NULL,NULL,'["Observability", "APM", "Commercial Observability"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/dynatrace-monitoring-for-kubernetes-and-openshift"}');
+INSERT INTO "resources" VALUES('https://www.sysdig.com/blog/kubernetes-security-guide','sysdig.com: Kubernetes Security Guide 🌟','','2023',0,'Sysdig''s comprehensive guide to securing Kubernetes platforms details a multi-layered defense strategy covering container image scanning, runtime protection, network policies, and role-based access control (RBAC). It highlights compliance mappings (such as CIS benchmarks) and operational best practices for detecting abnormal kernel system calls using eBPF-based agents.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1781430439,0,'2026-06-14T11:47:19.915413+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Hardening"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/announcing-grafana-tempo-a-massively-scalable-distributed-tracing-system','grafana.com: Announcing Grafana Tempo, a massively scalable distributed tracing system 🌟','','2020',0,'Grafana Tempo is an open-source, high-scale, easy-to-use, and cost-effective distributed tracing backend. Designed to require only object storage (like S3 or GCS) to operate, it eliminates the operational overhead and high costs of running complex indexes via Elasticsearch or Cassandra. Tempo integrates deeply with Grafana, Prometheus, and Loki, enabling seamless correlation between logs, metrics, and traces.','Go','Tool','Advanced',0,'online','manual',NULL,NULL,1781430440,0,'2026-06-14T11:47:20.217364+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Grafana Tempo"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://grafana.com/blog/a-beginners-guide-to-distributed-tracing-and-how-it-can-increase-an-applications-performance','grafana.com: A beginner''s guide to distributed tracing and how it can increase an application''s performance 🌟','','2021',0,'This introductory guide outlines the foundational mechanics of distributed tracing, exploring how request lifecycles are visualized using traces, spans, and parent-child span relationships. It clarifies how tracing correlates disjointed events across multi-service boundaries, enabling developers to detect latency bottlenecks and optimize microservice architectures.','English','Article','Beginner',1,'online','manual',NULL,NULL,1781430440,0,'2026-06-14T11:47:20.299483+02:00',NULL,NULL,NULL,'["Observability", "Tracing", "Distributed Tracing"]','["[COMMUNITY-TOOL]"]','[]','["monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.theodo.com/en-uk/blog','Hands on your first Kubernetes secrets 🌟','','2021',0,'This hands-on tutorial guides developers through creating, decoding, and mounting native Kubernetes Secret resources within applications. It highlights base64 encoding limitations and advises on key architectural alternatives, such as HashiCorp Vault integration, Sealed Secrets, or CSI secret store drivers for production environments.','English','Tutorial','Beginner',1,'online','manual',NULL,NULL,1781430450,0,'2026-06-14T11:47:30.153942+02:00',NULL,NULL,NULL,'["Security", "Kubernetes Security", "Secrets Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/ansible-network-resource-modules-deep-dive-on-return-values','ansible.com: Ansible Network Resource Modules: Deep Dive on Return Values','','2020',0,'This technical breakdown examines the structure and execution flow of Ansible Network Resource Modules, focusing on standard return structures (`before`, `after`, and `gathered`). It explains how network engineers can build precise declarative state files for network appliances, enabling idempotent drift correction and structured state auditing.','Python','Article','Advanced',0,'online','manual',NULL,NULL,1781430460,0,'2026-06-14T11:47:40.379458+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Networking"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/channel/red-hat-ansible-automation','ansible.com/blog/topic/ansible-tower','','2020',0,'Official updates channel focusing on Ansible Tower (the precursor to AAP''s automation controller). Content spans legacy scaling strategies, visual workflow design, API routing, and integrations with enterprise LDAP systems.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.393396+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible Tower"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/automating-red-hat-satellite-with-ansible','ansible.com: Automating Red Hat Satellite with Ansible','- [galaxy.ansible.com: letsencrypt](https://galaxy.ansible.com/t_systems_mms/letsencrypt) This collection contains a role for issuing ssl certificates from Let''s Encrypt via dns or http-challenge','2021',0,'This technical resource details integrating Ansible with Red Hat Satellite to manage enterprise OS life cycles. It explains using Satellite Collections to provision instances, register hosts to subscription channels, and configure patch schedules automatically across large-scale physical and cloud environments.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.397945+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Satellite"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible','ansible.com: Automation services catalog, the newest addition to the Ansible Automation Platform','','2020',0,'This document covers the self-service Automation Services Catalog in Red Hat AAP. It allows business users to request IT resources using automated Ansible plays in a structured governance framework, tracking compliance and multi-level approvals across organization boundaries.','English','Documentation','Intermediate',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.406651+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible Catalog"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/technologies/management/ansible/application-delivery','ansible.com: Automating your business application''s REST API with Ansible','','2021',0,'This guide demonstrates orchestrating custom application workflows and RESTful APIs using Ansible''s `uri` module. It details credential authentication, payload handling, and status code verification within a continuous integration or system-provisioning pipeline, eliminating the need for ad-hoc scripting.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.430631+02:00',NULL,NULL,NULL,'["Automation", "API Integration", "Ansible HTTP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.dynatrace.com/platform/oneagent','dynatrace.com: Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview)','','2022',0,'Details utilizing Ansible automation to rapidly deploy and configure thousands of Dynatrace OneAgent nodes simultaneously. It leverages certified collections to deploy system services across heterogeneous OS landscapes while ensuring uniform host tagging and environment variables.','Python','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.549360+02:00',NULL,NULL,NULL,'["Observability", "Automation", "Ansible Integration"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{"duplicate_of": "https://www.dynatrace.com/news/blog/achieve-faster-time-to-value-by-deploying-thousands-of-oneagents-at-once-with-ansible-preview"}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/top-10-ansible-blogs-2022','ansible.com: The Top 10 Ansible Blogs of 2022','','2022',0,'A curated digest of the most impactful Ansible-focused blogs of 2022, highlighting innovations in automation controller integrations, cloud-native operators, and execution environment isolation. This compilation serves as a learning map for engineering teams adapting to enterprise automation patterns and modular collections.','English','Blog','Beginner',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.761872+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Communities"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/based-validated-network-content','ansible.com: Fundamentals of Network Automation with Ansible Validated Content using the network.base collection','','2023',0,'This resource covers Ansible''s network validated content library, structured to help infrastructure teams quickly adopt reliable network automation capabilities. Focusing on the `network.base` collection, it details architectural standards for managing multi-vendor network fabrics with reusable, pre-validated playbooks and tasks.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.782442+02:00',NULL,NULL,NULL,'["Automation", "Configuration Management", "Ansible Networking"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/introducing-ansible-automation-platform-2','ansible.com: Introducing Ansible Automation Platform 2','','2021',0,'This article introduces Ansible Automation Platform 2, showcasing its containerized architecture shift. By replacing standard python virtualenvs with execution environments (isolated containers containing all Python/Ansible dependencies), AAP 2 solves scalability limitations and drift issues across enterprise deployment nodes.','Python','Release Notes','Advanced',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.796605+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/fast-vs-easy-benchmarking-ansible-operators-for-kubernetes','ansible.com: Fast vs Easy: Benchmarking Ansible Operators for Kubernetes','','2021',0,'This benchmark study analyzes Ansible-based Kubernetes Operators versus Go and Helm alternatives. It compares reconciliation latency, operational memory consumption, and execution complexity, demonstrating that while Ansible operators provide rapid developer velocity and utilize familiar YAML logic, Go operators excel at higher scaling metrics.','Python/Go','Article','Advanced',0,'online','manual',NULL,NULL,1781430470,0,'2026-06-14T11:47:50.815196+02:00',NULL,NULL,NULL,'["Kubernetes", "Operators", "Ansible Operators"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://ruuda.nl/2023/the-yaml-document-from-hell','ruudvanasseldonk.com: The yaml document from hell','','2023',0,'An analysis detailing edge cases, confusing specifications, and common syntactical pitfalls inherent to the YAML standard. It highlights issues such as Norway country-code confusion (`NO` parsed as boolean `false`), string coercion, and massive object graph vulnerabilities, promoting defensive configuration practices.','English','Blog','Intermediate',0,'online','manual',NULL,NULL,1781430471,0,'2026-06-14T11:47:51.093134+02:00',NULL,NULL,NULL,'["Configuration", "YAML", "Pitfalls"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/now-available-red-hat-ansible-automation-platform-1.2','ansible.com: Red Hat Ansible Automation Platform 1.2','','2020',0,'Overview of the legacy Red Hat Ansible Automation Platform v1.2 release. It highlights the convergence of Ansible Tower, Engine, and Network Engine, alongside introducing private automation hubs to store and control internal automation content within secure environments.','Python','Release Notes','Intermediate',0,'online','manual',NULL,NULL,1781430472,0,'2026-06-14T11:47:52.135763+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[LEGACY]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/announcing-the-red-hat-enterprise-linux-certified-ansible-collection','ansible.com: Announcing the Red Hat Enterprise Linux Certified Ansible Collection 🌟','','2020',0,'Announcement of the Red Hat Enterprise Linux (RHEL) System Roles as certified Ansible collections. This allows sysadmins to manage core operating system configuration parameters (network interfaces, SELinux, firewall rules, and storage pools) using vendor-supported, stable, and declarative code modules.','Python','Article','Intermediate',0,'online','manual',NULL,NULL,1781430472,0,'2026-06-14T11:47:52.304473+02:00',NULL,NULL,NULL,'["Automation", "Infrastructure Management", "Ansible Collections"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-controller','ansible.com: What''s new in Ansible Automation Platform 2: automation controller','- [ansible.com: What''s new in Ansible Automation Platform 2: automation content navigator](https://www.redhat.com/en/blog/whats-new-in-ansible-automation-platform-2-automation-content-navigator)','2021',0,'Highlights details of the ''automation controller,'' which replaces Ansible Tower in AAP 2. Built to decouple control plane and execution plane functions, it improves job routing, credential management, and multi-tenant scaling through decentralized execution environments.','Python','Article','Advanced',0,'online','manual',NULL,NULL,1781430472,0,'2026-06-14T11:47:52.497694+02:00',NULL,NULL,NULL,'["Automation", "Platform", "Ansible AAP"]','["[COMMUNITY-TOOL]"]','[]','["ansible.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.stackrox.io/blog/kubernetes-networking-demystified','stackrox.com: Kubernetes Networking Demystified: A Brief Guide','','2021',0,'This reference guide deconstructs core Kubernetes networking patterns: container-to-container, pod-to-pod, pod-to-service, and external access mechanisms. It explains the mechanics of CNI plugins, IPAM allocations, iptables/IPVS load balancing, and dynamic ingress mapping.','English','Guide','Intermediate',1,'online','manual',NULL,NULL,1781430480,0,'2026-06-14T11:48:00.690037+02:00',NULL,NULL,NULL,'["Kubernetes", "Networking", "Architecture"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint','about.gitlab.com: Tips for productive DevOps workflows: JSON formatting with jq and CI/CD linting automation','','2022',0,'Technical walkthrough on improving pipeline developer velocity using GitLab CI/CD, JSON manipulation with `jq`, and linting tooling. It focuses on isolating syntax-checking phases to fail fast, validating config schemas before they are applied to running stages.','Shell','Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781430480,0,'2026-06-14T11:48:00.732745+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD", "Automation"]','["[COMMUNITY-TOOL]"]','[]','["yaml.md"]','{}','{"is_special": true, "duplicate_of": "https://about.gitlab.com/blog/2021/04/21/devops-workflows-json-format-jq-ci-cd-lint"}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/analyze-your-kubernetes-yaml-files-and-helm-charts-to-ensure-best-practices-using-kuberlinter-in-azure-devops-pipeline','thomasthornton.cloud: Analyze your Kubernetes YAML files and Helm Charts to ensure best practices using KubeLinter in Azure DevOps Pipeline','','2021',0,'This post walks through embedding KubeLinter in Azure DevOps CI/CD pipelines to audit Kubernetes manifests and Helm charts. It highlights security and performance check validations, such as identifying missing resource limits, root privileges, or improper security contexts before deployment.','YAML','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781430481,0,'2026-06-14T11:48:01.698234+02:00',NULL,NULL,NULL,'["Kubernetes", "DevSecOps", "Linting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["yaml.md"]','{}','{"is_special": true}');
+INSERT INTO "resources" VALUES('https://www.theodo.com/en-fr/blog','Kubernetes productivity tips and tricks 🌟','','2021',0,'A practitioner''s guide to enhancing CLI-based Kubernetes productivity. It explores advanced setups such as custom shell autocompletion, kubectx/kubens utilities, smart aliases, and log-tailing helpers designed to reduce cognitive overhead during real-time incident responses.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781430485,0,'2026-06-14T11:48:05.378586+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Productivity"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md", "kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/openshift','Openshift Container Platform','','2026',0,'Red Hat OpenShift is a premier enterprise-grade hybrid cloud Kubernetes application platform. It adds out-of-the-box developer tooling, integrated security standards, cluster virtualization, internal registry configurations, and Operator-based life cycle management directly over raw Kubernetes.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1781430485,0,'2026-06-14T11:48:05.555416+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Red Hat OpenShift", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/rancher','Rancher: Enterprise management for Kubernetes','','2026',0,'Rancher is a unified platform for managing multi-cluster, heterogeneous Kubernetes deployments across diverse cloud providers and bare metal hosts. It simplifies operational management by providing centralized authentication, unified RBAC access, structured audit logs, and simplified Helm catalog deployments.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1781430485,0,'2026-06-14T11:48:05.562698+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Rancher", "Multi-Cluster"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-training-totally-free','tanzu.vmware.com: Introducing KubeAcademy Pro: In-Depth Kubernetes Training, Totally Free','','2020',0,'KubeAcademy by VMware provides modular education resources and deep-dive technical courses targeting Kubernetes administrators and application developers. It focuses on practical application scaling, cluster security, debugging, and continuous integration concepts.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,1781430486,0,'2026-06-14T11:48:06.125173+02:00',NULL,NULL,NULL,'["Education", "Kubernetes", "Training"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes','tanzu.vmware.com: VMware Tanzu SQL: MySQL at Scale Made Easy for Kubernetes','','2020',0,'Tanzu SQL provides a robust, operator-driven solution for provisioning and operating MySQL databases within Kubernetes clusters. It automates common lifecycle events such as data replication, high availability clustering, automatic backups, and critical security patching.','Go','Operator','Advanced',0,'online','manual',NULL,NULL,1781430486,0,'2026-06-14T11:48:06.125607+02:00',NULL,NULL,NULL,'["Databases", "Kubernetes Operators", "VMware Tanzu"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.mirantis.com/software/mirantis-kubernetes-engine','Mirantis Docker Enterprise 3.1+ with Kubernetes','','2020',0,'Formerly Docker Enterprise, Mirantis Kubernetes Engine (MKE) provides enterprise-ready cluster deployment capabilities utilizing either Kubernetes or Swarm orchestrators. It features integrated identity management, safe private image registries, and granular role-based security tooling.','Go','Platform','Advanced',0,'online','manual',NULL,NULL,1781430495,0,'2026-06-14T11:48:15.769802+02:00',NULL,NULL,NULL,'["Kubernetes Platforms", "Mirantis", "Enterprise"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://about.gitlab.com/blog/vscode-extension-development-with-gitlab','gitlab.com: VS Code extension development with GitLab','','2022',0,'Explores how developers can construct VS Code extensions integrated with GitLab CI/CD and APIs. The post showcases best practices for extension design, testing automation, and deployment mechanisms, streamlining local-to-cloud workspace automation.','TypeScript','Article','Intermediate',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.033371+02:00',NULL,NULL,NULL,'["Development", "DevOps", "IDE Integration"]','["[COMMUNITY-TOOL]"]','[]','["visual-studio.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://docs.ansible.com/collections.html','Manage Kubernetes (K8s) objects','','2024',0,'Official documentation detailing Ansible''s specialized `kubernetes.core.k8s` module capabilities. It focuses on declaratively orchestrating Kubernetes objects directly from Ansible playbooks, allowing organizations to cleanly bridge traditional VM configuration setups with modern containerized platform configurations.','Python','Documentation','Advanced',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.668228+02:00',NULL,NULL,NULL,'["Automation", "Kubernetes", "Ansible Modules"]','["[COMMUNITY-TOOL]"]','[]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/kubernetes','Kubectl plugins and tools','','2025',0,'This reference compilation highlights external tools and kubectl extensions managed via Krew. It details how third-party plugins (like `neat`, `kns`, or security-focused extensions) expand basic kubectl operational debugging and cluster-inspection capabilities.','Go','Tool','Intermediate',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.680800+02:00',NULL,NULL,NULL,'["Kubernetes", "Operations", "Kubectl Plugins"]','["[COMMUNITY-TOOL]"]','[]','["kubectl-commands.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.blackduck.com/blog/integrating-automated-ast-tools.html','synopsys.com: How to integrate automated AST tools in your CI/CD pipeline','','2021',0,'This article describes how to integrate automated Application Security Testing (AST) scanners (SAST, DAST, SCA) inside CI/CD pipelines. It explains how to establish automated quality gates to prevent vulnerable code from progressing to integration and production staging layers.','English','Article','Advanced',0,'online','manual',NULL,NULL,1781430523,0,'2026-06-14T11:48:43.813812+02:00',NULL,NULL,NULL,'["Security", "DevSecOps", "Application Security"]','["[COMMUNITY-TOOL]"]','[]','["testops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-software','techerati.com: DevSecOps: Eight tips for truly securing software','','2022',0,'An architectural blueprint detailing eight foundational pillars for embedding security directly into the CI/CD pipeline. Key concepts include shifted-left vulnerability scanning, automated compliance checks, dependency analysis, and developer-centric security education. The article offers high-level pragmatic strategies for organizations transitioning from traditional DevOps to modern DevSecOps frameworks.','English','Best Practice Guide','Intermediate',0,'online','manual',NULL,NULL,1781432178,0,'2026-06-14T12:16:18.617535+02:00',NULL,NULL,NULL,'["Security & Governance", "DevSecOps", "Best Practices"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with-oidc','Deploying to Azure: Secure Your GitHub Workflow with OIDC','','2022',0,'Analyzes the mechanism of securing deployment pipelines on Azure by leveraging GitHub Actions with OIDC federation. This setup eliminates credential rotation burdens and prevents high-privilege credential leakage. The article guides developers through creating federated credentials in Azure AD and configuring GitHub workflows for passwordless authentication.','YAML','Technical Article','Intermediate',0,'online','manual',NULL,NULL,1781432228,0,'2026-06-14T12:17:08.047025+02:00',NULL,NULL,NULL,'["Security & Governance", "CI/CD Security", "Azure & GitHub Integration"]','["[COMMUNITY-TOOL]"]','[]','["aws-security.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump','blog.heaphero.io: What is GC Log, thread dump and Heapdump? 🌟','','2021',0,'A diagnostic reference explaining the roles of garbage collection (GC) logs, thread dumps, and heap dumps in Java Virtual Machine (JVM) analysis. GC logs map memory reclamation patterns, thread dumps identify concurrency deadlocks, and heap dumps pinpoint memory leaks. This guide bridges the gap between raw JVM telemetry and pragmatic troubleshooting workflows.','Java','Technical Article','Advanced',0,'online','manual',NULL,NULL,1781432228,0,'2026-06-14T12:17:08.603184+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "JVM Performance", "Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/a-devops-journey-using-azure-devops','thomasthornton.cloud: A DevOps journey using Azure DevOps','','2021',0,'A comprehensive retrospective detailing the strategic transition and ongoing journey of adopting Azure DevOps for enterprise platform engineering. The guide explores centralizing pipeline definitions, managing environment gates, optimizing agent pools, and leveraging built-in boards and repositories. It highlights pragmatic challenges and structural lessons learned during real-world migrations to cloud-native delivery workflows.','YAML','Case Study','Intermediate',0,'online','manual',NULL,NULL,1781432259,0,'2026-06-14T12:17:39.274052+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[CASE STUDY]", "[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.redhat.com/en/blog/federation-v2-is-now-kubefed','Multi-cluster Federation in OpenShift 4 is called **KubeFed**','','2019',2,'Curator Insight introduces the KubeFed system in OpenShift 4. Live Grounding highlights its mechanism for template distribution and configuration sync across multiple clusters. Valuable for understanding historical cross-cluster patterns before modern gateway patterns.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736113,0,'2026-06-18T00:41:53.853399+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Multi-Cluster", "Legacy Federation"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-examples','blog.ycrash.io: dmesg – Unix/Linux command, beginners introduction with examples','','2022',0,'A fundamental reference guide to using the `dmesg` utility for examining kernel-level ring buffer logs in Unix and Linux operating systems. The resource highlights critical subcommands for parsing device driver issues, memory allocation failures (including Out-Of-Memory/OOM kills), and hardware initialization errors. It provides essential CLI commands to help system administrators and site reliability engineers troubleshoot core OS issues.','Bash','Technical Article','Beginner',0,'duplicate','manual',NULL,NULL,1781432292,0,'2026-06-14T12:18:12.054700+02:00',NULL,NULL,NULL,'["Observability & Troubleshooting", "Linux Systems", "Kernel Diagnostics"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{"duplicate_of": "https://blog.ycrash.io/2021/06/28/dmesg-unix-linux-command-beginners-introduction-with-examples"}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform','thomasthornton.cloud: Enabling PostgreSQL flexible server logs and configuring a retention period using Terraform','','2022',0,'Practical implementation guide for leveraging HashiCorp Terraform to configure diagnostic logging and retention policies on Azure Database for PostgreSQL Flexible Server. By defining IaC blocks for diagnostic settings and log forwarding, platform engineers can automate the streaming of engine logs to Azure Monitor, Log Analytics, or Storage Accounts. This configuration ensures compliance with enterprise security audits and automated log archival.','HCL','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781432324,0,'2026-06-14T12:18:44.100638+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Database Automation", "Terraform & Azure"]','["[COMMUNITY-TOOL]"]','[]','["terraform.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/03/28/enabling-postgresql-flexible-server-logs-and-configuring-a-retention-period-using-terraform"}');
+INSERT INTO "resources" VALUES('https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4cbdedcc9914?gi=89e3feac8f11',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'online',NULL,NULL,NULL,1781432409,0,'2026-06-14T12:20:09.617802+02:00',NULL,NULL,NULL,'[]','[]','[]','[]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era','techerati.com: Microservices in the Cloud-Native Era','','2022',0,'Explores the strategic paradigm shift toward microservices as the de facto structural archetype for scalable cloud platforms. It dissects operational complexities including traffic routing, discovery mechanisms, and failure domain containment through circuit-breakers. A vital read for architects planning monolithic-to-microservices migrations under modern Kubernetes-centric infrastructures.','English','Technical Article','Advanced',1,'online','manual',NULL,NULL,1781432431,0,'2026-06-14T12:20:31.808019+02:00',NULL,NULL,NULL,'["Architecture Patterns", "Microservices", "Cloud-Native Infrastructure"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines','thomasthornton.cloud: Conditional Variables in Azure DevOps Pipelines','','2022',0,'Detailed evaluation of configuring dynamic and conditional variable expressions within Azure DevOps YAML pipelines. By utilizing built-in pipeline expressions, developers can adjust variable values based on source branch, trigger conditions, or build parameters. This capability promotes DRY (Don''t Repeat Yourself) practices and allows high levels of pipeline reuse across different environments.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781432462,0,'2026-06-14T12:21:02.548550+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2021/08/04/conditional-variables-in-azure-devops-pipelines"}');
+INSERT INTO "resources" VALUES('https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines','thomasthornton.cloud: Adding pull-request comments to Azure DevOps Repo from Azure DevOps Pipelines','','2022',0,'Step-by-step automation guide showing how to programmatically publish comments back to Azure DevOps pull requests directly from active CI pipelines. Using the Azure DevOps REST API or CLI within pipeline stages, teams can auto-post code quality summaries, terraform plans, or security scanner findings. This approach shortens the feedback loop for developers and streamlines team review processes.','YAML','Technical Article','Intermediate',0,'duplicate','manual',NULL,NULL,1781432463,0,'2026-06-14T12:21:03.837586+02:00',NULL,NULL,NULL,'["Platform Engineering", "CI/CD Platforms", "Azure DevOps"]','["[COMMUNITY-TOOL]"]','[]','["azure.md"]','{}','{"duplicate_of": "https://thomasthornton.cloud/2024/01/18/adding-pull-request-comments-to-azure-devops-repo-from-azure-devops-pipelines"}');
+INSERT INTO "resources" VALUES('https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t','REST vs. gRPC: Battle of the APIs','','2020',3,'Curator Insight presents this as a direct technical showdown. Live Grounding details the underlying HTTP/2 multiplexing advantage of gRPC versus HTTP/1.1 REST patterns. This guide provides concrete latency, serialization (Protobuf), and performance benchmarks crucial for microservices architects.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781735866,0,'2026-06-18T00:37:46.083070+02:00',NULL,NULL,NULL,'["Application Architecture", "Inter-Service Communication", "Protocols"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/api-management/what-is-api-management','axway.com: What is API Management?','','2022',1,'Curator Insight focuses on the operational oversight of APIs. Live Grounding confirms the resource details the full lifecycle of API management, including policy enforcement, rate limiting, and analytics. It provides architects with foundational criteria for evaluating enterprise-grade API gateways.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781735867,0,'2026-06-18T00:37:47.143235+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Lifecycle"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/different-types-apis','apifriends.com: What are the different types of APIs? 🌟','','2021',2,'Curator Insight identifies this as a categorization guide. Live Grounding reveals a deep breakdown of open, partner, and internal APIs, along with architectural styles like REST, GraphQL, and gRPC. It is a key reference for establishing service-to-service governance rules.','English','Article','Beginner',0,'online','manual',NULL,NULL,1781735867,0,'2026-06-18T00:37:47.746809+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/what-is-an-api','apifriends.com: What is an API?','','2021',0,'Curator Insight highlights this resource as an entry point for understanding API fundamentals. Live Grounding verifies it details REST, SOAP, and RPC protocols with clear architectural trade-offs. It serves as an educational starting point for cloud-native developers navigating API design patterns.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1781735867,0,'2026-06-18T00:37:47.819915+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Fundamentals"]','["[COMMUNITY-TOOL]"]','[]','["api.md"]','{}','{"duplicate_of": "https://www.postman.com/what-is-an-api"}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/devops-best-practices-testing','blazemeter.com: Three Ways DevOps Benefit from AWS CodePipeline','','2019',1,'Curator Insight emphasizes the DevOps efficiency gains using AWS-native pipelines. Live Grounding demonstrates how the platform automates continuous integration, integrates performance testing tools like BlazeMeter, and reduces manual deployment risk. It serves as a practical blueprint for cloud-native delivery.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781735875,0,'2026-06-18T00:37:55.896311+02:00',NULL,NULL,NULL,'["CI-CD", "Cloud-Native Delivery", "AWS"]','["[COMMUNITY-TOOL]"]','[]','["aws-devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-with-jenkins-and-openshift','stackoverflow: How to define BuildConfig object with Jenkins and openshift','','2018',1,'Curator Insight addresses automated OpenShift build pipelines. Live Grounding details the precise YAML and Jenkins pipeline syntax needed to safely trigger BuildConfig objects from external CI nodes. It remains highly relevant for legacy Jenkins-to-OpenShift integrations.','English','Q&A','Advanced',0,'online','manual',NULL,NULL,1781735920,0,'2026-06-18T00:38:40.609296+02:00',NULL,NULL,NULL,'["CI-CD", "Platform-as-a-Service", "OpenShift"]','["[LEGACY]"]','[]','["demos.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://resources.axway.com','axway.com/digitize','','2022',1,'Curator Insight positions this as Axway''s resource repository. Live Grounding shows it serves as an enterprise catalog containing whitepapers, technical case studies, and integration blueprints. It is best utilized for scoping architectural patterns across multi-cloud enterprise setups.','English','Portal','Beginner',0,'online','manual',NULL,NULL,1781735922,0,'2026-06-18T00:38:42.194703+02:00',NULL,NULL,NULL,'["Application Architecture", "Enterprise Integration", "Resources"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management','Axway API Management','','2021',2,'Curator Insight introduces Axway''s enterprise-grade API suite. Live Grounding verifies that full-lifecycle API management coordinates API design, discovery, security, and usage monitoring under a unified management plane. It acts as a de facto reference for corporate digital transformation plans.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781735922,0,'2026-06-18T00:38:42.527557+02:00',NULL,NULL,NULL,'["Application Architecture", "API Management", "Platform Solutions"]','["[COMMUNITY-TOOL]"]','[]','["developerportals.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_with_gatekeeper','justinpolidori.it: Secure Your Docker Images With Cosign (and OPA Gatekeeper)','','2022',4,'Curator Insight introduces cryptographic supply chain signing. Live Grounding validates that combining Sigstore Cosign with OPA Gatekeeper enables strict admissions-control validation of signed OCI containers. This setup forms the bedrock of zero-trust Kubernetes cluster pipelines.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781735924,0,'2026-06-18T00:38:44.483997+02:00',NULL,NULL,NULL,'["Security", "Software Supply Chain", "Policy Enforcement"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.puppet.com','Relay','','2021',1,'Curator Insight positions Relay as an event-driven DevOps automated response system. Live Grounding reveals that while Puppet has shifted its core focus, Relay pioneered trigger-based cloud infrastructure remediation workflows. It offers valuable historical design insights for serverless runbook systems.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,1781735924,0,'2026-06-18T00:38:44.485214+02:00',NULL,NULL,NULL,'["Operations", "Automation", "Workflow Engines"]','["[COMMUNITY-TOOL]"]','[]','["devops-tools.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/blog/implementing-data-security-on-red-hat-openshift','portworx.com: Implementing Data Security on Red Hat OpenShift 🌟','','2021',4,'Curator Insight targets stateful application protection. Live Grounding displays how Portworx delivers hardware-level encryption, granular RBAC, and secure key-management integrations on Red Hat OpenShift. It provides a robust architecture for strict financial or healthcare compliance criteria.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781735925,0,'2026-06-18T00:38:45.114717+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Enterprise Storage", "OpenShift"]','["[ENTERPRISE-STABLE]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.tigera.io/project-calico','Project Calico 🌟','','2026',5,'Curator Insight flags Calico as an industry-standard networking engine. Live Grounding reviews its implementation of eBPF and standard Linux iptables routing schemes to enforce high-performance network security. It remains an absolute standard for zero-trust workloads.','English','Project','Advanced',0,'online','manual',NULL,NULL,1781736024,0,'2026-06-18T00:40:24.199302+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "CNI Plugins", "Security Policy"]','["[DE FACTO STANDARD]"]','[]','["devsecops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec','iximiuz.com: Containers 101: attach vs. exec - what''s the difference?','','2021',4,'Curator Insight breaks down fundamental OCI execution flags. Live Grounding highlights the difference between attaching to a main container process (TTY/STDIN sharing) and starting an independent debug process via exec. Essential reading for system level container operations.','English','Interactive Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781735928,0,'2026-06-18T00:38:48.941041+02:00',NULL,NULL,NULL,'["Containerization", "Fundamentals", "Container Runtimes"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com','docker.com: Docker and Ambassador Labs Announce Telepresence for Docker, Improving the Kubernetes Development Experience 🌟','','2021',3,'Curator Insight focuses on solving local-to-remote debugging loops. Live Grounding highlights how the Telepresence integration routes traffic between local Docker containers and active Kubernetes environments. It facilitates near-zero friction testing for distributed development squads.','English','Announcement','Intermediate',1,'online','manual',NULL,NULL,1781735938,0,'2026-06-18T00:38:58.360313+02:00',NULL,NULL,NULL,'["Kubernetes Development", "Local Environments", "Testing Tools"]','["[COMMUNITY-TOOL]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.docker.com/blog','docker.com: Kubernetes in Production Environments','','2020',3,'Curator Insight outlines production orchestration methodologies. Live Grounding reviews security boundary configuration, container lifecycle tracking, and host performance balancing. Best suited for teams mapping their early-stage infrastructure migrations.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781736011,0,'2026-06-18T00:40:11.975548+02:00',NULL,NULL,NULL,'["Kubernetes Cluster Operations", "Production Readiness", "Ecosystem"]','["[ENTERPRISE-STABLE]"]','[]','["docker.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://examples.javacodegeeks.com/java-development/enterprise-java/spring/tomcat-vs-jetty-vs-undertow-comparison-of-spring-boot-embedded-servlet-containers','Tomcat vs. Jetty vs. Undertow: Comparison of Spring Boot Embedded Servlet Containers','','2019',3,'Curator Insight compares Java microservices web engines. Live Grounding parses resource footprints, non-blocking I/O support, and throughput capacity benchmarks between Tomcat, Jetty, and Undertow. Essential for microservices tuning when running inside standard OCI wrappers.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781735941,0,'2026-06-18T00:39:01.406322+02:00',NULL,NULL,NULL,'["Application Architecture", "Runtime Environments", "JVM Containers"]','["[COMMUNITY-TOOL]"]','[]','["embedded-servlet-containers.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://mergify.com','mergify.io','','2026',4,'Curator Insight showcases automated pull request workflows. Live Grounding reveals a sophisticated automation engine that handles conditional merging, queue scheduling, and branch rebase synchronization on GitHub. It minimizes human bottlenecks during continuous deployment cycles.','English','Service','Intermediate',0,'online','manual',NULL,NULL,1781735950,0,'2026-06-18T00:39:10.213624+02:00',NULL,NULL,NULL,'["CI-CD", "Developer Operations", "Automation"]','["[ENTERPRISE-STABLE]"]','[]','["git.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-using-helm-charts','cncf.io: Quick application deployments on MicroK8s using Helm Charts','','2021',3,'Curator Insight explores lightweight Kubernetes distributions. Live Grounding shows how combining MicroK8s'' single-command setup with Helm deployments yields ultra-fast feedback loops for edge computing and local testing. Essential for local testing scenarios.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781735950,0,'2026-06-18T00:39:10.478631+02:00',NULL,NULL,NULL,'["Kubernetes Environments", "Edge and IoT", "MicroK8s"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://hackandslash.blog/how-to-create-custom-helm-charts','mbbaig.blog: How to create custom Helm charts 🌟','','2021',3,'Curator Insight offers a deep-dive tutorial into templating. Live Grounding details how to construct, parameterize, and lint Helm templates for microservices deployments. Perfect for platform engineers moving from static YAML to dynamic definitions.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781735950,0,'2026-06-18T00:39:10.910295+02:00',NULL,NULL,NULL,'["Kubernetes Orchestration", "Package Management", "Helm"]','["[COMMUNITY-TOOL]"]','[]','["helm.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://dzone.com/articles/microservices-anti-patterns','developer.com: Overcoming the Common Microservices Anti-Patterns','','2018',3,'Curator Insight dissects common architectural pitfalls in distributed systems. Live Grounding analyzes anti-patterns such as the ''Distributed Monolith'', hardcoded network locations, and shared databases. It offers structural refactoring paths crucial for microservice transitions.','English','Article','Advanced',1,'online','manual',NULL,NULL,1781735973,0,'2026-06-18T00:39:33.838417+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Design Patterns"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog','blazemeter.com: Top Jenkins Plugins You Can’t Miss in 2018','','2018',1,'Curator Insight highlights the core modular capabilities of Jenkins. Live Grounding lists popular plugins for pipeline visualization, Git integration, and test suite automation. Primarily valuable for retrofitting older enterprise pipelines.','English','Blog Post','Intermediate',0,'online','manual',NULL,NULL,1781735992,0,'2026-06-18T00:39:52.083894+02:00',NULL,NULL,NULL,'["CI-CD", "Developer Operations", "Jenkins"]','["[COMMUNITY-TOOL]"]','[]','["jenkins.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/products/portworx-backup','PX-Backup','','2026',4,'Curator Insight presents a dedicated backup manager for stateful pods. Live Grounding validates PX-Backup''s ability to offer application-consistent backups, multi-cloud cross-cluster migrations, and instantaneous disaster recovery schedules. It is a premium product for compliance-driven stateful setups.','English','Product','Advanced',0,'online','manual',NULL,NULL,1781736003,0,'2026-06-18T00:40:03.454614+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Backup and Recovery", "Disaster Recovery"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-backup-migrations.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes','portworx.com: How to backup and restore Elasticsearch on Kubernetes','','2021',3,'Curator Insight explores distributed database safety. Live Grounding demonstrates how to snapshot stateful Elasticsearch clusters running inside Kubernetes without causing data loss or node downtime. A concrete manual for database administrators.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736012,0,'2026-06-18T00:40:12.833892+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Database Operations", "Elasticsearch"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-monitoring.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://eevans.co/blog/deconstructing-kubernetes-networking/index.html','eevans.co: Deconstructing Kubernetes Networking','','2019',4,'Curator Insight presents an exceptional architectural breakdown of the CNI layer. Live Grounding traces the packet path from Container-to-Container, Pod-to-Pod, and Pod-to-Service using concrete routing and Linux network namespace constructs. Highly technical and illuminating.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736022,0,'2026-06-18T00:40:22.566740+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Deep Dive", "Packet Flow"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog','blog.kubecost.com: Kubernetes kOps: Step-By-Step Example & Alternatives','','2021',3,'Curator Insight introduces programmatic cluster deployment. Live Grounding illustrates kOps-driven state configurations and asset automation on cloud providers. Useful for architects demanding self-managed declarative control over AWS instances.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736023,0,'2026-06-18T00:40:23.088845+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Cluster Lifecycle", "kOps"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bgp','projectcalico.org: Advertising Kubernetes Service IPs with Calico and BGP','','2021',4,'Curator Insight maps Kubernetes services straight to external routers. Live Grounding demonstrates how Calico utilizes BGP to advertise Service ClusterIPs and LoadBalancer IPs outside the cluster. A vital reference for bare-metal integrations.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736023,0,'2026-06-18T00:40:23.830566+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Advanced Routing", "BGP"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-networking.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-cluster-api','cncf.io webinar: Deploying Kubernetes to bare metal using cluster API','','2020',4,'Curator Insight details cluster bootstrapping mechanics. Live Grounding analyzes the utilization of the Cluster API (CAPI) declarative model to manage bare-metal infrastructure. Highly strategic for on-premises hybrid-cloud operations.','English','Webinar','Advanced',0,'online','manual',NULL,NULL,1781736026,0,'2026-06-18T00:40:26.577864+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Cluster Lifecycle", "Cluster API"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial','itwonderlab.com: Kubernetes Cluster using Vagrant and Ansible with Containerd (in 3 minutes) 🌟','','2021',4,'Curator Insight presents an automated multi-node testing setup. Live Grounding provides high-grade Ansible playbooks coupled with Vagrant VMs running containerd. Highly useful for local multi-node cluster prototyping.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,1781736027,0,'2026-06-18T00:40:27.034988+02:00',NULL,NULL,NULL,'["Kubernetes Provisioning", "Local Environments", "Infrastructure-as-Code"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["kubernetes-on-premise.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.doit.com/blog','blog.doit-intl.com: How to Set Up Multi-Cluster Load Balancing with GKE','','2021',4,'Curator Insight targets global high-availability traffic setups. Live Grounding explains GKE Multi-Cluster Ingress (MCI) and Multi-Cluster Gateway architectures. Extremely helpful for architects designing resilient global multi-region applications.','English','Blog Post','Advanced',1,'online','manual',NULL,NULL,1781736079,0,'2026-06-18T00:41:19.357750+02:00',NULL,NULL,NULL,'["Kubernetes Networking", "Multi-Cluster", "Load Balancing"]','["[ENTERPRISE-STABLE]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://enclaver.io/docs/0.x/getting-started','programmer.ink: Maven scaffolding best practices','','2022',3,'Curator Insight points to Enclaver''s getting started guides. Live Grounding explains how Enclaver packages OCI containers into highly secure, isolated enclave images (e.g., AWS Nitro Enclaves). It provides a concrete bridge between container delivery and confidential computing.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781736081,0,'2026-06-18T00:41:21.419480+02:00',NULL,NULL,NULL,'["Security", "Confidential Computing", "Enclaves"]','["[COMMUNITY-TOOL]"]','[]','["maven-gradle.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://blog.axway.com/learning-center/apis/api-management/whats-ipaas','blog.axway.com: What is iPaaS?','','2021',2,'Curator Insight defines Integration Platform as a Service (iPaaS). Live Grounding details how iPaaS orchestrates workflows across cloud and on-premises environments, acting as a high-density hub for enterprise integration. Crucial for understanding legacy modernization routes.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781736082,0,'2026-06-18T00:41:22.450958+02:00',NULL,NULL,NULL,'["Application Architecture", "Enterprise Integration", "iPaaS"]','["[LEGACY]"]','[]','["message-queue.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://dzone.com/articles/event-driven-microservices-1','developer.com: An Introduction to Event Driven Microservices','','2018',3,'Curator Insight reviews async architectural decoupling. Live Grounding defines event state tracking, message brokers, and transactional outbox patterns. It acts as a clear reference guide for moving away from brittle synchronous HTTP calls.','English','Article','Intermediate',1,'online','manual',NULL,NULL,1781736083,0,'2026-06-18T00:41:23.294214+02:00',NULL,NULL,NULL,'["Application Architecture", "Microservices", "Event-Driven"]','["[COMMUNITY-TOOL]"]','[]','["message-queue.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://sciencelogic.com/platform/skylar-advisor','Zebrium','','2023',3,'Curator Insight outlines automated root-cause analysis. Live Grounding shows that Zebrium, now integrated into ScienceLogic as Skylar Advisor, uses unsupervised machine learning to detect anomalies in massive multi-system log flows. It serves as an automated debugging aid.','English','Service','Advanced',0,'online','manual',NULL,NULL,1781736245,0,'2026-06-18T00:44:05.080064+02:00',NULL,NULL,NULL,'["Observability", "AIOps", "Log Analysis"]','["[COMMUNITY-TOOL]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift','How to Run HA Elasticsearch (ELK) on Red Hat OpenShift','','2021',3,'Curator Insight targets high-availability ELK stack patterns. Live Grounding outlines storage volume pairing, stateful replication rules, and failover topologies specific to OpenShift. A crucial reference for running enterprise log stacks safely.','English','Blog Post','Advanced',0,'online','manual',NULL,NULL,1781736112,0,'2026-06-18T00:41:52.841796+02:00',NULL,NULL,NULL,'["Kubernetes Storage", "Database Operations", "OpenShift"]','["[COMMUNITY-TOOL]"]','[]','["ocp3.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/open-source-load-testing-tools','blazemeter.com: Open Source Load Testing Tools: Which One Should You Use?','','2023',3,'A comprehensive comparison of open-source load testing utilities including JMeter, Locust, and k6. The guide evaluates key selection criteria such as protocol support, scripting language, and distributed execution capabilities. It assists infrastructure and quality engineers in selecting the optimal performance verification framework.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781736122,0,'2026-06-18T00:42:02.799493+02:00',NULL,NULL,NULL,'["Quality Engineering", "Performance Testing", "Open Source Tools"]','["[COMMUNITY-TOOL]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.blazemeter.com/blog/continuous-integration-jenkins','Blazemeter.com: Continuous Integration 101 - How to run Jmeter with jenkins 🌟','','2022',4,'Step-by-step technical guide for integrating Apache JMeter load tests within Jenkins CI/CD pipelines. Explains performance threshold configuration, dynamic build promotion, and reporting plugins. Highly valuable for establishing automated performance regression gates in automated delivery cycles.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1781736133,0,'2026-06-18T00:42:13.065091+02:00',NULL,NULL,NULL,'["CI-CD Platforms", "Jenkins", "Performance Integration"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','[]','["performance-testing-with-jenkins-and-jmeter.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/blog/kubernetes-backup-monitoring','portworx.com: Monitoring Kubernetes Backup with Prometheus and Grafana','','2023',3,'Technical overview of configuring Prometheus and Grafana to monitor stateful backup operations within Kubernetes. Evaluates critical operational metrics such as recovery point objective (RPO) compliance, storage utilization, and backup job failures. Crucial for operations teams managing enterprise-grade database persistence on Kubernetes.','English','Article','Advanced',0,'online','manual',NULL,NULL,1781736134,0,'2026-06-18T00:42:14.077838+02:00',NULL,NULL,NULL,'["Data Management", "Kubernetes Storage", "Backup Monitoring"]','["[COMMUNITY-TOOL]"]','[]','["prometheus.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel','stackoverflow: Problems installing python3 on RHEL 🌟','','2012',4,'Highly referenced community StackOverflow discussion outlining strategies and troubleshooting methods for compiling and installing Python 3 on RHEL environments. Addresses library dependency resolution and alternative package repositories like SCL. Essential historical reference for systems administrators managing enterprise Linux boxes.','English','Q&A','Intermediate',0,'online','manual',NULL,NULL,1781736143,0,'2026-06-18T00:42:23.618474+02:00',NULL,NULL,NULL,'["Platform Engineering", "Operating Systems", "Red Hat Enterprise Linux"]','["[ENTERPRISE-STABLE]"]','[]','["python.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://nubenetes.com/azure','Azure Policy','','2026',4,'Specialized gateway and reference documentation for enforcing structural compliance, resource auditing, and governance across Azure resource environments. Explains custom definition policies, policy initiatives, and automated remediation workflows. Critical reference for maintaining operational guardrails in enterprise cloud architectures.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,1781736153,0,'2026-06-18T00:42:33.998566+02:00',NULL,NULL,NULL,'["Public Cloud", "Azure Integration", "Cloud Governance"]','["[ENTERPRISE-STABLE]"]','[]','["securityascode.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://justinpolidori.com/posts/20220611_vcluster_auth','justinpolidori.it: LDAP authentication with Dex on Kubernetes with Vcluster (K3S)','','2022',3,'Deep technical walkthrough explaining the integration of Dex as an identity broker with LDAP to secure virtualized Kubernetes clusters (vcluster/K3s). Explains certificate handling, downstream cluster federation, and RBAC mapping. Solves complex multi-tenant enterprise identity requirements in high-density development environments.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1781736154,0,'2026-06-18T00:42:34.113958+02:00',NULL,NULL,NULL,'["Platform Engineering", "Virtual Clusters", "Identity and Access Management"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog','blog.kubecost.com: Rancher vs Kubernetes: It’s not either or','','2023',3,'Informative analysis clarifying the distinction between raw Kubernetes and multi-cluster orchestration management via Rancher. Details how Rancher operates on top of standard distributions to provide unified authentication, security compliance, and application catalog features. Excellent material for platform architects planning enterprise-wide cluster control planes.','English','Comparison','Intermediate',0,'online','manual',NULL,NULL,1781736154,0,'2026-06-18T00:42:34.651639+02:00',NULL,NULL,NULL,'["Platform Engineering", "Multi-Cluster Management", "Rancher vs K8s"]','["[COMMUNITY-TOOL]"]','[]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.rancher.academy','Rancher Academy 🌟','','2025',5,'Official educational platform providing comprehensive training, labs, and certification programs for SUSE Rancher, K3s, and global multi-cluster enterprise deployments. Guides practitioners through structural best practices for platform engineering, security, and edge operations. Recommended for engineers targeting certified Rancher competencies.','English','Training','Intermediate',0,'online','manual',NULL,NULL,1781736154,0,'2026-06-18T00:42:34.799739+02:00',NULL,NULL,NULL,'["Platform Engineering", "Education and Training", "Multi-Cluster Management"]','["[DE FACTO STANDARD]"]','[]','["rancher.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations','vmblog.com: The Rise of Modern Day Kubernetes Operations','','2022',3,'Industry insight analyzing the evolution of Day-2 Kubernetes operations, tracking the rise of automated cluster lifecycle tooling, declarative configuration management, and developer self-service. Explains the transition from manual infrastructure administration to modern DevOps and platform engineering paradigms.','English','Article','Intermediate',0,'online','manual',NULL,NULL,1781736181,0,'2026-06-18T00:43:01.744722+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Day 2", "Operational Excellence"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/training/certification/software-conformance','Certified Kubernetes offerings','','2026',4,'Official CNCF conformance page for checking Certified Kubernetes distributions, installers, and hosted platforms. Guarantees interoperability and conformance with Kubernetes APIs across diverse clouds and private infrastructures. Important directory for verified enterprise-level stack selection.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736190,0,'2026-06-18T00:43:10.780914+02:00',NULL,NULL,NULL,'["Platform Engineering", "Container Orchestration", "Industry Standards"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms','projectcalico.org: Using Kubernetes to orchestrate VMs','','2021',3,'Technical exploration of integrating Calico CNI with Kubernetes virtual machine orchestrators like KubeVirt. Demonstrates how to apply unified, declarative network security policies across legacy virtual machines and modern microservice pods. Bridges the gap for unified network topology management in hybrid environments.','English','Guide','Advanced',1,'online','manual',NULL,NULL,1781736191,0,'2026-06-18T00:43:11.335933+02:00',NULL,NULL,NULL,'["Infrastructure", "Hyperconverged Infrastructure", "Network Security"]','["[GUIDE]", "[LEGACY]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://storageclass.info/drivers','Searchable list of Kubernetes Storage Providers','','2025',4,'An exhaustive, searchable reference database listing Kubernetes Container Storage Interface (CSI) drivers and storage providers. Helps engineers evaluate capability matrices, dynamic provisioning options, snapshot support, and multi-cloud volume attachments. Essential directory for matching platform storage needs with verified solutions.','English','Reference','Intermediate',0,'online','manual',NULL,NULL,1781736200,0,'2026-06-18T00:43:20.848778+02:00',NULL,NULL,NULL,'["Cloud Native Storage", "CSI Drivers", "Reference Inventories"]','["[ENTERPRISE-STABLE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog','blog.kubecost.com: The Guide to Kubernetes Labels','','2023',3,'Practical engineering guide reviewing how Kubernetes labels, annotations, and selectors form the foundation of service discovery, deployment organization, and network routing. Provides optimal tagging schemas for microservice deployments, cost allocation, and multi-tenant filtering.','English','Guide','Beginner',1,'online','manual',NULL,NULL,1781736211,0,'2026-06-18T00:43:31.630787+02:00',NULL,NULL,NULL,'["Configuration Management", "Declarative Deployments", "Labels and Selectors"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.cncf.io/training/certification/ckad','cncf.io: Certified Kubernetes Application Developer (CKAD)','','2026',5,'Official CNCF training and certification page for the Certified Kubernetes Application Developer (CKAD) program. Validates a developer''s hands-on ability to build, configure, expose, and troubleshoot cloud-native applications on standard Kubernetes engines. Globally recognized standard for application developers in modern platforms.','English','Training','Intermediate',1,'online','manual',NULL,NULL,1781736221,0,'2026-06-18T00:43:41.414426+02:00',NULL,NULL,NULL,'["Platform Engineering", "Education and Training", "CKAD"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog','blog.kubecost.com: AKS Cost Monitoring and Governance With Kubecost','','2023',3,'Integration handbook addressing architectural steps to run Kubecost on Azure Kubernetes Service (AKS). Guides administrators through Azure account credentials integration, spot instance cost estimation, and corporate cost-governance reporting within Azure environments.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1781736221,0,'2026-06-18T00:43:41.909629+02:00',NULL,NULL,NULL,'["Financial Operations", "Azure Integration", "Kubernetes FinOps"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/products/kubecost/?src=kc-com','Kubecost 🌟','','2026',5,'The industry-standard real-time resource cost allocation and observability tool for multi-cluster environments. Seamlessly integrates with cloud APIs and Prometheus metrics to calculate granular cluster spend down to the namespace, deployment, and label level. Empowers engineering teams with automated optimization strategies and runaway cost alerts.','English','Tool','Intermediate',0,'online','manual',NULL,NULL,1781736221,0,'2026-06-18T00:43:41.912108+02:00',NULL,NULL,NULL,'["Financial Operations", "Kubernetes FinOps", "Cost Management"]','["[DE FACTO STANDARD]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog','blog.kubecost.com: Kubernetes node affinity: examples & instructions','','2023',3,'Deep dive tutorial exploring Kubernetes scheduling constraints, with special focus on node affinity, node anti-affinity, and node selectors. Explains soft vs hard constraints (preferredDuringScheduling and requiredDuringScheduling) with concrete, production-grade YAML snippets.','English','Guide','Intermediate',0,'online','manual',NULL,NULL,1781736221,0,'2026-06-18T00:43:41.912699+02:00',NULL,NULL,NULL,'["Scheduling and Eviction", "Advanced Scheduling", "Node Affinity"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.apptio.com/blog-devops/?src=kc-blog','blog.kubecost.com: Kubecost raises $5.5 million to help teams monitor and reduce their Kubernetes spend','','2021',2,'Historic coverage highlighting Kubecost''s strategic venture backing to scale operational efforts and meet the explosive demand for FinOps tooling within Kubernetes networks. Summarizes market drivers leading to cloud-native expense monitoring as a critical corporate focus area.','English','News','Beginner',0,'online','manual',NULL,NULL,1781736222,0,'2026-06-18T00:43:42.131324+02:00',NULL,NULL,NULL,'["Financial Operations", "Kubernetes FinOps", "Industry News"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-autopilot','portworx.com: Automating Kubernetes Data Management with GitOps & AutoPilot','','2022',3,'Explores Portworx Autopilot functionality in orchestrating automated volume capacity expansion and lifecycle data management using declarative GitOps models. Details how platform operators can automate storage provisioning dynamically based on real-time traffic demand, avoiding manual resizing overheads.','English','Guide','Advanced',0,'online','manual',NULL,NULL,1781736235,0,'2026-06-18T00:43:55.537627+02:00',NULL,NULL,NULL,'["Data Management", "Kubernetes Storage", "GitOps Storage"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["gitops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://www.puppet.com/resources/state-of-devops-report','puppet.com: The 2021 State of DevOps Report is here! 🌟','','2021',4,'Landmark research report outlining DevOps adoption phases, focusing on the critical role of platform engineering and self-service capabilities in accelerating organizational maturity. Delivers quantifiable performance metrics comparing elite, high, and low performing technical teams worldwide. Highly valuable resource for strategic cloud planning.','English','Report','Intermediate',0,'online','manual',NULL,NULL,1781736235,0,'2026-06-18T00:43:55.858880+02:00',NULL,NULL,NULL,'["Management and Strategy", "DevOps Culture", "Industry Reports"]','["[CASE STUDY]", "[ENTERPRISE-STABLE]"]','[]','["devops.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://vadimkravcenko.com/shorts/promotion-based-development','Promotion-Based Development: A Fast Track to Mediocrity','','2023',4,'A thought-provoking critique of development environments where promotion tracks heavily incentivize complex over-engineering and short-term visibility tasks rather than long-term architectural stability. Warns against standard architectural anti-patterns created by misaligned individual KPIs. Highly valuable reading for engineering leadership.','English','Article','Beginner',0,'duplicate','manual',NULL,NULL,1781736244,0,'2026-06-18T00:44:04.748004+02:00',NULL,NULL,NULL,'["Management and Strategy", "Engineering Culture", "Career Development"]','["[ENTERPRISE-STABLE]"]','[]','["project-management-methodology.md"]','{}','{"duplicate_of": "https://vadimkravcenko.com/shorts/promotion-based-development/"}');
 INSERT INTO "resources" VALUES('https://docs.gitlab.com/ee/ci','GitLab CI/CD',NULL,NULL,5,'Built-in continuous integration and delivery engine of GitLab, supporting declarative YAML pipeline specifications.',NULL,NULL,NULL,0,'online',NULL,NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "GitLab CI"]','["[DE FACTO STANDARD]"]','["docs/about.md"]','["about.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/azure/devops/pipelines','Azure Pipelines',NULL,NULL,4,'Cloud-hosted CI/CD pipeline service by Microsoft, supporting both Windows, Linux, and macOS environments.',NULL,NULL,NULL,0,'online',NULL,NULL,NULL,NULL,0,'2024-01-01T00:00:00+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "CI/CD and Pipelines", "Azure Pipelines"]','["[ENTERPRISE-STABLE]"]','["docs/about.md"]','["about.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://cursor.com','cursor.com: Cursor AI Code Editor','','2025',5,'The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep codebase indexing.','English','Software','Intermediate',0,'online','manual','N/A',100.0,1.78178817102135777e+09,0,'2026-06-18T15:09:31.021358+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "Cursor"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{}');
+INSERT INTO "resources" VALUES('https://cursor.com','cursor.com: Cursor AI Code Editor','','2025',5,'The premier AI-first code editor, built as a fork of VS Code, offering features like Cursor Tab (smart autocomplete), Cmd+K (inline edits), Composer (multi-file agentic code generation), and deep codebase indexing.','English','Software','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021358+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "Cursor"]','["[DE FACTO STANDARD]"]','["docs/ai.md"]','["ai.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://antigravity.google','antigravity.google: Google Antigravity Agentic Platform','','2026',5,'Google''s unified development platform and SDK (google-antigravity) for building, evaluating, and deploying stateful AI agents.
-Enables developers to transition from local prototype builds to secure GKE production environments and leverage the Gemini Enterprise Agent Platform.','Python','Software','Advanced',0,'online','manual','N/A',100.0,1.78178817102136254e+09,0,'2026-06-18T15:09:31.021363+02:00',NULL,NULL,NULL,'["AI & Agents", "Frameworks", "Google Cloud"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{}');
+Enables developers to transition from local prototype builds to secure GKE production environments and leverage the Gemini Enterprise Agent Platform.','Python','Software','Advanced',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021363+02:00',NULL,NULL,NULL,'["AI & Agents", "Frameworks", "Google Cloud"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview','docs.anthropic.com: Claude Code CLI','','2025',5,'Anthropic''s official command-line interface (CLI) tool designed for autonomous agentic software engineering.
-Claude Code can read codebases, execute commands, run tests, and manage git workflows directly in terminal environments.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78178817102136468e+09,0,'2026-06-18T15:09:31.021365+02:00',NULL,NULL,NULL,'["AI & Agents", "Environments", "Claude"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{}');
+Claude Code can read codebases, execute commands, run tests, and manage git workflows directly in terminal environments.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021365+02:00',NULL,NULL,NULL,'["AI & Agents", "Environments", "Claude"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://githubnext.com/projects/copilot-workspace','githubnext.com: GitHub Copilot Workspace','','2025',5,'An agentic development environment by GitHub Next designed to orchestrate software changes using autonomous developer agents.
-Assists developers from specification to implementation, verification, and code generation across complex repositories.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78178817102136707e+09,0,'2026-06-18T15:09:31.021367+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "GitHub Copilot"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
+Assists developers from specification to implementation, verification, and code generation across complex repositories.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021367+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "GitHub Copilot"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode','learn.microsoft.com: Use Agent Mode in GitHub Copilot','','2025',5,'Official documentation for the Agent Mode inside GitHub Copilot.
-Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1.78178817102136945e+09,0,'2026-06-18T15:09:31.021369+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "GitHub Copilot"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
+Guides developers on configuring autonomous multi-file refactoring, debugging, and advanced prompt engineering patterns.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021369+02:00',NULL,NULL,NULL,'["Developer Productivity", "IDEs", "GitHub Copilot"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions-best-practices','github.blog: Continuous Delivery with GitHub Actions','','2025',5,'Enterprise patterns and best practices for continuous delivery (CD) using GitHub Actions.
-Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOKEN configurations.','English','Blog','Intermediate',0,'online','manual','N/A',100.0,1.7817881710213716e+09,0,'2026-06-18T15:09:31.021372+02:00',NULL,NULL,NULL,'["Developer Productivity", "CI/CD", "GitHub Actions"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
+Highlights secure credential management, least privilege, runner isolation, environment checks, and GITHUB_TOKEN configurations.','English','Blog','Intermediate',0,'online','manual','N/A',100.0,1781788171,0,'2026-06-18T15:09:31.021372+02:00',NULL,NULL,NULL,'["Developer Productivity", "CI/CD", "GitHub Actions"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{}');
 COMMIT;
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 66a32587..19188c19 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -46,7 +46,7 @@ https://12factor.net:
   addition_method: manual
   content_hash: f7192439d441725427f4e28724b5279d8b2ff0d1e789d351c2a34b47b0a1890f
   health_score: 100.0
-  last_checked: 1779030927.998696
+  last_checked: 1779030927
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:27.998696+02:00'
   last_ai_eval: null
@@ -72,7 +72,7 @@ https://1829034.medium.com/getting-started-with-chaos-engineering-13e85a438d37:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032380.377799
+  last_checked: 1779032380
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.377799+02:00'
   last_ai_eval: null
@@ -135,7 +135,7 @@ https://3t.io/blog/how-to-connect-to-mongolab:
   addition_method: manual
   content_hash: 5f62fd92e1769dfcbcc8c89cf6ae5e9709490fc3149ea5950b6e19f5b62a855c
   health_score: 100.0
-  last_checked: 1779033757.936089
+  last_checked: 1779033757
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:37.936089+02:00'
   last_ai_eval: null
@@ -164,7 +164,7 @@ https://4dayweek.medium.com/what-does-the-work-life-balance-of-a-software-engine
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033750.7022
+  last_checked: 1779033750
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:30.702200+02:00'
   last_ai_eval: null
@@ -196,7 +196,7 @@ https://4sysops.com/archives/kubernetes-guide-node-selector-and-node-affinity-in
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034486.878945
+  last_checked: 1779034486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.878945+02:00'
   last_ai_eval: null
@@ -228,7 +228,7 @@ https://4sysops.com/archives/use-psexec-and-powershell-together:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030558.513407
+  last_checked: 1779030558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.513407+02:00'
   last_ai_eval: null
@@ -261,7 +261,7 @@ https://53jk1.medium.com/argocd-the-continuous-delivery-solution-for-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030000.188398
+  last_checked: 1779030000
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.188398+02:00'
   last_ai_eval: null
@@ -292,7 +292,7 @@ https://9elements.com/blog/developing-a-week-on-windows-with-wsl2:
   addition_method: manual
   content_hash: 5a4b358577e887aefd7273f77ecdf87e36ce14dc5ccce11269f4b3605e7a3f25
   health_score: 100.0
-  last_checked: 1779031516.625215
+  last_checked: 1779031516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:16.625215+02:00'
   last_ai_eval: null
@@ -322,7 +322,7 @@ https://9elements.com/blog/developing-on-windows-with-wsl2:
   addition_method: manual
   content_hash: d660b133132a4079eb3519613a6e510df4a73501e75331fa3bb078114755ec77
   health_score: 100.0
-  last_checked: 1779130494.946334
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.946334+02:00'
   last_ai_eval: null
@@ -356,7 +356,7 @@ https://9to5linux.com/centos-alternative-rocky-linux-8-5-is-out-now-with-secure-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029689.133622
+  last_checked: 1779029689
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.133622+02:00'
   last_ai_eval: null
@@ -387,7 +387,7 @@ https://9to5mac.com/2016/03/17/how-to-remap-windows-keyboard-buttons-match-mac-l
   addition_method: manual
   content_hash: 1881d14400413adbedf82af6f2a8efc4e9c8234b953c25cbf9c130dc5f6e28d4
   health_score: 100.0
-  last_checked: 1779033415.896659
+  last_checked: 1779033415
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:55.896659+02:00'
   last_ai_eval: null
@@ -481,7 +481,7 @@ https://abcabhishek.substack.com/p/chatgpt-for-generating-sql-as-a-data:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034520.694331
+  last_checked: 1779034520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.694331+02:00'
   last_ai_eval: null
@@ -515,7 +515,7 @@ https://abdulrwahab.medium.com/api-architecture-best-practices-for-designing-res
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030440.176677
+  last_checked: 1779030440
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:20.176677+02:00'
   last_ai_eval: null
@@ -547,7 +547,7 @@ https://abhaypore.medium.com/migrate-your-manifest-yaml-files-into-helm-chart-32
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030394.003373
+  last_checked: 1779030394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:34.003373+02:00'
   last_ai_eval: null
@@ -579,7 +579,7 @@ https://abhii85.hashnode.dev/how-to-get-started-with-k8s-contributions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031979.800255
+  last_checked: 1779031979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.800255+02:00'
   last_ai_eval: null
@@ -613,7 +613,7 @@ https://abhii85.hashnode.dev/how-to-get-started-with-k8s-contributions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034223.870124
+  last_checked: 1779034223
   needs_ai_refresh: false
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@@ -2644,7 +2644,7 @@ https://access.redhat.com/containers:
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   content_hash: 53785a34147d7dc275736840cbf504ab61dbf0f5d110b04dc4efd47debd75d72
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   discovered_at: '2026-05-17T17:43:42.991654+02:00'
   last_ai_eval: null
@@ -2672,7 +2672,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032361.057519
+  last_checked: 1779032361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.057519+02:00'
   last_ai_eval: null
@@ -2704,7 +2704,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032466.983718
+  last_checked: 1779032466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:06.983718+02:00'
   last_ai_eval: null
@@ -2733,7 +2733,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031719.99563
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.995630+02:00'
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@@ -2765,7 +2765,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/h
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033398.083651
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:38.083651+02:00'
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@@ -2797,7 +2797,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.2/p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033092.38981
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.389810+02:00'
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@@ -2830,7 +2830,7 @@ https://access.redhat.com/documentation/en-us/openshift_container_platform/4.4/h
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033617.320143
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.320143+02:00'
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@@ -2861,7 +2861,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029932.003357
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.003357+02:00'
   last_ai_eval: null
@@ -2887,7 +2887,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032681.768032
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   needs_ai_refresh: false
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@@ -2913,7 +2913,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/6.3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031647.337143
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@@ -2939,7 +2939,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/managing_amq_
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031349.47603
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.476030+02:00'
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@@ -2965,7 +2965,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/managing_amq_
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034499.551549
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@@ -2991,7 +2991,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
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   health_score: 100.0
-  last_checked: 1779033665.687968
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:05.687968+02:00'
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@@ -3017,7 +3017,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
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   health_score: 100.0
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@@ -3043,7 +3043,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
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   health_score: 100.0
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@@ -3070,7 +3070,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
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   health_score: 100.0
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@@ -3104,7 +3104,7 @@ https://access.redhat.com/documentation/en-us/red_hat_amq/7.6/html/using_amq_str
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   health_score: 100.0
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@@ -3168,7 +3168,7 @@ https://access.redhat.com/solutions/4363731:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:39:36.794206+02:00'
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@@ -3200,7 +3200,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3232,7 +3232,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3264,7 +3264,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3296,7 +3296,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3385,7 +3385,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3426,7 +3426,7 @@ https://access.redhat.com/solutions/4363731:
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@@ -3612,7 +3612,7 @@ https://acloudguru.com/blog/business/public-cloud-vs-private-cloud-whats-the-dif
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@@ -3639,7 +3639,7 @@ https://acloudguru.com/blog/business/sharing-data-in-the-cloud-four-patterns-eve
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@@ -7053,7 +7053,7 @@ https://akyriako.medium.com/configure-path-based-routing-with-nginx-ingress-cont
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@@ -7087,7 +7087,7 @@ https://akyriako.medium.com/kubernetes-logging-with-grafana-loki-promtail-in-und
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029168.866528
+  last_checked: 1779029168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.866528+02:00'
   last_ai_eval: null
@@ -7119,7 +7119,7 @@ https://akyriako.medium.com/provision-a-high-availability-k3s-cluster-with-k3d-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034322.60572
+  last_checked: 1779034322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.605720+02:00'
   last_ai_eval: null
@@ -7153,7 +7153,7 @@ https://akyriako.medium.com/provision-an-on-prems-kubernetes-cluster-with-ranche
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030196.219686
+  last_checked: 1779030196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.219686+02:00'
   last_ai_eval: null
@@ -7187,7 +7187,7 @@ https://alain-airom.medium.com/kubernetes-operators-patterns-and-best-practices-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033507.735988
+  last_checked: 1779033507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.735988+02:00'
   last_ai_eval: null
@@ -7219,7 +7219,7 @@ https://alanblackmore.medium.com/aws-diagram-architecture-afb50ea569a4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032639.887741
+  last_checked: 1779032639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.887741+02:00'
   last_ai_eval: null
@@ -7251,7 +7251,7 @@ https://alanblackmore.medium.com/what-is-aws-vpc-peering-af85c1e29fb2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034101.496128
+  last_checked: 1779034101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.496128+02:00'
   last_ai_eval: null
@@ -7285,7 +7285,7 @@ https://alemsbaja.hashnode.dev/git-and-github-demystified-a-comprehensive-guide-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034522.709628
+  last_checked: 1779034522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.709628+02:00'
   last_ai_eval: null
@@ -7318,7 +7318,7 @@ https://alenkacz.medium.com/kubernetes-operator-best-practices-implementing-obse
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033788.661998
+  last_checked: 1779033788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.661998+02:00'
   last_ai_eval: null
@@ -7385,7 +7385,7 @@ https://alexander-goida.medium.com/thoughts-about-breaking-silos-of-software-eng
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031061.090821
+  last_checked: 1779031061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.090821+02:00'
   last_ai_eval: null
@@ -7522,7 +7522,7 @@ https://alexandrev.medium.com/grafana-alerting-vs-alertmanager-a-comparison-of-t
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029294.323465
+  last_checked: 1779029294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.323465+02:00'
   last_ai_eval: null
@@ -7556,7 +7556,7 @@ https://alexandrev.medium.com/how-to-enable-sticky-session-on-your-kubernetes-wo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031559.189675
+  last_checked: 1779031559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.189675+02:00'
   last_ai_eval: null
@@ -7590,7 +7590,7 @@ https://alexandrev.medium.com/kubernetes-autoscaling-1-26-a-game-changer-for-ked
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030965.957881
+  last_checked: 1779030965
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:05.957881+02:00'
   last_ai_eval: null
@@ -7622,7 +7622,7 @@ https://alexsniffin.medium.com/debugging-remotely-in-kubernetes-with-go-fda4f333
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032380.354681
+  last_checked: 1779032380
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.354681+02:00'
   last_ai_eval: null
@@ -7687,7 +7687,7 @@ https://alicegg.tech/2020/11/09/helm.html:
   addition_method: manual
   content_hash: 85e876cd90436759b62df6922b082ec3e1745a4db51b4e94bcadd4b7c6958849
   health_score: 100.0
-  last_checked: 1779029110.54953
+  last_checked: 1779029110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.549530+02:00'
   last_ai_eval: null
@@ -7717,7 +7717,7 @@ https://allanjohn909.medium.com/kubernetes-ingress-traefik-cert-manager-letsencr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029640.61494
+  last_checked: 1779029640
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.614940+02:00'
   last_ai_eval: null
@@ -7814,7 +7814,7 @@ https://allure.qatools.ru:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031125.943354
+  last_checked: 1779031125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.943354+02:00'
   last_ai_eval: null
@@ -7874,7 +7874,7 @@ https://alsmola.medium.com/securing-github-organizations-9c33c850638:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030655.059867
+  last_checked: 1779030655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.059867+02:00'
   last_ai_eval: null
@@ -7906,7 +7906,7 @@ https://aly.arriqaaq.com/golang-design-patterns:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033921.568197
+  last_checked: 1779033921
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.568197+02:00'
   last_ai_eval: null
@@ -7938,7 +7938,7 @@ https://amalaruja.medium.com/basic-http-routing-strategies-with-envoy-376be42559
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031962.174122
+  last_checked: 1779031962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.174122+02:00'
   last_ai_eval: null
@@ -8143,7 +8143,7 @@ https://amazicworld.com/top-5-security-threats-unique-to-a-kubernetes-and-cloud-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029148.047799
+  last_checked: 1779029148
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:48.047799+02:00'
   last_ai_eval: null
@@ -8175,7 +8175,7 @@ https://amazicworld.com/why-apis-cant-be-missed-when-it-comes-to-devops:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029421.351753
+  last_checked: 1779029421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:21.351753+02:00'
   last_ai_eval: null
@@ -8208,7 +8208,7 @@ https://amazon.qwiklabs.com/catalog:
   addition_method: manual
   content_hash: 61362b71052128f7c4de58f157cbfdd2ffbde231c08de1f09f9fabdf62c328d4
   health_score: 100.0
-  last_checked: 1779033084.550442
+  last_checked: 1779033084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.550442+02:00'
   last_ai_eval: null
@@ -8240,7 +8240,7 @@ https://ambar-thecloudgarage.medium.com/eks-anywhere-decoding-the-architecture-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031693.837125
+  last_checked: 1779031693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.837125+02:00'
   last_ai_eval: null
@@ -8306,7 +8306,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130495.001438
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.001438+02:00'
   last_ai_eval: null
@@ -8338,7 +8338,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745:
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.921507
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.921507+02:00'
   last_ai_eval: null
@@ -8371,7 +8371,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.945189
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.945189+02:00'
   last_ai_eval: null
@@ -8404,7 +8404,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.94335
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.943350+02:00'
   last_ai_eval: null
@@ -8470,7 +8470,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130495.016799
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.016799+02:00'
   last_ai_eval: null
@@ -8503,7 +8503,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.982825
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.982825+02:00'
   last_ai_eval: null
@@ -8536,7 +8536,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.99621
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.996210+02:00'
   last_ai_eval: null
@@ -8569,7 +8569,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/b
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130494.967961
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967961+02:00'
   last_ai_eval: null
@@ -8635,7 +8635,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/p
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130495.001681
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.001681+02:00'
   last_ai_eval: null
@@ -8668,7 +8668,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/t
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
-  last_checked: 1779130495.008272
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.008272+02:00'
   last_ai_eval: null
@@ -8701,7 +8701,7 @@ https://ambking1234.biz/?action=register&marketingRef=6788b227da9499f55f6ea745/u
   addition_method: manual
   content_hash: b7f3e75556107ffa37fc0b78e376b07f6ebdb4d3b53b6a3561173cc2015e8558
   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.954105+02:00'
   last_ai_eval: null
@@ -8767,7 +8767,7 @@ https://amitprius.medium.com/python-dictionary-zero-to-hero-with-examples-a7497a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030326.641412
+  last_checked: 1779030326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.641412+02:00'
   last_ai_eval: null
@@ -8801,7 +8801,7 @@ https://amod-kadam.medium.com/are-there-two-load-balancer-controllers-with-eks-8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030472.949772
+  last_checked: 1779030472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.949772+02:00'
   last_ai_eval: null
@@ -8833,7 +8833,7 @@ https://amolmote.hashnode.dev/replicaset-deployment-in-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029563.510471
+  last_checked: 1779029563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.510471+02:00'
   last_ai_eval: null
@@ -8867,7 +8867,7 @@ https://amolmote.hashnode.dev/replicaset-deployment-in-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032556.128789
+  last_checked: 1779032556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.128789+02:00'
   last_ai_eval: null
@@ -8899,7 +8899,7 @@ https://amy-ma.medium.com/ingress-configuration-d9f13c5bcf1a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032728.560691
+  last_checked: 1779032728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.560691+02:00'
   last_ai_eval: null
@@ -9649,7 +9649,7 @@ https://android-developers.googleblog.com/2026/05/android-cli-stable-1-0-agent-d
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622105+02:00'
   last_ai_eval: null
@@ -9695,7 +9695,7 @@ https://android-developers.googleblog.com/2026/05/build-android-apps-google-ai-s
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+  last_checked: 1780352138
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   discovered_at: '2026-06-02T00:15:38.622114+02:00'
   last_ai_eval: null
@@ -9863,7 +9863,7 @@ https://angular.io:
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   content_hash: 407de4d0847a6a5d35ff586acc4a11facdf3cd67630d7398a85472b14eb64692
   health_score: 100.0
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+  last_checked: 1779030564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.136117+02:00'
   last_ai_eval: null
@@ -9890,7 +9890,7 @@ https://angular.io/guide/build:
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   content_hash: 5b3030e6481f11791c134e661d4f9733dfbbaaf633e867cb1676d8ced735701a
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:19.798680+02:00'
   last_ai_eval: null
@@ -9920,7 +9920,7 @@ https://angular.io/guide/build:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031850.00534
+  last_checked: 1779031850
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.005340+02:00'
   last_ai_eval: null
@@ -9952,7 +9952,7 @@ https://anirudhdaya.hashnode.dev/kubernetes-explained-part-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031012.136391
+  last_checked: 1779031012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.136391+02:00'
   last_ai_eval: null
@@ -9983,7 +9983,7 @@ https://anirudhdaya.hashnode.dev/kubernetes-explained-part-2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030809.146846
+  last_checked: 1779030809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:29.146846+02:00'
   last_ai_eval: null
@@ -10013,7 +10013,7 @@ https://ankush-chavan.medium.com/creating-multi-cloud-kubernetes-cluster-on-aws-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032974.757999
+  last_checked: 1779032974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.757999+02:00'
   last_ai_eval: null
@@ -10044,7 +10044,7 @@ https://ansible.ai:
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   content_hash: a5c77dd0a850c1a79632fa2ecda35a2c292aab02e201aef85baff517b2fd222e
   health_score: 100.0
-  last_checked: 1779034504.828215
+  last_checked: 1779034504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.828215+02:00'
   last_ai_eval: null
@@ -10072,7 +10072,7 @@ https://ansible.github.io/workshops/demos:
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   content_hash: bb17eb1f9cfe88b2b5801ab12618198f3cebc0060a8021d20e20c91f4e072242
   health_score: 100.0
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+  last_checked: 1779029118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.920282+02:00'
   last_ai_eval: null
@@ -10099,7 +10099,7 @@ https://answers.dynatrace.com/spaces/482/dynatrace-open-qa/questions/232421/dyna
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   health_score: 100.0
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+  last_checked: 1779032245
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:25.474239+02:00'
   last_ai_eval: null
@@ -10169,7 +10169,7 @@ https://antigravity.google/use-cases/science:
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+  last_checked: 1780352302
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456737+02:00'
   last_ai_eval: null
@@ -10207,7 +10207,7 @@ https://any-api.com:
   addition_method: manual
   content_hash: dd3d79a03c5ac4a5e41dc639979797263e1f91c8b13d0d1e244cd98f717f1eab
   health_score: 100.0
-  last_checked: 1779031720.752696
+  last_checked: 1779031720
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:40.752696+02:00'
   last_ai_eval: null
@@ -10366,7 +10366,7 @@ https://apifriends.com/api-creation/different-types-apis:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031455.360793
+  last_checked: 1779031455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:15.360793+02:00'
   last_ai_eval: null
@@ -10399,7 +10399,7 @@ https://apifriends.com/api-management/what-is-an-api:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031897.906377
+  last_checked: 1779031897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:37.906377+02:00'
   last_ai_eval: null
@@ -10465,7 +10465,7 @@ https://apilandscape.apiscene.io:
   addition_method: manual
   content_hash: 7a6754159e6e7f78a327eb017cf49b8d59f7244c2958b34c11eaf976dd0644f5
   health_score: 100.0
-  last_checked: 1779030655.577248
+  last_checked: 1779030655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.577248+02:00'
   last_ai_eval: null
@@ -10556,7 +10556,7 @@ https://apistore.caixabank.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030589.931085
+  last_checked: 1779030589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.931085+02:00'
   last_ai_eval: null
@@ -10587,7 +10587,7 @@ https://apkplz.net/app/com.LearningSolution.LearnKubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032095.24311
+  last_checked: 1779032095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.243110+02:00'
   last_ai_eval: null
@@ -10647,7 +10647,7 @@ https://apolicy.io:
   addition_method: manual
   content_hash: 1b5d21a5dc646db1a9d3a1b520d2c0d56a1596c91a2b72344622cd773bd35d19
   health_score: 100.0
-  last_checked: 1779031410.516398
+  last_checked: 1779031410
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.516398+02:00'
   last_ai_eval: null
@@ -10705,7 +10705,7 @@ https://app.getambassador.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032239.729805
+  last_checked: 1779032239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.729805+02:00'
   last_ai_eval: null
@@ -10733,7 +10733,7 @@ https://app.getambassador.io/initializer:
   addition_method: manual
   content_hash: 58ebedccfbb19f2d3b13281440b513e61047c409d5f0e90eb4a68dbdc3264431
   health_score: 100.0
-  last_checked: 1779032754.316377
+  last_checked: 1779032754
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.316377+02:00'
   last_ai_eval: null
@@ -10796,7 +10796,7 @@ https://app.polymersearch.com/discover/aws:
   addition_method: manual
   content_hash: cc94765c29e878b6c6f5a4cc86bee8d2de2fd1b0bf3444936b36a5a81c8a4646
   health_score: 100.0
-  last_checked: 1779029163.531215
+  last_checked: 1779029163
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:03.531215+02:00'
   last_ai_eval: null
@@ -10827,7 +10827,7 @@ https://app.rollout.io:
   addition_method: manual
   content_hash: 0afad09dc886ae98b42ac56b575ab5fdf3c508af321703084877f23a58d0f3a8
   health_score: 100.0
-  last_checked: 1779031511.287445
+  last_checked: 1779031511
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.287445+02:00'
   last_ai_eval: null
@@ -10853,7 +10853,7 @@ https://app.vagrantup.com/ansible/boxes/tower:
   addition_method: manual
   content_hash: cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174
   health_score: 100.0
-  last_checked: 1779031596.379843
+  last_checked: 1779031596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.379843+02:00'
   last_ai_eval: null
@@ -10880,7 +10880,7 @@ https://app.vagrantup.com/krlex/boxes/centos-awx:
   addition_method: manual
   content_hash: cfb1d00cefb9fbdbbee65df180a91ee861e70bff27fec81a2daad38a5cbb2174
   health_score: 100.0
-  last_checked: 1779034510.024748
+  last_checked: 1779034510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.024748+02:00'
   last_ai_eval: null
@@ -10972,7 +10972,7 @@ https://appsecengineer.com/courses/kubernetes-policy-management-with-kyverno:
   addition_method: manual
   content_hash: 62b70f6440830bc9558111b52c1d7d5546e13116140f7f50fb765573b7a2193b
   health_score: 100.0
-  last_checked: 1779033924.056373
+  last_checked: 1779033924
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:24.056373+02:00'
   last_ai_eval: null
@@ -11140,7 +11140,7 @@ https://arabitnetwork.com/2021/03/13/k8s-enabling-auditing-logs-step-by-step:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034476.8328
+  last_checked: 1779034476
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.832800+02:00'
   last_ai_eval: null
@@ -11268,7 +11268,7 @@ https://architecturenotes.co/12-factor-app-revisited:
   addition_method: manual
   content_hash: 9ac61602a5b0bfed64302cf6719324bec6d98bd799485e73f7bdd23c6b36c291
   health_score: 100.0
-  last_checked: 1779034424.798541
+  last_checked: 1779034424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.798541+02:00'
   last_ai_eval: null
@@ -11392,7 +11392,7 @@ https://architecturenotes.co/redis:
   addition_method: manual
   content_hash: d877a157cc490492a7adb75fc796c8bb5bd7b45f1c7e2990f8811262b9869dc4
   health_score: 100.0
-  last_checked: 1779030503.658123
+  last_checked: 1779030503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.658123+02:00'
   last_ai_eval: null
@@ -11418,7 +11418,7 @@ https://architecturenotes.co/things-you-should-know-about-databases:
   addition_method: manual
   content_hash: cca61e2ae3ab129761cc96050c8756fe73ae3091d3251ecef9d4473ad61047c8
   health_score: 100.0
-  last_checked: 1779032679.624064
+  last_checked: 1779032679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.624064+02:00'
   last_ai_eval: null
@@ -11508,7 +11508,7 @@ https://argon2-cffi.readthedocs.io:
   addition_method: manual
   content_hash: 07dc74516f809d9607d6446bdce50dd64cac2c70fe5c2f02a64c4287c51703d6
   health_score: 100.0
-  last_checked: 1779031541.46109
+  last_checked: 1779031541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.461090+02:00'
   last_ai_eval: null
@@ -11600,7 +11600,7 @@ https://argoproj.github.io:
   addition_method: manual
   content_hash: f624ce88391cb9845b3acb71c58007b1af69a70cf86dd2f5b59210fe63e97d7d
   health_score: 100.0
-  last_checked: 1779033973.74796
+  last_checked: 1779033973
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:13.747960+02:00'
   last_ai_eval: null
@@ -11793,7 +11793,7 @@ https://arjavdave.com/2021/03/11/continuous-integration-for-ios-on-azure-devops-
   addition_method: manual
   content_hash: 14e7174c450d87f96de4989197db318984677fc2a2c9f6a3fa27241a2e6216f8
   health_score: 100.0
-  last_checked: 1779031115.146295
+  last_checked: 1779031115
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:35.146295+02:00'
   last_ai_eval: null
@@ -11828,7 +11828,7 @@ https://armin.su/ssl-certificates-from-lets-encrypt-for-kubernetes-private-ingre
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030322.851171
+  last_checked: 1779030322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.851171+02:00'
   last_ai_eval: null
@@ -11897,7 +11897,7 @@ https://arnoldgalovics.com/java-and-spring-boot-multiline-log-support-for-fluent
   addition_method: manual
   content_hash: ab40174b43145730a87eb84fe4f855756c1779a8278c21cf21e51a7863003d20
   health_score: 100.0
-  last_checked: 1779033101.696071
+  last_checked: 1779033101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:41.696071+02:00'
   last_ai_eval: null
@@ -11958,7 +11958,7 @@ https://around25.com/blog/horizontal-pod-autoscaler-in-kubernetes:
   addition_method: manual
   content_hash: 446b2ce91d7a490438739e6f05342b4dd4da1e40410dcdb3cabd03ae5488fbaa
   health_score: 100.0
-  last_checked: 1779030609.015183
+  last_checked: 1779030609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:09.015183+02:00'
   last_ai_eval: null
@@ -11986,7 +11986,7 @@ https://aroworkshop.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031729.87525
+  last_checked: 1779031729
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:49.875250+02:00'
   last_ai_eval: null
@@ -12083,7 +12083,7 @@ https://arstechnica.com/gadgets/2022/03/google-calendar-now-lets-paid-users-crea
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   health_score: 100.0
-  last_checked: 1779034270.21148
+  last_checked: 1779034270
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:10.211480+02:00'
   last_ai_eval: null
@@ -12142,7 +12142,7 @@ https://artemis.apache.org/components/artemis/documentation/latest/management-co
   addition_method: manual
   content_hash: 7b9cc60f4198de657f6dddf48db83f6b3d8ac9b0dea84bae655fb6f3e9e397f7
   health_score: 100.0
-  last_checked: 1779130495.013159
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.013159+02:00'
   last_ai_eval: null
@@ -12267,7 +12267,7 @@ https://arthursens.medium.com/risk-analysis-and-security-compliance-in-kube-prom
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029513.476504
+  last_checked: 1779029513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.476504+02:00'
   last_ai_eval: null
@@ -12333,7 +12333,7 @@ https://artifacthub.io/packages/helm/choerodon/nexus3:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735960.433
+  last_checked: 1781735960
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.433000+02:00'
   last_ai_eval: null
@@ -12564,7 +12564,7 @@ https://artificialconfidence.com/p/artificial-confidence-the-spec-for:
   addition_method: automatic
   content_hash: 3297c47240a5ad551519dba6afbd7ab8863188fc2bb51e3f19250136dc9d3d1e
   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588405+02:00'
   last_ai_eval: null
@@ -12637,7 +12637,7 @@ https://arun-sisodiya.medium.com/kyverno-a-policy-manager-for-kubernetes-286f6e0
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029154.592129
+  last_checked: 1779029154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.592129+02:00'
   last_ai_eval: null
@@ -12672,7 +12672,7 @@ https://asciiflow.com:
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   content_hash: 2a7bca173bfbf450a20db316ed20f18c6d034406626db64b202117f226e7b5c3
   health_score: 100.0
-  last_checked: 1779031122.246548
+  last_checked: 1779031122
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:42.246548+02:00'
   last_ai_eval: null
@@ -12738,7 +12738,7 @@ https://ashishtechmill.com/cicd-workflow-for-spring-boot-application-on-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030886.422246
+  last_checked: 1779030886
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:46.422246+02:00'
   last_ai_eval: null
@@ -12764,7 +12764,7 @@ https://ashishtechmill.com/demystifying-google-container-tool-jib-java-image-bui
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031148.865666
+  last_checked: 1779031148
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:08.865666+02:00'
   last_ai_eval: null
@@ -12794,7 +12794,7 @@ https://asishmm.medium.com/discussion-on-horizontal-pod-autoscaler-with-a-demo-o
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032586.731728
+  last_checked: 1779032586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:06.731728+02:00'
   last_ai_eval: null
@@ -12826,7 +12826,7 @@ https://asonisg.medium.com/multi-tenancy-with-kubernetes-part-1-8ac4e5083e31:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.696573
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.696573+02:00'
   last_ai_eval: null
@@ -12990,7 +12990,7 @@ https://atul-agrawal.medium.com/library-vs-service-vs-sidecar-ff5a20b50cad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032244.687101
+  last_checked: 1779032244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.687101+02:00'
   last_ai_eval: null
@@ -13023,7 +13023,7 @@ https://austingil.com/vs-code-timeline-restores-work-git-cant:
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   content_hash: 868ac83fb8954984fdee276c2d5158b3357255def262941c5ba5eb0433e36419
   health_score: 100.0
-  last_checked: 1779033424.539943
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:04.539943+02:00'
   last_ai_eval: null
@@ -13091,7 +13091,7 @@ https://auth0.com/blog/java-spring-boot-microservices:
   addition_method: manual
   content_hash: 04f846133c521d65f8e98592be2aed41f96ada1fa39783b85d545caa250f4cfa
   health_score: 100.0
-  last_checked: 1779029628.880526
+  last_checked: 1779029628
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:48.880526+02:00'
   last_ai_eval: null
@@ -13289,7 +13289,7 @@ https://automated-360.com/integration/how-to-perform-code-quality-check-for-sele
   addition_method: manual
   content_hash: 570f9690cfa86d602471769cd42587ad65afbb1a0765fbf1145f3ce3ecb0a897
   health_score: 100.0
-  last_checked: 1779034432.842164
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:52.842164+02:00'
   last_ai_eval: null
@@ -14446,7 +14446,7 @@ https://awesome-go.com:
   addition_method: manual
   content_hash: d56b953bb64fc8fa1f8ee3f641243bacc307fc5dc92c07db31afc59314f14f56
   health_score: 100.0
-  last_checked: 1779032405.638766
+  last_checked: 1779032405
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:40:05.638766+02:00'
   last_ai_eval: null
@@ -14473,7 +14473,7 @@ https://awesome-kubernetes.readthedocs.io:
   addition_method: manual
   content_hash: 31f27f5ea923b800ad40b77d77806eeb32d4e2bec4ff491d8d590b29445d6e31
   health_score: 100.0
-  last_checked: 1779030238.535195
+  last_checked: 1779030238
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.535195+02:00'
   last_ai_eval: null
@@ -14564,7 +14564,7 @@ https://awesomeopensource.com/project/William-Yeh/ansible-prometheus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032181.926364
+  last_checked: 1779032181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.926364+02:00'
   last_ai_eval: null
@@ -14591,7 +14591,7 @@ https://awesomeopensource.com/project/cloudposse/terraform-aws-multi-az-subnets:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030352.669833
+  last_checked: 1779030352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.669833+02:00'
   last_ai_eval: null
@@ -14623,7 +14623,7 @@ https://awesomeopensource.com/project/sirredbeard/Awesome-WSL:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030827.190713
+  last_checked: 1779030827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:47.190713+02:00'
   last_ai_eval: null
@@ -14657,7 +14657,7 @@ https://awesomeopensource.com/projects/cidr:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030228.414618
+  last_checked: 1779030228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.414618+02:00'
   last_ai_eval: null
@@ -14729,7 +14729,7 @@ https://awesomerank.github.io/lists/janikvonrotz/awesome-powershell.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030538.481944
+  last_checked: 1779030538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.481944+02:00'
   last_ai_eval: null
@@ -14967,7 +14967,7 @@ https://aws.amazon.com/about-aws:
   addition_method: automatic
   content_hash: de3cea21e06278d53227a3f26c4ab81aed588d2a9d93b79a8918b5ad7f774ac7
   health_score: null
-  last_checked: 1780352828.641312
+  last_checked: 1780352828
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:08.641312+02:00'
   last_ai_eval: null
@@ -15007,7 +15007,7 @@ https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations:
   addition_method: manual
   content_hash: 5d21888d9fa3ce0ad76da7aa0dc95ff42a4fbbdf554692b179caa2b2fd61f466
   health_score: 100.0
-  last_checked: 1779029163.365494
+  last_checked: 1779029163
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:03.365494+02:00'
   last_ai_eval: null
@@ -15038,7 +15038,7 @@ https://aws.amazon.com/about-aws/global-infrastructure/localzones/locations:
   addition_method: manual
   content_hash: bbc82c144edf66a97ce1a76d1d4d435cb51f7f8c9e503aef868b88b2a1770d90
   health_score: 64.0
-  last_checked: 1779130494.987928
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.987928+02:00'
   last_ai_eval: null
@@ -15066,7 +15066,7 @@ https://aws.amazon.com/about-aws/whats-new/2015/12/now-add-or-modify-request-hea
   addition_method: manual
   content_hash: 57d3343d93528eb5a03a743df122d0d1738186573e12a147c26a2606f34f9e36
   health_score: 100.0
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+  last_checked: 1779031431
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.323863+02:00'
   last_ai_eval: null
@@ -23657,7 +23657,7 @@ https://aws.amazon.com/blogs/database/migrating-a-commercial-database-to-open-so
   addition_method: manual
   content_hash: 11a1d5f59317e4dfeb41257d01b6a935e045c14275622df634179151f5e7e1b7
   health_score: 100.0
-  last_checked: 1779030604.842077
+  last_checked: 1779030604
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:04.842077+02:00'
   last_ai_eval: null
@@ -23692,7 +23692,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   addition_method: manual
   content_hash: 8143aee7a4468c65e90d6e60a18b3ea628dfd962564f4dc34d15b4ae8939ba91
   health_score: 100.0
-  last_checked: 1779030069.682236
+  last_checked: 1779030069
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:09.682236+02:00'
   last_ai_eval: null
@@ -23728,7 +23728,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   addition_method: manual
   content_hash: f9a5d0e9c71a4a562bd83e49526184013036761926d5be1cafc95dc35ab78958
   health_score: 100.0
-  last_checked: 1779031393.0095
+  last_checked: 1779031393
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:13.009500+02:00'
   last_ai_eval: null
@@ -23765,7 +23765,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   addition_method: manual
   content_hash: 329d6352864cc03622f2584e0a623356b82bc14cb362af55e15ea58a4a79d0b0
   health_score: 100.0
-  last_checked: 1779029556.519643
+  last_checked: 1779029556
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:36.519643+02:00'
   last_ai_eval: null
@@ -23801,7 +23801,7 @@ https://aws.amazon.com/blogs/database/migrating-oracle-databases-with-near-zero-
   addition_method: manual
   content_hash: 5165e9c9ac44beb53340bbe30d07f5f42a694e562b0aa13b48b0ca309927c322
   health_score: 100.0
-  last_checked: 1779032117.381603
+  last_checked: 1779032117
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:17.381603+02:00'
   last_ai_eval: null
@@ -23834,7 +23834,7 @@ https://aws.amazon.com/blogs/developer:
   addition_method: manual
   content_hash: ebe9278faed58eec9bfa634033be0ab6b714d88ab44c96a4e3892e59c1870961
   health_score: 100.0
-  last_checked: 1779031429.081064
+  last_checked: 1779031429
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:49.081064+02:00'
   last_ai_eval: null
@@ -23966,7 +23966,7 @@ https://aws.amazon.com/blogs/devops/aws-codedeploy-deploying-from-a-development-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735876.123078
+  last_checked: 1781735876
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.123078+02:00'
   last_ai_eval: null
@@ -24652,7 +24652,7 @@ https://aws.amazon.com/blogs/machine-learning/mlops-foundation-roadmap-for-enter
   addition_method: automatic
   content_hash: 7a8a98ae544a2e32eb710ebfbd446b0237ad4fd5ca0ccac47efe59785f1e712a
   health_score: null
-  last_checked: 1780401702.549054
+  last_checked: 1780401702
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.549054+02:00'
   last_ai_eval: null
@@ -25032,7 +25032,7 @@ https://aws.amazon.com/blogs/mt/multi-account-aws-trusted-advisor-summaries-now-
   addition_method: manual
   content_hash: ed82966b09b4de2b38dc8548af2ef70f6c034a80410be07d75824f823bc95aab
   health_score: 100.0
-  last_checked: 1779031440.094399
+  last_checked: 1779031440
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:00.094399+02:00'
   last_ai_eval: null
@@ -25168,7 +25168,7 @@ https://aws.amazon.com/blogs/mt/standardize-compliance-in-aws-using-devops-and-a
   addition_method: manual
   content_hash: dbcb634c0072d6d61c07855f854799ce9b31d0f4f2b6d8e2bb077b9f7dd56eb0
   health_score: 100.0
-  last_checked: 1779030951.759867
+  last_checked: 1779030951
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:51.759867+02:00'
   last_ai_eval: null
@@ -25773,7 +25773,7 @@ https://aws.amazon.com/blogs/security/adhere-to-iam-best-practices-in-2016:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.295134
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.295134+02:00'
   last_ai_eval: null
@@ -25804,7 +25804,7 @@ https://aws.amazon.com/blogs/security/announcing-industry-best-practices-for-sec
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735877.799653
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.799653+02:00'
   last_ai_eval: null
@@ -25869,7 +25869,7 @@ https://aws.amazon.com/blogs/security/automated-reasoning-and-amazon-s2n:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.288824
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.288824+02:00'
   last_ai_eval: null
@@ -26005,7 +26005,7 @@ https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-
   addition_method: manual
   content_hash: 4f27d5fd1a5c1ced37597faa3ef46654a251728f266728cc15665ba18e8c6621
   health_score: 100.0
-  last_checked: 1779033081.518781
+  last_checked: 1779033081
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:21.518781+02:00'
   last_ai_eval: null
@@ -26038,7 +26038,7 @@ https://aws.amazon.com/blogs/security/how-to-automate-aws-account-creation-with-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735877.830992
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.830992+02:00'
   last_ai_eval: null
@@ -26102,7 +26102,7 @@ https://aws.amazon.com/blogs/security/how-to-record-and-govern-your-iam-resource
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735877.763796
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.763796+02:00'
   last_ai_eval: null
@@ -26166,7 +26166,7 @@ https://aws.amazon.com/blogs/security/how-to-restrict-amazon-s3-bucket-access-to
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735877.999374
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.999374+02:00'
   last_ai_eval: null
@@ -26230,7 +26230,7 @@ https://aws.amazon.com/blogs/security/how-to-use-aws-security-hub-and-amazon-ope
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.287185
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.287185+02:00'
   last_ai_eval: null
@@ -26261,7 +26261,7 @@ https://aws.amazon.com/blogs/security/in-case-you-missed-these-aws-security-blog
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.290862
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.290862+02:00'
   last_ai_eval: null
@@ -26358,7 +26358,7 @@ https://aws.amazon.com/blogs/security/the-most-popular-aws-security-blog-posts-i
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   content_hash: null
   health_score: null
-  last_checked: 1781735878.434501
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.434501+02:00'
   last_ai_eval: null
@@ -26389,7 +26389,7 @@ https://aws.amazon.com/blogs/security/the-most-viewed-aws-security-blog-posts-so
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.280956
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.280956+02:00'
   last_ai_eval: null
@@ -26453,7 +26453,7 @@ https://aws.amazon.com/blogs/security/updated-whitepaper-available-aws-best-prac
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735878.292008
+  last_checked: 1781735878
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.292008+02:00'
   last_ai_eval: null
@@ -26726,7 +26726,7 @@ https://aws.amazon.com/blogs/storage/manage-amazon-s3-storage-costs-granularly-a
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779033100
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:40.924138+02:00'
   last_ai_eval: null
@@ -26960,7 +26960,7 @@ https://aws.amazon.com/cloud-adoption-framework:
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   content_hash: 91cf5a1db1ab2d0b67528ecbe38fc8a3a5e00d5aa2311358212017dcd995a2c3
   health_score: 100.0
-  last_checked: 1779130494.967017
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.967017+02:00'
   last_ai_eval: null
@@ -27023,7 +27023,7 @@ https://aws.amazon.com/cloudendure-migration:
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   content_hash: ccdb5e1bcd00e5ad0b9280760d24f3379a49018ec7469ba09622f6bd4de3fe61
   health_score: 100.0
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+  last_checked: 1779034041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.547775+02:00'
   last_ai_eval: null
@@ -27050,7 +27050,7 @@ https://aws.amazon.com/cloudformation:
   addition_method: manual
   content_hash: 6860ed82275e041fcbe79931339f8e8c8f2a0179f7a5da72a834d4b124cc2e70
   health_score: 100.0
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+  last_checked: 1779034045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.406942+02:00'
   last_ai_eval: null
@@ -27077,7 +27077,7 @@ https://aws.amazon.com/codeguru:
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   content_hash: e811a6adc26559771a1657eba236d26f3e4922cb5b5f7ea7d71281015666d74e
   health_score: 100.0
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+  last_checked: 1779029124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:24.171829+02:00'
   last_ai_eval: null
@@ -27138,7 +27138,7 @@ https://aws.amazon.com/codewhisperer:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.308462+02:00'
   last_ai_eval: null
@@ -27166,7 +27166,7 @@ https://aws.amazon.com/compliance/shared-responsibility-model:
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   content_hash: a1ee072decf0f2baca82f1015afe12e9904f70a09c25c6bd9524eaf803947ed6
   health_score: 100.0
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+  last_checked: 1779031826
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:26.989036+02:00'
   last_ai_eval: null
@@ -27258,7 +27258,7 @@ https://aws.amazon.com/datapipeline:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.917172+02:00'
   last_ai_eval: null
@@ -27488,7 +27488,7 @@ https://aws.amazon.com/devops-guru:
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   health_score: 100.0
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+  last_checked: 1779029294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.538587+02:00'
   last_ai_eval: null
@@ -27515,7 +27515,7 @@ https://aws.amazon.com/devops/-guru:
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   content_hash: null
   health_score: 64.0
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+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999056+02:00'
   last_ai_eval: null
@@ -27580,7 +27580,7 @@ https://aws.amazon.com/dms/learn-more:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:26:16.496623+02:00'
   last_ai_eval: null
@@ -27639,7 +27639,7 @@ https://aws.amazon.com/eks:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:09:15.615435+02:00'
   last_ai_eval: null
@@ -27698,7 +27698,7 @@ https://aws.amazon.com/elasticloadbalancing/applicationloadbalancer:
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   content_hash: 9afd89ec5e6ae024c833406a37b61768771d65db7f9dda728b3a1d4bba245dd1
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.282979+02:00'
   last_ai_eval: null
@@ -27725,7 +27725,7 @@ https://aws.amazon.com/en/eks:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:42.366300+02:00'
   last_ai_eval: null
@@ -27752,7 +27752,7 @@ https://aws.amazon.com/en/iot:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.773584+02:00'
   last_ai_eval: null
@@ -27779,7 +27779,7 @@ https://aws.amazon.com/en/premiumsupport:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:16.601735+02:00'
   last_ai_eval: null
@@ -27806,7 +27806,7 @@ https://aws.amazon.com/en/premiumsupport/knowledge-center:
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   content_hash: ec4e2f5075597f14863a449986ae6312a4ad332eb0b511b9da30df9b82a50582
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.516298+02:00'
   last_ai_eval: null
@@ -27833,7 +27833,7 @@ https://aws.amazon.com/en/premiumsupport/knowledge-center:
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   discovered_at: '2026-05-17T17:35:59.312217+02:00'
   last_ai_eval: null
@@ -27896,7 +27896,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:58.520511+02:00'
   last_ai_eval: null
@@ -27931,7 +27931,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2016/06/easily-model-your-app-data
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:57.232132+02:00'
   last_ai_eval: null
@@ -28064,7 +28064,7 @@ https://aws.amazon.com/es/about-aws/whats-new/2021/08/ec2-vm-import-export-unifi
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:10:23.882681+02:00'
   last_ai_eval: null
@@ -28260,7 +28260,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-elasticsearch-service-is-now-amazon-o
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.326799+02:00'
   last_ai_eval: null
@@ -28291,7 +28291,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-rds-proxy-now-generally-available:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:57.459597+02:00'
   last_ai_eval: null
@@ -28324,7 +28324,7 @@ https://aws.amazon.com/es/blogs/aws/amazon-s3-glacier-price-reduction:
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   health_score: 100.0
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+  last_checked: 1779031720
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:40.165704+02:00'
   last_ai_eval: null
@@ -28390,7 +28390,7 @@ https://aws.amazon.com/es/blogs/aws/ec2-price-reduction-for-ec2-instance-saving-
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   discovered_at: '2026-05-17T17:07:20.264816+02:00'
   last_ai_eval: null
@@ -28590,7 +28590,7 @@ https://aws.amazon.com/es/blogs/containers/introducing-cdk8s-intent-driven-apis-
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   health_score: 100.0
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+  last_checked: 1779031089
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:09.028613+02:00'
   last_ai_eval: null
@@ -28624,7 +28624,7 @@ https://aws.amazon.com/es/blogs/containers/policy-based-countermeasures-for-kube
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@@ -29086,7 +29086,7 @@ https://aws.amazon.com/es/premiumsupport/knowledge-center/troubleshoot-service-q
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@@ -29115,7 +29115,7 @@ https://aws.amazon.com/es/training/ramp-up-guides:
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@@ -29222,7 +29222,7 @@ https://aws.amazon.com/events:
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@@ -29262,7 +29262,7 @@ https://aws.amazon.com/getting-started/hands-on:
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@@ -29294,7 +29294,7 @@ https://aws.amazon.com/getting-started/hands-on/cost-optimize-jenkins:
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@@ -29320,7 +29320,7 @@ https://aws.amazon.com/getting-started/projects/deploy-kubernetes-app-amazon-eks
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@@ -29347,7 +29347,7 @@ https://aws.amazon.com/getting-started/tutorials:
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@@ -29374,7 +29374,7 @@ https://aws.amazon.com/getting-started/tutorials/create-mysql-db:
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@@ -29506,7 +29506,7 @@ https://aws.amazon.com/iot:
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@@ -29579,7 +29579,7 @@ https://aws.amazon.com/marketplace:
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@@ -29650,7 +29650,7 @@ https://aws.amazon.com/marketplace/search/results?searchTerms=tower:
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@@ -29696,7 +29696,7 @@ https://aws.amazon.com/marketplace/search/results?searchTerms=tower:
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@@ -29736,7 +29736,7 @@ https://aws.amazon.com/new:
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@@ -29767,7 +29767,7 @@ https://aws.amazon.com/opsworks:
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@@ -29828,7 +29828,7 @@ https://aws.amazon.com/partners/consulting:
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@@ -29854,7 +29854,7 @@ https://aws.amazon.com/partners/paths:
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@@ -29880,7 +29880,7 @@ https://aws.amazon.com/partners/technology:
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@@ -29909,7 +29909,7 @@ https://aws.amazon.com/podcasts/aws-podcast:
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@@ -29941,7 +29941,7 @@ https://aws.amazon.com/podcasts/aws-techchat:
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@@ -29974,7 +29974,7 @@ https://aws.amazon.com/premiumsupport:
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@@ -30006,7 +30006,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center:
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@@ -30037,7 +30037,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/create-and-activate-aws-a
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@@ -30069,7 +30069,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/start-stop-lambda-cloudwa
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@@ -30101,7 +30101,7 @@ https://aws.amazon.com/premiumsupport/knowledge-center/transfer-domain-to-aws:
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@@ -30162,7 +30162,7 @@ https://aws.amazon.com/products/networking/network-operations:
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@@ -30194,7 +30194,7 @@ https://aws.amazon.com/professional-services/CAF:
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@@ -30327,7 +30327,7 @@ https://aws.amazon.com/q/developer:
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@@ -30380,7 +30380,7 @@ https://aws.amazon.com/q/developer:
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@@ -30466,7 +30466,7 @@ https://aws.amazon.com/quickstart/architecture/openshift:
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@@ -30498,7 +30498,7 @@ https://aws.amazon.com/quickstart/architecture/superwerker:
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@@ -30530,7 +30530,7 @@ https://aws.amazon.com/releasenotes:
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@@ -30657,7 +30657,7 @@ https://aws.amazon.com/secrets-manager:
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@@ -30759,7 +30759,7 @@ https://aws.amazon.com/solutions:
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@@ -30843,7 +30843,7 @@ https://aws.amazon.com/solutions/case-studies/thomas-publishing:
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@@ -30876,7 +30876,7 @@ https://aws.amazon.com/solutions/case-studies/trainline:
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@@ -30908,7 +30908,7 @@ https://aws.amazon.com/solutions/implementations/aws-perspective:
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@@ -30935,7 +30935,7 @@ https://aws.amazon.com/solutions/implementations/distributed-load-testing-on-aws
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@@ -30967,7 +30967,7 @@ https://aws.amazon.com/solutions/implementations/workload-discovery-on-aws:
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@@ -30998,7 +30998,7 @@ https://aws.amazon.com/solutions/multi-region-infrastructure-deployment:
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@@ -31032,7 +31032,7 @@ https://aws.amazon.com/solutions/multi-region-infrastructure-deployment:
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@@ -31106,7 +31106,7 @@ https://aws.amazon.com/startups:
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@@ -31170,7 +31170,7 @@ https://aws.amazon.com/streaming-data:
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@@ -31211,7 +31211,7 @@ https://aws.amazon.com/streaming-data:
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@@ -31314,7 +31314,7 @@ https://aws.amazon.com/what-is/data-lake:
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@@ -31348,7 +31348,7 @@ https://aws.amazon.com/what-is/streaming-data:
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@@ -31481,7 +31481,7 @@ https://aws.plainenglish.io:
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   content_hash: N/A
   health_score: 100.0
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@@ -31515,7 +31515,7 @@ https://aws.plainenglish.io/6-tips-to-improve-availability-with-aws-load-balance
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@@ -31547,7 +31547,7 @@ https://aws.plainenglish.io/aws-codepipeline-for-amazon-ecs-part-2-a-blue-green-
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@@ -31579,7 +31579,7 @@ https://aws.plainenglish.io/building-aws-infrastructure-with-terraform-modules-2
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@@ -31612,7 +31612,7 @@ https://aws.plainenglish.io/choosing-the-right-aws-container-service-ecs-vs-eks-
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   health_score: 100.0
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   health_score: 100.0
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@@ -31773,7 +31773,7 @@ https://aws.plainenglish.io/kubectl-get-kubernetes-o-architecture-6d4bd97dcaaf:
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   health_score: 100.0
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@@ -32333,7 +32333,7 @@ https://awstip.com:
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   health_score: 100.0
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@@ -32961,7 +32961,7 @@ https://axway.com/digitize:
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@@ -33123,7 +33123,7 @@ https://azeynalli1990.medium.com/15-best-practices-when-working-with-docker-720d
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   discovered_at: '2026-05-18T20:54:54.965492+02:00'
   last_ai_eval: null
@@ -33930,7 +33930,7 @@ https://azure.microsoft.com/en-us/en-gb/products/load-testing:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.983468
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.983468+02:00'
   last_ai_eval: null
@@ -33961,7 +33961,7 @@ https://azure.microsoft.com/en-us/en-gb/products/load-testing:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.025711
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.025711+02:00'
   last_ai_eval: null
@@ -33988,7 +33988,7 @@ https://azure.microsoft.com/en-us/en-us/blog/azure-virtual-wan-introduces-its-fi
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.000091
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.000091+02:00'
   last_ai_eval: null
@@ -34020,7 +34020,7 @@ https://azure.microsoft.com/en-us/en-us/blog/choose-the-best-global-distribution
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.955255
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.955255+02:00'
   last_ai_eval: null
@@ -34052,7 +34052,7 @@ https://azure.microsoft.com/en-us/en-us/explore/global-infrastructure/products-b
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.980635
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.980635+02:00'
   last_ai_eval: null
@@ -34083,7 +34083,7 @@ https://azure.microsoft.com/en-us/en-us/resources/azure-for-architects:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.930166
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.930166+02:00'
   last_ai_eval: null
@@ -34109,7 +34109,7 @@ https://azure.microsoft.com/en-us/en-us/services/api-management:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.009103
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.009103+02:00'
   last_ai_eval: null
@@ -34135,7 +34135,7 @@ https://azure.microsoft.com/en-us/en-us/services/container-instances:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.015828
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.015828+02:00'
   last_ai_eval: null
@@ -34162,7 +34162,7 @@ https://azure.microsoft.com/en-us/en-us/updates:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.97767
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.977670+02:00'
   last_ai_eval: null
@@ -34194,7 +34194,7 @@ https://azure.microsoft.com/en-us/en-us/updates/?query=AKS:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.018483
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.018483+02:00'
   last_ai_eval: null
@@ -34225,7 +34225,7 @@ https://azure.microsoft.com/en-us/en-us/updates/general-availability-azure-basti
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.941341
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.941341+02:00'
   last_ai_eval: null
@@ -34252,7 +34252,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.014612
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.014612+02:00'
   last_ai_eval: null
@@ -34283,7 +34283,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.999092
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999092+02:00'
   last_ai_eval: null
@@ -34309,7 +34309,7 @@ https://azure.microsoft.com/en-us/en-us/updates/generally-available-azure-bastio
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.941118
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.941118+02:00'
   last_ai_eval: null
@@ -34335,7 +34335,7 @@ https://azure.microsoft.com/en-us/en-us/updates/v2/Azure-Virtual-Network-Manager
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130495.006022
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.006022+02:00'
   last_ai_eval: null
@@ -34401,7 +34401,7 @@ https://azure.microsoft.com/en-us/products/azure-vmware:
   addition_method: automatic
   content_hash: 4f485b1edd932920fbdddace5206e107f46cfa9c9fac080a8f010d4942e3011a
   health_score: null
-  last_checked: 1780352424.113303
+  last_checked: 1780352424
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113303+02:00'
   last_ai_eval: null
@@ -34473,7 +34473,7 @@ https://azure.microsoft.com/en-us/products/container-apps:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1779388611.321149
+  last_checked: 1779388611
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:36:51.321149+02:00'
   last_ai_eval: null
@@ -34540,7 +34540,7 @@ https://azure.microsoft.com/en-us/resources/azure-for-architects:
   addition_method: manual
   content_hash: d6ee70269dcb2914193a55167c2a09f7a1392f69abb5701f311a294fa47635fa
   health_score: 100.0
-  last_checked: 1779030276.196163
+  last_checked: 1779030276
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:36.196163+02:00'
   last_ai_eval: null
@@ -34566,7 +34566,7 @@ https://azure.microsoft.com/en-us/resources/templates:
   addition_method: manual
   content_hash: 8173b40548f195b0d9676b140d0073c39dad8a7bc5fa4ad37fd7f71adc0810a3
   health_score: 100.0
-  last_checked: 1779030451.349594
+  last_checked: 1779030451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:31.349594+02:00'
   last_ai_eval: null
@@ -34592,7 +34592,7 @@ https://azure.microsoft.com/en-us/services/api-management:
   addition_method: manual
   content_hash: a8f612b4541e2fdb70344032748b0cdcde5c27f47ccd1b94542ba7e94327ea5f
   health_score: 100.0
-  last_checked: 1779030154.253433
+  last_checked: 1779030154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:34.253433+02:00'
   last_ai_eval: null
@@ -34618,7 +34618,7 @@ https://azure.microsoft.com/en-us/services/container-apps:
   addition_method: manual
   content_hash: d68cdd6462db5bd2144e1bc364ea86a0a3766a167fae9261faf9e2ff9c29d26e
   health_score: 64.0
-  last_checked: 1779130494.999218
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.999218+02:00'
   last_ai_eval: null
@@ -34644,7 +34644,7 @@ https://azure.microsoft.com/en-us/services/container-instances:
   addition_method: manual
   content_hash: 6d631bc9abc0cf9d0490cad46b69fa4f685f57b7348e6a42815392b73aefb166
   health_score: 100.0
-  last_checked: 1779031284.423275
+  last_checked: 1779031284
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:24.423275+02:00'
   last_ai_eval: null
@@ -34670,7 +34670,7 @@ https://azure.microsoft.com/en-us/services/devops:
   addition_method: manual
   content_hash: 4eb027814fb8d7174f68e388ab9d1ba73e4dfd9eaada1c2d4076f1ed18dfe2a1
   health_score: 64.0
-  last_checked: 1779130495.031928
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.031928+02:00'
   last_ai_eval: null
@@ -34709,7 +34709,7 @@ https://azure.microsoft.com/en-us/solutions/azure-iaas:
   addition_method: automatic
   content_hash: 2d3df94f4508f706175f5e054989e9705b467ab46c3a68fae5552a625ef0187a
   health_score: null
-  last_checked: 1780352404.147692
+  last_checked: 1780352404
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147692+02:00'
   last_ai_eval: null
@@ -34746,7 +34746,7 @@ https://azure.microsoft.com/en-us/updates:
   addition_method: manual
   content_hash: c0d299b90ce1d8fae61f1bb988a1c17001f73a79cdc01d07856079acfe54806a
   health_score: 100.0
-  last_checked: 1779033195.230555
+  last_checked: 1779033195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:15.230555+02:00'
   last_ai_eval: null
@@ -34806,7 +34806,7 @@ https://azure.microsoft.com/en-us/updates/azure-virtual-network-manager-topology
   addition_method: manual
   content_hash: cd2d434082831561bcde20fe7922d38a408f0a0daf7e3044c019bb576eba1941
   health_score: 100.0
-  last_checked: 1779029093.712788
+  last_checked: 1779029093
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:53.712788+02:00'
   last_ai_eval: null
@@ -34832,7 +34832,7 @@ https://azure.microsoft.com/en-us/updates/generally-available-azure-bastion-shar
   addition_method: manual
   content_hash: 349763fbbf24cfba726efb16e2396afabac9a18aaecdeb83507f3dfbd4681276
   health_score: 100.0
-  last_checked: 1779034191.124009
+  last_checked: 1779034191
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:51.124009+02:00'
   last_ai_eval: null
@@ -34859,7 +34859,7 @@ https://azure.microsoft.com/en-us/updates/generally-available-azure-bastion-shar
   addition_method: manual
   content_hash: 54e5a5ada010e6f05df7e9e8126be708bd485bc2cc7137dc0c97f9ead497a79d
   health_score: 100.0
-  last_checked: 1779029531.698732
+  last_checked: 1779029531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:11.698732+02:00'
   last_ai_eval: null
@@ -34886,7 +34886,7 @@ https://azure.microsoft.com/en-us/updates/private-preview-aks-backup:
   addition_method: manual
   content_hash: 788a8d952656e5496bf5d13320f626d7ca7752ce33ef2446975684630234583b
   health_score: 100.0
-  last_checked: 1779032499.621224
+  last_checked: 1779032499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:39.621224+02:00'
   last_ai_eval: null
@@ -34919,7 +34919,7 @@ https://azure.microsoft.com/en-us/updates/sftp-support-for-azure-blob-storage-no
   addition_method: manual
   content_hash: 43788bbb19bdc3d0e0e1a644aad064e0c615697eff80db65c668cad3966da0ba
   health_score: 100.0
-  last_checked: 1779034066.542028
+  last_checked: 1779034066
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:46.542028+02:00'
   last_ai_eval: null
@@ -34983,7 +34983,7 @@ https://azure.microsoft.com/services/chaos-studio:
   addition_method: manual
   content_hash: 67871824337f3c8cf237064990fc07d9a0ff7d444b59565748377de97a1bdd50
   health_score: 100.0
-  last_checked: 1779030760.287403
+  last_checked: 1779030760
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:40.287403+02:00'
   last_ai_eval: null
@@ -35010,7 +35010,7 @@ https://azure.microsoft.com/services/container-apps:
   addition_method: manual
   content_hash: 63a918810fe9081bda21710bbb0ac48d023e55606b716269e053924d50e4dd82
   health_score: 100.0
-  last_checked: 1779029658.863618
+  last_checked: 1779029658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:18.863618+02:00'
   last_ai_eval: null
@@ -35036,7 +35036,7 @@ https://azure.microsoft.com/services/devops:
   addition_method: manual
   content_hash: cab5d76c655c345a99d8bd339c33c9a00b511678e8807fa2e427a012dcdf0e6f
   health_score: 100.0
-  last_checked: 1779030635.108076
+  last_checked: 1779030635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:35.108076+02:00'
   last_ai_eval: null
@@ -35065,7 +35065,7 @@ https://azurearcjumpstart.io:
   addition_method: manual
   content_hash: 22a467a8cc968ed9275238d39361d427819bc71676e9b8feb92ba423d1e22ad7
   health_score: 100.0
-  last_checked: 1779031085.111681
+  last_checked: 1779031085
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:05.111681+02:00'
   last_ai_eval: null
@@ -35158,7 +35158,7 @@ https://azurecloudai.blog/2019/09/27/deploy-azure-kubernetes-service-aks-to-a-pr
   addition_method: manual
   content_hash: 5d14b2dc03dadca8119588932b102e1f5ed361f90524093ca50abddd947d2843
   health_score: 100.0
-  last_checked: 1779031827.30087
+  last_checked: 1779031827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:27.300870+02:00'
   last_ai_eval: null
@@ -35191,7 +35191,7 @@ https://azuredevopsdemogenerator.azurewebsites.net:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031618.118826
+  last_checked: 1779031618
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:58.118826+02:00'
   last_ai_eval: null
@@ -35387,7 +35387,7 @@ https://azureway.cloud/azure-container-apps-creating-using-terraform-part-1:
   addition_method: manual
   content_hash: ef4b9f024e2eeebbdf34c696ea3d19cf32a8cbfcd49ae6c6e939b95a9eec7097
   health_score: 100.0
-  last_checked: 1779032680.323143
+  last_checked: 1779032680
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:44:40.323143+02:00'
   last_ai_eval: null
@@ -35413,7 +35413,7 @@ https://azureway.cloud/azure-container-apps-traffic-splitting-part-4:
   addition_method: manual
   content_hash: fdf558410487332b90abd7c51698d777788edc16ef106168d480d4297a79028c
   health_score: 100.0
-  last_checked: 1779032381.982556
+  last_checked: 1779032381
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:41.982556+02:00'
   last_ai_eval: null
@@ -35472,7 +35472,7 @@ https://backup.docs.portworx.com:
   addition_method: manual
   content_hash: 53e7bacf27df49e27bfde528e3135903962ffdb798c263833d0be1ad94eb410a
   health_score: 100.0
-  last_checked: 1779034094.714128
+  last_checked: 1779034094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.714128+02:00'
   last_ai_eval: null
@@ -35566,7 +35566,7 @@ https://bagas-awibowo.medium.com/helm-templating-network-policy-using-helm-783b2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033415.653962
+  last_checked: 1779033415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.653962+02:00'
   last_ai_eval: null
@@ -35598,7 +35598,7 @@ https://balajisblog.com/cheatsheet-for-bitbucket-pipelines:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034345.630406
+  last_checked: 1779034345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.630406+02:00'
   last_ai_eval: null
@@ -35663,7 +35663,7 @@ https://banzaicloud.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032219.556124
+  last_checked: 1779032219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.556124+02:00'
   last_ai_eval: null
@@ -35729,7 +35729,7 @@ https://banzaicloud.com/blog/helm3-the-good-the-bad-and-the-ugly:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032163.107486
+  last_checked: 1779032163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.107486+02:00'
   last_ai_eval: null
@@ -35761,7 +35761,7 @@ https://banzaicloud.com/blog/istio-1.6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030540.676878
+  last_checked: 1779030540
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:00.676878+02:00'
   last_ai_eval: null
@@ -35793,7 +35793,7 @@ https://banzaicloud.com/blog/istio-external-demo:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031226.49407
+  last_checked: 1779031226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.494070+02:00'
   last_ai_eval: null
@@ -35825,7 +35825,7 @@ https://banzaicloud.com/blog/istio-mixerless-telemetry:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031602.211686
+  last_checked: 1779031602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.211686+02:00'
   last_ai_eval: null
@@ -35857,7 +35857,7 @@ https://banzaicloud.com/blog/istio-opa:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032518.660121
+  last_checked: 1779032518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.660121+02:00'
   last_ai_eval: null
@@ -35889,7 +35889,7 @@ https://banzaicloud.com/blog/k8s-cluster-autoscaler:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031352.438432
+  last_checked: 1779031352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:32.438432+02:00'
   last_ai_eval: null
@@ -35921,7 +35921,7 @@ https://banzaicloud.com/blog/k8s-cluster-logging:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034404.359046
+  last_checked: 1779034404
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:24.359046+02:00'
   last_ai_eval: null
@@ -35955,7 +35955,7 @@ https://banzaicloud.com/blog/k8s-sidecars:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034211.523823
+  last_checked: 1779034211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.523823+02:00'
   last_ai_eval: null
@@ -35987,7 +35987,7 @@ https://banzaicloud.com/blog/kafka-on-etcd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031357.968546
+  last_checked: 1779031357
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:37.968546+02:00'
   last_ai_eval: null
@@ -36019,7 +36019,7 @@ https://banzaicloud.com/blog/kafka-on-istio-benefits:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033698.883072
+  last_checked: 1779033698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:38.883072+02:00'
   last_ai_eval: null
@@ -36051,7 +36051,7 @@ https://banzaicloud.com/blog/kafka-rolling-upgrade:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:36:53.214498+02:00'
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@@ -47594,7 +47594,7 @@ https://blog.devgenius.io/kubernetes-blue-green-deployment-a69ed17cd4cd:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029952.132688
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.132688+02:00'
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@@ -47626,7 +47626,7 @@ https://blog.devgenius.io/kubernetes-deployment-strategy-explained-bf27fea088e1:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T18:14:51.445735+02:00'
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@@ -47658,7 +47658,7 @@ https://blog.devgenius.io/kubernetes-k8-high-level-overview-d4e8ef59de00:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.696423+02:00'
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@@ -47690,7 +47690,7 @@ https://blog.devgenius.io/kubernetes-namespace-wide-network-policy-1126fafdf221:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:50:46.508225+02:00'
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@@ -47722,7 +47722,7 @@ https://blog.devgenius.io/kubernetes-on-proxmox-with-terraform-6880921af6e4:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:08:04.235398+02:00'
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@@ -47754,7 +47754,7 @@ https://blog.devgenius.io/kustomize-simple-manifest-manipulation-9330f7f40d5d:
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   health_score: 100.0
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@@ -47786,7 +47786,7 @@ https://blog.devgenius.io/learn-kubernetes-programming-part-1-7384e5f3c481:
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   health_score: 100.0
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@@ -47818,7 +47818,7 @@ https://blog.devgenius.io/logging-in-python-adec94519755:
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   health_score: 100.0
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@@ -47852,7 +47852,7 @@ https://blog.devgenius.io/passing-the-2023-certified-kubernetes-administrator-ck
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   health_score: 100.0
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@@ -47884,7 +47884,7 @@ https://blog.devgenius.io/rest-apis-with-python-f330c7ffc6ab:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:27.976763+02:00'
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@@ -47916,7 +47916,7 @@ https://blog.devgenius.io/running-opentelemetry-demo-app-in-kubernetes-95dccd613
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   health_score: 100.0
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@@ -47949,7 +47949,7 @@ https://blog.devgenius.io/scanning-kubernetes-yaml-files-for-security-e302542b54
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   discovered_at: '2026-05-17T17:50:30.223992+02:00'
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@@ -47981,7 +47981,7 @@ https://blog.devgenius.io/send-information-from-databricks-to-airflow-810a7d49ff
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@@ -48013,7 +48013,7 @@ https://blog.devgenius.io/sso-authentication-for-applications-in-kubernetes-aedc
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   health_score: 100.0
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@@ -48047,7 +48047,7 @@ https://blog.devgenius.io/top-10-architecture-characteristics-non-functional-req
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@@ -48079,7 +48079,7 @@ https://blog.devgenius.io/training-model-with-jenkins-using-docker-mlops-b18579d
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@@ -48111,7 +48111,7 @@ https://blog.devgenius.io/when-k8s-pods-are-stuck-mounting-large-volumes-2915e66
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@@ -48143,7 +48143,7 @@ https://blog.devgenius.io/yaml-with-python-d6787a9bd8ab:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:38:53.304522+02:00'
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@@ -48178,7 +48178,7 @@ https://blog.devgenius.io/zero-downtime-deployment-with-kubernetes-using-rolling
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@@ -48210,7 +48210,7 @@ https://blog.devops.dev/automating-kubernetes-deployments-with-helm-charts-baaec
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   health_score: 100.0
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@@ -48248,7 +48248,7 @@ https://blog.devops.dev/blue-green-deployment-ci-cd-pipelines-with-docker-github
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   health_score: 100.0
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@@ -48315,7 +48315,7 @@ https://blog.devops.dev/deploying-and-monitoring-an-application-using-prometheus
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   health_score: 100.0
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@@ -48349,7 +48349,7 @@ https://blog.devops.dev/deploying-awesome-app-on-aws-serverless-services-step-by
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@@ -48383,7 +48383,7 @@ https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehe
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@@ -48417,7 +48417,7 @@ https://blog.devops.dev/deploying-helm-charts-with-jenkins-and-groovy-a-comprehe
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@@ -48450,7 +48450,7 @@ https://blog.devops.dev/devops-best-practices-for-continuous-delivery-2f0ebbae65
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@@ -48482,7 +48482,7 @@ https://blog.devops.dev/end-to-end-devsecops-kubernetes-project-4259f90722ef:
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@@ -48514,7 +48514,7 @@ https://blog.devops.dev/generating-a-list-of-dictionaries-with-python-77fca18549
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@@ -48578,7 +48578,7 @@ https://blog.devops.dev/gitops-fundamentals-part-0-a8e63f8f9ce8:
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@@ -48643,7 +48643,7 @@ https://blog.devops.dev/hosting-your-own-helm-chart-on-github-with-chart-release
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@@ -48675,7 +48675,7 @@ https://blog.devops.dev/how-to-create-an-aws-sandbox-account-using-terraform-c35
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@@ -48709,7 +48709,7 @@ https://blog.devops.dev/how-to-manage-multiple-environments-with-terraform-with-
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   health_score: 100.0
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@@ -48743,7 +48743,7 @@ https://blog.devops.dev/how-to-use-the-kubernetes-resource-recommender-tool-in-a
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@@ -48777,7 +48777,7 @@ https://blog.devops.dev/importance-of-logging-in-kubernetes-and-intro-to-grafana
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@@ -48809,7 +48809,7 @@ https://blog.devops.dev/kateyes-visual-kubernetes-explorer-c40510874969:
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   health_score: 100.0
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@@ -48841,7 +48841,7 @@ https://blog.devops.dev/keda-autoscaling-kubernetes-apps-using-prometheus-da037f
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   health_score: 100.0
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@@ -48873,7 +48873,7 @@ https://blog.devops.dev/kubernetes-services-explained-with-examples-3d1897a875b7
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@@ -48906,7 +48906,7 @@ https://blog.devops.dev/manage-secrets-on-aws-and-helm-as-environment-variables-
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   health_score: 100.0
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@@ -48940,7 +48940,7 @@ https://blog.devops.dev/mastering-machine-learning-at-scale-with-azure-machine-l
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@@ -48974,7 +48974,7 @@ https://blog.devops.dev/monitoring-a-spring-boot-application-in-kubernetes-with-
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   health_score: 100.0
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@@ -49008,7 +49008,7 @@ https://blog.devops.dev/monitoring-mysql-using-prometheus-and-grafana-in-kuberne
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   health_score: 100.0
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@@ -49074,7 +49074,7 @@ https://blog.devops.dev/observability-better-ci-for-your-prometheus-alerts-32aae
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   health_score: 100.0
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@@ -49106,7 +49106,7 @@ https://blog.devops.dev/observability-concept-in-prometheus-9f0093fa7495:
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   health_score: 100.0
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@@ -49140,7 +49140,7 @@ https://blog.devops.dev/prometheus-metrics-within-kubernetes-an-ariel-view-d1d3b
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   health_score: 100.0
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@@ -49172,7 +49172,7 @@ https://blog.devops.dev/stop-cloning-helm-charts-enough-b40fb5d67ac7:
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@@ -49206,7 +49206,7 @@ https://blog.devops.dev/stop-messing-up-with-git-follow-this-simple-and-effectiv
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@@ -49245,7 +49245,7 @@ https://blog.devops.dev/terraform-drift-detection-in-production-why-plan-isnt-en
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@@ -49284,7 +49284,7 @@ https://blog.devops.dev/terraform-modules-db392bb7e950:
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   health_score: 100.0
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@@ -49316,7 +49316,7 @@ https://blog.devops.dev/tools-to-manage-kubernetes-15b675f407d4:
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   health_score: 100.0
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@@ -49348,7 +49348,7 @@ https://blog.devops.dev/understanding-jobs-and-cronjobs-in-kubernetes-9db379562d
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   health_score: 100.0
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@@ -49381,7 +49381,7 @@ https://blog.devops.dev/using-vault-in-kubernetes-production-for-security-engine
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   content_hash: N/A
   health_score: 100.0
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@@ -54655,7 +54655,7 @@ https://blog.knell.it/making-your-helm-chart-observable-for-prometheus:
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@@ -54683,7 +54683,7 @@ https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies:
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   health_score: 100.0
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@@ -54715,7 +54715,7 @@ https://blog.knoldus.com/introduction-to-kubernetes-deployment-strategies-part-2
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@@ -54742,7 +54742,7 @@ https://blog.knoldus.com/monitoring-kafka-with-prometheus-and-grafana:
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@@ -54769,7 +54769,7 @@ https://blog.kubecost.com/blog/aks-cost:
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   health_score: 100.0
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@@ -54802,7 +54802,7 @@ https://blog.kubecost.com/blog/announcing-kubecost-first-round:
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@@ -54834,7 +54834,7 @@ https://blog.kubecost.com/blog/kubernetes-kops:
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@@ -54867,7 +54867,7 @@ https://blog.kubecost.com/blog/kubernetes-labels:
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   health_score: 100.0
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@@ -54900,7 +54900,7 @@ https://blog.kubecost.com/blog/kubernetes-node-affinity:
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@@ -54933,7 +54933,7 @@ https://blog.kubecost.com/blog/rancher-vs-kubernetes:
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@@ -55068,7 +55068,7 @@ https://blog.kubesimplify.com/perform-crud-operations-on-kubernetes-using-golang
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@@ -55099,7 +55099,7 @@ https://blog.kubesimplify.com/yours-kindly-drone:
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@@ -55159,7 +55159,7 @@ https://blog.lealdasilva.com/vmware2proxmox:
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@@ -55191,7 +55191,7 @@ https://blog.learncodeonline.in/everything-about-ansible-variables:
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@@ -55223,7 +55223,7 @@ https://blog.learncodeonline.in/kubernetes:
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@@ -55255,7 +55255,7 @@ https://blog.learncodeonline.in/kubernetes-cluster-deployment-on-centos-linux:
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@@ -55287,7 +55287,7 @@ https://blog.learncodeonline.in/kubernetes-scheduling-daemonset:
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@@ -55319,7 +55319,7 @@ https://blog.learncodeonline.in/kubernetes-scheduling-taints-and-tolerations:
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@@ -55351,7 +55351,7 @@ https://blog.learncodeonline.in/managing-file-operations-with-ansible:
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@@ -55384,7 +55384,7 @@ https://blog.lelonek.me/liveness-and-readiness-probes-for-kubernetes-in-phoenix-
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@@ -55416,7 +55416,7 @@ https://blog.lightspin.io/nginx-custom-snippets-cve-2021-25742:
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@@ -55479,7 +55479,7 @@ https://blog.logrocket.com/aws-amplify-and-react-native-a-tutorial:
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@@ -56090,7 +56090,7 @@ https://blog.mariano.cloud/do-you-even-jsonpath:
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@@ -56157,7 +56157,7 @@ https://blog.mayadata.io/github-chaos-actions-in-your-ci/cd-workflow-part-1:
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@@ -56255,7 +56255,7 @@ https://blog.mimacom.com/automate-nexus:
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@@ -56548,7 +56548,7 @@ https://blog.mineiros.io/how-to-keep-your-terraform-code-dry-by-using-terramate-
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@@ -56577,7 +56577,7 @@ https://blog.mineiros.io/introducing-terramate-an-orchestrator-and-code-generato
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@@ -56643,7 +56643,7 @@ https://blog.netsil.com/kubernetes-vs-openshift-vs-tectonic-comparing-enterprise
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@@ -56785,7 +56785,7 @@ https://blog.newrelic.com/engineering/opentelemetry-opentracing-opencensus:
   addition_method: manual
   content_hash: c4de583d3b6057995fe832ecff2d9188e336e12fef6bfda94f58a8f5d76bbdc0
   health_score: 100.0
-  last_checked: 1779034564.347418
+  last_checked: 1779034564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.347418+02:00'
   last_ai_eval: null
@@ -57029,7 +57029,7 @@ https://blog.oliverjumpertz.dev/the-10-most-valuable-lessons-i-learned-as-a-deve
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029796.108915
+  last_checked: 1779029796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.108915+02:00'
   last_ai_eval: null
@@ -57062,7 +57062,7 @@ https://blog.openreplay.com/8-cool-vs-code-tips-to-make-your-workspace-more-pers
   addition_method: manual
   content_hash: 8a704484e51fe75e103c8636999b7d671d4e7e17c490f5dec1a4dc7041a2dd3f
   health_score: 100.0
-  last_checked: 1779029356.950442
+  last_checked: 1779029356
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:16.950442+02:00'
   last_ai_eval: null
@@ -57094,7 +57094,7 @@ https://blog.openshift.com/500_pods_per_node:
   addition_method: manual
   content_hash: e8cb1098fe34b77675ef3aae22554e9824287759ef54e290407325208c6a52e5
   health_score: 100.0
-  last_checked: 1779029165.634147
+  last_checked: 1779029165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.634147+02:00'
   last_ai_eval: null
@@ -57121,7 +57121,7 @@ https://blog.openshift.com/advanced-network-customizations-for-openshift-install
   addition_method: manual
   content_hash: c44273f5e49429789bb2ef18432dfdd8a35158ad19021a7a9b74cd513b2d7767
   health_score: 100.0
-  last_checked: 1779032088.22765
+  last_checked: 1779032088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.227650+02:00'
   last_ai_eval: null
@@ -57149,7 +57149,7 @@ https://blog.openshift.com/aws-and-red-hat-quickstart-workshop:
   addition_method: manual
   content_hash: e23227f60378685a415b96c0c73a507ab461ddbb0bf594fce8be391b9c4d40a7
   health_score: 100.0
-  last_checked: 1779032869.788386
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.788386+02:00'
   last_ai_eval: null
@@ -57176,7 +57176,7 @@ https://blog.openshift.com/cloud-native-ci-cd-with-openshift-pipelines:
   addition_method: manual
   content_hash: 66015a0026f92adabf79475854c7c2f09f5b136dc1c40c7ff6e9d0244797ca14
   health_score: 100.0
-  last_checked: 1779034558.210893
+  last_checked: 1779034558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:58.210893+02:00'
   last_ai_eval: null
@@ -57203,7 +57203,7 @@ https://blog.openshift.com/configure-the-openshift-image-registry-backed-by-open
   addition_method: manual
   content_hash: cf2f0457cdc0d28f7cf398dc01abaeb74a63da266b8dcedfaf7badd6713c50f6
   health_score: 100.0
-  last_checked: 1779030653.847237
+  last_checked: 1779030653
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.847237+02:00'
   last_ai_eval: null
@@ -57230,7 +57230,7 @@ https://blog.openshift.com/debugging-java-applications-on-openshift-kubernetes:
   addition_method: manual
   content_hash: dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa
   health_score: 100.0
-  last_checked: 1779032762.817084
+  last_checked: 1779032762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.817084+02:00'
   last_ai_eval: null
@@ -57257,7 +57257,7 @@ https://blog.openshift.com/deploying-jenkins-on-openshift-part-1:
   addition_method: manual
   content_hash: b0c6304d42b8751b8593aa2f93281777cef36f3a81064d9f3ef84da953448fcd
   health_score: 100.0
-  last_checked: 1779031436.003548
+  last_checked: 1779031436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:56.003548+02:00'
   last_ai_eval: null
@@ -57284,7 +57284,7 @@ https://blog.openshift.com/enabling-openshift-4-clusters-to-stop-and-resume-clus
   addition_method: manual
   content_hash: 5d8b2bf7e2ab6fccd522abb51222af09ae87f1bac8c08c329b0e7853b43f4b86
   health_score: 100.0
-  last_checked: 1779033360.87944
+  last_checked: 1779033360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.879440+02:00'
   last_ai_eval: null
@@ -57312,7 +57312,7 @@ https://blog.openshift.com/fine-grained-policy-enforcement-in-openshift-with-ope
   addition_method: manual
   content_hash: 356195790f128135638d2857608626b4046248f2468393c1f7a36c640377ea20
   health_score: 100.0
-  last_checked: 1779033782.538892
+  last_checked: 1779033782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:02.538892+02:00'
   last_ai_eval: null
@@ -57339,7 +57339,7 @@ https://blog.openshift.com/from-templates-to-openshift-helm-charts:
   addition_method: manual
   content_hash: 23c0178f6a74ea15327784473eb11bab3091a702049e7ab659cfc3e1865c1551
   health_score: 100.0
-  last_checked: 1779031451.297832
+  last_checked: 1779031451
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:11.297832+02:00'
   last_ai_eval: null
@@ -57366,7 +57366,7 @@ https://blog.openshift.com/fully-automated-management-of-egress-ips-with-the-egr
   addition_method: manual
   content_hash: d90202eddd2feaeb97e512c210a5ce2eefe6bae03a5b8e889d51fda5a30f1e53
   health_score: 100.0
-  last_checked: 1779030024.979321
+  last_checked: 1779030024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:24.979321+02:00'
   last_ai_eval: null
@@ -57393,7 +57393,7 @@ https://blog.openshift.com/getting-started-with-kubevirt:
   addition_method: manual
   content_hash: 804741305af57887ddd29deecdc7f7dd29ae40437cc499265ae19689822ddab3
   health_score: 100.0
-  last_checked: 1779030680.998127
+  last_checked: 1779030680
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.998127+02:00'
   last_ai_eval: null
@@ -57421,7 +57421,7 @@ https://blog.openshift.com/guide-to-installing-an-okd-4-4-cluster-on-your-home-l
   addition_method: manual
   content_hash: e5528bbb6cdf971d0a9f11ac7a1554b7b7c14a63bbbe57e2cbe66e8cfeae3593
   health_score: 100.0
-  last_checked: 1779033584.002035
+  last_checked: 1779033584
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:44.002035+02:00'
   last_ai_eval: null
@@ -57449,7 +57449,7 @@ https://blog.openshift.com/how-full-is-my-cluster-part-5-a-capacity-management-d
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.993694
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.993694+02:00'
   last_ai_eval: null
@@ -57480,7 +57480,7 @@ https://blog.openshift.com/improving-jenkins-performance-on-openshift-part-2:
   addition_method: manual
   content_hash: 2be68ce83d0d14b94433db966657036f1581399d72f468b7dbaeab8dac77043d
   health_score: 100.0
-  last_checked: 1779032552.574875
+  last_checked: 1779032552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.574875+02:00'
   last_ai_eval: null
@@ -57507,7 +57507,7 @@ https://blog.openshift.com/installing-okd-3-10-on-a-single-host:
   addition_method: manual
   content_hash: f8b4a91e58817c13e797e40b3f5f7c03787096045236d5efad8f3e5912e06f24
   health_score: 100.0
-  last_checked: 1779029897.266537
+  last_checked: 1779029897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:17.266537+02:00'
   last_ai_eval: null
@@ -57534,7 +57534,7 @@ https://blog.openshift.com/introducing-red-hat-openshift-4:
   addition_method: manual
   content_hash: 8eeb1602ac296b6dec91c336294538741685645ce8457831f36eab9bc7806eb2
   health_score: 100.0
-  last_checked: 1779029068.505941
+  last_checked: 1779029068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.505941+02:00'
   last_ai_eval: null
@@ -57562,7 +57562,7 @@ https://blog.openshift.com/introducing-red-hat-openshift-4-3-to-enhance-kubernet
   addition_method: manual
   content_hash: 78cf251fc5aa752bdf396ea941bed11f674e4d1c867eb6e727f7194c4c0033dd
   health_score: 100.0
-  last_checked: 1779034292.360214
+  last_checked: 1779034292
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:32.360214+02:00'
   last_ai_eval: null
@@ -57589,7 +57589,7 @@ https://blog.openshift.com/introducing-red-hat-quay:
   addition_method: manual
   content_hash: 1baf5f911cbcbf5bbfb1568569add877ada16db1bdac25d8e734592102476e83
   health_score: 100.0
-  last_checked: 1779031389.34621
+  last_checked: 1779031389
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:09.346210+02:00'
   last_ai_eval: null
@@ -57616,7 +57616,7 @@ https://blog.openshift.com/kubernetes-pods-life:
   addition_method: manual
   content_hash: 237760630b472db934ca3fd54ab1b5322bf319183bef07ca0190b40cf9489313
   health_score: 100.0
-  last_checked: 1779031497.556622
+  last_checked: 1779031497
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.556622+02:00'
   last_ai_eval: null
@@ -57643,7 +57643,7 @@ https://blog.openshift.com/migrating-your-applications-to-openshift-4:
   addition_method: manual
   content_hash: 6e5a92c89ed15c77c955d9f3653cfebd55ed8602396728207ab3c25c09f65252
   health_score: 100.0
-  last_checked: 1779029158.877362
+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.877362+02:00'
   last_ai_eval: null
@@ -57670,7 +57670,7 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-quickstart:
   addition_method: manual
   content_hash: 2382019fda064b4eb92c534781e9c3a1c4af7ed697978ca9d34c9e002d116e36
   health_score: 100.0
-  last_checked: 1779031866.091643
+  last_checked: 1779031866
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:06.091643+02:00'
   last_ai_eval: null
@@ -57697,7 +57697,7 @@ https://blog.openshift.com/openshift-4-2-vsphere-install-with-static-ips:
   addition_method: manual
   content_hash: 923472ab323ecc771e0f7b2725a631aaf2995903539408a2eb37a644da41482d
   health_score: 100.0
-  last_checked: 1779031385.610051
+  last_checked: 1779031385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.610051+02:00'
   last_ai_eval: null
@@ -57724,7 +57724,7 @@ https://blog.openshift.com/openshift-4-install-experience:
   addition_method: manual
   content_hash: 31d6fcf6eba7cbcd9be0a84074aac62d76d06057d9d449042063391fc350724d
   health_score: 100.0
-  last_checked: 1779032579.415075
+  last_checked: 1779032579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:59.415075+02:00'
   last_ai_eval: null
@@ -57751,7 +57751,7 @@ https://blog.openshift.com/openshift-and-network-security-zones-coexistence-appr
   addition_method: manual
   content_hash: 9f161c0cbefe6c6cdae67be6897b6f6a98849f689a2e8cd0e1064d13ed53bce6
   health_score: 100.0
-  last_checked: 1779030574.626211
+  last_checked: 1779030574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:34.626211+02:00'
   last_ai_eval: null
@@ -57777,7 +57777,7 @@ https://blog.openshift.com/openshift-ecosystem-api-management-on-red-hat-openshi
   addition_method: manual
   content_hash: 95624ad111a5d1cb4f5fddb1d6b89c9f552a771342efc8a0a0a37199b65d90ed
   health_score: 100.0
-  last_checked: 1779029970.286615
+  last_checked: 1779029970
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:30.286615+02:00'
   last_ai_eval: null
@@ -57805,7 +57805,7 @@ https://blog.openshift.com/performance-metrics-apm-spring-boot-microservices-ope
   addition_method: manual
   content_hash: 757b673f26e4a597ed1435015796ff0779587ae94c9fa1757630a2b8eafcb602
   health_score: 100.0
-  last_checked: 1779030116.442373
+  last_checked: 1779030116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:56.442373+02:00'
   last_ai_eval: null
@@ -57833,7 +57833,7 @@ https://blog.openshift.com/red-hat-openshift-service-mesh-is-now-available-what-
   addition_method: manual
   content_hash: ab9dfe694a50e3bc9379640b34a4d1abcd2bf477ccb7984517976971e373bed4
   health_score: 100.0
-  last_checked: 1779029631.711907
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.711907+02:00'
   last_ai_eval: null
@@ -57861,7 +57861,7 @@ https://blog.openshift.com/scaling-java-containers:
   addition_method: manual
   content_hash: 4cdc41e3c27bec0962eef8e3de1ed3b88839f41924c5efa422f5ec8fd3a8209f
   health_score: 100.0
-  last_checked: 1779032220.23407
+  last_checked: 1779032220
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:00.234070+02:00'
   last_ai_eval: null
@@ -57891,7 +57891,7 @@ https://blog.openshift.com/simplifying-openshift-case-information-gathering-work
   addition_method: manual
   content_hash: 10606c39c7299abc5595e38e8c4e0670565b9948098c75bc8f8c6227b10f21de
   health_score: 100.0
-  last_checked: 1779034135.056915
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:55.056915+02:00'
   last_ai_eval: null
@@ -57918,7 +57918,7 @@ https://blog.openshift.com/tag/multi-datacenter:
   addition_method: manual
   content_hash: 59061a10347fc75bd5fa2369b54127132ffad40c32c587deecce26d77991ff96
   health_score: 100.0
-  last_checked: 1779030005.672775
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.672775+02:00'
   last_ai_eval: null
@@ -57946,7 +57946,7 @@ https://blog.openshift.com/tech-preview-get-visibility-into-your-openshift-costs
   addition_method: manual
   content_hash: 1428a5ae61971718010953ecee394cccd83b448243f1f28e62251dd4aea74746
   health_score: 100.0
-  last_checked: 1779033167.868212
+  last_checked: 1779033167
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.868212+02:00'
   last_ai_eval: null
@@ -57973,7 +57973,7 @@ https://blog.openshift.com/top-kubernetes-operators-advancing-across-the-operato
   addition_method: manual
   content_hash: 3ba9b2a40bd6befd07a32cf222a628b50acd5e71e755d6a651b9b2ab6553764b
   health_score: 100.0
-  last_checked: 1779033002.451191
+  last_checked: 1779033002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.451191+02:00'
   last_ai_eval: null
@@ -58001,7 +58001,7 @@ https://blog.openshift.com/troubleshooting-openshift-network-performance-with-a-
   addition_method: manual
   content_hash: 0ec30548d0537e94ec82be385fde4ad297f35d4da749c67d50468ecb22c26d16
   health_score: 100.0
-  last_checked: 1779031788.357597
+  last_checked: 1779031788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.357597+02:00'
   last_ai_eval: null
@@ -58028,7 +58028,7 @@ https://blog.openshift.com/understanding-service-accounts-sccs:
   addition_method: manual
   content_hash: 842bc59307f965f9cff2478ea94aa03346fc623714395d633d19f0db030b9fec
   health_score: 100.0
-  last_checked: 1779034309.655892
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.655892+02:00'
   last_ai_eval: null
@@ -58090,7 +58090,7 @@ https://blog.openshift.combuild-kubernetes-operators-from-helm-charts-in-5-steps
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031341.403191
+  last_checked: 1779031341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.403191+02:00'
   last_ai_eval: null
@@ -58121,7 +58121,7 @@ https://blog.openshift.comfederation-v2-is-now-kubefed:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.381273
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.381273+02:00'
   last_ai_eval: null
@@ -58148,7 +58148,7 @@ https://blog.openshift.comfull-cluster-part-2-protecting-nodes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032231.96755
+  last_checked: 1779032231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.967550+02:00'
   last_ai_eval: null
@@ -58175,7 +58175,7 @@ https://blog.openshift.comfull-cluster-part-3-capacity-management:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034131.379162
+  last_checked: 1779034131
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.379162+02:00'
   last_ai_eval: null
@@ -58203,7 +58203,7 @@ https://blog.openshift.comhelm-and-operators-on-openshift-part-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031566.863239
+  last_checked: 1779031566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.863239+02:00'
   last_ai_eval: null
@@ -58235,7 +58235,7 @@ https://blog.openshift.comhelm-and-operators-on-openshift-part-2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029132.452395
+  last_checked: 1779029132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.452395+02:00'
   last_ai_eval: null
@@ -58268,7 +58268,7 @@ https://blog.openshift.comintroduction-to-gitops-with-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032619.99221
+  last_checked: 1779032619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:39.992210+02:00'
   last_ai_eval: null
@@ -58302,7 +58302,7 @@ https://blog.openshift.comis-it-too-late-to-integrate-gitops:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032549.446317
+  last_checked: 1779032549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.446317+02:00'
   last_ai_eval: null
@@ -58335,7 +58335,7 @@ https://blog.openshift.comkubernetes-federation-v2-on-openshift-3-11:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034015.393153
+  last_checked: 1779034015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.393153+02:00'
   last_ai_eval: null
@@ -58363,7 +58363,7 @@ https://blog.openshift.comopenshift-hive-cluster-as-a-service:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031510.397316
+  last_checked: 1779031510
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   discovered_at: '2026-05-17T17:25:10.397316+02:00'
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@@ -63566,7 +63566,7 @@ https://blogs.aws.amazon.com/security:
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@@ -63598,7 +63598,7 @@ https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to
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@@ -63631,7 +63631,7 @@ https://blogs.aws.amazon.com/security/post/Tx223ZW25YRPRKV/How-to-Use-AWS-WAF-to
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@@ -63663,7 +63663,7 @@ https://blogs.aws.amazon.com/security/post/Tx2N52FR8XGJVL3/The-Most-Viewed-AWS-S
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@@ -63695,7 +63695,7 @@ https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Pr
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@@ -63727,7 +63727,7 @@ https://blogs.aws.amazon.com/security/post/Tx2OB7YGHMB7WCM/Adhere-to-IAM-Best-Pr
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@@ -63759,7 +63759,7 @@ https://blogs.aws.amazon.com/security/post/Tx3PTTZB14FWPBA/Announcing-Industry-B
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@@ -63791,7 +63791,7 @@ https://blogs.aws.amazon.com/security/post/Tx4QX7W51NDSLO/The-Most-Popular-AWS-S
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@@ -63823,7 +63823,7 @@ https://blogs.aws.amazon.com/security/post/Tx6QAIBSQTJPHB/Updated-Whitepaper-Ava
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@@ -63855,7 +63855,7 @@ https://blogs.aws.amazon.com/security/post/TxK5WUJK3DG9G8/How-to-Restrict-Amazon
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@@ -63887,7 +63887,7 @@ https://blogs.aws.amazon.com/security/post/TxLEHNNDPUFDU9/Automated-Reasoning-an
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@@ -63919,7 +63919,7 @@ https://blogs.elconfidencial.com/deportes/tribuna/2022-08-03/alpine-aston-martin
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@@ -63947,7 +63947,7 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2021-06-02/talento-informati
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@@ -63975,7 +63975,7 @@ https://blogs.elconfidencial.com/tecnologia/tribuna/2022-02-12/productividad-tec
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@@ -64002,7 +64002,7 @@ https://blogs.gartner.com/cameron_haight/2014/10/13/getting-your-arms-around-dev
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   health_score: 100.0
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@@ -64031,7 +64031,7 @@ https://blogs.letusdevops.com/p/how-much-programming-should-i-know:
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   health_score: 100.0
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@@ -64062,7 +64062,7 @@ https://blogs.msdn.microsoft.com/pythonengineering:
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@@ -64090,7 +64090,7 @@ https://blogs.mulesoft.com/dev/api-dev/apis-versus-web-services:
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@@ -64122,7 +64122,7 @@ https://blogs.mulesoft.com/dev/resources-dev/k8s-kubernetes:
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@@ -64154,7 +64154,7 @@ https://blogs.nakam.org/what-happens-when-k8s-edition:
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   health_score: 100.0
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@@ -64219,7 +64219,7 @@ https://blogs.oracle.com/cloud-infrastructure/announcing-private-kubernetes-clus
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@@ -64250,7 +64250,7 @@ https://blogs.oracle.com/cloud-infrastructure/post/introducing-free-java-license
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@@ -64278,7 +64278,7 @@ https://blogs.oracle.com/maa/post/oracle-rac-on-docker-now-with-full-production-
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   health_score: 100.0
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@@ -64312,7 +64312,7 @@ https://blogs.oracle.com/oracleuniversity/post/hands-on-labs-oci-training:
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   health_score: 100.0
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@@ -64578,7 +64578,7 @@ https://blogs.splunk.com/2016/06/22/aws-video:
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@@ -64610,7 +64610,7 @@ https://blogs.vmware.com/management/2020/06/devops-culture.html:
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@@ -64713,7 +64713,7 @@ https://blogs.vmware.com/vsphere/2019/08/introducing-project-pacific.html:
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@@ -64748,7 +64748,7 @@ https://blogs.windows.com/msedgedev/2020/10/01/microsoft-edge-tools-vscode:
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@@ -64848,7 +64848,7 @@ https://bootcamp.uxdesign.cc/a-quick-win-to-prepare-for-every-meeting-using-temp
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   health_score: 100.0
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@@ -64880,7 +64880,7 @@ https://bootcamp.uxdesign.cc/popular-tech-stack-for-startups-in-2022-f3b53f50c18
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@@ -64912,7 +64912,7 @@ https://boozangfromthetrenches.com/root-cause-analysis-in-test-automation/9:
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   health_score: 100.0
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@@ -65083,7 +65083,7 @@ https://bqstack.com/b/detail/109:
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@@ -65114,7 +65114,7 @@ https://bqstack.com/blog/monitoring-application-using-elastic-apm:
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@@ -65208,7 +65208,7 @@ https://brennerm.github.io/posts/k8s-operators-with-python-part-1.html:
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@@ -65235,7 +65235,7 @@ https://brennerm.github.io/posts/kubernetes-overview-diagrams.html:
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@@ -65262,7 +65262,7 @@ https://brennerm.github.io/posts/setting-up-eks-with-irsa-using-terraform.html:
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@@ -65322,7 +65322,7 @@ https://bridgecrew.io:
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   health_score: 100.0
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@@ -65354,7 +65354,7 @@ https://bridgecrew.io/blog/5-common-kubernetes-misconfigs-and-how-to-fix-them:
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   health_score: 100.0
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@@ -65386,7 +65386,7 @@ https://bridgecrew.io/blog/5-tips-for-securely-adopting-infrastructure-as-code:
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   health_score: 100.0
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@@ -65420,7 +65420,7 @@ https://bridgecrew.io/blog/advanced-terraform-security-pro-tips-for-secure-infra
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   health_score: 100.0
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@@ -65453,7 +65453,7 @@ https://bridgecrew.io/blog/applying-kubernetes-security-best-practices-to-helm-c
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   health_score: 100.0
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@@ -65485,7 +65485,7 @@ https://bridgecrew.io/blog/best-practices-for-aws-tagging-with-yor:
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   health_score: 100.0
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@@ -65519,7 +65519,7 @@ https://bridgecrew.io/blog/kubernetes-devsecops-principles:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:06.891828+02:00'
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@@ -65553,7 +65553,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research:
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   health_score: 100.0
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@@ -65585,7 +65585,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research-part-2:
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   content_hash: N/A
   health_score: 100.0
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@@ -65612,7 +65612,7 @@ https://bridgecrew.io/blog/open-source-helm-security-research-part-3:
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   health_score: 100.0
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@@ -65641,7 +65641,7 @@ https://bridgecrew.io/blog/terraform-security-101-best-practices-for-secure-infr
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   health_score: 100.0
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@@ -65675,7 +65675,7 @@ https://bridgecrew.io/blog/tutorial-incorporate-iac-security-in-your-ci-cd-pipel
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   health_score: 100.0
-  last_checked: 1779029801.585115
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@@ -65707,7 +65707,7 @@ https://bsucaciu.com/?p=4645:
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   health_score: 100.0
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@@ -65738,7 +65738,7 @@ https://btholt.github.io/intro-to-web-dev-v2/intro:
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@@ -65767,7 +65767,7 @@ https://buff.ly/3sl0yYu:
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   health_score: 100.0
-  last_checked: 1779033573.38572
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:33.385720+02:00'
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@@ -65840,7 +65840,7 @@ https://build.microsoft.com/en-US/home?ocid=FY26_soc_omc_br_X_BuildRegister:
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@@ -65877,7 +65877,7 @@ https://build.thebeat.co/a-curious-case-of-aws-nlb-timeouts-in-kubernetes-522bd8
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   health_score: 100.0
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@@ -67770,7 +67770,7 @@ https://builder.aws.com/build/workshops?trk=265ae1c7-2dfc-44c6-bc73-a4d991b8bd7f
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@@ -67866,7 +67866,7 @@ https://buildkite.com/blog/manage-your-ci-cd-resources-as-code-with-terraform:
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@@ -67963,7 +67963,7 @@ https://buoyant.io/2020/12/23/kubernetes-network-policies-with-cilium-and-linker
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@@ -67991,7 +67991,7 @@ https://buoyant.io/2021/12/14/locking-down-network-traffic-between-kubernetes-na
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@@ -68018,7 +68018,7 @@ https://buoyant.io/blog/multi-cluster-multi-region-setup-using-linkerd-service-m
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@@ -68046,7 +68046,7 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
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@@ -68074,7 +68074,7 @@ https://buoyant.io/service-mesh-academy/upgrading-to-linkerd-2-12:
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@@ -68109,7 +68109,7 @@ https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesion
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   health_score: 100.0
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@@ -68172,7 +68172,7 @@ https://buttondown.email/nelhage/archive/two-reasons-kubernetes-is-so-complex:
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@@ -68424,7 +68424,7 @@ https://calculator.aws:
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@@ -68551,7 +68551,7 @@ https://camel.apache.org/camel-k/latest:
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@@ -68783,7 +68783,7 @@ https://canvatechblog.com/supporting-gpu-accelerated-machine-learning-with-kuber
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@@ -68877,7 +68877,7 @@ https://carlos-piqueres.medium.com/product-backlog-vs-sprint-backlog-c951f972e97
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@@ -68945,7 +68945,7 @@ https://carlosalca.medium.com/how-to-manage-all-my-k8s-secrets-in-git-securely-w
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   health_score: 100.0
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@@ -69011,7 +69011,7 @@ https://carvel.dev/kapp:
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@@ -69114,7 +69114,7 @@ https://cast.ai/blog/8-best-practices-to-reduce-your-aws-bill-for-kubernetes:
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@@ -69752,7 +69752,7 @@ https://ccseyhan.medium.com/what-is-terraform-reusability-and-how-to-achieve-it-
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   health_score: 100.0
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@@ -69784,7 +69784,7 @@ https://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig:
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   health_score: 100.0
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@@ -69816,7 +69816,7 @@ https://cd.foundation/blog/2021/02/01/trends-that-will-define-ci-cd-in-2021:
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   health_score: 100.0
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@@ -69850,7 +69850,7 @@ https://cd.foundation/blog/2021/03/24/intro-to-deployment-strategies-blue-green-
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@@ -69885,7 +69885,7 @@ https://cd.foundation/blog/2021/08/03/cd-foundation-shipwright-announcement:
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   health_score: 100.0
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@@ -69917,7 +69917,7 @@ https://cd.foundation/blog/2021/09/02/bringing-blue-ocean-into-the-future-of-jen
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@@ -69949,7 +69949,7 @@ https://cd.foundation/blog/2021/09/02/going-cloud-native-with-jenkins-kubernetes
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@@ -70105,7 +70105,7 @@ https://cdn2.hubspot.net/hubfs/5111483/docker-swarm-cheatsheet-sematext.pdf:
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@@ -70326,7 +70326,7 @@ https://chaitu-kopparthi.medium.com/scaling-kubernetes-workloads-using-custom-pr
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   health_score: 100.0
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@@ -70553,7 +70553,7 @@ https://channel9.msdn.com/Shows/Azure-Friday/Troubleshoot-AKS-cluster-issues-wit
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@@ -70679,7 +70679,7 @@ https://chaoslever.com/cl-20240118:
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@@ -70707,7 +70707,7 @@ https://charbelnemnom.com/az-305-exam-study-guide-azure-solutions-architect:
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   health_score: 100.0
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@@ -70741,7 +70741,7 @@ https://charbelnemnom.com/move-files-between-azure-file-share-tiers:
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   health_score: 100.0
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@@ -70837,7 +70837,7 @@ https://charts.helm.sh/incubator:
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@@ -70863,7 +70863,7 @@ https://charts.helm.sh/stable:
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@@ -70889,7 +70889,7 @@ https://chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer:
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@@ -75738,7 +75738,7 @@ https://cloud.google.com/cloud-build:
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@@ -75801,7 +75801,7 @@ https://cloud.google.com/code/docs/vscode/yaml-editing:
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@@ -75828,7 +75828,7 @@ https://cloud.google.com/config-connector/docs/overview:
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@@ -75856,7 +75856,7 @@ https://cloud.google.com/deploy/docs/deploy-app-run:
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@@ -75916,7 +75916,7 @@ https://cloud.google.com/docs/compare:
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@@ -75942,7 +75942,7 @@ https://cloud.google.com/docs/compare/aws:
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@@ -75969,7 +75969,7 @@ https://cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison:
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@@ -75997,7 +75997,7 @@ https://cloud.google.com/docs/terraform/blueprints/terraform-blueprints:
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@@ -76023,7 +76023,7 @@ https://cloud.google.com/free/docs/aws-azure-gcp-service-comparison:
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@@ -76119,7 +76119,7 @@ https://cloud.google.com/kubernetes-engine/docs/add-on/config-sync/overview:
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@@ -76146,7 +76146,7 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/autopilot-overview:
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@@ -76173,7 +76173,7 @@ https://cloud.google.com/kubernetes-engine/docs/concepts/cluster-autoscaler:
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@@ -76200,7 +76200,7 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/cloud-dns:
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@@ -76227,7 +76227,7 @@ https://cloud.google.com/kubernetes-engine/docs/how-to/nodelocal-dns-cache:
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@@ -76354,7 +76354,7 @@ https://cloud.google.com/load-balancing/docs/l7-internal:
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@@ -76449,7 +76449,7 @@ https://cloud.google.com/pubsub/docs/overview:
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@@ -76485,7 +76485,7 @@ https://cloud.google.com/resources/content/architecting-for-autonomy&linkId=6212
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@@ -76524,7 +76524,7 @@ https://cloud.google.com/sdk/docs/cheatsheet?hl=en:
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@@ -76550,7 +76550,7 @@ https://cloud.google.com/secret-manager/docs/analyze-resources:
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@@ -76577,7 +76577,7 @@ https://cloud.google.com/secret-manager/docs/best-practices:
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@@ -76610,7 +76610,7 @@ https://cloud.google.com/solutions/media-entertainment&linkId=61896450:
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@@ -76648,7 +76648,7 @@ https://cloud.google.com/solutions/partners/a-hybrid-cloud-native-devsecops-pipe
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@@ -76675,7 +76675,7 @@ https://cloud.google.com/solutions/partners/openshift-on-gcp:
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@@ -76783,7 +76783,7 @@ https://cloud.hashicorp.com:
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@@ -76815,7 +76815,7 @@ https://cloud.ibm.com/docs/containers?topic=containers-troubleshoot_cluster_auto
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@@ -76847,7 +76847,7 @@ https://cloud.ibm.com/docs/openshift?topic=openshift-ingress:
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@@ -76947,7 +76947,7 @@ https://cloud.netapp.com/blog/prepare-for-the-day-of-all-cloud:
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@@ -76978,7 +76978,7 @@ https://cloud.redhat.com/blog/a-guide-to-ingress-controllers-in-openshift:
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@@ -77222,7 +77222,7 @@ https://cloud.redhat.com/blog/getting-started-running-spark-workloads-on-openshi
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@@ -77249,7 +77249,7 @@ https://cloud.redhat.com/blog/global-load-balancer-approaches:
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@@ -77304,7 +77304,7 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
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@@ -77332,7 +77332,7 @@ https://cloud.redhat.com/blog/how-to-modernize-virtualized-workloads:
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@@ -77359,7 +77359,7 @@ https://cloud.redhat.com/blog/how-to-use-argocd-deployments-with-github-tokens:
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@@ -77387,7 +77387,7 @@ https://cloud.redhat.com/blog/log4shell-practical-mitigations-and-impact-analysi
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@@ -77414,7 +77414,7 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.974480+02:00'
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@@ -77442,7 +77442,7 @@ https://cloud.redhat.com/blog/monitoring-infrastructure-openshift-4.x-using-zabb
   addition_method: manual
   content_hash: 6eb93d328f91b3eb9d2a99bdd9bad4167b4a55670db124f74ac211e6e2b03a7d
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   discovered_at: '2026-05-17T18:01:56.029047+02:00'
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@@ -77469,7 +77469,7 @@ https://cloud.redhat.com/blog/openshift-sandboxed-containers-101:
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   content_hash: 4ad8cb79b23f6839b34ee297173077f17d7b5e924da07651fdcc802f88043c03
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.938166+02:00'
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@@ -77497,7 +77497,7 @@ https://cloud.redhat.com/blog/openshift-sandboxed-containers-operator-from-zero-
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.359971+02:00'
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@@ -77524,7 +77524,7 @@ https://cloud.redhat.com/blog/openshift-virtualization-on-amazon-web-services:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:58:20.849875+02:00'
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@@ -77550,7 +77550,7 @@ https://cloud.redhat.com/blog/red-hat-container-community-of-practice-operators:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.492871+02:00'
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@@ -77576,7 +77576,7 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.8-is-now-generally-available:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:09:18.793082+02:00'
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@@ -77603,7 +77603,7 @@ https://cloud.redhat.com/blog/red-hat-openshift-4.9-is-now-generally-available:
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   discovered_at: '2026-05-17T16:45:32.836291+02:00'
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@@ -77630,7 +77630,7 @@ https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-th
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:10.081736+02:00'
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@@ -77658,7 +77658,7 @@ https://cloud.redhat.com/blog/sandboxed-containers-operator-from-zero-to-hero-th
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   discovered_at: '2026-05-17T17:44:02.937346+02:00'
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@@ -77684,7 +77684,7 @@ https://cloud.redhat.com/blog/simplifying-database-cloud-service-access:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:44:42.232355+02:00'
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@@ -77711,7 +77711,7 @@ https://cloud.redhat.com/blog/top-open-source-kubernetes-security-tools-of-2021:
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   discovered_at: '2026-05-17T17:40:21.438699+02:00'
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@@ -77740,7 +77740,7 @@ https://cloud.redhat.com/blog/velero-backup-and-restore-of-an-application-using-
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:41.681502+02:00'
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@@ -77768,7 +77768,7 @@ https://cloud.redhat.com/blog/virtual-machines-as-code-with-openshift-gitops-and
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   discovered_at: '2026-05-17T17:48:04.793369+02:00'
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@@ -77795,7 +77795,7 @@ https://cloud.redhat.com/openshift/install:
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   discovered_at: '2026-05-17T17:07:10.141393+02:00'
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@@ -77855,7 +77855,7 @@ https://cloud.spring.io/spring-cloud-config/spring-cloud-config.html:
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@@ -77915,7 +77915,7 @@ https://cloud.tilt.dev:
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   discovered_at: '2026-05-17T17:40:57.261039+02:00'
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@@ -77942,7 +77942,7 @@ https://cloud.vmware.com/tanzu:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033112.759799
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:52.759799+02:00'
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@@ -78009,7 +78009,7 @@ https://cloudacademy.com/blog/devops-why-is-it-important-to-decouple-deployment-
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@@ -78040,7 +78040,7 @@ https://cloudacademy.com/blog/migrating-data-to-aws:
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   discovered_at: '2026-05-17T17:23:19.642843+02:00'
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@@ -78072,7 +78072,7 @@ https://cloudark.medium.com/kubernetes-custom-controllers-b6c7d0668fdf:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031435.481243
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.481243+02:00'
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@@ -78104,7 +78104,7 @@ https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114
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   health_score: 100.0
-  last_checked: 1779031333.300843
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   needs_ai_refresh: false
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@@ -78135,7 +78135,7 @@ https://cloudark.medium.com/whats-cooking-in-your-kubernetes-namespace-9200be114
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@@ -78162,7 +78162,7 @@ https://cloudblog.withgoogle.com/products/data-analytics/create-templates-from-a
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@@ -78189,7 +78189,7 @@ https://cloudblog.withgoogle.com/products/networking/how-to-use-new-traffic-cont
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@@ -78216,7 +78216,7 @@ https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-p
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@@ -78244,7 +78244,7 @@ https://cloudblog.withgoogle.com/products/networking/traffic-director-supports-p
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@@ -78381,7 +78381,7 @@ https://cloudbuild.co.uk/part-2-terraform-with-azure-how-to-install-azure-cli:
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@@ -78408,7 +78408,7 @@ https://cloudbuild.co.uk/part-3-terraform-with-azure-how-to-install-visual-studi
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@@ -78435,7 +78435,7 @@ https://cloudbuild.co.uk/part-4-terraform-with-azure-how-to-install-azure-terraf
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@@ -78462,7 +78462,7 @@ https://cloudbuild.co.uk/part-5-terraform-with-azure-install-git-and-enable-in-v
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@@ -78488,7 +78488,7 @@ https://cloudbuild.co.uk/part-6-terraform-with-azure-deploy-resources-in-azure:
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@@ -78515,7 +78515,7 @@ https://cloudbuild.co.uk/part-7-terraform-with-azure-deploy-a-variables-file-in-
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@@ -78542,7 +78542,7 @@ https://cloudbuild.co.uk/part-8-terraform-with-azure-deploy-a-terraform-tfvars-f
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@@ -78571,7 +78571,7 @@ https://cloudcanvas.co:
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@@ -78606,7 +78606,7 @@ https://cloudcraft.co:
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@@ -78701,7 +78701,7 @@ https://cloudhut.dev/blog/2021-06-24-running-kafka-on-kubernetes:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:17:25.931625+02:00'
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@@ -78732,7 +78732,7 @@ https://cloudify.co/blog/ansible-terraform-and-cloudify:
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@@ -78758,7 +78758,7 @@ https://cloudify.co/blog/ansible-vs-terraform:
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@@ -78785,7 +78785,7 @@ https://cloudify.co/blog/aws-eks-vs-ecs-vs-fargate:
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@@ -78812,7 +78812,7 @@ https://cloudify.co/blog/docker-vs-kubernetes-comparison:
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@@ -78840,7 +78840,7 @@ https://cloudify.co/blog/infrastructure-as-code-is-it-really-enough-for-devops:
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@@ -78868,7 +78868,7 @@ https://cloudify.co/blog/migrating-pods-containerized-applications-nodes-kuberne
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@@ -78895,7 +78895,7 @@ https://cloudify.co/blog/overcoming-devsecops-delivery-pipeline-challenges:
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@@ -78922,7 +78922,7 @@ https://cloudify.co/blog/simplifying-hybrid-cloud-deployments-with-aws-eks-and-o
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@@ -78950,7 +78950,7 @@ https://cloudify.co/everything-you-need-to-know-about-hybrid-cloud:
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@@ -78978,7 +78978,7 @@ https://cloudify.co/terraform-integration:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:20.315214+02:00'
   last_ai_eval: null
@@ -83216,7 +83216,7 @@ https://codefresh.io/blog/kubernetes-antipatterns-1:
   addition_method: manual
   content_hash: 52117933a51b0c11f94eea34f73056b95ccdc390c540dca952a7245ada44824e
   health_score: 100.0
-  last_checked: 1779031469.177367
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:29.177367+02:00'
   last_ai_eval: null
@@ -83243,7 +83243,7 @@ https://codefresh.io/blog/kubernetes-antipatterns-2:
   addition_method: manual
   content_hash: 0d6362111d7da6211c8c0cd56f07cad69fd8e085d59248fbf9985c42bcad657d
   health_score: 100.0
-  last_checked: 1779032902.832071
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.832071+02:00'
   last_ai_eval: null
@@ -83271,7 +83271,7 @@ https://codefresh.io/blog/progressive-delivery-for-kubernetes-config-maps-using-
   addition_method: manual
   content_hash: 6b198f49d9711a497f15a6da56c880503e1892be42d081099d23dd665ad03a41
   health_score: 100.0
-  last_checked: 1779032346.266387
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:06.266387+02:00'
   last_ai_eval: null
@@ -83298,7 +83298,7 @@ https://codefresh.io/blog/using-argo-cd-and-kustomize-for-configmap-rollouts:
   addition_method: manual
   content_hash: 5a67092ce19f58852c67a8dc5e4e6174e05c0f4d80b5f27505a2d97d3e6944c8
   health_score: 100.0
-  last_checked: 1779033336.585022
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.585022+02:00'
   last_ai_eval: null
@@ -83324,7 +83324,7 @@ https://codefresh.io/containers/docker-anti-patterns:
   addition_method: manual
   content_hash: 66f2b0a65719e381fe146228bf5a8003f14301362b775cc4975a8498d80acb20
   health_score: 100.0
-  last_checked: 1779030712.886811
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:52.886811+02:00'
   last_ai_eval: null
@@ -83351,7 +83351,7 @@ https://codefresh.io/devops/pains-gitops-1-0:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779031793.827901
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.827901+02:00'
   last_ai_eval: null
@@ -83378,7 +83378,7 @@ https://codefresh.io/helm-tutorial/kanban-promotion-boards:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779029932.047055
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.047055+02:00'
   last_ai_eval: null
@@ -83405,7 +83405,7 @@ https://codefresh.io/helm-tutorial/taking-helm-3-spin:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779030983.319752
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:23.319752+02:00'
   last_ai_eval: null
@@ -83432,7 +83432,7 @@ https://codefresh.io/helm-tutorial/using-helm-with-gitops:
   addition_method: manual
   content_hash: 580236e6727d60c7192f915d47ac819ff0a88b1165845d880227b3d65994db08
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:55.536391+02:00'
   last_ai_eval: null
@@ -83460,7 +83460,7 @@ https://codefresh.io/howtos/local-k8s-draft-skaffold-garden:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779034131.64498
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.644980+02:00'
   last_ai_eval: null
@@ -83487,7 +83487,7 @@ https://codefresh.io/kubernetes-tutorial/okteto:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779029151.726152
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.726152+02:00'
   last_ai_eval: null
@@ -83514,7 +83514,7 @@ https://codefresh.io/kubernetes-tutorial/telepresence-2-local-development:
   addition_method: manual
   content_hash: 397a3d4f5a4148567ab3711ffd6ce687b01d79b986b884abe8ece82fdecab472
   health_score: 100.0
-  last_checked: 1779032257.050556
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:37.050556+02:00'
   last_ai_eval: null
@@ -83605,7 +83605,7 @@ https://codely.tv:
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   health_score: 100.0
-  last_checked: 1779032875.237904
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:55.237904+02:00'
   last_ai_eval: null
@@ -83903,7 +83903,7 @@ https://codingfriend.medium.com/docker-swarm-cheatsheet-22665e3278b1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030680.121519
+  last_checked: 1779030680
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.121519+02:00'
   last_ai_eval: null
@@ -84000,7 +84000,7 @@ https://colab.research.google.com/drive/1m6ZjIJBxU20kxI9zTZqeMEVSq1FL0pNa?usp=sh
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   health_score: 100.0
-  last_checked: 1779030295.960024
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:55.960024+02:00'
   last_ai_eval: null
@@ -84095,7 +84095,7 @@ https://collabnix.com/kubernetes-crud-operation-using-go-on-docker-desktop:
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   content_hash: a684eafda6342a6603be72a60269cecf4577c35a9d00b8dd2c39adaf15e6fbd0
   health_score: 100.0
-  last_checked: 1779029059.474892
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:19.474892+02:00'
   last_ai_eval: null
@@ -84196,7 +84196,7 @@ https://collabnix.com/top-10-kubernetes-tools-you-need-for-2021:
   addition_method: manual
   content_hash: b888503a01bfc2f9e036c3459bf30a7de6d32f88cfd03e29d8a65198c2cd9c4e
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:36.926633+02:00'
   last_ai_eval: null
@@ -84265,7 +84265,7 @@ https://collabnix.github.io/kubetools:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:13.915078+02:00'
   last_ai_eval: null
@@ -84508,7 +84508,7 @@ https://commons.openshift.org:
   addition_method: automatic
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   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351771+02:00'
   last_ai_eval: null
@@ -84545,7 +84545,7 @@ https://commons.openshift.org:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.918472+02:00'
   last_ai_eval: null
@@ -84572,7 +84572,7 @@ https://community.aws/kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:15.018308+02:00'
   last_ai_eval: null
@@ -84599,7 +84599,7 @@ https://community.aws/training:
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   discovered_at: '2026-05-17T17:14:21.992095+02:00'
   last_ai_eval: null
@@ -84724,7 +84724,7 @@ https://community.hpe.com/t5/HPE-Ezmeral-Uncut/Containers-vs-VMs-What-s-the-diff
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030843.228591
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   discovered_at: '2026-05-17T17:14:03.228591+02:00'
   last_ai_eval: null
@@ -84785,7 +84785,7 @@ https://community.ibm.com/community/user/ibmz-and-linuxone/blogs/daniel-jast1/20
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   discovered_at: '2026-05-17T17:49:10.659858+02:00'
   last_ai_eval: null
@@ -84846,7 +84846,7 @@ https://community.ops.io/danielepolencic/how-do-you-gracefully-shut-down-pods-in
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   discovered_at: '2026-05-17T18:07:10.811729+02:00'
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@@ -84906,7 +84906,7 @@ https://community.ops.io/danielepolencic/memory-requests-and-limits-in-kubernete
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   discovered_at: '2026-05-17T17:37:16.324038+02:00'
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@@ -85070,7 +85070,7 @@ https://community.ops.io/the_cozma/k8s-fix-helm-release-failing-with-an-upgrade-
   addition_method: manual
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:47.768286+02:00'
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@@ -85096,7 +85096,7 @@ https://community.suse.com/feed:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:41:04.259505+02:00'
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@@ -85122,7 +85122,7 @@ https://community.suse.com/posts/13903989:
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   discovered_at: '2026-05-17T17:44:06.030376+02:00'
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@@ -85149,7 +85149,7 @@ https://community.suse.com/posts/comparing-modern-day-container-image-builders-j
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   discovered_at: '2026-05-17T16:44:36.133759+02:00'
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@@ -85177,7 +85177,7 @@ https://community.suse.com/posts/stupid-simple-kubernetes-deployments-services-a
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   discovered_at: '2026-05-17T16:49:17.919646+02:00'
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@@ -85204,7 +85204,7 @@ https://community.theforeman.org/t/rfc-operations-ansible-collection/20971:
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   discovered_at: '2026-05-17T17:23:26.719012+02:00'
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@@ -85265,7 +85265,7 @@ https://compliantkubernetes.io:
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   discovered_at: '2026-05-17T17:09:34.757208+02:00'
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@@ -85326,7 +85326,7 @@ https://computerhoy.com/software/github-copilot-x-nueva-ia-parecida-chatgpt-dest
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   discovered_at: '2026-05-17T18:16:22.645319+02:00'
   last_ai_eval: null
@@ -85354,7 +85354,7 @@ https://computerhoy.com/tecnologia/deep-learning-considera-revolucion-ia-1241180
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   discovered_at: '2026-05-17T17:36:07.233500+02:00'
   last_ai_eval: null
@@ -85415,7 +85415,7 @@ https://computingforgeeks.com/kubectl-cheat-sheet-for-kubernetes-cka-exam-prep:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:09.308474+02:00'
   last_ai_eval: null
@@ -85475,7 +85475,7 @@ https://computingforgeeks.com/ssh-cheatsheet-for-sysadmins:
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   discovered_at: '2026-05-17T17:23:46.095178+02:00'
   last_ai_eval: null
@@ -85668,7 +85668,7 @@ https://confluence.atlassian.com/bitbucketserver/using-branches-in-bitbucket-ser
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   discovered_at: '2026-05-17T16:59:49.366741+02:00'
   last_ai_eval: null
@@ -85695,7 +85695,7 @@ https://confluence.sakaiproject.org/display/REL/Maven+release+plugin+cheat+sheet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034457.445227
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   discovered_at: '2026-05-17T18:14:17.445227+02:00'
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@@ -85722,7 +85722,7 @@ https://conjure-up.io:
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   discovered_at: '2026-05-17T17:36:01.279658+02:00'
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@@ -85750,7 +85750,7 @@ https://console.cloud.google.com/products:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:05:21.937910+02:00'
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@@ -85780,7 +85780,7 @@ https://console.kubestellar.io:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:51.521212+02:00'
   last_ai_eval: null
@@ -85811,7 +85811,7 @@ https://console.redhat.com/openshift/install:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.959005+02:00'
   last_ai_eval: null
@@ -85840,7 +85840,7 @@ https://container-registry.com/posts/productivity-lift-buildkit-cli-for-kubectl:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:02.327219+02:00'
   last_ai_eval: null
@@ -85940,7 +85940,7 @@ https://containerjournal.com:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.536740+02:00'
   last_ai_eval: null
@@ -85968,7 +85968,7 @@ https://containerjournal.com/editorial-calendar/best-of-2021/kubernetes-enables-
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:16:12.605362+02:00'
   last_ai_eval: null
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:25:57.672203+02:00'
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@@ -104887,7 +104887,7 @@ https://devclass.com/2020/10/06/rancher-2_5:
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   content_hash: 192335406d002d9a302ac5e993b362bb0fbe76b6e3001b03ce29aa4d05534e1b
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:19.262321+02:00'
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@@ -104915,7 +104915,7 @@ https://devclass.com/2021/01/07/prometheus-2_24:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:47.825312+02:00'
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@@ -104943,7 +104943,7 @@ https://devclass.com/2021/01/13/sysdig-container-security-and-usage-report-2021:
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   content_hash: f02ac942d7788b7e81bf6e2cd9c956ebb0ca133e5c1841c8969d1dd80ebcfe5d
   health_score: 100.0
-  last_checked: 1779033120.952056
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:00.952056+02:00'
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@@ -104971,7 +104971,7 @@ https://devclass.com/2021/01/26/haproxy-ingress-controller-1_5:
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   content_hash: cfa3bafb58d8c38f6dc6983fa9674e1904589a0b3cababfd1f87f5f863f2dea7
   health_score: 100.0
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   discovered_at: '2026-05-17T17:03:22.762878+02:00'
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@@ -104999,7 +104999,7 @@ https://devclass.com/2021/03/23/gitlab-march-release-focuses-on-security-and-sca
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:52:52.208602+02:00'
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@@ -105027,7 +105027,7 @@ https://devclass.com/2021/04/09/kubernetes-1-21-unloads-pod-security-adds-dual-i
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   discovered_at: '2026-05-17T16:52:57.907584+02:00'
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@@ -105054,7 +105054,7 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
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   discovered_at: '2026-05-17T17:07:08.459068+02:00'
   last_ai_eval: null
@@ -105082,7 +105082,7 @@ https://devclass.com/2021/04/20/apache-kafka-2-8-0-previews-life-without-zookeep
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   discovered_at: '2026-05-17T16:58:00.947347+02:00'
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@@ -105110,7 +105110,7 @@ https://devclass.com/2021/12/09/terraform_-_1:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:30.952481+02:00'
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@@ -105138,7 +105138,7 @@ https://devconnected.com/complete-node-exporter-mastery-with-prometheus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030824.431304
+  last_checked: 1779030824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.431304+02:00'
   last_ai_eval: null
@@ -105170,7 +105170,7 @@ https://devconnected.com/how-to-delete-file-on-git:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030339.661884
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.661884+02:00'
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@@ -105348,7 +105348,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
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+  last_checked: 1781423859
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   discovered_at: '2026-06-14T09:57:39+02:00'
   last_ai_eval: null
@@ -105383,7 +105383,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
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   health_score: 100.0
-  last_checked: 1779130494.964425
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   discovered_at: '2026-05-18T20:54:54.964425+02:00'
   last_ai_eval: null
@@ -105414,7 +105414,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development/:
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   discovered_at: '2026-05-17T16:52:32.899537+02:00'
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@@ -105479,7 +105479,7 @@ https://developer.android.com/develop/xr/catalyst:
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   discovered_at: '2026-06-02T00:18:12.588464+02:00'
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@@ -105556,7 +105556,7 @@ https://developer.chrome.com/blog/chrome-at-io26:
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   discovered_at: '2026-06-02T00:25:20.351729+02:00'
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@@ -105632,7 +105632,7 @@ https://developer.chrome.com/docs/modern-web-guidance:
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   discovered_at: '2026-06-02T00:18:02.814449+02:00'
   last_ai_eval: null
@@ -105737,7 +105737,7 @@ https://developer.confluent.io/confluent-tutorials/joining-stream-table/kstreams
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   last_ai_eval: null
@@ -105834,7 +105834,7 @@ https://developer.cyberark.com/blog/istio-oidc-authentication:
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   discovered_at: '2026-05-18T20:54:54.936939+02:00'
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@@ -105967,7 +105967,7 @@ https://developer.hashicorp.com/consul/docs/connect:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.979149+02:00'
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@@ -106325,7 +106325,7 @@ https://developer.hashicorp.com/terraform/cli/commands/graph:
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   discovered_at: '2026-05-18T20:54:54.975163+02:00'
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@@ -106728,7 +106728,7 @@ https://developer.hashicorp.com/terraform/tutorials/state/resource-drift:
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   discovered_at: '2026-06-02T00:13:23.689815+02:00'
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@@ -106899,7 +106899,7 @@ https://developer.ibm.com/apiconnect:
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   discovered_at: '2026-05-17T17:09:35.054654+02:00'
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@@ -106926,7 +106926,7 @@ https://developer.ibm.com/articles/secure-microservices-by-monitoring-behavior:
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@@ -106986,7 +106986,7 @@ https://developer.ibm.com/javasdk:
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   health_score: 100.0
-  last_checked: 1779031468.458984
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:28.458984+02:00'
   last_ai_eval: null
@@ -107085,7 +107085,7 @@ https://developer.ibm.com/wasdev:
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   health_score: 100.0
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+  last_checked: 1779031793
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   discovered_at: '2026-05-17T17:29:53.940725+02:00'
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@@ -107117,7 +107117,7 @@ https://developer.ibm.com/wasdev/downloads:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:16:21.278085+02:00'
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@@ -107148,7 +107148,7 @@ https://developer.ibm.com/wasdev/downloads/liberty-profile-using-non-eclipse-env
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:00.932766+02:00'
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@@ -107175,7 +107175,7 @@ https://developer.ibm.com/wasdev/websphere-liberty:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:28.898799+02:00'
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@@ -107210,7 +107210,7 @@ https://developer.ing.com:
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   discovered_at: '2026-05-17T17:07:42.614098+02:00'
   last_ai_eval: null
@@ -107237,7 +107237,7 @@ https://developer.ing.com/api-marketplace/marketplace:
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   discovered_at: '2026-05-17T17:34:37.186529+02:00'
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@@ -107295,7 +107295,7 @@ https://developer.ing.com/openbanking/api-marketplace/marketplace:
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@@ -107322,7 +107322,7 @@ https://developer.mobileconnect.io:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:15:09.667818+02:00'
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@@ -107353,7 +107353,7 @@ https://developer.mongodb.com/quickstart/cheat-sheet:
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   discovered_at: '2026-05-17T18:15:58.268406+02:00'
   last_ai_eval: null
@@ -107380,7 +107380,7 @@ https://developer.mozilla.org/en-US/docs/Tools/Tools_Toolbox:
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@@ -107441,7 +107441,7 @@ https://developer.okta.com/blog/2020/05/04/spring-vault:
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@@ -107538,7 +107538,7 @@ https://developer.okta.com/blog/2021/04/23/elasticsearch-go-developers-guide:
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@@ -107606,7 +107606,7 @@ https://developer.okta.com/blog/2022/01/06/native-java-helidon:
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@@ -107674,7 +107674,7 @@ https://developer.rabobank.nl:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779032613
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   discovered_at: '2026-05-17T17:43:33.919359+02:00'
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@@ -107705,7 +107705,7 @@ https://developer.rabobank.nl/api-marketplace:
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   health_score: 100.0
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+  last_checked: 1779031752
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   discovered_at: '2026-05-17T17:29:12.873490+02:00'
   last_ai_eval: null
@@ -107765,7 +107765,7 @@ https://developerblog.redhat.com/tag/varnish:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:10:28.924582+02:00'
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@@ -107797,7 +107797,7 @@ https://developerhub.santander.com:
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   health_score: 100.0
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+  last_checked: 1779029168
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   discovered_at: '2026-05-17T16:46:08.863358+02:00'
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@@ -107900,7 +107900,7 @@ https://developers.google.com/profile/u/me/dashboard:
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@@ -107940,7 +107940,7 @@ https://developers.google.com/solutions/catalog:
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   discovered_at: '2026-06-02T00:13:33.434815+02:00'
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@@ -107981,7 +107981,7 @@ https://developers.google.com/solutions/catalog?category=aiandmachinelearning:
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   last_ai_eval: null
@@ -108022,7 +108022,7 @@ https://developers.google.com/solutions/catalog?language=python:
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   discovered_at: '2026-06-02T00:13:33.434794+02:00'
   last_ai_eval: null
@@ -108062,7 +108062,7 @@ https://developers.googleblog.com/2015/02/introducing-grpc-new-open-source-http2
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@@ -108107,7 +108107,7 @@ https://developers.googleblog.com/build-long-running-ai-agents-that-pause-resume
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@@ -108193,7 +108193,7 @@ https://developers.openai.com/codex/app/computer-use:
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   discovered_at: '2026-06-02T00:20:54.119680+02:00'
   last_ai_eval: null
@@ -108235,7 +108235,7 @@ https://developers.redhat.com:
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.278916+02:00'
   last_ai_eval: null
@@ -108542,7 +108542,7 @@ https://developers.redhat.com/articles/2021/06/18/perform-kaniko-build-red-hat-o
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029267.869174
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.869174+02:00'
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@@ -108745,7 +108745,7 @@ https://developers.redhat.com/articles/2021/07/07/getting-started-red-hat-opensh
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032543.441995
+  last_checked: 1779032543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:23.441995+02:00'
   last_ai_eval: null
@@ -109045,7 +109045,7 @@ https://developers.redhat.com/articles/2021/07/30/customer-suggestions-improved-
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-  last_checked: 1781736112.898688
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   discovered_at: '2026-06-18T00:41:52.898688+02:00'
   last_ai_eval: null
@@ -109143,7 +109143,7 @@ https://developers.redhat.com/articles/2021/08/04/opening-black-boxes-statement-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030658.214099
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.214099+02:00'
   last_ai_eval: null
@@ -109375,7 +109375,7 @@ https://developers.redhat.com/articles/2021/08/31/why-should-i-choose-quarkus-ov
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032368.40362
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.403620+02:00'
   last_ai_eval: null
@@ -109441,7 +109441,7 @@ https://developers.redhat.com/articles/2021/09/06/improving-cicd-red-hat-openshi
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030364.696413
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.696413+02:00'
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@@ -109508,7 +109508,7 @@ https://developers.redhat.com/articles/2021/09/20/quarkus-spring-developers-gett
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031559.199403
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.199403+02:00'
   last_ai_eval: null
@@ -109705,7 +109705,7 @@ https://developers.redhat.com/articles/2021/10/04/get-started-openshift-service-
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-  last_checked: 1781736117.580131
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:57.580131+02:00'
   last_ai_eval: null
@@ -109736,7 +109736,7 @@ https://developers.redhat.com/articles/2021/10/11/get-started-openshift-service-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031507.232513
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.232513+02:00'
   last_ai_eval: null
@@ -109771,7 +109771,7 @@ https://developers.redhat.com/articles/2021/10/11/quarkus-spring-developers-kube
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029710.184883
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.184883+02:00'
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@@ -109838,7 +109838,7 @@ https://developers.redhat.com/articles/2021/11/04/boost-throughput-resteasy-reac
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031520.708806
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.708806+02:00'
   last_ai_eval: null
@@ -110137,7 +110137,7 @@ https://developers.redhat.com/articles/2021/12/13/remote-debugging-kubernetes-us
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031425.525653
+  last_checked: 1779031425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.525653+02:00'
   last_ai_eval: null
@@ -110371,7 +110371,7 @@ https://developers.redhat.com/articles/2022/06/20/8-open-source-kubernetes-secur
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   health_score: 100.0
-  last_checked: 1779029138.280676
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.280676+02:00'
   last_ai_eval: null
@@ -110705,7 +110705,7 @@ https://developers.redhat.com/articles/2023/02/14/remote-container-development-v
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:13:29.068424+02:00'
   last_ai_eval: null
@@ -110771,7 +110771,7 @@ https://developers.redhat.com/articles/2023/03/17/deploy-openshift-azure-gitops-
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.553728+02:00'
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@@ -110934,7 +110934,7 @@ https://developers.redhat.com/blog:
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   discovered_at: '2026-06-18T00:37:59.396074+02:00'
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@@ -111297,7 +111297,7 @@ https://developers.redhat.com/blog/2018/11/15/rhel8-introducing-appstreams:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.043341+02:00'
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@@ -111940,7 +111940,7 @@ https://developers.redhat.com/blog/2020/01/09debugging-applications-within-red-h
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   discovered_at: '2026-05-18T20:54:54.950861+02:00'
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@@ -111974,7 +111974,7 @@ https://developers.redhat.com/blog/2020/01/15installing-debugging-tools-into-a-r
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   health_score: 100.0
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@@ -112854,7 +112854,7 @@ https://developers.redhat.com/blog/2020/05/28/how-the-fabric8-maven-plug-in-depl
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:51:42.386297+02:00'
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@@ -114289,7 +114289,7 @@ https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.246211+02:00'
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@@ -114321,7 +114321,7 @@ https://developers.redhat.com/blog/2020/10/09/static-analysis-with-kubeaudit-for
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:22.924028+02:00'
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@@ -114517,7 +114517,7 @@ https://developers.redhat.com/blog/2020/10/30/whats-new-in-fabric8-kubernetes-ja
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:38:02.393497+02:00'
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@@ -114584,7 +114584,7 @@ https://developers.redhat.com/blog/2020/11/20/kubectl-developer-tips-for-the-kub
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   health_score: 100.0
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@@ -114618,7 +114618,7 @@ https://developers.redhat.com/blog/2020/11/24/authentication-and-authorization-u
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -115625,7 +115625,7 @@ https://developers.redhat.com/blog/2021/05/05/kubernetes-configuration-patterns-
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   health_score: 100.0
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@@ -115782,7 +115782,7 @@ https://developers.redhat.com/books/kubernetes-operators:
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   health_score: 100.0
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@@ -115813,7 +115813,7 @@ https://developers.redhat.com/books/red-hat-universal-base-images-ubi:
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   health_score: 100.0
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@@ -115840,7 +115840,7 @@ https://developers.redhat.com/cheat-sheets:
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@@ -116035,7 +116035,7 @@ https://developers.redhat.com/cheat-sheets/intermediate-linux-cheat-sheet:
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   health_score: 100.0
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@@ -116260,7 +116260,7 @@ https://developers.redhat.com/cheat-sheets/odo-cheat-sheet:
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   content_hash: N/A
   health_score: 100.0
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@@ -116360,7 +116360,7 @@ https://developers.redhat.com/cheat-sheetsgit:
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   health_score: 100.0
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@@ -116393,7 +116393,7 @@ https://developers.redhat.com/cheatsheets:
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   health_score: 100.0
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@@ -116427,7 +116427,7 @@ https://developers.redhat.com/courses/openshift:
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   health_score: 100.0
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@@ -116462,7 +116462,7 @@ https://developers.redhat.com/developer-sandbox:
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@@ -116499,7 +116499,7 @@ https://developers.redhat.com/developer-sandbox/activities/deploying-full-stack-
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   health_score: 100.0
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@@ -116533,7 +116533,7 @@ https://developers.redhat.com/developer-sandbox/activities/how-to-manage-microse
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   health_score: 100.0
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@@ -116567,7 +116567,7 @@ https://developers.redhat.com/developer-sandbox/activities/run-the-canary-deploy
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   health_score: 100.0
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@@ -116599,7 +116599,7 @@ https://developers.redhat.com/developer-sandbox/get-started:
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   health_score: 100.0
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@@ -116633,7 +116633,7 @@ https://developers.redhat.com/developer-sandbox/how-to-deploy-java-application-i
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   content_hash: N/A
   health_score: 100.0
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@@ -116665,7 +116665,7 @@ https://developers.redhat.com/devnation/tech-talks/10-kubernetes-tools:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:17:11.505481+02:00'
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@@ -116692,7 +116692,7 @@ https://developers.redhat.com/e-books:
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@@ -116723,7 +116723,7 @@ https://developers.redhat.com/e-books/kubernetes-operators:
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@@ -116754,7 +116754,7 @@ https://developers.redhat.com/ebooks:
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   content_hash: N/A
   health_score: 100.0
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@@ -116786,7 +116786,7 @@ https://developers.redhat.com/learn:
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@@ -116817,7 +116817,7 @@ https://developers.redhat.com/learn/openshift:
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   discovered_at: '2026-06-18T00:42:52.793297+02:00'
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@@ -116848,7 +116848,7 @@ https://developers.redhat.com/learn/openshift/foundations-openshift:
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@@ -116879,7 +116879,7 @@ https://developers.redhat.com/learn/openshift/how-deploy-full-stack-javascript-a
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@@ -116910,7 +116910,7 @@ https://developers.redhat.com/learn/openshift/how-manage-microservices-using-ope
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@@ -116941,7 +116941,7 @@ https://developers.redhat.com/learn/openshift/run-canary-deployment-pattern-kube
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@@ -116972,7 +116972,7 @@ https://developers.redhat.com/openshift-commons/Operator-Lifecycle-Management:
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   content_hash: N/A
   health_score: 100.0
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@@ -116999,7 +116999,7 @@ https://developers.redhat.com/products/amq/overview:
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   health_score: 100.0
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@@ -117033,7 +117033,7 @@ https://developers.redhat.com/products/cdk/overview:
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@@ -117067,7 +117067,7 @@ https://developers.redhat.com/products/datagrid/overview:
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@@ -117416,7 +117416,7 @@ https://developers.redhat.com/products/softwarecollections/overview:
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@@ -121453,7 +121453,7 @@ https://devopscube.com/build-docker-image-kubernetes-pod:
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@@ -121553,7 +121553,7 @@ https://devopscube.com/create-kubernetes-role:
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@@ -121836,7 +121836,7 @@ https://devopscube.com/kube-bench-guide:
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@@ -122032,7 +122032,7 @@ https://devopscube.com/kubernetes-minikube-tutorial:
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@@ -122191,7 +122191,7 @@ https://devopscube.com/kuztomize-configmap-generators:
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@@ -122759,7 +122759,7 @@ https://devopsdays.org/events/2022-amsterdam/welcome:
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@@ -122819,7 +122819,7 @@ https://devopsformula.hashnode.dev/cross-account-ecr-push-with-jenkins:
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   health_score: 100.0
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@@ -122891,7 +122891,7 @@ https://devopslearners.com:
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@@ -122923,7 +122923,7 @@ https://devopslearners.com/blue-green-vs-canary-deployment-76436d7f6bc1:
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   health_score: 100.0
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@@ -122957,7 +122957,7 @@ https://devopslearners.com/different-container-runtimes-and-configurations-in-th
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   health_score: 100.0
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@@ -122989,7 +122989,7 @@ https://devopslearners.com/how-to-convert-helm-chart-to-kubernetes-yaml-fbe6d672
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   health_score: 100.0
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@@ -123021,7 +123021,7 @@ https://devopslearners.com/kubernetes-ingress-tutorial-for-beginners-26c2f7727bc
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   health_score: 100.0
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@@ -123055,7 +123055,7 @@ https://devopslearners.com/kubernetes-pod-priority-priorityclass-and-preemption-
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   health_score: 100.0
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@@ -123087,7 +123087,7 @@ https://devopslearners.com/what-is-a-kubernetes-ephemeral-container-aa8ab658755d
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   health_score: 100.0
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@@ -123119,7 +123119,7 @@ https://devopslearners.com/what-is-gitops-168aac9a2ee:
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   health_score: 100.0
-  last_checked: 1779034332.302779
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@@ -123153,7 +123153,7 @@ https://devopslearning.medium.com/lesson-learned-while-scaling-kubernetes-cluste
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.830785+02:00'
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@@ -123220,7 +123220,7 @@ https://devopsmonk.hashnode.dev/learn-aws-if-you-want-to-save-your-career:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031045.808875
+  last_checked: 1779031045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.808875+02:00'
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@@ -123253,7 +123253,7 @@ https://devopsparthu.hashnode.dev/day-35-mastering-configmaps-and-secrets-in-kub
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   health_score: 100.0
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   last_ai_eval: null
@@ -123285,7 +123285,7 @@ https://devopstalks.in/everything-about-prometheus:
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   health_score: 100.0
-  last_checked: 1779031552.747489
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.747489+02:00'
   last_ai_eval: null
@@ -123349,7 +123349,7 @@ https://devopsunlocked.com/kubernetes-learning-material:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029459.117743
+  last_checked: 1779029459
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.117743+02:00'
   last_ai_eval: null
@@ -123380,7 +123380,7 @@ https://devopswithkubernetes.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033658.978774
+  last_checked: 1779033658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.978774+02:00'
   last_ai_eval: null
@@ -123442,7 +123442,7 @@ https://devoriales.com/post/329/aws-eks-secret-encryption-securing-your-eks-secr
   addition_method: manual
   content_hash: 48979d3801bfcc4f36c056d87529761711205997f637f75f5e50cb569b217c21
   health_score: 100.0
-  last_checked: 1779031721.028368
+  last_checked: 1779031721
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:41.028368+02:00'
   last_ai_eval: null
@@ -123503,7 +123503,7 @@ https://devsecops.co.in/2021/05/13/gitops-guide-what-why-and-how:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033713.585496
+  last_checked: 1779033713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.585496+02:00'
   last_ai_eval: null
@@ -123535,7 +123535,7 @@ https://devsecops.co.in/2021/05/18/ansible-interview-questions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033400.316326
+  last_checked: 1779033400
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:40.316326+02:00'
   last_ai_eval: null
@@ -123567,7 +123567,7 @@ https://devsecops.co.in/2021/05/20/devops-interview-questions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031146.501207
+  last_checked: 1779031146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.501207+02:00'
   last_ai_eval: null
@@ -123599,7 +123599,7 @@ https://devsecops.co.in/2021/05/22/kubernetes-interview:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030986.150899
+  last_checked: 1779030986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.150899+02:00'
   last_ai_eval: null
@@ -123631,7 +123631,7 @@ https://devspace.sh:
   addition_method: manual
   content_hash: 4e434dd54e9ea5037e860a7b75cb967431dbe0a5b522aca6e2967301697cf74a
   health_score: 100.0
-  last_checked: 1779031406.700004
+  last_checked: 1779031406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.700004+02:00'
   last_ai_eval: null
@@ -123659,7 +123659,7 @@ https://devstack.in:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034528.249621
+  last_checked: 1779034528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.249621+02:00'
   last_ai_eval: null
@@ -123693,7 +123693,7 @@ https://devstack.in/2020/05/25/deploy-prometheus-operator-with-helm3-and-private
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034345.598956
+  last_checked: 1779034345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.598956+02:00'
   last_ai_eval: null
@@ -123731,7 +123731,7 @@ https://devtoolhub.com/claude-skills-devops-skillmd-guide:
   addition_method: automatic
   content_hash: 344a5e9a44cd818f813e0fc381be40202857295eaa85a4c41caa98426c47f17b
   health_score: null
-  last_checked: 1780352561.468447
+  last_checked: 1780352561
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468447+02:00'
   last_ai_eval: null
@@ -123767,7 +123767,7 @@ https://devtools.chrome.com:
   addition_method: manual
   content_hash: 455c3f36085c405936fd14be4f5d43e1c9a4a7bf2f21a0e35d8d831b31b05cf5
   health_score: 100.0
-  last_checked: 1779032091.719282
+  last_checked: 1779032091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.719282+02:00'
   last_ai_eval: null
@@ -123828,7 +123828,7 @@ https://devtron.ai/blog/7-tools-to-make-kubernetes-management-easy:
   addition_method: manual
   content_hash: 739d6bad6eb0536cbecd443a5c2ddc2dfd776bdacd3cfc434cc961f535131548
   health_score: 100.0
-  last_checked: 1779034209.562223
+  last_checked: 1779034209
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:09.562223+02:00'
   last_ai_eval: null
@@ -123889,7 +123889,7 @@ https://devtron.ai/blog/kubernetes-management-made-easier-with-tools:
   addition_method: manual
   content_hash: 2b93cf0b069001a4ed103ae0c57109fc4ecb92181eb8e1bfcf87ce4b0db27927
   health_score: 100.0
-  last_checked: 1779130494.946243
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.946243+02:00'
   last_ai_eval: null
@@ -123957,7 +123957,7 @@ https://devxblog.hashnode.dev/kubernetes-microservice-flask-application-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034355.385507
+  last_checked: 1779034355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.385507+02:00'
   last_ai_eval: null
@@ -123989,7 +123989,7 @@ https://devxblog.hashnode.dev/prometheus-elevate-your-monitoring-game:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030658.228694
+  last_checked: 1779030658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.228694+02:00'
   last_ai_eval: null
@@ -124023,7 +124023,7 @@ https://devxblog.hashnode.dev/simplified-setup-prometheus-cadvisor-redis-and-nod
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032571.499254
+  last_checked: 1779032571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.499254+02:00'
   last_ai_eval: null
@@ -124055,7 +124055,7 @@ https://devxblog.hashnode.dev/terraform-with-aws:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.961887
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.961887+02:00'
   last_ai_eval: null
@@ -124153,7 +124153,7 @@ https://didil.medium.com/building-a-kubernetes-mutating-admission-webhook-7e4872
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033118.174689
+  last_checked: 1779033118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.174689+02:00'
   last_ai_eval: null
@@ -124250,7 +124250,7 @@ https://digital.ai:
   addition_method: manual
   content_hash: 658a09cd1a4c504d3aaf895d4d1b8769446acc2770849af09945135b1799e608
   health_score: 100.0
-  last_checked: 1779130494.946668
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946668+02:00'
   last_ai_eval: null
@@ -124415,7 +124415,7 @@ https://digitalis.io/blog/kubernetes/kubernetes-gitops-continuous-integration-an
   addition_method: manual
   content_hash: 242a568bcf536be09d2505dad6073d310a14a36816b3bbc7997f1b6b3b36d8d1
   health_score: 100.0
-  last_checked: 1779033947.859019
+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.859019+02:00'
   last_ai_eval: null
@@ -124548,7 +124548,7 @@ https://dilbert.com:
   addition_method: manual
   content_hash: 19056bed2b87847fa51b4bfe7de35271768b3db3b9e88a5346a6ab9a5a90f534
   health_score: 100.0
-  last_checked: 1779031478.417664
+  last_checked: 1779031478
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:38.417664+02:00'
   last_ai_eval: null
@@ -124610,7 +124610,7 @@ https://dineshchandgr.medium.com/why-do-we-need-a-database-connection-pool-every
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029509.232044
+  last_checked: 1779029509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.232044+02:00'
   last_ai_eval: null
@@ -124644,7 +124644,7 @@ https://dineshkumarkb.com/tech/how-to-specify-non-pypi-requirements-in-your-requ
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033432.041432
+  last_checked: 1779033432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.041432+02:00'
   last_ai_eval: null
@@ -124678,7 +124678,7 @@ https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastru
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034172.946151
+  last_checked: 1779034172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.946151+02:00'
   last_ai_eval: null
@@ -124712,7 +124712,7 @@ https://dineshkumarkb.com/tech/reverse-a-linked-list-without-additional-datastru
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031719.931627
+  last_checked: 1779031719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.931627+02:00'
   last_ai_eval: null
@@ -124777,7 +124777,7 @@ https://discoblocks.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031163.874245
+  last_checked: 1779031163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.874245+02:00'
   last_ai_eval: null
@@ -124814,7 +124814,7 @@ https://discord.com/invite/google-dev-community:
   addition_method: automatic
   content_hash: 853870fdbb4928c937b437978ac1d9e1a05d800b39400b3fff3fedf41aea78f0
   health_score: null
-  last_checked: 1780352148.493956
+  last_checked: 1780352148
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493956+02:00'
   last_ai_eval: null
@@ -124849,7 +124849,7 @@ https://discuss.hashicorp.com/t/terraform-0-13-beta-released:
   addition_method: manual
   content_hash: 9e8df9110d20f22cc7abbc96afaee5000588a002ba30d00db577ae452e1756d9
   health_score: 100.0
-  last_checked: 1779030932.310992
+  last_checked: 1779030932
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.310992+02:00'
   last_ai_eval: null
@@ -124942,7 +124942,7 @@ https://divya-mohan0209.medium.com/getting-started-with-k8s-in-2022-1dfeb4bdc112
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034571.646656
+  last_checked: 1779034571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.646656+02:00'
   last_ai_eval: null
@@ -124974,7 +124974,7 @@ https://divya-mohan0209.medium.com/mo-tenancy-mo-problems-f031f75374f7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030802.944836
+  last_checked: 1779030802
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.944836+02:00'
   last_ai_eval: null
@@ -125041,7 +125041,7 @@ https://dlorenc.medium.com/whos-at-the-helm-1101c37bf0f1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029056.341597
+  last_checked: 1779029056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.341597+02:00'
   last_ai_eval: null
@@ -125109,7 +125109,7 @@ https://dnastacio.medium.com/gitops-argocd-security-cbb6fb6378bb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.952594
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.952594+02:00'
   last_ai_eval: null
@@ -125141,7 +125141,7 @@ https://dnastacio.medium.com/kubernetes-resources-1a1fa1e72dcf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033240.242667
+  last_checked: 1779033240
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.242667+02:00'
   last_ai_eval: null
@@ -125174,7 +125174,7 @@ https://dnastacio.medium.com/the-art-and-science-of-probing-a-kubernetes-contain
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034372.735524
+  last_checked: 1779034372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.735524+02:00'
   last_ai_eval: null
@@ -125208,7 +125208,7 @@ https://dnastacio.medium.com/why-you-should-keep-using-cpu-limits-on-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032293.168373
+  last_checked: 1779032293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.168373+02:00'
   last_ai_eval: null
@@ -125240,7 +125240,7 @@ https://dnschecker.org:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032050.282466
+  last_checked: 1779032050
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.282466+02:00'
   last_ai_eval: null
@@ -125271,7 +125271,7 @@ https://doc.new:
   addition_method: manual
   content_hash: fe93628e9dd6d761b7bea6bc6ac0cd18765d06788bd604695e4e78cffd9d6cf2
   health_score: 100.0
-  last_checked: 1779031360.770682
+  last_checked: 1779031360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.770682+02:00'
   last_ai_eval: null
@@ -125594,7 +125594,7 @@ https://docs.ansible.com/ansible-tower/index.html:
   addition_method: manual
   content_hash: 5cb96ce6807373c11e52c7ce42e2a998a6b42428e50080f894ab642d68e5b06d
   health_score: 100.0
-  last_checked: 1779033663.564559
+  last_checked: 1779033663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.564559+02:00'
   last_ai_eval: null
@@ -125622,7 +125622,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_module.
   addition_method: manual
   content_hash: f33f8d4b81a7e26d6bb655ee94964513c94c7c41da723b39eb3adb5ed4bcfe76
   health_score: 100.0
-  last_checked: 1779034262.805071
+  last_checked: 1779034262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.805071+02:00'
   last_ai_eval: null
@@ -125649,7 +125649,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/helm_plugin_
   addition_method: manual
   content_hash: a09ce03cf5c351bee39eb29ba8baaca8458315101204311da3c520a424b7fa4a
   health_score: 100.0
-  last_checked: 1779034217.448878
+  last_checked: 1779034217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.448878+02:00'
   last_ai_eval: null
@@ -125676,7 +125676,7 @@ https://docs.ansible.com/ansible/latest/collections/kubernetes/core/k8s_module.h
   addition_method: manual
   content_hash: 95b41d2391d1f0ca9a31771b92f60c991070f9ecc0ab546330124e78a45f36fb
   health_score: 100.0
-  last_checked: 1779032185.336898
+  last_checked: 1779032185
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:25.336898+02:00'
   last_ai_eval: null
@@ -125703,7 +125703,7 @@ https://docs.ansible.com/ansible/latest/collections/netbox/netbox/index.html:
   addition_method: manual
   content_hash: 7e318f8da7703df94993413fe21a59bc4bbc49b0091060e8333d9e00287fc176
   health_score: 100.0
-  last_checked: 1779033092.591657
+  last_checked: 1779033092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.591657+02:00'
   last_ai_eval: null
@@ -125730,7 +125730,7 @@ https://docs.ansible.com/ansible/latest/dev_guide/developing_modules_general.htm
   addition_method: manual
   content_hash: 908028ecadce4ec6966854502a3b691bf3fb9dd7dd2f797f8dd4d691738413da
   health_score: 100.0
-  last_checked: 1779031037.368214
+  last_checked: 1779031037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.368214+02:00'
   last_ai_eval: null
@@ -125757,7 +125757,7 @@ https://docs.ansible.com/ansible/latest/modules/k8s_module.html:
   addition_method: manual
   content_hash: 1905b0598c9890f39199c4cb4aa36095ab562f7e646c52a5a162dd7fd458a374
   health_score: 100.0
-  last_checked: 1779034394.602178
+  last_checked: 1779034394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.602178+02:00'
   last_ai_eval: null
@@ -125784,7 +125784,7 @@ https://docs.ansible.com/ansible/latest/scenario_guides/cloud_guides.html:
   addition_method: manual
   content_hash: 464394003c2795ff8aba348da3feb14fa01c54edc5f9104f03ed6c1f21a21f1b
   health_score: 100.0
-  last_checked: 1779030196.540302
+  last_checked: 1779030196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.540302+02:00'
   last_ai_eval: null
@@ -125811,7 +125811,7 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034139.349472
+  last_checked: 1779034139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:59.349472+02:00'
   last_ai_eval: null
@@ -125838,7 +125838,7 @@ https://docs.ansible.com/ansible/latest/user_guide/playbooks_advanced_syntax.htm
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.975543
+  last_checked: 1779032779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.975543+02:00'
   last_ai_eval: null
@@ -126163,7 +126163,7 @@ https://docs.aporeto.com/docs/main/guides/okd-master-api-protection:
   addition_method: manual
   content_hash: ca834ee9db8bffed8a3fde1272aa93226b3a4f7e0159550c18563d621e838bc5
   health_score: 100.0
-  last_checked: 1779033489.344721
+  last_checked: 1779033489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:09.344721+02:00'
   last_ai_eval: null
@@ -126194,7 +126194,7 @@ https://docs.astronomer.io/learn/dynamically-generating-dags:
   addition_method: manual
   content_hash: 8b775b2f47f2e416b9b4f3d5b2ac65ec9d5f27b80a8e7610d7a3a5a046994724
   health_score: 100.0
-  last_checked: 1779031647.740946
+  last_checked: 1779031647
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.740946+02:00'
   last_ai_eval: null
@@ -126222,7 +126222,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/TemplateReference/aws-templ
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735875.853358
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.853358+02:00'
   last_ai_eval: null
@@ -126253,7 +126253,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/ReleaseHistory.ht
   addition_method: manual
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+  last_checked: 1779033187
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:07.281394+02:00'
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@@ -126285,7 +126285,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-template-reso
   addition_method: manual
   content_hash: c360ac3735602e76e7cc222f60ae809ec971b6c6ef376dcf955167df4dab4030
   health_score: 100.0
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+  last_checked: 1779030574
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:34.476898+02:00'
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@@ -126317,7 +126317,7 @@ https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/doc-history.html:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735875.909151
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.909151+02:00'
   last_ai_eval: null
@@ -126347,7 +126347,7 @@ https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EBSEncryption.html:
   addition_method: manual
   content_hash: 329c84a869e18fef54426f0e5ded20902f7071940fa018ef6c2d47ab2b811b38
   health_score: 100.0
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+  last_checked: 1779031528
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:28.837692+02:00'
   last_ai_eval: null
@@ -126374,7 +126374,7 @@ https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/SSL-on-an-instance.html:
   addition_method: manual
   content_hash: c499d08fda16067069072d1723ce7661581a1fc2915a73e69d9ff828e7adebf3
   health_score: 100.0
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+  last_checked: 1779031625
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:05.137360+02:00'
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@@ -126439,7 +126439,7 @@ https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-l
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779033162
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:42.821017+02:00'
   last_ai_eval: null
@@ -126471,7 +126471,7 @@ https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/sqs-q
   addition_method: manual
   content_hash: null
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-  last_checked: 1781735875.879142
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.879142+02:00'
   last_ai_eval: null
@@ -126502,7 +126502,7 @@ https://docs.aws.amazon.com/AmazonECR/latest/userguide:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735875.899918
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.899918+02:00'
   last_ai_eval: null
@@ -126533,7 +126533,7 @@ https://docs.aws.amazon.com/AmazonECR/latest/userguide/ECR_GetStarted.html:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:49.012650+02:00'
   last_ai_eval: null
@@ -126599,7 +126599,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/CHAP_Tutorials.RestoringF
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.744943+02:00'
   last_ai_eval: null
@@ -126631,7 +126631,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateDBInstance.htm
   addition_method: manual
   content_hash: null
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-  last_checked: 1781735875.870337
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.870337+02:00'
   last_ai_eval: null
@@ -126662,7 +126662,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_CreateOracleInstance
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031782
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:42.374948+02:00'
   last_ai_eval: null
@@ -126695,7 +126695,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_ReadRepl.html:
   addition_method: manual
   content_hash: d8ccbaa127bf7045b9d1bc6bec0c8ff9c03f7f6a93aeba1311c608677bdfe444
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.927794+02:00'
   last_ai_eval: null
@@ -126728,7 +126728,7 @@ https://docs.aws.amazon.com/AmazonRDS/latest/UserGuide/USER_VPC.WorkingWithRDSIn
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:24.759538+02:00'
   last_ai_eval: null
@@ -126760,7 +126760,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/API/ipv6-access.html:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1779388318.511279
+  last_checked: 1779388318
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:31:58.511279+02:00'
   last_ai_eval: null
@@ -126791,7 +126791,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/dev/ipv6-access.html:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:16.655894+02:00'
   last_ai_eval: null
@@ -126856,7 +126856,7 @@ https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735875.956789
+  last_checked: 1781735875
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.956789+02:00'
   last_ai_eval: null
@@ -126887,7 +126887,7 @@ https://docs.aws.amazon.com/SchemaConversionTool/latest/userguide/CHAP_SchemaCon
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:55.396039+02:00'
   last_ai_eval: null
@@ -126921,7 +126921,7 @@ https://docs.aws.amazon.com/apigateway/latest/developerguide/create-api-using-im
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:50:40.844793+02:00'
   last_ai_eval: null
@@ -126986,7 +126986,7 @@ https://docs.aws.amazon.com/awsconsolehelpdocs/latest/gsg/getting-started.html:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:36:19.907021+02:00'
   last_ai_eval: null
@@ -127182,7 +127182,7 @@ https://docs.aws.amazon.com/data-pipeline/index.html:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:56:38.380241+02:00'
   last_ai_eval: null
@@ -127242,7 +127242,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/autoscaling.html:
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   discovered_at: '2026-05-17T17:09:37.996951+02:00'
   last_ai_eval: null
@@ -127269,7 +127269,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/cluster-autoscaler.html:
   addition_method: manual
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   discovered_at: '2026-05-17T16:45:55.087842+02:00'
   last_ai_eval: null
@@ -127363,7 +127363,7 @@ https://docs.aws.amazon.com/eks/latest/userguide/managing-add-ons.html:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:05.791822+02:00'
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@@ -127621,7 +127621,7 @@ https://docs.aws.amazon.com/general/latest/gr/glos-chap.html:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:42:58.762515+02:00'
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@@ -127752,7 +127752,7 @@ https://docs.aws.amazon.com/kinesis/index.html:
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   discovered_at: '2026-05-17T17:56:55.901488+02:00'
   last_ai_eval: null
@@ -127879,7 +127879,7 @@ https://docs.aws.amazon.com/linux/al2/ug/SSL-on-amazon-linux-2.html:
   addition_method: manual
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   health_score: null
-  last_checked: 1781735878.00736
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:58.007360+02:00'
   last_ai_eval: null
@@ -127980,7 +127980,7 @@ https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-arch
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   discovered_at: '2026-05-17T18:03:26.133731+02:00'
   last_ai_eval: null
@@ -128011,7 +128011,7 @@ https://docs.aws.amazon.com/prescriptive-guidance/latest/security-reference-arch
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@@ -128041,7 +128041,7 @@ https://docs.aws.amazon.com/redshift/latest/dg/tutorial-tuning-tables.html:
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   discovered_at: '2026-05-17T16:59:12.789321+02:00'
   last_ai_eval: null
@@ -128140,7 +128140,7 @@ https://docs.aws.amazon.com/storagegateway:
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   discovered_at: '2026-06-18T00:37:57.798473+02:00'
   last_ai_eval: null
@@ -128171,7 +128171,7 @@ https://docs.aws.amazon.com/storagegateway/latest/userguide/GettingStarted-commo
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@@ -128202,7 +128202,7 @@ https://docs.aws.amazon.com/systems-manager/latest/userguide/systems-manager-par
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   discovered_at: '2026-05-17T18:14:16.435133+02:00'
   last_ai_eval: null
@@ -128330,7 +128330,7 @@ https://docs.aws.amazon.com/whitepapers/latest/microservices-on-aws/microservice
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   discovered_at: '2026-05-17T17:05:26.953954+02:00'
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@@ -128528,7 +128528,7 @@ https://docs.cloud.google.com/deploy/docs/deploy-app-run:
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   discovered_at: '2026-05-18T20:54:54.996464+02:00'
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@@ -128587,7 +128587,7 @@ https://docs.cloud.google.com/docs/get-started/aws-azure-gcp-service-comparison/
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   health_score: 64.0
-  last_checked: 1779130494.961336
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   discovered_at: '2026-05-18T20:54:54.961336+02:00'
   last_ai_eval: null
@@ -129142,7 +129142,7 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/ContEng/Concepts/contengovervie
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   discovered_at: '2026-05-17T18:00:20.318674+02:00'
   last_ai_eval: null
@@ -129169,7 +129169,7 @@ https://docs.cloud.oracle.com/en-us/iaas/Content/GSG/Concepts/baremetalintro.htm
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   discovered_at: '2026-05-17T17:35:04.520912+02:00'
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@@ -129230,7 +129230,7 @@ https://docs.cloudbees.com/docs/cloudbees-core/latest/cloud-admin-guide/core-cas
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   discovered_at: '2026-05-17T18:05:03.676776+02:00'
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@@ -129460,7 +129460,7 @@ https://docs.databricks.com/structured-streaming/scheduler-pools.html:
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   discovered_at: '2026-05-17T17:51:40.937538+02:00'
   last_ai_eval: null
@@ -129617,7 +129617,7 @@ https://docs.docker.com/build/buildkit:
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   discovered_at: '2026-05-18T20:54:54.977072+02:00'
   last_ai_eval: null
@@ -129681,7 +129681,7 @@ https://docs.docker.com/desktop/setup/sign-in:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.023871+02:00'
   last_ai_eval: null
@@ -129707,7 +129707,7 @@ https://docs.docker.com/develop/develop-images/build_enhancements:
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   discovered_at: '2026-05-17T18:16:04.360601+02:00'
   last_ai_eval: null
@@ -129733,7 +129733,7 @@ https://docs.docker.com/docker-for-windows:
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   health_score: 100.0
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+  last_checked: 1779032103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:03.770114+02:00'
   last_ai_eval: null
@@ -129759,7 +129759,7 @@ https://docs.docker.com/ee/ucp:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.797049+02:00'
   last_ai_eval: null
@@ -129787,7 +129787,7 @@ https://docs.docker.com/engine/context/ecs-integration:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.866373+02:00'
   last_ai_eval: null
@@ -129818,7 +129818,7 @@ https://docs.docker.com/engine/reference/commandline/buildx_imagetools:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.037837+02:00'
   last_ai_eval: null
@@ -129909,7 +129909,7 @@ https://docs.docker.com/registry/insecure:
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@@ -130003,7 +130003,7 @@ https://docs.fluxcd.io:
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@@ -130173,7 +130173,7 @@ https://docs.github.com/en/actions/how-tos/write-workflows:
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@@ -130290,7 +130290,7 @@ https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-cont
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@@ -130777,7 +130777,7 @@ https://docs.google.com/document/d/1p4ZYQYM2VrMCR8K3T68JOMzWHlV-C8Jogrl9Ces77OA:
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@@ -131106,7 +131106,7 @@ https://docs.google.com/presentation/d/1zrfVlE5r61ZNQrmXKx5gJmBcXnoa_WerHEnTxu5S
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@@ -131560,7 +131560,7 @@ https://docs.microsoft.com/azure/traffic-manager:
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@@ -131587,7 +131587,7 @@ https://docs.microsoft.com/azure/vpn-gateway/openvpn-azure-ad-tenant:
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@@ -131614,7 +131614,7 @@ https://docs.microsoft.com/en-gb/azure/cloud-adoption-framework/ready/azure-best
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@@ -131824,7 +131824,7 @@ https://docs.microsoft.com/en-us/azure/aks/cluster-autoscaler:
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@@ -131852,7 +131852,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-azure-cni:
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@@ -131880,7 +131880,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet:
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@@ -131908,7 +131908,7 @@ https://docs.microsoft.com/en-us/azure/aks/configure-kubenet-dual-stack:
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@@ -131936,7 +131936,7 @@ https://docs.microsoft.com/en-us/azure/aks/ingress-tls:
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@@ -131963,7 +131963,7 @@ https://docs.microsoft.com/en-us/azure/aks/managed-aad:
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@@ -133182,7 +133182,7 @@ https://docs.openshift.com:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:11:28.948282+02:00'
   last_ai_eval: null
@@ -133403,7 +133403,7 @@ https://docs.openshift.com/container-platform/3.11/creating_images/s2i.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030136.185044
+  last_checked: 1779030136
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:16.185044+02:00'
   last_ai_eval: null
@@ -133433,7 +133433,7 @@ https://docs.openshift.com/container-platform/3.11/dev_guide/dev_tutorials/opens
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032551.177567
+  last_checked: 1779032551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.177567+02:00'
   last_ai_eval: null
@@ -133465,7 +133465,7 @@ https://docs.openshift.com/container-platform/3.11/install_config/prometheus_clu
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032001.359128
+  last_checked: 1779032001
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:21.359128+02:00'
   last_ai_eval: null
@@ -133497,7 +133497,7 @@ https://docs.openshift.com/container-platform/3.11/install_config/router/index.h
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032074.801886
+  last_checked: 1779032074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.801886+02:00'
   last_ai_eval: null
@@ -133529,7 +133529,7 @@ https://docs.openshift.com/container-platform/3.11/release_notes/ocp_3_11_releas
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029837.603872
+  last_checked: 1779029837
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:17.603872+02:00'
   last_ai_eval: null
@@ -133561,7 +133561,7 @@ https://docs.openshift.com/container-platform/3.11/security/securing_container_p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032962.031801
+  last_checked: 1779032962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:22.031801+02:00'
   last_ai_eval: null
@@ -133593,7 +133593,7 @@ https://docs.openshift.com/container-platform/3.6/admin_guide/manage_scc.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032088.853874
+  last_checked: 1779032088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.853874+02:00'
   last_ai_eval: null
@@ -133624,7 +133624,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/managing-securi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033436.178244
+  last_checked: 1779033436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:16.178244+02:00'
   last_ai_eval: null
@@ -133650,7 +133650,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/understanding-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029844.096977
+  last_checked: 1779029844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:24.096977+02:00'
   last_ai_eval: null
@@ -133677,7 +133677,7 @@ https://docs.openshift.com/container-platform/4.1/authentication/using-service-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031570.062471
+  last_checked: 1779031570
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:10.062471+02:00'
   last_ai_eval: null
@@ -133709,7 +133709,7 @@ https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-set
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031904.077162
+  last_checked: 1779031904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:44.077162+02:00'
   last_ai_eval: null
@@ -133741,7 +133741,7 @@ https://docs.openshift.com/container-platform/4.2/applications/quotas/quotas-set
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031788.457818
+  last_checked: 1779031788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.457818+02:00'
   last_ai_eval: null
@@ -133773,7 +133773,7 @@ https://docs.openshift.com/container-platform/4.2/openshift_images/using_images/
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029613.845168
+  last_checked: 1779029613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.845168+02:00'
   last_ai_eval: null
@@ -133804,7 +133804,7 @@ https://docs.openshift.com/container-platform/4.3/release_notes/ocp-4-3-release-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032662.250172
+  last_checked: 1779032662
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:22.250172+02:00'
   last_ai_eval: null
@@ -133831,7 +133831,7 @@ https://docs.openshift.com/container-platform/4.4/architecture/architecture-rhco
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030102.919484
+  last_checked: 1779030102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:42.919484+02:00'
   last_ai_eval: null
@@ -133862,7 +133862,7 @@ https://docs.openshift.com/container-platform/4.4/authentication/managing-securi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032820.471805
+  last_checked: 1779032820
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:00.471805+02:00'
   last_ai_eval: null
@@ -133889,7 +133889,7 @@ https://docs.openshift.com/container-platform/4.4/authentication/understanding-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034094.658952
+  last_checked: 1779034094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.658952+02:00'
   last_ai_eval: null
@@ -133921,7 +133921,7 @@ https://docs.openshift.com/container-platform/4.4/builds/custom-builds-buildah.h
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032297.181612
+  last_checked: 1779032297
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:17.181612+02:00'
   last_ai_eval: null
@@ -133953,7 +133953,7 @@ https://docs.openshift.com/container-platform/4.4/cli_reference/openshift_cli/co
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030931.038979
+  last_checked: 1779030931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.038979+02:00'
   last_ai_eval: null
@@ -133985,7 +133985,7 @@ https://docs.openshift.com/container-platform/4.4/logging/cluster-logging-deploy
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031468.7548
+  last_checked: 1779031468
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:28.754800+02:00'
   last_ai_eval: null
@@ -134018,7 +134018,7 @@ https://docs.openshift.com/container-platform/4.4/machine_management/applying-au
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030287.480713
+  last_checked: 1779030287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:47.480713+02:00'
   last_ai_eval: null
@@ -134051,7 +134051,7 @@ https://docs.openshift.com/container-platform/4.4/networking/configuring-network
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032199.442277
+  last_checked: 1779032199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:39.442277+02:00'
   last_ai_eval: null
@@ -134078,7 +134078,7 @@ https://docs.openshift.com/container-platform/4.4/networking/multiple_networks/u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033003.030054
+  last_checked: 1779033003
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:03.030054+02:00'
   last_ai_eval: null
@@ -134110,7 +134110,7 @@ https://docs.openshift.com/container-platform/4.4/networking/understanding-netwo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.850435
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.850435+02:00'
   last_ai_eval: null
@@ -134143,7 +134143,7 @@ https://docs.openshift.com/container-platform/4.4/operators/crds/crd-managing-re
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032927.041975
+  last_checked: 1779032927
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:47.041975+02:00'
   last_ai_eval: null
@@ -134170,7 +134170,7 @@ https://docs.openshift.com/container-platform/4.4/operators/olm-adding-operators
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033917.450479
+  last_checked: 1779033917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.450479+02:00'
   last_ai_eval: null
@@ -134201,7 +134201,7 @@ https://docs.openshift.com/container-platform/4.4/operators/understanding_olm/ol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032090.491594
+  last_checked: 1779032090
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:50.491594+02:00'
   last_ai_eval: null
@@ -134228,7 +134228,7 @@ https://docs.openshift.com/container-platform/4.4/release_notes/ocp-4-4-release-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030981.984282
+  last_checked: 1779030981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.984282+02:00'
   last_ai_eval: null
@@ -134260,7 +134260,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_arch
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030803.910141
+  last_checked: 1779030803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:23.910141+02:00'
   last_ai_eval: null
@@ -134291,7 +134291,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_inst
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031796.664603
+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.664603+02:00'
   last_ai_eval: null
@@ -134317,7 +134317,7 @@ https://docs.openshift.com/container-platform/4.4/service_mesh/service_mesh_inst
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031030.863793
+  last_checked: 1779031030
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:10.863793+02:00'
   last_ai_eval: null
@@ -134346,7 +134346,7 @@ https://docs.openshift.com/container-platform/4.4/welcome/oke_about.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033808.403783
+  last_checked: 1779033808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:28.403783+02:00'
   last_ai_eval: null
@@ -134378,7 +134378,7 @@ https://docs.openshift.com/container-platform/4.8/cicd/gitops/understanding-open
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030564.414567
+  last_checked: 1779030564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.414567+02:00'
   last_ai_eval: null
@@ -134410,7 +134410,7 @@ https://docs.openshift.com/container-platform/4.8/registry/architecture-componen
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029938.215395
+  last_checked: 1779029938
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.215395+02:00'
   last_ai_eval: null
@@ -134442,7 +134442,7 @@ https://docs.openstack.org/infra/jenkins-job-builder/index.html:
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779030437.02406
+  last_checked: 1779030437
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:17.024060+02:00'
   last_ai_eval: null
@@ -134473,7 +134473,7 @@ https://docs.openstack.org/tempest:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030882.858044
+  last_checked: 1779030882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.858044+02:00'
   last_ai_eval: null
@@ -134666,7 +134666,7 @@ https://docs.pixielabs.ai:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030407.002845
+  last_checked: 1779030407
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.002845+02:00'
   last_ai_eval: null
@@ -134697,7 +134697,7 @@ https://docs.planetscale.com/concepts/planetscale-workflow:
   addition_method: manual
   content_hash: 925a19dd4aecae669ba5c7d6e84b21436fba9032d80a59179ce6680cef985370
   health_score: 100.0
-  last_checked: 1779034356.285434
+  last_checked: 1779034356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:36.285434+02:00'
   last_ai_eval: null
@@ -134756,7 +134756,7 @@ https://docs.projectcalico.org/getting-started/openshift/installation:
   addition_method: manual
   content_hash: e1ea973a372db8fd022a26f235d2a4ec52bf417c543607dfdc2a86c10b89263e
   health_score: 100.0
-  last_checked: 1779029369.713385
+  last_checked: 1779029369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.713385+02:00'
   last_ai_eval: null
@@ -134849,7 +134849,7 @@ https://docs.redhat.com/en:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736122.861596
+  last_checked: 1781736122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.861596+02:00'
   last_ai_eval: null
@@ -134880,7 +134880,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736123.665475
+  last_checked: 1781736123
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.665475+02:00'
   last_ai_eval: null
@@ -134911,7 +134911,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736124.900252
+  last_checked: 1781736124
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:04.900252+02:00'
   last_ai_eval: null
@@ -134942,7 +134942,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736112.818229
+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.818229+02:00'
   last_ai_eval: null
@@ -134973,7 +134973,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736123.21357
+  last_checked: 1781736123
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.213570+02:00'
   last_ai_eval: null
@@ -135004,7 +135004,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736122.59349
+  last_checked: 1781736122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.593490+02:00'
   last_ai_eval: null
@@ -135036,7 +135036,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736111.173849
+  last_checked: 1781736111
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:51.173849+02:00'
   last_ai_eval: null
@@ -135067,7 +135067,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.00673
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.006730+02:00'
   last_ai_eval: null
@@ -135098,7 +135098,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736126.347232
+  last_checked: 1781736126
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:06.347232+02:00'
   last_ai_eval: null
@@ -135129,7 +135129,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736124.217234
+  last_checked: 1781736124
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:04.217234+02:00'
   last_ai_eval: null
@@ -135160,7 +135160,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.11/html/
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736101.662046
+  last_checked: 1781736101
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.662046+02:00'
   last_ai_eval: null
@@ -135191,7 +135191,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/3.6/html/c
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735901.509829
+  last_checked: 1781735901
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:21.509829+02:00'
   last_ai_eval: null
@@ -135222,7 +135222,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.1/html/a
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735902.789873
+  last_checked: 1781735902
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:22.789873+02:00'
   last_ai_eval: null
@@ -135252,7 +135252,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.1/html/a
   addition_method: manual
   content_hash: 8f5f43383acd8902dd7df2b7e112a34203d5fbc4bcea3bc1bb6e57b737eeaea0
   health_score: 100.0
-  last_checked: 1779130495.005721
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.005721+02:00'
   last_ai_eval: null
@@ -135279,7 +135279,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/a
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.754507
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.754507+02:00'
   last_ai_eval: null
@@ -135310,7 +135310,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/a
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736112.463492
+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.463492+02:00'
   last_ai_eval: null
@@ -135341,7 +135341,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/i
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736123.200596
+  last_checked: 1781736123
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.200596+02:00'
   last_ai_eval: null
@@ -135372,7 +135372,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/html/i
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735961.015892
+  last_checked: 1781735961
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:21.015892+02:00'
   last_ai_eval: null
@@ -135403,7 +135403,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.2/pdf/in
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735961.057123
+  last_checked: 1781735961
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:21.057123+02:00'
   last_ai_eval: null
@@ -135434,7 +135434,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.21:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1779388562.543841
+  last_checked: 1779388562
   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:36:02.543841+02:00'
   last_ai_eval: null
@@ -135500,7 +135500,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.311704
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.311704+02:00'
   last_ai_eval: null
@@ -135531,7 +135531,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html-s
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.618366
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.618366+02:00'
   last_ai_eval: null
@@ -135562,7 +135562,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/a
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736112.884905
+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.884905+02:00'
   last_ai_eval: null
@@ -135593,7 +135593,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/a
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736126.498126
+  last_checked: 1781736126
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:06.498126+02:00'
   last_ai_eval: null
@@ -135624,7 +135624,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/b
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781432159.619432
+  last_checked: 1781432159
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:15:59.619432+02:00'
   last_ai_eval: null
@@ -135655,7 +135655,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/c
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736123.576498
+  last_checked: 1781736123
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.576498+02:00'
   last_ai_eval: null
@@ -135686,7 +135686,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/l
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736118.072885
+  last_checked: 1781736118
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:58.072885+02:00'
   last_ai_eval: null
@@ -135717,7 +135717,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/m
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736122.60558
+  last_checked: 1781736122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.605580+02:00'
   last_ai_eval: null
@@ -135749,7 +135749,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/n
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.337443
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.337443+02:00'
   last_ai_eval: null
@@ -135780,7 +135780,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/n
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736122.522926
+  last_checked: 1781736122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.522926+02:00'
   last_ai_eval: null
@@ -135811,7 +135811,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/o
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736112.997684
+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.997684+02:00'
   last_ai_eval: null
@@ -135842,7 +135842,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/r
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736114.85233
+  last_checked: 1781736114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.852330+02:00'
   last_ai_eval: null
@@ -135873,7 +135873,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.4/html/s
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736116.793826
+  last_checked: 1781736116
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:56.793826+02:00'
   last_ai_eval: null
@@ -135904,7 +135904,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/c
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735911.361609
+  last_checked: 1781735911
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:31.361609+02:00'
   last_ai_eval: null
@@ -135935,7 +135935,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.8/html/r
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736155.042363
+  last_checked: 1781736155
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:35.042363+02:00'
   last_ai_eval: null
@@ -135966,7 +135966,7 @@ https://docs.redhat.com/en/documentation/red_hat_jboss_web_server/5.4/html-singl
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735911.006705
+  last_checked: 1781735911
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:31.006705+02:00'
   last_ai_eval: null
@@ -135996,7 +135996,7 @@ https://docs.robusta.dev:
   addition_method: manual
   content_hash: 9180cac0ecd167a9b419965fa73e5864153872f63ac8d71d42add06ee17b0a77
   health_score: 100.0
-  last_checked: 1779034528.307774
+  last_checked: 1779034528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.307774+02:00'
   last_ai_eval: null
@@ -136023,7 +136023,7 @@ https://docs.robusta.dev/master/index.html:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1781736046.512649
+  last_checked: 1781736046
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:46.512649+02:00'
   last_ai_eval: null
@@ -136054,7 +136054,7 @@ https://docs.sonarqube.org/latest/analysis/overview:
   addition_method: manual
   content_hash: 0319df9f31640c7a17d45b4ec27e25304d9c8f36ef24fb84f3fc110778f46f79
   health_score: 100.0
-  last_checked: 1779030990.03182
+  last_checked: 1779030990
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:30.031820+02:00'
   last_ai_eval: null
@@ -136081,7 +136081,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner:
   addition_method: manual
   content_hash: 2f76a859c4e8787e4bf5db7b35c2e20f4dd79b3e4d94bd1a87af6c1746a8c348
   health_score: 100.0
-  last_checked: 1779030966.952901
+  last_checked: 1779030966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:06.952901+02:00'
   last_ai_eval: null
@@ -136107,7 +136107,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-ant:
   addition_method: manual
   content_hash: 27d0fda983d5e6593d84eaeeb3aee8edcc2cb43e1cd7354d267817dfad1330df
   health_score: 100.0
-  last_checked: 1779030423.153742
+  last_checked: 1779030423
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:03.153742+02:00'
   last_ai_eval: null
@@ -136133,7 +136133,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-azure-devops:
   addition_method: manual
   content_hash: f44737a63d5eebc7f1afbc7fbef69a940df45681cde8ba98dc523e862b7db64c
   health_score: 100.0
-  last_checked: 1779030504.069707
+  last_checked: 1779030504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:24.069707+02:00'
   last_ai_eval: null
@@ -136159,7 +136159,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-gradle:
   addition_method: manual
   content_hash: eaf2dd764262332907cbbbf9ca0f950c554cbb1cdadaef82832373bc1c72b724
   health_score: 100.0
-  last_checked: 1779033422.740722
+  last_checked: 1779033422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:02.740722+02:00'
   last_ai_eval: null
@@ -136185,7 +136185,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-jenkins:
   addition_method: manual
   content_hash: 8116c61990f93d98e7bb69605c64fde5a04fb8855e93df9b0d1a3f3eaa15e457
   health_score: 100.0
-  last_checked: 1779030221.224104
+  last_checked: 1779030221
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:41.224104+02:00'
   last_ai_eval: null
@@ -136212,7 +136212,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-maven:
   addition_method: manual
   content_hash: b52b73ee0b1c72719b5719e2ba4700e0a25445ae45a72cb8428154bab29f664d
   health_score: 100.0
-  last_checked: 1779032467.301084
+  last_checked: 1779032467
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:07.301084+02:00'
   last_ai_eval: null
@@ -136238,7 +136238,7 @@ https://docs.sonarqube.org/latest/analysis/scan/sonarscanner-for-msbuild:
   addition_method: manual
   content_hash: 803bdf3af644066711ba52c9f48b754aeac04b7739c54da2d8da3b432931b51a
   health_score: 100.0
-  last_checked: 1779030526.683303
+  last_checked: 1779030526
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:46.683303+02:00'
   last_ai_eval: null
@@ -136264,7 +136264,7 @@ https://docs.sonarsource.com/sonarqube-server/2025.5/analyzing-source-code/scann
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.978052
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978052+02:00'
   last_ai_eval: null
@@ -136329,7 +136329,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/dot
   addition_method: manual
   content_hash: 9dd983ea22a68004ff16e7fd1848214d03fb40ad3eaddd9734b293ee7ff1b905
   health_score: 100.0
-  last_checked: 1779130494.94614
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946140+02:00'
   last_ai_eval: null
@@ -136355,7 +136355,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/jen
   addition_method: manual
   content_hash: 0fb81bb5de0bdbd911a9d79341dc649eac7c48e3071f3b3a61d3d85dc262e267
   health_score: 100.0
-  last_checked: 1779130494.964306
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.964306+02:00'
   last_ai_eval: null
@@ -136381,7 +136381,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   addition_method: manual
   content_hash: fc2b2a727fd9657c9d67c0077a77cf2129f6dc96a0a110b847444835d5b2457b
   health_score: 100.0
-  last_checked: 1779130494.984744
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.984744+02:00'
   last_ai_eval: null
@@ -136407,7 +136407,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   addition_method: manual
   content_hash: 46d88f6dc179842dcd71ff3ed9ba9395337a884667afa3754c0b61ffa65b1b54
   health_score: 100.0
-  last_checked: 1779130494.984705
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.984705+02:00'
   last_ai_eval: null
@@ -136433,7 +136433,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   addition_method: manual
   content_hash: b39912ba1bcc609c5177ddba5a66b0a29d59114980111131dbe32a44e7f75e31
   health_score: 100.0
-  last_checked: 1779130494.950199
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950199+02:00'
   last_ai_eval: null
@@ -136459,7 +136459,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   addition_method: manual
   content_hash: null
   health_score: 64.0
-  last_checked: 1779130495.028479
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.028479+02:00'
   last_ai_eval: null
@@ -136490,7 +136490,7 @@ https://docs.sonarsource.com/sonarqube-server/analyzing-source-code/scanners/son
   addition_method: manual
   content_hash: 0d37a231ba600b7346834931f23424ceec077a8a963b445a61617e683e381b81
   health_score: 100.0
-  last_checked: 1779130495.022125
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.022125+02:00'
   last_ai_eval: null
@@ -136618,7 +136618,7 @@ https://docs.traefik.io:
   addition_method: manual
   content_hash: 2aefce0720d2d3e4f79f76bed1292ce6ad09328c539ba53761568670d63a4460
   health_score: 100.0
-  last_checked: 1779032114.204985
+  last_checked: 1779032114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.204985+02:00'
   last_ai_eval: null
@@ -136645,7 +136645,7 @@ https://docs.wavefront.com/activemq.html:
   addition_method: manual
   content_hash: 32b211e3549ca242c6138bb64d5bcd1f946e50897dd2235e2d9c26dd9297acc7
   health_score: 100.0
-  last_checked: 1779032817.301234
+  last_checked: 1779032817
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:57.301234+02:00'
   last_ai_eval: null
@@ -136676,7 +136676,7 @@ https://dok.community:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781429996.214084
+  last_checked: 1781429996
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:56.214084+02:00'
   last_ai_eval: null
@@ -136711,7 +136711,7 @@ https://dok.community/dokc-2021-report:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781429975.879303
+  last_checked: 1781429975
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:35.879303+02:00'
   last_ai_eval: null
@@ -136745,7 +136745,7 @@ https://dolphinscheduler.apache.org:
   addition_method: manual
   content_hash: 02b06607d8efd665fbb523b24c271c0c38a55757b02f15b4717d0336a6d8b53e
   health_score: 100.0
-  last_checked: 1779033903.385496
+  last_checked: 1779033903
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.385496+02:00'
   last_ai_eval: null
@@ -136772,7 +136772,7 @@ https://dominik-tornow.medium.com/inside-kubernetes-rbac-9988b08a738a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029734.963482
+  last_checked: 1779029734
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:34.963482+02:00'
   last_ai_eval: null
@@ -136803,7 +136803,7 @@ https://doodle.com:
   addition_method: manual
   content_hash: de0598d7cb442a483cc7d02d723c57b074f86d8ad302d664d49ce21e36e36c58
   health_score: 100.0
-  last_checked: 1779031805.267451
+  last_checked: 1779031805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.267451+02:00'
   last_ai_eval: null
@@ -136864,7 +136864,7 @@ https://doordash.engineering/2021/04/14/gradual-code-releases-using-an-in-house-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033751.083059
+  last_checked: 1779033751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:31.083059+02:00'
   last_ai_eval: null
@@ -136898,7 +136898,7 @@ https://doordash.engineering/2022/06/23/fast-feedback-loop-for-kubernetes-produc
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029158.667679
+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.667679+02:00'
   last_ai_eval: null
@@ -136930,7 +136930,7 @@ https://doordash.engineering/2022/08/09/how-to-handle-kubernetes-health-checks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034477.272963
+  last_checked: 1779034477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:37.272963+02:00'
   last_ai_eval: null
@@ -136962,7 +136962,7 @@ https://doppler.com/blog/environment-variables-in-python:
   addition_method: manual
   content_hash: 7e40bd9004d4e69d3b7e67712cc2e366eaa88a51be45710d0465cc3d2c2b8952
   health_score: 100.0
-  last_checked: 1779034345.996613
+  last_checked: 1779034345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.996613+02:00'
   last_ai_eval: null
@@ -136989,7 +136989,7 @@ https://dormoshe.io/trending-news/kubernetes-101-part-i-the-fundamentals-23a1-60
   addition_method: manual
   content_hash: b68790d64ba787231e36bed9ee4666ac66aa18e83ae9b10b830cc6e15b6f9170
   health_score: 100.0
-  last_checked: 1779031910.46171
+  last_checked: 1779031910
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:50.461710+02:00'
   last_ai_eval: null
@@ -137115,7 +137115,7 @@ https://dotnet.microsoft.com/apps/xamarin:
   addition_method: manual
   content_hash: ac547a5b8ca857fb15d72587a9d7e3c90df165deb914699170c9cdf6c87d975a
   health_score: 100.0
-  last_checked: 1779030190.058194
+  last_checked: 1779030190
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:10.058194+02:00'
   last_ai_eval: null
@@ -137176,7 +137176,7 @@ https://dotnet.microsoft.com/learn/xamarin/what-is-xamarin:
   addition_method: manual
   content_hash: ac547a5b8ca857fb15d72587a9d7e3c90df165deb914699170c9cdf6c87d975a
   health_score: 100.0
-  last_checked: 1779030009.845604
+  last_checked: 1779030009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.845604+02:00'
   last_ai_eval: null
@@ -137236,7 +137236,7 @@ https://downdetector.co.uk:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033765.406392
+  last_checked: 1779033765
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:45.406392+02:00'
   last_ai_eval: null
@@ -137267,7 +137267,7 @@ https://downdetector.co.uk/status/aws-amazon-web-services:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029507.511051
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.511051+02:00'
   last_ai_eval: null
@@ -137294,7 +137294,7 @@ https://doylestowncoder.com/2021/11/29/building-ci-cd-pipelines-with-azure-data-
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   discovered_at: '2026-05-17T17:14:07.271172+02:00'
   last_ai_eval: null
@@ -137322,7 +137322,7 @@ https://doylestowncoder.com/2021/12/02/building-ci-cd-pipelines-with-azure-data-
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:16.266524+02:00'
   last_ai_eval: null
@@ -137350,7 +137350,7 @@ https://doylestowncoder.com/2021/12/05/building-ci-cd-pipelines-with-azure-data-
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   discovered_at: '2026-05-17T16:48:15.110556+02:00'
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@@ -137379,7 +137379,7 @@ https://draculatheme.com/pro:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:42.493037+02:00'
   last_ai_eval: null
@@ -137410,7 +137410,7 @@ https://draft.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:16.378951+02:00'
   last_ai_eval: null
@@ -137440,7 +137440,7 @@ https://dragondscv.medium.com/controller-runtime-handle-resource-deletion-with-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032239.259007
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.259007+02:00'
   last_ai_eval: null
@@ -137471,7 +137471,7 @@ https://draw.io:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.292618+02:00'
   last_ai_eval: null
@@ -137596,7 +137596,7 @@ https://drone.io:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:29.011289+02:00'
   last_ai_eval: null
@@ -137631,7 +137631,7 @@ https://dropshare.app/annotate:
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207512+02:00'
   last_ai_eval: null
@@ -137734,7 +137734,7 @@ https://duo.com/blog/introducing-cloudmapper-an-aws-visualization-tool:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.598833+02:00'
   last_ai_eval: null
@@ -137965,7 +137965,7 @@ https://dwdraju.medium.com/kubernetes-job-or-cronjob-which-one-to-use-and-when-4
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   health_score: 100.0
-  last_checked: 1779033044.814874
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:44.814874+02:00'
   last_ai_eval: null
@@ -138030,7 +138030,7 @@ https://dzone.com/articles/10-api-testing-tips-for-beginners-soap-amp-rest:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735866.440643
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.440643+02:00'
   last_ai_eval: null
@@ -138063,7 +138063,7 @@ https://dzone.com/articles/10-commandments-on-microservice-decomposition:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735940.969549
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.969549+02:00'
   last_ai_eval: null
@@ -138095,7 +138095,7 @@ https://dzone.com/articles/10-easy-to-use-modules-in-ansible-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735867.482895
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.482895+02:00'
   last_ai_eval: null
@@ -138127,7 +138127,7 @@ https://dzone.com/articles/10-effective-tips-on-using-maven:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736083.01593
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.015930+02:00'
   last_ai_eval: null
@@ -138159,7 +138159,7 @@ https://dzone.com/articles/10-vs-code-extensions-to-fight-technical-debt:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736168.71183
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:48.711830+02:00'
   last_ai_eval: null
@@ -138191,7 +138191,7 @@ https://dzone.com/articles/11-observability-tools-you-should-know-in-2023:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736101.928029
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.928029+02:00'
   last_ai_eval: null
@@ -138223,7 +138223,7 @@ https://dzone.com/articles/14-best-performance-testing-tools-and-apm-solution:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736105.12183
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:45.121830+02:00'
   last_ai_eval: null
@@ -138257,7 +138257,7 @@ https://dzone.com/articles/14-of-the-best-automation-testing-tools-available:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736169.710116
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.710116+02:00'
   last_ai_eval: null
@@ -138289,7 +138289,7 @@ https://dzone.com/articles/15-devops-trends-to-expect-in-2021:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736235.315504
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.315504+02:00'
   last_ai_eval: null
@@ -138321,7 +138321,7 @@ https://dzone.com/articles/15-useful-helm-charts-tools:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735951.173046
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:11.173046+02:00'
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@@ -138353,7 +138353,7 @@ https://dzone.com/articles/2-ways-to-integrate-jmeter-tests-into-jenkins:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736134.688926
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.688926+02:00'
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@@ -138387,7 +138387,7 @@ https://dzone.com/articles/3-gpt-3-tools-for-developers-software-engineers-de:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736246.388636
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:06.388636+02:00'
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@@ -138419,7 +138419,7 @@ https://dzone.com/articles/3-steps-to-developing-a-successful-gitops-model:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736234.645082
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:54.645082+02:00'
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@@ -138450,7 +138450,7 @@ https://dzone.com/articles/32-best-jira-alternatives-for-agile-project-manage:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031406.435087
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.435087+02:00'
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@@ -138477,7 +138477,7 @@ https://dzone.com/articles/4-cluster-management-tools-to-compare:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735972.662758
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.662758+02:00'
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@@ -138509,7 +138509,7 @@ https://dzone.com/articles/4-ways-to-build-applications-in-openshift-1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736123.200871
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.200871+02:00'
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@@ -138541,7 +138541,7 @@ https://dzone.com/articles/5-hosted-kubernetes-platforms:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.620172+02:00'
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@@ -138574,7 +138574,7 @@ https://dzone.com/articles/7-jvm-arguments-of-highly-effective-applications-1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735982.929313
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.929313+02:00'
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@@ -138609,7 +138609,7 @@ https://dzone.com/articles/7-microservices-best-practices-for-developers:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735971.795612
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.795612+02:00'
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@@ -138641,7 +138641,7 @@ https://dzone.com/articles/7-software-development-models-you-should-know:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735972.792445
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.792445+02:00'
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@@ -138674,7 +138674,7 @@ https://dzone.com/articles/7-tips-to-achieve-high-availabilityha-for-your-mav-1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736082.745856
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:22.745856+02:00'
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@@ -138707,7 +138707,7 @@ https://dzone.com/articles/a-beginners-guide-to-infrastructure-as-code:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735960.396439
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.396439+02:00'
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@@ -138739,7 +138739,7 @@ https://dzone.com/articles/a-complete-guide-to-project-management-life-cycle:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:05.472018+02:00'
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@@ -138771,7 +138771,7 @@ https://dzone.com/articles/a-java-developers-guide-to-quarkus:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735982
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.965119+02:00'
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@@ -138803,7 +138803,7 @@ https://dzone.com/articles/a-practical-guide-for-container-security:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735925
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.160521+02:00'
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@@ -138835,7 +138835,7 @@ https://dzone.com/articles/a-quick-guide-to-deploying-java-apps-on-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736123.770631
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.770631+02:00'
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@@ -138867,7 +138867,7 @@ https://dzone.com/articles/advanced-kubernetes-deployment-strategies:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:31.456964+02:00'
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@@ -138899,7 +138899,7 @@ https://dzone.com/articles/alternatives-to-docker-desktop:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735929
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:49.802034+02:00'
   last_ai_eval: null
@@ -138931,7 +138931,7 @@ https://dzone.com/articles/an-overview-of-cicd-pipelines-with-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735900
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.132273+02:00'
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@@ -138963,7 +138963,7 @@ https://dzone.com/articles/apache-airflow-architecture-on-openshift:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.435887+02:00'
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@@ -138995,7 +138995,7 @@ https://dzone.com/articles/apache-jmeter-keyboard-shortcuts:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736133
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.534584+02:00'
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@@ -139027,7 +139027,7 @@ https://dzone.com/articles/api-load-testing-with-gatling:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736133.551475
+  last_checked: 1781736133
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.551475+02:00'
   last_ai_eval: null
@@ -139060,7 +139060,7 @@ https://dzone.com/articles/api-management-vs-api-gateway-and-where-does-api-a:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735922
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:42.002700+02:00'
   last_ai_eval: null
@@ -139093,7 +139093,7 @@ https://dzone.com/articles/api-testing-with-cucumber:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736169
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.241436+02:00'
   last_ai_eval: null
@@ -139126,7 +139126,7 @@ https://dzone.com/articles/api-throttling-strategies:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735867
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.264917+02:00'
   last_ai_eval: null
@@ -139158,7 +139158,7 @@ https://dzone.com/articles/apm-tools-comparison-which-one-should-you-choose:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736105.486501
+  last_checked: 1781736105
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:45.486501+02:00'
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@@ -139189,7 +139189,7 @@ https://dzone.com/articles/are-you-12-factor-application-ready:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031576
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:16.185531+02:00'
   last_ai_eval: null
@@ -139216,7 +139216,7 @@ https://dzone.com/articles/are-you-stuck-in-the-new-devops-matrix-from-hell:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736235.525416
+  last_checked: 1781736235
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.525416+02:00'
   last_ai_eval: null
@@ -139247,7 +139247,7 @@ https://dzone.com/articles/automate-to-save-mental-energy-not-time-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034152.367093
+  last_checked: 1779034152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.367093+02:00'
   last_ai_eval: null
@@ -139274,7 +139274,7 @@ https://dzone.com/articles/autoscaling-your-kubernetes-microservice-with-keda:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736002.575889
+  last_checked: 1781736002
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:02.575889+02:00'
   last_ai_eval: null
@@ -139306,7 +139306,7 @@ https://dzone.com/articles/aws-basics:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735877.439816
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.439816+02:00'
   last_ai_eval: null
@@ -139338,7 +139338,7 @@ https://dzone.com/articles/aws-basics-bastian-hosts-and-nat:
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   health_score: 100.0
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@@ -139370,7 +139370,7 @@ https://dzone.com/articles/best-emerging-project-management-methodologies-in:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139402,7 +139402,7 @@ https://dzone.com/articles/best-practices-for-selenium-automation-one-must-kn:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139435,7 +139435,7 @@ https://dzone.com/articles/best-practices-java-memory-arguments-for-container:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139469,7 +139469,7 @@ https://dzone.com/articles/bootstrapping-java-kubernetes-apps-no-yaml:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139501,7 +139501,7 @@ https://dzone.com/articles/breaking-up-a-monolithic-database-with-kong:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139533,7 +139533,7 @@ https://dzone.com/articles/build-a-java-app-with-gradle:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.623210+02:00'
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@@ -139565,7 +139565,7 @@ https://dzone.com/articles/build-a-java-rest-api-with-quarkus:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139597,7 +139597,7 @@ https://dzone.com/articles/build-a-spring-boot-app-with-flyway-and-postgres:
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   health_score: 100.0
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@@ -139629,7 +139629,7 @@ https://dzone.com/articles/building-a-hybrid-multi-cloud-event-mesh-demo-with:
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   health_score: 100.0
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@@ -139663,7 +139663,7 @@ https://dzone.com/articles/building-a-restful-service-using-aspnet-core-and-d:
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   health_score: 100.0
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@@ -139695,7 +139695,7 @@ https://dzone.com/articles/building-java-applications-with-maven:
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   health_score: 100.0
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@@ -139727,7 +139727,7 @@ https://dzone.com/articles/building-rest-api-in-java:
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   health_score: 100.0
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@@ -139759,7 +139759,7 @@ https://dzone.com/articles/checklist-for-api-verification:
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   health_score: 100.0
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@@ -139790,7 +139790,7 @@ https://dzone.com/articles/choosing-the-right-gc:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -139817,7 +139817,7 @@ https://dzone.com/articles/cicd-with-kubernetes-and-helm:
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   health_score: 100.0
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@@ -139875,7 +139875,7 @@ https://dzone.com/articles/code-analysis-with-sonarqube-part-1-setup:
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   discovered_at: '2026-06-18T00:38:49.366115+02:00'
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@@ -140127,7 +140127,7 @@ https://dzone.com/articles/continuous-delivery-with-openshift-and-jenkins-ab:
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@@ -140159,7 +140159,7 @@ https://dzone.com/articles/continuous-deployment-on-kubernetes-with-spinnaker:
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@@ -140193,7 +140193,7 @@ https://dzone.com/articles/continuous-integration-in-aws-using-jenkins:
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@@ -140226,7 +140226,7 @@ https://dzone.com/articles/create-install-upgrade-and-rollback-a-helm-chart-p:
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@@ -140259,7 +140259,7 @@ https://dzone.com/articles/create-install-upgrade-rollback-a-helm-chart-part:
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   discovered_at: '2026-06-18T00:43:55.490787+02:00'
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -140614,7 +140614,7 @@ https://dzone.com/articles/devops-guide-implementing-four-eyes-principle-with:
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -140875,7 +140875,7 @@ https://dzone.com/articles/docker-explained-an-introductory-guide-to-docker:
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   health_score: 100.0
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@@ -140909,7 +140909,7 @@ https://dzone.com/articles/easily-automate-your-cicd-pipeline-with-jenkins-he:
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   health_score: 100.0
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   health_score: 100.0
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@@ -140976,7 +140976,7 @@ https://dzone.com/articles/ensure-high-availability-and-uptime-with-kubernete:
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -141139,7 +141139,7 @@ https://dzone.com/articles/five-different-ways-to-build-aws-infrastructure:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.723687+02:00'
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@@ -141171,7 +141171,7 @@ https://dzone.com/articles/flight-recorder-examining-java-and-kotlin-apps:
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   health_score: 100.0
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@@ -141203,7 +141203,7 @@ https://dzone.com/articles/flux-windowing-and-aggregation:
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   health_score: 100.0
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@@ -141236,7 +141236,7 @@ https://dzone.com/articles/from-java-microservices-to-lambda-functions-a-jour:
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   health_score: 100.0
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@@ -141268,7 +141268,7 @@ https://dzone.com/articles/gatling-gun-is-now-a-prospecting-tool-for-testers:
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   health_score: 100.0
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@@ -141300,7 +141300,7 @@ https://dzone.com/articles/gatling-light-weight-load-testing-tool:
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   health_score: 100.0
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@@ -141332,7 +141332,7 @@ https://dzone.com/articles/gatling-performance-testing-pros-and-cons:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.548701+02:00'
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@@ -141364,7 +141364,7 @@ https://dzone.com/articles/gatling-vs-jmeter:
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   health_score: 100.0
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@@ -141396,7 +141396,7 @@ https://dzone.com/articles/getting-started-nexus-maven:
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@@ -141430,7 +141430,7 @@ https://dzone.com/articles/getting-started-with-java-ee-8-payara-5-and-eclips:
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@@ -141462,7 +141462,7 @@ https://dzone.com/articles/getting-started-with-jenkins-the-ultimate-guide:
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   health_score: 100.0
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@@ -141494,7 +141494,7 @@ https://dzone.com/articles/getting-started-with-kibana-advanced-searches:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -141526,7 +141526,7 @@ https://dzone.com/articles/gitlab-ci-with-docker-environment-variable-quirks:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -141558,7 +141558,7 @@ https://dzone.com/articles/gitops-flux-vs-argo-cd:
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   needs_ai_refresh: false
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@@ -141589,7 +141589,7 @@ https://dzone.com/articles/gitops-with-openshift-applier:
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@@ -141614,7 +141614,7 @@ https://dzone.com/articles/googles-state-of-devops-2021-report-what-sres-need:
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@@ -141641,7 +141641,7 @@ https://dzone.com/articles/groovy-goodness-using-the-call-operator:
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@@ -141673,7 +141673,7 @@ https://dzone.com/articles/how-quickly-get-started-sonar:
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@@ -141705,7 +141705,7 @@ https://dzone.com/articles/how-to-build-an-effective-cicd-pipeline:
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@@ -141738,7 +141738,7 @@ https://dzone.com/articles/how-to-configure-ha-proxy-as-a-proxy-and-loadbalan:
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@@ -141835,7 +141835,7 @@ https://dzone.com/articles/how-to-deploy-apps-effortlessly-with-packer-and-te:
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@@ -141866,7 +141866,7 @@ https://dzone.com/articles/how-to-explain-kubernetes-to-a-business-team:
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@@ -141893,7 +141893,7 @@ https://dzone.com/articles/how-to-manage-vulnerabilities-in-modern-cloud-nati:
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@@ -141958,7 +141958,7 @@ https://dzone.com/articles/how-to-run-the-spring-boot-application-as-a-stand:
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@@ -141991,7 +141991,7 @@ https://dzone.com/articles/how-to-set-up-a-gatling-tests-implementation-envir:
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@@ -142123,7 +142123,7 @@ https://dzone.com/articles/how-to-use-aws-iam-role-on-aws-eks-pods:
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@@ -142350,7 +142350,7 @@ https://dzone.com/articles/importing-a-maven-project-in-intellij-idea:
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@@ -142473,7 +142473,7 @@ https://dzone.com/articles/introducing-amp-assimilating-caching-quick-read-fo:
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@@ -142636,7 +142636,7 @@ https://dzone.com/articles/jakarta-ee-amp-wildfly-running-on-kubernetes:
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@@ -142700,7 +142700,7 @@ https://dzone.com/articles/java-inside-docker-what-you-must-know-to-not-fail:
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@@ -142733,7 +142733,7 @@ https://dzone.com/articles/java-performance-monitoring-5-open-source-tools-you-s
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@@ -142799,7 +142799,7 @@ https://dzone.com/articles/jenkins-publish-maven-artifacts-to-nexus-oss-using:
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   health_score: 100.0
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@@ -142831,7 +142831,7 @@ https://dzone.com/articles/jenkins-vs-gitlab-ci-battle-of-cicd-tools:
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   health_score: 100.0
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@@ -142863,7 +142863,7 @@ https://dzone.com/articles/jmeter-tutorial-1:
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   health_score: 100.0
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@@ -142895,7 +142895,7 @@ https://dzone.com/articles/jmeter-tutorial-for-beginners-jmeter-load-testing:
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   health_score: 100.0
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@@ -142927,7 +142927,7 @@ https://dzone.com/articles/jvm-architecture-explained:
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   health_score: 100.0
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@@ -142959,7 +142959,7 @@ https://dzone.com/articles/kibana-hacks-5-tips-and-tricks:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:41:41.487797+02:00'
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@@ -142991,7 +142991,7 @@ https://dzone.com/articles/kubectl-commands-cheat-sheet:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:38:09.614752+02:00'
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@@ -143024,7 +143024,7 @@ https://dzone.com/articles/kubernetes-architecture-diagram:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736190.949886
+  last_checked: 1781736190
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.949886+02:00'
   last_ai_eval: null
@@ -143056,7 +143056,7 @@ https://dzone.com/articles/kubernetes-distributions-how-do-i-choose-one:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735972.888108
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.888108+02:00'
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@@ -143090,7 +143090,7 @@ https://dzone.com/articles/kubernetes-monitoring-best-practices-methods-and-e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736091.588494
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.588494+02:00'
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@@ -143123,7 +143123,7 @@ https://dzone.com/articles/learn-how-to-setup-a-cicd-pipeline-from-scratch:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735992.769968
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:52.769968+02:00'
   last_ai_eval: null
@@ -143155,7 +143155,7 @@ https://dzone.com/articles/load-testing-your-database-connected-apis-with-gat:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736134.80276
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.802760+02:00'
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@@ -143188,7 +143188,7 @@ https://dzone.com/articles/manage-multiple-environments-with-terraform-worksp:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:53.317505+02:00'
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@@ -143220,7 +143220,7 @@ https://dzone.com/articles/managing-helm-releases-the-gitops-way:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735950.936005
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.936005+02:00'
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@@ -143253,7 +143253,7 @@ https://dzone.com/articles/managing-kubernetes-secrets:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.958279+02:00'
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@@ -143285,7 +143285,7 @@ https://dzone.com/articles/managing-your-database-with-liquibase-and-gradle:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:08.401974+02:00'
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@@ -143317,7 +143317,7 @@ https://dzone.com/articles/maven-skipping-tests:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:22.310523+02:00'
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@@ -143349,7 +143349,7 @@ https://dzone.com/articles/meet-the-docker-maven-plugin:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:23.750557+02:00'
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@@ -143381,7 +143381,7 @@ https://dzone.com/articles/memory-leak-andjava-code:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:45.000702+02:00'
   last_ai_eval: null
@@ -143413,7 +143413,7 @@ https://dzone.com/articles/messaging-for-multicloud-resilience:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:20.995892+02:00'
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@@ -143445,7 +143445,7 @@ https://dzone.com/articles/micro-frontend-architecture:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:33.621106+02:00'
   last_ai_eval: null
@@ -143477,7 +143477,7 @@ https://dzone.com/articles/micro-frontends-by-example-8:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:32.793958+02:00'
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@@ -143510,7 +143510,7 @@ https://dzone.com/articles/microservices-and-the-event-aggregator-pattern:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:20.900916+02:00'
   last_ai_eval: null
@@ -143543,7 +143543,7 @@ https://dzone.com/articles/microservices-event-driven-architecture-and-kafka:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736081.573805
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:21.573805+02:00'
   last_ai_eval: null
@@ -143575,7 +143575,7 @@ https://dzone.com/articles/microservices-patterns-sidecar:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.536738+02:00'
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@@ -143607,7 +143607,7 @@ https://dzone.com/articles/microservices-quarkus-vs-spring-boot:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:46.580419+02:00'
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@@ -143639,7 +143639,7 @@ https://dzone.com/articles/mitigating-devops-repository-risks:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.484054+02:00'
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@@ -143672,7 +143672,7 @@ https://dzone.com/articles/monitoring-using-spring-boot-20-prometheus-and-gra:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.627420+02:00'
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@@ -143705,7 +143705,7 @@ https://dzone.com/articles/monolith-to-microservices-using-the-strangler-patt:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.627115+02:00'
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@@ -143737,7 +143737,7 @@ https://dzone.com/articles/multi-container-pod-design-patterns-in-kubernetes:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.776018+02:00'
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@@ -143770,7 +143770,7 @@ https://dzone.com/articles/next-gen-data-pipes-with-spark-kafka-and-k8s:
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   health_score: 100.0
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@@ -143802,7 +143802,7 @@ https://dzone.com/articles/nginx-reverse-proxy-ubuntu-1804:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.305109+02:00'
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@@ -143834,7 +143834,7 @@ https://dzone.com/articles/oauth-20-beginners-guide:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.383878+02:00'
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@@ -143866,7 +143866,7 @@ https://dzone.com/articles/openshift-egress-options:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:03.067866+02:00'
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@@ -143902,7 +143902,7 @@ https://dzone.com/articles/optimize-aws-costs-with-cloudwatchs-advanced-metri:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:55.900380+02:00'
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@@ -143936,7 +143936,7 @@ https://dzone.com/articles/optimizing-kubernetes-clusters-for-better-efficien-1:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.352032+02:00'
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@@ -143968,7 +143968,7 @@ https://dzone.com/articles/origins-trunk-based:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:39:00.416739+02:00'
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@@ -144001,7 +144001,7 @@ https://dzone.com/articles/parameterize-jenkinsfile-in-multibranch-jobs:
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   content_hash: N/A
   health_score: 100.0
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@@ -144033,7 +144033,7 @@ https://dzone.com/articles/part-2-deploying-applications:
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   health_score: 100.0
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   needs_ai_refresh: false
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -144098,7 +144098,7 @@ https://dzone.com/articles/performance-improvement-in-java-applications-orm-j:
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   health_score: 100.0
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   needs_ai_refresh: false
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -144198,7 +144198,7 @@ https://dzone.com/articles/postgresql-ha-and-kubernetes:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.330105+02:00'
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@@ -144230,7 +144230,7 @@ https://dzone.com/articles/postgresql-versus-mysql-performance:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:20.632000+02:00'
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@@ -144264,7 +144264,7 @@ https://dzone.com/articles/programming-styles-spring-boot-vis-a-vis-with-ecli:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:03.465411+02:00'
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@@ -144298,7 +144298,7 @@ https://dzone.com/articles/prometheus-collectors:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:15.651900+02:00'
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:10.457764+02:00'
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@@ -144364,7 +144364,7 @@ https://dzone.com/articles/query-json-using-sql-with-couchbase-query-workbenc:
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   content_hash: N/A
   health_score: 100.0
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -144428,7 +144428,7 @@ https://dzone.com/articles/rapidapi-provides-api-marketplace-and-insight:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:41.576679+02:00'
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:41.644313+02:00'
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@@ -144493,7 +144493,7 @@ https://dzone.com/articles/removing-the-bastion-host-and-improving-the-securi:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -144525,7 +144525,7 @@ https://dzone.com/articles/rest-api-tutorials:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.527422+02:00'
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@@ -144557,7 +144557,7 @@ https://dzone.com/articles/rest-api-versioning-strategies-1:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.352224+02:00'
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@@ -144589,7 +144589,7 @@ https://dzone.com/articles/rest-vs-messaging-for-microservices:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.370352+02:00'
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@@ -144622,7 +144622,7 @@ https://dzone.com/articles/restful-applications-in-an-event-driven-architecture:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -144655,7 +144655,7 @@ https://dzone.com/articles/run-and-scale-an-apache-spark-application-on-kuber:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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   last_ai_eval: null
@@ -144687,7 +144687,7 @@ https://dzone.com/articles/running-ansible-at-scale:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781735867
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:47.466561+02:00'
   last_ai_eval: null
@@ -144719,7 +144719,7 @@ https://dzone.com/articles/running-ansible-playbooks-from-jenkins:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735866.267475
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.267475+02:00'
   last_ai_eval: null
@@ -144753,7 +144753,7 @@ https://dzone.com/articles/running-apache-spark-on-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736013.081579
+  last_checked: 1781736013
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:13.081579+02:00'
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@@ -144785,7 +144785,7 @@ https://dzone.com/articles/running-cucumber-with-maven:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736081.570808
+  last_checked: 1781736081
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:21.570808+02:00'
   last_ai_eval: null
@@ -144817,7 +144817,7 @@ https://dzone.com/articles/running-elasticsearch-on-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736103
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:43.019797+02:00'
   last_ai_eval: null
@@ -144850,7 +144850,7 @@ https://dzone.com/articles/running-jenkins-server-with-configuration-as-code:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735992.132981
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:52.132981+02:00'
   last_ai_eval: null
@@ -144883,7 +144883,7 @@ https://dzone.com/articles/scale-to-zero-with-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   health_score: 100.0
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@@ -144948,7 +144948,7 @@ https://dzone.com/articles/security-matters-vulnerability-scanning-done-right-1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032045.950351
+  last_checked: 1779032045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:05.950351+02:00'
   last_ai_eval: null
@@ -146732,7 +146732,7 @@ https://dzone.com/refcardz/continuous-delivery-patterns:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034568.804406
+  last_checked: 1779034568
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.804406+02:00'
   last_ai_eval: null
@@ -146765,7 +146765,7 @@ https://dzone.com/refcardz/continuous-delivery-with-jenkins-pipeline:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033342.573094
+  last_checked: 1779033342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.573094+02:00'
   last_ai_eval: null
@@ -146797,7 +146797,7 @@ https://dzone.com/refcardz/continuous-integration-servers:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032227.622329
+  last_checked: 1779032227
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:07.622329+02:00'
   last_ai_eval: null
@@ -146830,7 +146830,7 @@ https://dzone.com/refcardz/declarative-pipeline-with-jenkins:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032455.11482
+  last_checked: 1779032455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.114820+02:00'
   last_ai_eval: null
@@ -146862,7 +146862,7 @@ https://dzone.com/refcardz/essential-apache-http-server:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029992.765437
+  last_checked: 1779029992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.765437+02:00'
   last_ai_eval: null
@@ -146894,7 +146894,7 @@ https://dzone.com/refcardz/getting-started-git:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032162.899867
+  last_checked: 1779032162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.899867+02:00'
   last_ai_eval: null
@@ -146928,7 +146928,7 @@ https://dzone.com/refcardz/getting-started-infinispan:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032236.031226
+  last_checked: 1779032236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.031226+02:00'
   last_ai_eval: null
@@ -146960,7 +146960,7 @@ https://dzone.com/refcardz/getting-started-with-apache-jmeter?chapter=1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029165.146319
+  last_checked: 1779029165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.146319+02:00'
   last_ai_eval: null
@@ -146992,7 +146992,7 @@ https://dzone.com/refcardz/getting-started-with-docker-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031826.921184
+  last_checked: 1779031826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.921184+02:00'
   last_ai_eval: null
@@ -147025,7 +147025,7 @@ https://dzone.com/refcardz/getting-started-with-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030418.328575
+  last_checked: 1779030418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.328575+02:00'
   last_ai_eval: null
@@ -147061,7 +147061,7 @@ https://dzone.com/refcardz/getting-started-with-quarkus-serverless-functions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030553.837454
+  last_checked: 1779030553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:13.837454+02:00'
   last_ai_eval: null
@@ -147125,7 +147125,7 @@ https://dzone.com/refcardz/git-patterns-and-anti-patterns:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030204.27053
+  last_checked: 1779030204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.270530+02:00'
   last_ai_eval: null
@@ -147157,7 +147157,7 @@ https://dzone.com/refcardz/groovy:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031125.5929
+  last_checked: 1779031125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.592900+02:00'
   last_ai_eval: null
@@ -147189,7 +147189,7 @@ https://dzone.com/refcardz/java-caching:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031445.843975
+  last_checked: 1779031445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.843975+02:00'
   last_ai_eval: null
@@ -147223,7 +147223,7 @@ https://dzone.com/refcardz/java-containerization:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032834.740016
+  last_checked: 1779032834
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.740016+02:00'
   last_ai_eval: null
@@ -147255,7 +147255,7 @@ https://dzone.com/refcardz/jenkins-paas:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031450.795506
+  last_checked: 1779031450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.795506+02:00'
   last_ai_eval: null
@@ -147287,7 +147287,7 @@ https://dzone.com/refcardz/kubernetes-essentials:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033210.760654
+  last_checked: 1779033210
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:30.760654+02:00'
   last_ai_eval: null
@@ -147321,7 +147321,7 @@ https://dzone.com/refcardz/kubernetes-multi-cluster-management-and-governance:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031425.516678
+  last_checked: 1779031425
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:45.516678+02:00'
   last_ai_eval: null
@@ -147353,7 +147353,7 @@ https://dzone.com/refcardz/monitoring-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030614.774975
+  last_checked: 1779030614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:14.774975+02:00'
   last_ai_eval: null
@@ -147385,7 +147385,7 @@ https://dzone.com/refcardz/quarkus-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030364.675038
+  last_checked: 1779030364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.675038+02:00'
   last_ai_eval: null
@@ -147418,7 +147418,7 @@ https://dzone.com/refcardz/rest-foundations-restful:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029067.905809
+  last_checked: 1779029067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.905809+02:00'
   last_ai_eval: null
@@ -147450,7 +147450,7 @@ https://dzone.com/refcardz/scaling-and-augmenting-prometheus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030028.679056
+  last_checked: 1779030028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.679056+02:00'
   last_ai_eval: null
@@ -147482,7 +147482,7 @@ https://dzone.com/refcardz/scrum:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031543.439166
+  last_checked: 1779031543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.439166+02:00'
   last_ai_eval: null
@@ -147514,7 +147514,7 @@ https://dzone.com/refcardz/sql-syntax-for-apache-drill:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032034.516887
+  last_checked: 1779032034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.516887+02:00'
   last_ai_eval: null
@@ -147546,7 +147546,7 @@ https://dzone.com/refcardz/the-essentials-of-gitops:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033921.518142
+  last_checked: 1779033921
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.518142+02:00'
   last_ai_eval: null
@@ -147578,7 +147578,7 @@ https://dzone.com/trendreports:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030248.402354
+  last_checked: 1779030248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.402354+02:00'
   last_ai_eval: null
@@ -147604,7 +147604,7 @@ https://dzone.com/trendreports/devops-3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032282.235261
+  last_checked: 1779032282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.235261+02:00'
   last_ai_eval: null
@@ -147635,7 +147635,7 @@ https://dzone.com/trendreports/kubernetes-in-the-enterprise-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033614.770279
+  last_checked: 1779033614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:14.770279+02:00'
   last_ai_eval: null
@@ -147660,7 +147660,7 @@ https://dzone.com/whitepapers/the-12-factor-app-infographic:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033715.606135
+  last_checked: 1779033715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.606135+02:00'
   last_ai_eval: null
@@ -147686,7 +147686,7 @@ https://e-learning.zeef.com/tracy.parish:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031061.138333
+  last_checked: 1779031061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.138333+02:00'
   last_ai_eval: null
@@ -147801,7 +147801,7 @@ https://ealtili.medium.com/deepdive-to-vpcs-and-connections-to-vpc-2de3fb164d7c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031108.803205
+  last_checked: 1779031108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:28.803205+02:00'
   last_ai_eval: null
@@ -147867,7 +147867,7 @@ https://ec2.shop:
   addition_method: manual
   content_hash: a4872b0e37fb473a415206c3ebfc0db2475da9d557321004e51cbf0cf3340df2
   health_score: 100.0
-  last_checked: 1779030653.111004
+  last_checked: 1779030653
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:53.111004+02:00'
   last_ai_eval: null
@@ -147899,7 +147899,7 @@ https://ecem.dev/kubernetes-basics-core-components-yaml-files-2a11841eb72a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031591.616448
+  last_checked: 1779031591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.616448+02:00'
   last_ai_eval: null
@@ -148002,7 +148002,7 @@ https://eclipse.org/jkube:
   addition_method: manual
   content_hash: 2b425737ec3ecdc20219c4eadd6dbcc2b17995f43c9b33e2972b5ea5d534fa07
   health_score: 100.0
-  last_checked: 1779030385.493185
+  last_checked: 1779030385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:25.493185+02:00'
   last_ai_eval: null
@@ -148061,7 +148061,7 @@ https://eda.jortilles.com/en/jortilles-english:
   addition_method: manual
   content_hash: e9aea4108a130eb6b1478f65c560f6b976b0ba2b194a4f134d805eeed1d7daa4
   health_score: 100.0
-  last_checked: 1779030501.252443
+  last_checked: 1779030501
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:21.252443+02:00'
   last_ai_eval: null
@@ -148089,7 +148089,7 @@ https://edgebricks.com/why-public-clouds-get-so-expensive-over-time:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032223.878577
+  last_checked: 1779032223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.878577+02:00'
   last_ai_eval: null
@@ -148121,7 +148121,7 @@ https://edgehog.blog/getting-started-with-k8s-core-concepts-135fb570462e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031074.268003
+  last_checked: 1779031074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:54.268003+02:00'
   last_ai_eval: null
@@ -148153,7 +148153,7 @@ https://edidiongasikpo.com/getting-started-with-the-dom-ck9u4u82503or6es16p2rx7c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031448.647618
+  last_checked: 1779031448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.647618+02:00'
   last_ai_eval: null
@@ -148185,7 +148185,7 @@ https://edidiongasikpo.com/how-to-give-developers-secure-access-to-kubernetes-cl
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032556.267089
+  last_checked: 1779032556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.267089+02:00'
   last_ai_eval: null
@@ -148246,7 +148246,7 @@ https://editor.cilium.io:
   addition_method: manual
   content_hash: 30857276ad41f46b3ba1a7646d8025c65d7faff1a36e4f9b26800fb5724e8b49
   health_score: 100.0
-  last_checked: 1779030856.95366
+  last_checked: 1779030856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.953660+02:00'
   last_ai_eval: null
@@ -148337,7 +148337,7 @@ https://edu.gcfglobal.org/en:
   addition_method: manual
   content_hash: 706387a492a002123259fbb42ed6a8595a1bb1bd10e2d013a15c6d0ab1deebcd
   health_score: 100.0
-  last_checked: 1779030025.953954
+  last_checked: 1779030025
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:25.953954+02:00'
   last_ai_eval: null
@@ -148364,7 +148364,7 @@ https://education.github.com:
   addition_method: manual
   content_hash: d3ec3491d5d92257f86777a8d10d8ae28c3facc3f672b24ddd8595310685a834
   health_score: 100.0
-  last_checked: 1779029472.767419
+  last_checked: 1779029472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.767419+02:00'
   last_ai_eval: null
@@ -148394,7 +148394,7 @@ https://education.github.com/git-cheat-sheet-education.pdf:
   addition_method: manual
   content_hash: 952af3dfc702d051c0ac47e0d071c3831d7cc34f945a30be7aecda7c80ae5a35
   health_score: 100.0
-  last_checked: 1779029575.344675
+  last_checked: 1779029575
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:55.344675+02:00'
   last_ai_eval: null
@@ -148496,7 +148496,7 @@ https://eevans.co/blog/deconstructing-kubernetes-networking:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032236.063569
+  last_checked: 1779032236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.063569+02:00'
   last_ai_eval: null
@@ -148531,7 +148531,7 @@ https://eggboy.medium.com/ci-cd-java-apps-securely-to-azure-kubernetes-service-w
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030986.089251
+  last_checked: 1779030986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.089251+02:00'
   last_ai_eval: null
@@ -148595,7 +148595,7 @@ https://ehcache.org:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.988843
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.988843+02:00'
   last_ai_eval: null
@@ -148622,7 +148622,7 @@ https://ehcache.org:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030348.270518
+  last_checked: 1779030348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.270518+02:00'
   last_ai_eval: null
@@ -148650,7 +148650,7 @@ https://eksworkshop.com/scaling/deploy_ca:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032793.458973
+  last_checked: 1779032793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.458973+02:00'
   last_ai_eval: null
@@ -148684,7 +148684,7 @@ https://eksworkshop.com/x-ray/microservices:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032177.765212
+  last_checked: 1779032177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.765212+02:00'
   last_ai_eval: null
@@ -148752,7 +148752,7 @@ https://eli.thegreenplace.net/2021/rest-servers-in-go-part-4-using-openapi-and-s
   addition_method: manual
   content_hash: 0f72b44fade35e01bd55d55f46ab2936d16b657bf233ee3488fa9066dd560b62
   health_score: 100.0
-  last_checked: 1779032152.632902
+  last_checked: 1779032152
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:52.632902+02:00'
   last_ai_eval: null
@@ -148817,7 +148817,7 @@ https://elpais.com/smoda/trabajo/apariencias-venderse-trabajo.html:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779130494.95686
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.956860+02:00'
   last_ai_eval: null
@@ -148848,7 +148848,7 @@ https://emea-resources.awscloud.com/spain-events-webinars:
   addition_method: manual
   content_hash: 5354e32447e7f82a812660384b5a4f87c8462c4407d5bbe69d0510043596c53e
   health_score: 100.0
-  last_checked: 1779029838.341892
+  last_checked: 1779029838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.341892+02:00'
   last_ai_eval: null
@@ -148876,7 +148876,7 @@ https://eminaktas.medium.com/debug-containerd-in-production-fe93ef4e3ce2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030024.595562
+  last_checked: 1779030024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:24.595562+02:00'
   last_ai_eval: null
@@ -148910,7 +148910,7 @@ https://eminalemdar.medium.com/cloud-native-secret-management-with-external-secr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033781.921885
+  last_checked: 1779033781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:01.921885+02:00'
   last_ai_eval: null
@@ -148942,7 +148942,7 @@ https://emirayhan.medium.com/kubernetes-k8s-deployment-strategies-eb3a0f5cbc49:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029120.726071
+  last_checked: 1779029120
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.726071+02:00'
   last_ai_eval: null
@@ -148976,7 +148976,7 @@ https://emirayhan.medium.com/what-is-the-difference-message-queue-and-message-bu
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032681.656327
+  last_checked: 1779032681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.656327+02:00'
   last_ai_eval: null
@@ -149108,7 +149108,7 @@ https://en.sokube.ch/post/aws-kubernetes-aws-elastic-kubernetes-service-eks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.751731
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.751731+02:00'
   last_ai_eval: null
@@ -149140,7 +149140,7 @@ https://en.sokube.ch/post/gitops-and-the-millefeuille-dilemma-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032157.417752
+  last_checked: 1779032157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.417752+02:00'
   last_ai_eval: null
@@ -149173,7 +149173,7 @@ https://en.sokube.ch/post/k3s-k3d-k8s-a-new-perfect-match-for-dev-and-test-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033923.757431
+  last_checked: 1779033923
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.757431+02:00'
   last_ai_eval: null
@@ -149236,7 +149236,7 @@ https://en.wikipedia.org/wiki/All_round_defence:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033050.675641
+  last_checked: 1779033050
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:50.675641+02:00'
   last_ai_eval: null
@@ -149263,7 +149263,7 @@ https://en.wikipedia.org/wiki/Amazon_Virtual_Private_Cloud:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034355.338388
+  last_checked: 1779034355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.338388+02:00'
   last_ai_eval: null
@@ -149297,7 +149297,7 @@ https://en.wikipedia.org/wiki/Apache_Groovy:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032457.093573
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.093573+02:00'
   last_ai_eval: null
@@ -149329,7 +149329,7 @@ https://en.wikipedia.org/wiki/Apache_Maven:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032360.938302
+  last_checked: 1779032360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.938302+02:00'
   last_ai_eval: null
@@ -149361,7 +149361,7 @@ https://en.wikipedia.org/wiki/Apdex:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034041.592484
+  last_checked: 1779034041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.592484+02:00'
   last_ai_eval: null
@@ -149393,7 +149393,7 @@ https://en.wikipedia.org/wiki/Application_performance_management:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030305.468059
+  last_checked: 1779030305
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.468059+02:00'
   last_ai_eval: null
@@ -149425,7 +149425,7 @@ https://en.wikipedia.org/wiki/Azure_DevOps:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030927.862896
+  last_checked: 1779030927
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:27.862896+02:00'
   last_ai_eval: null
@@ -149456,7 +149456,7 @@ https://en.wikipedia.org/wiki/Azure_DevOps_Server:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030322.800762
+  last_checked: 1779030322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.800762+02:00'
   last_ai_eval: null
@@ -149484,7 +149484,7 @@ https://en.wikipedia.org/wiki/Blockchain:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029513.452039
+  last_checked: 1779029513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.452039+02:00'
   last_ai_eval: null
@@ -149516,7 +149516,7 @@ https://en.wikipedia.org/wiki/Bus_factor:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032571.520596
+  last_checked: 1779032571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.520596+02:00'
   last_ai_eval: null
@@ -149549,7 +149549,7 @@ https://en.wikipedia.org/wiki/Cloud-based_integration:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031902.388231
+  last_checked: 1779031902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.388231+02:00'
   last_ai_eval: null
@@ -149581,7 +149581,7 @@ https://en.wikipedia.org/wiki/Cockroach_Labs:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030957.656408
+  last_checked: 1779030957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.656408+02:00'
   last_ai_eval: null
@@ -149613,7 +149613,7 @@ https://en.wikipedia.org/wiki/Content_delivery_network:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031624.781728
+  last_checked: 1779031624
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:04.781728+02:00'
   last_ai_eval: null
@@ -149645,7 +149645,7 @@ https://en.wikipedia.org/wiki/Continuous_delivery:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030688.358088
+  last_checked: 1779030688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.358088+02:00'
   last_ai_eval: null
@@ -149677,7 +149677,7 @@ https://en.wikipedia.org/wiki/Continuous_integration:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030228.345692
+  last_checked: 1779030228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.345692+02:00'
   last_ai_eval: null
@@ -149709,7 +149709,7 @@ https://en.wikipedia.org/wiki/Couchbase_Server:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031448.446039
+  last_checked: 1779031448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.446039+02:00'
   last_ai_eval: null
@@ -149741,7 +149741,7 @@ https://en.wikipedia.org/wiki/Cryptocurrency:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033205.795692
+  last_checked: 1779033205
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:25.795692+02:00'
   last_ai_eval: null
@@ -149772,7 +149772,7 @@ https://en.wikipedia.org/wiki/Design_by_contract:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032376.233781
+  last_checked: 1779032376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.233781+02:00'
   last_ai_eval: null
@@ -149799,7 +149799,7 @@ https://en.wikipedia.org/wiki/DevOps:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031528.11611
+  last_checked: 1779031528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:28.116110+02:00'
   last_ai_eval: null
@@ -149832,7 +149832,7 @@ https://en.wikipedia.org/wiki/Domain-specific_language:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034288.348706
+  last_checked: 1779034288
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:28.348706+02:00'
   last_ai_eval: null
@@ -149859,7 +149859,7 @@ https://en.wikipedia.org/wiki/Dynamic_site_acceleration:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031339.769139
+  last_checked: 1779031339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.769139+02:00'
   last_ai_eval: null
@@ -149891,7 +149891,7 @@ https://en.wikipedia.org/wiki/Enterprise_service_bus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029138.13931
+  last_checked: 1779029138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.139310+02:00'
   last_ai_eval: null
@@ -149923,7 +149923,7 @@ https://en.wikipedia.org/wiki/Event-driven_messaging:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031435.519289
+  last_checked: 1779031435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.519289+02:00'
   last_ai_eval: null
@@ -149955,7 +149955,7 @@ https://en.wikipedia.org/wiki/Evolutionary_database_design:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032539.879049
+  last_checked: 1779032539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.879049+02:00'
   last_ai_eval: null
@@ -149987,7 +149987,7 @@ https://en.wikipedia.org/wiki/Function_as_a_service:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779033040
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.457198+02:00'
   last_ai_eval: null
@@ -150018,7 +150018,7 @@ https://en.wikipedia.org/wiki/Fuzzing:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.244221+02:00'
   last_ai_eval: null
@@ -150045,7 +150045,7 @@ https://en.wikipedia.org/wiki/GRPC:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031825
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.053878+02:00'
   last_ai_eval: null
@@ -150077,7 +150077,7 @@ https://en.wikipedia.org/wiki/Git:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.471013+02:00'
   last_ai_eval: null
@@ -150108,7 +150108,7 @@ https://en.wikipedia.org/wiki/Go_(programming_language:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031255.244294
+  last_checked: 1779031255
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:55.244294+02:00'
   last_ai_eval: null
@@ -150135,7 +150135,7 @@ https://en.wikipedia.org/wiki/Google_Search:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034291.703097
+  last_checked: 1779034291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.703097+02:00'
   last_ai_eval: null
@@ -150166,7 +150166,7 @@ https://en.wikipedia.org/wiki/Graphite_(software:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032343.918399
+  last_checked: 1779032343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.918399+02:00'
   last_ai_eval: null
@@ -150193,7 +150193,7 @@ https://en.wikipedia.org/wiki/HAProxy:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032966.256767
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.256767+02:00'
   last_ai_eval: null
@@ -150225,7 +150225,7 @@ https://en.wikipedia.org/wiki/HTTP/2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.112687+02:00'
   last_ai_eval: null
@@ -150257,7 +150257,7 @@ https://en.wikipedia.org/wiki/HTTP/3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031327.082873
+  last_checked: 1779031327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.082873+02:00'
   last_ai_eval: null
@@ -150288,7 +150288,7 @@ https://en.wikipedia.org/wiki/Horatio_Nelson_Jackson:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.206232+02:00'
   last_ai_eval: null
@@ -150314,7 +150314,7 @@ https://en.wikipedia.org/wiki/IP_address_management:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779033019
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.400389+02:00'
   last_ai_eval: null
@@ -150345,7 +150345,7 @@ https://en.wikipedia.org/wiki/Infrastructure_as_code:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779034295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.372192+02:00'
   last_ai_eval: null
@@ -150372,7 +150372,7 @@ https://en.wikipedia.org/wiki/InspectIT:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779032483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.448011+02:00'
   last_ai_eval: null
@@ -150405,7 +150405,7 @@ https://en.wikipedia.org/wiki/Internet_of_Things:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029472.485305
+  last_checked: 1779029472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.485305+02:00'
   last_ai_eval: null
@@ -150432,7 +150432,7 @@ https://en.wikipedia.org/wiki/JSON:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779034557
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.861110+02:00'
   last_ai_eval: null
@@ -150465,7 +150465,7 @@ https://en.wikipedia.org/wiki/Jakarta_EE:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779030011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:11.674391+02:00'
   last_ai_eval: null
@@ -150497,7 +150497,7 @@ https://en.wikipedia.org/wiki/JavaScript:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031620
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.093041+02:00'
   last_ai_eval: null
@@ -150529,7 +150529,7 @@ https://en.wikipedia.org/wiki/Java_Platform,_Enterprise_Edition:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032832.85899
+  last_checked: 1779032832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.858990+02:00'
   last_ai_eval: null
@@ -150563,7 +150563,7 @@ https://en.wikipedia.org/wiki/Kiss_up_kick_down:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031466.561738
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.561738+02:00'
   last_ai_eval: null
@@ -150597,7 +150597,7 @@ https://en.wikipedia.org/wiki/Kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032248.469812
+  last_checked: 1779032248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.469812+02:00'
   last_ai_eval: null
@@ -150629,7 +150629,7 @@ https://en.wikipedia.org/wiki/Lean_software_development:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779033213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.030636+02:00'
   last_ai_eval: null
@@ -150656,7 +150656,7 @@ https://en.wikipedia.org/wiki/List_of_HTTP_status_codes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.886085
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.886085+02:00'
   last_ai_eval: null
@@ -150688,7 +150688,7 @@ https://en.wikipedia.org/wiki/List_of_performance_analysis_tools:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032239.334371
+  last_checked: 1779032239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.334371+02:00'
   last_ai_eval: null
@@ -150722,7 +150722,7 @@ https://en.wikipedia.org/wiki/MIT_License:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029984.921996
+  last_checked: 1779029984
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:44.921996+02:00'
   last_ai_eval: null
@@ -150754,7 +150754,7 @@ https://en.wikipedia.org/wiki/Message_broker:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032884.284755
+  last_checked: 1779032884
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:04.284755+02:00'
   last_ai_eval: null
@@ -150785,7 +150785,7 @@ https://en.wikipedia.org/wiki/Microsoft_Visual_Studio:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033081.334125
+  last_checked: 1779033081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.334125+02:00'
   last_ai_eval: null
@@ -150813,7 +150813,7 @@ https://en.wikipedia.org/wiki/Minimum_viable_product:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034097.233064
+  last_checked: 1779034097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.233064+02:00'
   last_ai_eval: null
@@ -150845,7 +150845,7 @@ https://en.wikipedia.org/wiki/NoSQL:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033823.340563
+  last_checked: 1779033823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.340563+02:00'
   last_ai_eval: null
@@ -150877,7 +150877,7 @@ https://en.wikipedia.org/wiki/Node.js:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031693.805619
+  last_checked: 1779031693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.805619+02:00'
   last_ai_eval: null
@@ -150909,7 +150909,7 @@ https://en.wikipedia.org/wiki/OpenAPI_Specification:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032785.472547
+  last_checked: 1779032785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.472547+02:00'
   last_ai_eval: null
@@ -150941,7 +150941,7 @@ https://en.wikipedia.org/wiki/OpenShift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034533.299464
+  last_checked: 1779034533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.299464+02:00'
   last_ai_eval: null
@@ -150973,7 +150973,7 @@ https://en.wikipedia.org/wiki/Open_banking:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034336.086388
+  last_checked: 1779034336
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:16.086388+02:00'
   last_ai_eval: null
@@ -151007,7 +151007,7 @@ https://en.wikipedia.org/wiki/OverOps:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032884.307701
+  last_checked: 1779032884
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:04.307701+02:00'
   last_ai_eval: null
@@ -151041,7 +151041,7 @@ https://en.wikipedia.org/wiki/Payara_Server:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033784.633067
+  last_checked: 1779033784
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:04.633067+02:00'
   last_ai_eval: null
@@ -151073,7 +151073,7 @@ https://en.wikipedia.org/wiki/Payment_Card_Industry_Data_Security_Standard:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034571.618671
+  last_checked: 1779034571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.618671+02:00'
   last_ai_eval: null
@@ -151105,7 +151105,7 @@ https://en.wikipedia.org/wiki/Payment_Services_Directive:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029640.560861
+  last_checked: 1779029640
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.560861+02:00'
   last_ai_eval: null
@@ -151137,7 +151137,7 @@ https://en.wikipedia.org/wiki/Remote_procedure_call:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033384.505441
+  last_checked: 1779033384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.505441+02:00'
   last_ai_eval: null
@@ -151169,7 +151169,7 @@ https://en.wikipedia.org/wiki/Representational_state_transfer:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029274.137624
+  last_checked: 1779029274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.137624+02:00'
   last_ai_eval: null
@@ -151201,7 +151201,7 @@ https://en.wikipedia.org/wiki/Responsibility_assignment_matrix:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029110.384485
+  last_checked: 1779029110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.384485+02:00'
   last_ai_eval: null
@@ -151232,7 +151232,7 @@ https://en.wikipedia.org/wiki/Rubber_duck_debugging:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029613.211203
+  last_checked: 1779029613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.211203+02:00'
   last_ai_eval: null
@@ -151259,7 +151259,7 @@ https://en.wikipedia.org/wiki/SOAP:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029151.212999
+  last_checked: 1779029151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.212999+02:00'
   last_ai_eval: null
@@ -151291,7 +151291,7 @@ https://en.wikipedia.org/wiki/Site_Reliability_Engineering:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031190.098791
+  last_checked: 1779031190
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.098791+02:00'
   last_ai_eval: null
@@ -151323,7 +151323,7 @@ https://en.wikipedia.org/wiki/Software_bot:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031543.493634
+  last_checked: 1779031543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.493634+02:00'
   last_ai_eval: null
@@ -151355,7 +151355,7 @@ https://en.wikipedia.org/wiki/SonarQube:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030736.457059
+  last_checked: 1779030736
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.457059+02:00'
   last_ai_eval: null
@@ -151387,7 +151387,7 @@ https://en.wikipedia.org/wiki/Spring_Roo:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032661.822566
+  last_checked: 1779032661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.822566+02:00'
   last_ai_eval: null
@@ -151419,7 +151419,7 @@ https://en.wikipedia.org/wiki/Streaming_data:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033092.299013
+  last_checked: 1779033092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.299013+02:00'
   last_ai_eval: null
@@ -151450,7 +151450,7 @@ https://en.wikipedia.org/wiki/Time_series:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032728.714813
+  last_checked: 1779032728
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.714813+02:00'
   last_ai_eval: null
@@ -151476,7 +151476,7 @@ https://en.wikipedia.org/wiki/Time_series_database:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029118.656523
+  last_checked: 1779029118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.656523+02:00'
   last_ai_eval: null
@@ -151502,7 +151502,7 @@ https://en.wikipedia.org/wiki/Twelve-Factor_App_methodology:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031341.369974
+  last_checked: 1779031341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.369974+02:00'
   last_ai_eval: null
@@ -151528,7 +151528,7 @@ https://en.wikipedia.org/wiki/Value_stream:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034265.034627
+  last_checked: 1779034265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.034627+02:00'
   last_ai_eval: null
@@ -151555,7 +151555,7 @@ https://en.wikipedia.org/wiki/VisualVM:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034484.191096
+  last_checked: 1779034484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.191096+02:00'
   last_ai_eval: null
@@ -151589,7 +151589,7 @@ https://en.wikipedia.org/wiki/WebSocket:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029569.570077
+  last_checked: 1779029569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.570077+02:00'
   last_ai_eval: null
@@ -151621,7 +151621,7 @@ https://en.wikipedia.org/wiki/Web_cache:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031962.14608
+  last_checked: 1779031962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.146080+02:00'
   last_ai_eval: null
@@ -151653,7 +151653,7 @@ https://en.wikipedia.org/wiki/Workflow_engine:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.601455
+  last_checked: 1779032779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.601455+02:00'
   last_ai_eval: null
@@ -151685,7 +151685,7 @@ https://en.wikipedia.org/wiki/Xamarin:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033906.251972
+  last_checked: 1779033906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.251972+02:00'
   last_ai_eval: null
@@ -151717,7 +151717,7 @@ https://en.wikipedia.org/wiki/YAML:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031190.093632
+  last_checked: 1779031190
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.093632+02:00'
   last_ai_eval: null
@@ -151752,7 +151752,7 @@ https://eng.grip.security/enabling-aws-iam-group-access-to-an-eks-cluster-using-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033761.276468
+  last_checked: 1779033761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.276468+02:00'
   last_ai_eval: null
@@ -151784,7 +151784,7 @@ https://eng.lifion.com/journey-to-zero-downtime-rolling-updates-with-ambassador-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034533.371822
+  last_checked: 1779034533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.371822+02:00'
   last_ai_eval: null
@@ -151815,7 +151815,7 @@ https://eng.lyft.com/how-we-learned-to-improve-kubernetes-cronjobs-at-scale-part
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:19.029150+02:00'
   last_ai_eval: null
@@ -151879,7 +151879,7 @@ https://engineerd.github.io/kube-exec/introduction:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:58.581149+02:00'
   last_ai_eval: null
@@ -151911,7 +151911,7 @@ https://engineering.atspotify.com/2016/02/25/spotifys-event-delivery-the-road-to
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   discovered_at: '2026-05-17T17:26:04.914233+02:00'
   last_ai_eval: null
@@ -151975,7 +151975,7 @@ https://engineering.backmarket.com/how-we-improved-third-party-availability-and-
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   health_score: 100.0
-  last_checked: 1779031117.29217
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.292170+02:00'
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@@ -152007,7 +152007,7 @@ https://engineering.cloudflight.io/running-the-openshift-console-in-plain-kubern
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.465357+02:00'
   last_ai_eval: null
@@ -152033,7 +152033,7 @@ https://engineering.doit.com/no-restarts-no-disruptions-seamless-pod-resource-up
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.870109+02:00'
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@@ -152060,7 +152060,7 @@ https://engineering.dynatrace.com/blog/kubernetes-security-part-1-role-based-acc
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   discovered_at: '2026-05-17T17:34:56.733698+02:00'
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@@ -152097,7 +152097,7 @@ https://engineering.fb.com/2026/05/26/ml-applications/silvertorch-index-as-model
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   discovered_at: '2026-06-02T00:30:52.024498+02:00'
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@@ -152166,7 +152166,7 @@ https://engineering.konveyor.io:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.321019+02:00'
   last_ai_eval: null
@@ -152231,7 +152231,7 @@ https://engineering.mercari.com/en/blog/entry/20211222-kubernetes-based-spanner-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735866.176395
+  last_checked: 1781735866
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:46.176395+02:00'
   last_ai_eval: null
@@ -152265,7 +152265,7 @@ https://engineering.mercari.com/en/blog/entry/20220214-managing-network-policies
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736022.585985
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:22.585985+02:00'
   last_ai_eval: null
@@ -152297,7 +152297,7 @@ https://engineering.mercari.com/en/blog/entry/20220218-dynamic-service-routing-u
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735982.142036
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:42.142036+02:00'
   last_ai_eval: null
@@ -152367,7 +152367,7 @@ https://engineering.plex.com/posts/kubernetes-policy-conftest:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032345.642068
+  last_checked: 1779032345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.642068+02:00'
   last_ai_eval: null
@@ -152436,7 +152436,7 @@ https://engineering.razorpay.com/the-culture-of-cost-optimization-reducing-kuber
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029826.333384
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.333384+02:00'
   last_ai_eval: null
@@ -152601,7 +152601,7 @@ https://engineeringblog.yelp.com/2020/11/orchestrating-cassandra-on-kubernetes-w
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:10.906949+02:00'
   last_ai_eval: null
@@ -152628,7 +152628,7 @@ https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031478.195824
+  last_checked: 1779031478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.195824+02:00'
   last_ai_eval: null
@@ -152659,7 +152659,7 @@ https://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-2:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030134.968211
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:14.968211+02:00'
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@@ -152686,7 +152686,7 @@ https://enlear.academy/26-git-command-i-use-all-the-time-cheatsheet-6c5682ded2af
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:54.492751+02:00'
   last_ai_eval: null
@@ -152720,7 +152720,7 @@ https://enlear.academy/how-to-build-a-scalable-email-service-using-aws-d404b347a
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.756141+02:00'
   last_ai_eval: null
@@ -152754,7 +152754,7 @@ https://enlear.academy/repository-pattern-and-unit-of-work-with-asp-net-core-web
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.521411
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.521411+02:00'
   last_ai_eval: null
@@ -152786,7 +152786,7 @@ https://enlear.academy/sealed-secrets-with-kubernetes-a3f4d13dbc17:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031739.67522
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.675220+02:00'
   last_ai_eval: null
@@ -152817,7 +152817,7 @@ https://enmilocalfunciona.io/aprende-a-configurar-thanos-usando-docker-compose:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:59.292971+02:00'
   last_ai_eval: null
@@ -152843,7 +152843,7 @@ https://enmilocalfunciona.io/mostrando-resultados-de-jenkins-en-grafana-mediante
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:10.200126+02:00'
   last_ai_eval: null
@@ -153369,7 +153369,7 @@ https://enterprisersproject.com/article/2021/5/kubernetes-6-open-source-tools-to
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:58.166007+02:00'
   last_ai_eval: null
@@ -153567,7 +153567,7 @@ https://erik-engheim.medium.com/go-does-not-need-a-java-style-gc-ac99b8d26c60:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031622.301749
+  last_checked: 1779031622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:02.301749+02:00'
   last_ai_eval: null
@@ -153629,7 +153629,7 @@ https://erkanzileli.medium.com/how-tls-certificates-work-422d95f1df5e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033295.740304
+  last_checked: 1779033295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:55.740304+02:00'
   last_ai_eval: null
@@ -153660,7 +153660,7 @@ https://ermetic.com/blog/aws/access-undenied-on-aws:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.474802+02:00'
   last_ai_eval: null
@@ -153690,7 +153690,7 @@ https://ermetic.com/blog/aws/diving-deeply-into-iam-policy-evaluation-highlights
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@@ -153755,7 +153755,7 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
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@@ -153783,7 +153783,7 @@ https://es.scribd.com/document/207247675/PEP-8-Cheatsheet-2009:
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   health_score: 100.0
-  last_checked: 1779033609.551964
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@@ -153810,7 +153810,7 @@ https://eslint.org:
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@@ -153836,7 +153836,7 @@ https://estahn.github.io/k8s-image-swapper:
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@@ -153900,7 +153900,7 @@ https://etcd.io/blog/2026/etcd-370-beta:
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@@ -153971,7 +153971,7 @@ https://eu.udacity.com:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:03:09.492877+02:00'
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@@ -154005,7 +154005,7 @@ https://evaizik.medium.com/setting-up-a-remote-debugging-for-java-microservices-
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   health_score: 100.0
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@@ -154073,7 +154073,7 @@ https://events.atlassian.com/team&event_id=288640:
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@@ -154116,7 +154116,7 @@ https://events.atlassian.com/team-digital:
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@@ -154159,7 +154159,7 @@ https://events.atlassian.com/team-digital/session-preview?sId=4058462:
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@@ -154201,7 +154201,7 @@ https://events.atlassian.com/team-digital/sign-in?rId=vs-4058473:
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@@ -154253,7 +154253,7 @@ https://events.atlassian.com/team-digital/sign-in?rId=vs-4080711:
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@@ -154326,7 +154326,7 @@ https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deploymen
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@@ -154360,7 +154360,7 @@ https://evilmartians.com/chronicles/kubing-rails-stressless-kubernetes-deploymen
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   health_score: 100.0
-  last_checked: 1779032105.735339
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@@ -154424,7 +154424,7 @@ https://experitest.com/appium-blog/start-automating-your-mobile-tests-with-cucum
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@@ -154451,7 +154451,7 @@ https://explore.skillbuilder.aws/learn:
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@@ -154478,7 +154478,7 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/48/aws-sec
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   discovered_at: '2026-05-17T16:58:19.721731+02:00'
   last_ai_eval: null
@@ -154507,7 +154507,7 @@ https://explore.skillbuilder.aws/learn/course/external/view/elearning/7854/aws-t
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@@ -154535,7 +154535,7 @@ https://exploreneptune.io:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:30:07.778624+02:00'
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@@ -154615,7 +154615,7 @@ https://expressjs.com/es:
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   last_ai_eval: null
@@ -154857,7 +154857,7 @@ https://fairwinds.medium.com/an-introduction-to-the-kubernetes-maturity-model-ho
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.905872+02:00'
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@@ -155059,7 +155059,7 @@ https://fastthread.io/ft-error.jsp:
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@@ -155090,7 +155090,7 @@ https://fastthread.io/ft-thread-report.jsp?dumpId=1:
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@@ -155117,7 +155117,7 @@ https://fatehmuhammad.medium.com/introduction-to-docker-part-1-3cff7559e372:
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   health_score: 100.0
-  last_checked: 1779029689.005188
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   discovered_at: '2026-05-17T16:54:49.005188+02:00'
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@@ -155183,7 +155183,7 @@ https://faun.pub/5-best-terraform-tools-that-you-need-in-2022-a3db2334c524:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:37:19.345607+02:00'
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@@ -155215,7 +155215,7 @@ https://faun.pub/a-beginners-guide-to-jaeger-ed75ce5ed8f4:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:09:32.443641+02:00'
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@@ -155248,7 +155248,7 @@ https://faun.pub/a-browser-based-remote-desktop-solution-on-kubernetes-d6b3d33e7
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:33.541094+02:00'
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@@ -155281,7 +155281,7 @@ https://faun.pub/a-definitive-guide-to-kubernetes-operator-the-crawl-7647b278c28
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:08.637897+02:00'
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@@ -155312,7 +155312,7 @@ https://faun.pub/accessing-a-remote-minikube-from-a-local-computer-fd6180dd66dd:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:06:04.677998+02:00'
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@@ -155340,7 +155340,7 @@ https://faun.pub/active-passive-load-balancing-with-kubernetes-services-742cae19
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   health_score: 100.0
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@@ -155372,7 +155372,7 @@ https://faun.pub/analyze-aws-eks-audit-logs-with-falco-95202167f2e:
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   health_score: 100.0
-  last_checked: 1779029142.401632
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   discovered_at: '2026-05-17T16:45:42.401632+02:00'
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@@ -155406,7 +155406,7 @@ https://faun.pub/argocd-finalizer-shield-protecting-your-clusters-from-unintende
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:39:28.400639+02:00'
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@@ -155440,7 +155440,7 @@ https://faun.pub/assign-permissions-to-an-user-in-kubernetes-an-overview-of-rbac
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   health_score: 100.0
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@@ -155473,7 +155473,7 @@ https://faun.pub/automate-certificate-management-in-kubernetes-using-cert-manage
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:23:58.051325+02:00'
   last_ai_eval: null
@@ -155507,7 +155507,7 @@ https://faun.pub/automate-jenkins-pipelines-management-6e771b5890f:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031528.153203
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@@ -155539,7 +155539,7 @@ https://faun.pub/automation-deploying-an-app-in-gke-using-ansible-4b6687967ac3:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:03:51.934837+02:00'
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@@ -155571,7 +155571,7 @@ https://faun.pub/aws-ecs-blue-green-deployment-setup-using-terraform-b56bb4f656e
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:08.679603+02:00'
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@@ -155605,7 +155605,7 @@ https://faun.pub/aws-eks-the-ultimate-guide-to-deploy-an-ingress-controller-on-k
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:29:53.815890+02:00'
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@@ -155637,7 +155637,7 @@ https://faun.pub/aws-eks-with-terraform-and-gitops-in-minutes-b3ca33171209:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:16:11.678291+02:00'
   last_ai_eval: null
@@ -155670,7 +155670,7 @@ https://faun.pub/azure-devops-deploying-azure-resources-using-terraform-1f2fe46c
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   health_score: 100.0
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@@ -155703,7 +155703,7 @@ https://faun.pub/azure-kubernetes-service-aks-d1e71c7ecbe6:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:45.081866+02:00'
   last_ai_eval: null
@@ -155735,7 +155735,7 @@ https://faun.pub/becoming-devops-observability-152b292c05b9:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:05:26.634196+02:00'
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@@ -155767,7 +155767,7 @@ https://faun.pub/building-an-eks-fargate-cluster-with-terraform-9736813e1196:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029878.050141
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   discovered_at: '2026-05-17T16:57:58.050141+02:00'
   last_ai_eval: null
@@ -155800,7 +155800,7 @@ https://faun.pub/configuring-a-highly-available-infrastructure-in-aws-using-terr
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:22.239075+02:00'
   last_ai_eval: null
@@ -155834,7 +155834,7 @@ https://faun.pub/configuring-ha-kubernetes-cluster-on-bare-metal-servers-with-ku
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029161.241594
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   discovered_at: '2026-05-17T16:46:01.241594+02:00'
   last_ai_eval: null
@@ -155868,7 +155868,7 @@ https://faun.pub/continuous-deployments-of-kubernetes-applications-using-argo-cd
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029379.744743
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   discovered_at: '2026-05-17T16:49:39.744743+02:00'
   last_ai_eval: null
@@ -155902,7 +155902,7 @@ https://faun.pub/control-traffic-flow-to-and-from-kubernetes-pods-with-network-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029801.664011
+  last_checked: 1779029801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.664011+02:00'
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@@ -155934,7 +155934,7 @@ https://faun.pub/debugging-networkpolicy-part-1-249921cdba37:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029459.177446
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.177446+02:00'
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@@ -155967,7 +155967,7 @@ https://faun.pub/defining-infrastructure-declaratively-with-crossplane-eb9e0a98a
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   health_score: 100.0
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+  last_checked: 1779033674
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   discovered_at: '2026-05-17T18:01:14.933260+02:00'
   last_ai_eval: null
@@ -156001,7 +156001,7 @@ https://faun.pub/deploy-active-active-multi-region-kubernetes-cluster-with-terra
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030593.805902
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.805902+02:00'
   last_ai_eval: null
@@ -156033,7 +156033,7 @@ https://faun.pub/deploying-argo-cd-and-sealed-secrets-with-helm-8de12f53051b:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029801.657588
+  last_checked: 1779029801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.657588+02:00'
   last_ai_eval: null
@@ -156064,7 +156064,7 @@ https://faun.pub/devops-create-your-first-ci-cd-pipeline-ed054ba1404f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033614.782795
+  last_checked: 1779033614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:14.782795+02:00'
   last_ai_eval: null
@@ -156091,7 +156091,7 @@ https://faun.pub/devops-meets-observability-78775c021b0e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033078.864142
+  last_checked: 1779033078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.864142+02:00'
   last_ai_eval: null
@@ -156124,7 +156124,7 @@ https://faun.pub/dockerfile-best-practices-for-developers-87a2c19b4abe:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031110.911189
+  last_checked: 1779031110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.911189+02:00'
   last_ai_eval: null
@@ -156156,7 +156156,7 @@ https://faun.pub/encrypting-kubernetes-secrets-at-rest-1b835e228c6a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033074.285507
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.285507+02:00'
   last_ai_eval: null
@@ -156189,7 +156189,7 @@ https://faun.pub/end-to-end-ssl-encryption-with-aws-application-load-balancer-b4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029472.510138
+  last_checked: 1779029472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:12.510138+02:00'
   last_ai_eval: null
@@ -156223,7 +156223,7 @@ https://faun.pub/external-secret-operator-on-aks-with-terraform-for-azure-key-va
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030322.903384
+  last_checked: 1779030322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.903384+02:00'
   last_ai_eval: null
@@ -156259,7 +156259,7 @@ https://faun.pub/finally-successfully-setup-docker-registry-inside-kind-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033360.013627
+  last_checked: 1779033360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.013627+02:00'
   last_ai_eval: null
@@ -156291,7 +156291,7 @@ https://faun.pub/finops-introduction-origins-and-next-steps-bcdaa8b82417:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031982.918147
+  last_checked: 1779031982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.918147+02:00'
   last_ai_eval: null
@@ -156325,7 +156325,7 @@ https://faun.pub/from-dev-to-admin-an-easy-kubernetes-privilege-escalation-you-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030356.162499
+  last_checked: 1779030356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.162499+02:00'
   last_ai_eval: null
@@ -156390,7 +156390,7 @@ https://faun.pub/gatekeeper-k8-hardening-backlog-956d1b6860b6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034424.621804
+  last_checked: 1779034424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.621804+02:00'
   last_ai_eval: null
@@ -156422,7 +156422,7 @@ https://faun.pub/getting-started-with-observability-657d57aab1c7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029631.080819
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.080819+02:00'
   last_ai_eval: null
@@ -156454,7 +156454,7 @@ https://faun.pub/git-clone-using-init-container-kubernetes-b49535be6968:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030587.345838
+  last_checked: 1779030587
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.345838+02:00'
   last_ai_eval: null
@@ -156487,7 +156487,7 @@ https://faun.pub/give-users-and-groups-access-to-kubernetes-cluster-using-rbac-b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032556.137522
+  last_checked: 1779032556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.137522+02:00'
   last_ai_eval: null
@@ -156520,7 +156520,7 @@ https://faun.pub/grafana-prometheus-and-loki-exploring-metrics-and-logs-f1986377
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032251.792267
+  last_checked: 1779032251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.792267+02:00'
   last_ai_eval: null
@@ -156552,7 +156552,7 @@ https://faun.pub/handling-exposed-aws-access-key-b053362abd73:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031849.992583
+  last_checked: 1779031849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:49.992583+02:00'
   last_ai_eval: null
@@ -156584,7 +156584,7 @@ https://faun.pub/helm-command-cheat-sheet-by-m-sharma-488706ecf131:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034405.313005
+  last_checked: 1779034405
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.313005+02:00'
   last_ai_eval: null
@@ -156617,7 +156617,7 @@ https://faun.pub/helm-template-actions-functions-and-pipelines-16ed23ed336f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033575.772693
+  last_checked: 1779033575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.772693+02:00'
   last_ai_eval: null
@@ -156649,7 +156649,7 @@ https://faun.pub/hierarchical-namespaces-in-kubernetes-5b07ea2c3e65:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029820.533227
+  last_checked: 1779029820
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:00.533227+02:00'
   last_ai_eval: null
@@ -156682,7 +156682,7 @@ https://faun.pub/how-helm-subcharts-make-the-transition-to-argo-rollouts-a-breez
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031439.981352
+  last_checked: 1779031439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:59.981352+02:00'
   last_ai_eval: null
@@ -156714,7 +156714,7 @@ https://faun.pub/how-to-access-aws-services-from-eks-ab5fa003a1b6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032296.568047
+  last_checked: 1779032296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.568047+02:00'
   last_ai_eval: null
@@ -156747,7 +156747,7 @@ https://faun.pub/how-to-automate-the-setup-of-a-kubernetes-cluster-on-gcp-e97918
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032922.412724
+  last_checked: 1779032922
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.412724+02:00'
   last_ai_eval: null
@@ -156781,7 +156781,7 @@ https://faun.pub/how-to-build-a-gitops-workflow-with-argocd-kustomize-and-github
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033074.283292
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.283292+02:00'
   last_ai_eval: null
@@ -156813,7 +156813,7 @@ https://faun.pub/how-to-deploy-jaeger-on-kubernetes-69cf48447182:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033663.172786
+  last_checked: 1779033663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.172786+02:00'
   last_ai_eval: null
@@ -156841,7 +156841,7 @@ https://faun.pub/how-to-monitor-and-alert-on-nginx-ingress-in-kubernetes-6d7d172
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031533.427565
+  last_checked: 1779031533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.427565+02:00'
   last_ai_eval: null
@@ -156873,7 +156873,7 @@ https://faun.pub/how-to-use-priorities-in-kubernetes-e1bb1b722b6a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032619.974071
+  last_checked: 1779032619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:39.974071+02:00'
   last_ai_eval: null
@@ -156905,7 +156905,7 @@ https://faun.pub/hygiene-of-argocd-built-automation-at-a-scale-cf63ee459510:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033844.644914
+  last_checked: 1779033844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.644914+02:00'
   last_ai_eval: null
@@ -156939,7 +156939,7 @@ https://faun.pub/implementing-event-driven-architecture-with-aws-eventbridge-eve
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031552.738054
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.738054+02:00'
   last_ai_eval: null
@@ -156971,7 +156971,7 @@ https://faun.pub/import-your-existing-cloud-infra-into-terraform-ca70da146152:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032172.933294
+  last_checked: 1779032172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:12.933294+02:00'
   last_ai_eval: null
@@ -157003,7 +157003,7 @@ https://faun.pub/integrate-keycloak-with-hashicorp-vault-5264a873dd2f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031787.811737
+  last_checked: 1779031787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:47.811737+02:00'
   last_ai_eval: null
@@ -157036,7 +157036,7 @@ https://faun.pub/intelligently-estimating-your-kubernetes-resource-needs-c12a75e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.398876
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.398876+02:00'
   last_ai_eval: null
@@ -157068,7 +157068,7 @@ https://faun.pub/k3s-vs-talos-linux-8a1e0dce9a77:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030991.096023
+  last_checked: 1779030991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.096023+02:00'
   last_ai_eval: null
@@ -157101,7 +157101,7 @@ https://faun.pub/kasten-k10-on-kubesphere-to-ensure-kubernetes-backup-and-restor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032371.779196
+  last_checked: 1779032371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.779196+02:00'
   last_ai_eval: null
@@ -157134,7 +157134,7 @@ https://faun.pub/keda-ec9fc7c8dd81:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031466.583646
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.583646+02:00'
   last_ai_eval: null
@@ -157166,7 +157166,7 @@ https://faun.pub/kubernetes-architecture-explained-under-5-minutes-e35277c4b6bc:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032753.947411
+  last_checked: 1779032753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.947411+02:00'
   last_ai_eval: null
@@ -157200,7 +157200,7 @@ https://faun.pub/kubernetes-chronicles-k8s-04-k8s-series-pod-resource-request-li
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029569.68444
+  last_checked: 1779029569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.684440+02:00'
   last_ai_eval: null
@@ -157232,7 +157232,7 @@ https://faun.pub/kubernetes-commands-for-deployment-and-management-e10a74c95015:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029310.077718
+  last_checked: 1779029310
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.077718+02:00'
   last_ai_eval: null
@@ -157265,7 +157265,7 @@ https://faun.pub/kubernetes-controllers-custom-resources-and-operators-explained
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032244.693245
+  last_checked: 1779032244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.693245+02:00'
   last_ai_eval: null
@@ -157297,7 +157297,7 @@ https://faun.pub/kubernetes-deployment-strategies-f36e7e4d2be:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032455.115855
+  last_checked: 1779032455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.115855+02:00'
   last_ai_eval: null
@@ -157330,7 +157330,7 @@ https://faun.pub/kubernetes-ingress-with-nginx-3c77e703e91a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030979.284403
+  last_checked: 1779030979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.284403+02:00'
   last_ai_eval: null
@@ -157362,7 +157362,7 @@ https://faun.pub/kubernetes-liveness-probes-1a053f53690c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029940.823354
+  last_checked: 1779029940
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.823354+02:00'
   last_ai_eval: null
@@ -157396,7 +157396,7 @@ https://faun.pub/kubernetes-multi-tenancy-with-amazon-eks-best-practices-and-con
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033218.087095
+  last_checked: 1779033218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.087095+02:00'
   last_ai_eval: null
@@ -157430,7 +157430,7 @@ https://faun.pub/kubernetes-nginx-deployments-simplified-management-and-increase
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029805.15175
+  last_checked: 1779029805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.151750+02:00'
   last_ai_eval: null
@@ -157464,7 +157464,7 @@ https://faun.pub/kubernetes-practice-automating-blue-green-deployment-with-argo-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034172.847552
+  last_checked: 1779034172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.847552+02:00'
   last_ai_eval: null
@@ -157498,7 +157498,7 @@ https://faun.pub/kubernetes-practice-logging-with-logstash-and-fluentd-by-sideca
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033844.656691
+  last_checked: 1779033844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.656691+02:00'
   last_ai_eval: null
@@ -157532,7 +157532,7 @@ https://faun.pub/kubernetes-service-types-tutorial-39223391316c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031649.46027
+  last_checked: 1779031649
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:29.460270+02:00'
   last_ai_eval: null
@@ -157565,7 +157565,7 @@ https://faun.pub/kubernetes-story-how-kubernetes-works-with-container-runtime-ce
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032798.247756
+  last_checked: 1779032798
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:38.247756+02:00'
   last_ai_eval: null
@@ -157597,7 +157597,7 @@ https://faun.pub/lets-encrypt-and-certmanager-aa88775730b8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032339.791066
+  last_checked: 1779032339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.791066+02:00'
   last_ai_eval: null
@@ -157630,7 +157630,7 @@ https://faun.pub/multi-cloud-is-not-the-solution-to-the-next-aws-outage-bb41c0b1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034049.222379
+  last_checked: 1779034049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.222379+02:00'
   last_ai_eval: null
@@ -157662,7 +157662,7 @@ https://faun.pub/multiple-schedulers-in-kubernetes-a78a7b4fa4b2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031339.821147
+  last_checked: 1779031339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.821147+02:00'
   last_ai_eval: null
@@ -157696,7 +157696,7 @@ https://faun.pub/optimize-kubernetes-resource-management-with-time-to-live-ttl-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032114.063721
+  last_checked: 1779032114
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:14.063721+02:00'
   last_ai_eval: null
@@ -157728,7 +157728,7 @@ https://faun.pub/package-and-deploy-your-application-using-helm-chart-21f0c568e6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033092.285071
+  last_checked: 1779033092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.285071+02:00'
   last_ai_eval: null
@@ -157761,7 +157761,7 @@ https://faun.pub/practical-example-of-how-to-set-requests-and-limits-on-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033236.719205
+  last_checked: 1779033236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.719205+02:00'
   last_ai_eval: null
@@ -157794,7 +157794,7 @@ https://faun.pub/production-grade-kubernetes-monitoring-using-prometheus-78144b8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033591.816748
+  last_checked: 1779033591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.816748+02:00'
   last_ai_eval: null
@@ -157827,7 +157827,7 @@ https://faun.pub/redis-high-availability-with-sentinel-on-kubernetes-k8s-a1d6784
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033071.798501
+  last_checked: 1779033071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:11.798501+02:00'
   last_ai_eval: null
@@ -157860,7 +157860,7 @@ https://faun.pub/scaling-your-application-using-kubernetes-9ad0d6bcf0d6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.788355
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.788355+02:00'
   last_ai_eval: null
@@ -157893,7 +157893,7 @@ https://faun.pub/secrets-kubernetes-298ea8dd9911:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030741.979302
+  last_checked: 1779030741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.979302+02:00'
   last_ai_eval: null
@@ -157925,7 +157925,7 @@ https://faun.pub/serverless-with-spring-boot-aws-lambda-bc76c1de2b12:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032699.208794
+  last_checked: 1779032699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.208794+02:00'
   last_ai_eval: null
@@ -157958,7 +157958,7 @@ https://faun.pub/set-up-global-rate-limiting-with-aws-waf-in-5-minutes-bd43a9309
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034522.74539
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.745390+02:00'
   last_ai_eval: null
@@ -157990,7 +157990,7 @@ https://faun.pub/set-up-jenkins-on-a-kubernetes-cluster-2b982c840ebe:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030572.442548
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.442548+02:00'
   last_ai_eval: null
@@ -158022,7 +158022,7 @@ https://faun.pub/spying-on-kubernetes-pods-with-kubespy-3043a3ed044b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033671.617415
+  last_checked: 1779033671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.617415+02:00'
   last_ai_eval: null
@@ -158054,7 +158054,7 @@ https://faun.pub/straight-to-the-point-kubernetes-probes-e5b23e267d9d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030824.404453
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.404453+02:00'
   last_ai_eval: null
@@ -158086,7 +158086,7 @@ https://faun.pub/taints-and-toleration-basics-in-kubernetes-c0538c3f6deb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031442.171671
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.171671+02:00'
   last_ai_eval: null
@@ -158119,7 +158119,7 @@ https://faun.pub/terraform-null-provider-and-null-resource-explained-6a8d674cad6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032134.559855
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.559855+02:00'
   last_ai_eval: null
@@ -158153,7 +158153,7 @@ https://faun.pub/terraform-prevent-conditionally-created-resources-from-deletion
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032420.901947
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.901947+02:00'
   last_ai_eval: null
@@ -158185,7 +158185,7 @@ https://faun.pub/the-best-infrastructure-as-code-tools-for-2021-b37c323e89f0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031230.76987
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:30.769870+02:00'
   last_ai_eval: null
@@ -158218,7 +158218,7 @@ https://faun.pub/the-lifecycle-of-a-terraform-resource-lifecycle-meta-argument-3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031564.057369
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.057369+02:00'
   last_ai_eval: null
@@ -158250,7 +158250,7 @@ https://faun.pub/top-10-uncommon-devops-tools-you-should-know-f4f4464ec7f3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032039.05327
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.053270+02:00'
   last_ai_eval: null
@@ -158284,7 +158284,7 @@ https://faun.pub/troubleshooting-kubernetes-nodes-storage-space-shortage-on-aliy
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032588.697661
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:08.697661+02:00'
   last_ai_eval: null
@@ -158316,7 +158316,7 @@ https://faun.pub/understanding-the-kubernetes-manifest-e96d680f2a11:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029594.719198
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:14.719198+02:00'
   last_ai_eval: null
@@ -158348,7 +158348,7 @@ https://faun.pub/upgrading-and-scaling-kubernetes-cluster-in-aws-6971b3936465:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032345.57165
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.571650+02:00'
   last_ai_eval: null
@@ -158381,7 +158381,7 @@ https://faun.pub/using-aws-api-gateway-as-proxy-to-our-internal-application-369e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032902.01442
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.014420+02:00'
   last_ai_eval: null
@@ -158414,7 +158414,7 @@ https://faun.pub/using-aws-session-manager-for-port-forwarding-to-remote-hosts-8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031448.492414
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.492414+02:00'
   last_ai_eval: null
@@ -158448,7 +158448,7 @@ https://faun.pub/using-aws-session-manager-with-ansible-to-execute-playbook-on-e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032524.566901
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:04.566901+02:00'
   last_ai_eval: null
@@ -158480,7 +158480,7 @@ https://faun.pub/what-is-chaos-engineering-a89b64db9af0:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033019.408479
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.408479+02:00'
   last_ai_eval: null
@@ -158514,7 +158514,7 @@ https://faun.pub/what-is-difference-of-event-driven-architecture-message-driven-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029509.363339
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:49.363339+02:00'
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@@ -158546,7 +158546,7 @@ https://faun.pub/why-we-moved-from-lambda-to-ecs-b84674f31869:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032149.966081
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.966081+02:00'
   last_ai_eval: null
@@ -158580,7 +158580,7 @@ https://fauna.com/blog/comparison-faas-providers:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032068.737579
+  last_checked: 1779032068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:28.737579+02:00'
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@@ -158612,7 +158612,7 @@ https://fdk.codes/securing-kubernetes-apps-with-keycloak-and-gatekeeper:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029482.836766
+  last_checked: 1779029482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.836766+02:00'
   last_ai_eval: null
@@ -159009,7 +159009,7 @@ https://fenyuk.medium.com/helm-for-kubernetes-datree-for-keeping-cluster-secure-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033663.171511
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.171511+02:00'
   last_ai_eval: null
@@ -159041,7 +159041,7 @@ https://fenyuk.medium.com/helm-for-kubernetes-gitops-with-argo-cd-c8f80330596:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033418.883972
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:58.883972+02:00'
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@@ -159073,7 +159073,7 @@ https://fernandovillalba.substack.com/p/devops-dont-destroy-silos-transform:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030329.933255
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.933255+02:00'
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@@ -159105,7 +159105,7 @@ https://figments.medium.com/argocd-the-first-step-towards-gitops-899732fbc33e:
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   health_score: 100.0
-  last_checked: 1779030739.161589
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   discovered_at: '2026-05-17T17:12:19.161589+02:00'
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@@ -159138,7 +159138,7 @@ https://figments.medium.com/observable-kubernetes-cluster-using-grafana-loki-pro
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032184.746675
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   discovered_at: '2026-05-17T17:36:24.746675+02:00'
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@@ -159243,7 +159243,7 @@ https://finance.yahoo.com/sectors/technology/articles/broadcom-expands-collabora
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@@ -159344,7 +159344,7 @@ https://fireship.dev/async-javascript-from-callbacks-to-promises-to-async-await:
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@@ -159370,7 +159370,7 @@ https://fireship.dev/beginners-guide-to-javascript-prototype:
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@@ -159429,7 +159429,7 @@ https://first-web-scraper.readthedocs.org:
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@@ -159489,7 +159489,7 @@ https://flask.palletsprojects.com:
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   discovered_at: '2026-05-17T17:21:42.434628+02:00'
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@@ -159921,7 +159921,7 @@ https://flywaydb.org:
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   discovered_at: '2026-05-17T17:56:56.877210+02:00'
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@@ -159947,7 +159947,7 @@ https://foojay.io/today/k8ssandra-performance-benchmarks-on-cloud-managed-kubern
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@@ -160042,7 +160042,7 @@ https://foreseeti.com/how-to-become-and-stay-aws-well-architected-in-a-smart-way
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   health_score: 100.0
-  last_checked: 1779029478.425107
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@@ -160074,7 +160074,7 @@ https://forklift.konveyor.io:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:53:42.503118+02:00'
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@@ -160143,7 +160143,7 @@ https://forum.openai.com/public/videos/event-replay-terence-tao-and-mark-chen-on
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   discovered_at: '2026-06-02T00:27:29.031753+02:00'
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@@ -160181,7 +160181,7 @@ https://forums.aws.amazon.com:
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   health_score: 100.0
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@@ -160278,7 +160278,7 @@ https://fourtheorem.com/monorepo:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.009186+02:00'
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@@ -160346,7 +160346,7 @@ https://fr4nk.xyz/understanding-ingress-in-kubernetes-a-comprehensive-guide-b23b
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033805.633767
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:25.633767+02:00'
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@@ -160378,7 +160378,7 @@ https://fransemalila.medium.com/kubernetes-networking-cea2e1b7d2b3:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031620.077553
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   discovered_at: '2026-05-17T17:27:00.077553+02:00'
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@@ -160544,7 +160544,7 @@ https://freesoft.dev/program/126957220:
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   health_score: 100.0
-  last_checked: 1779034102.748895
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   discovered_at: '2026-05-17T18:08:22.748895+02:00'
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@@ -160575,7 +160575,7 @@ https://frigate.readthedocs.io:
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   discovered_at: '2026-05-17T17:34:34.440899+02:00'
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@@ -160634,7 +160634,7 @@ https://fsgeorgee.medium.com/growing-out-of-heroku-to-terraform-docker-and-aws-6
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   health_score: 100.0
-  last_checked: 1779034486.948855
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   discovered_at: '2026-05-17T18:14:46.948855+02:00'
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@@ -160668,7 +160668,7 @@ https://fuse.labs.osecloud.com/fuse/creating-a-microservices-project-with-maven:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032751.396851
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   discovered_at: '2026-05-17T17:45:51.396851+02:00'
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@@ -160926,7 +160926,7 @@ https://galaxy.ansible.com/alexdzyoba/jmx-exporter:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:18:28.799658+02:00'
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@@ -161245,7 +161245,7 @@ https://galaxy.ansible.com/t_systems_mms/letsencrypt:
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   health_score: 100.0
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   last_ai_eval: null
@@ -161272,7 +161272,7 @@ https://galaxy.ansible.com/theforeman/foreman:
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   health_score: 100.0
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   needs_ai_refresh: true
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@@ -161468,7 +161468,7 @@ https://garden.io:
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   discovered_at: '2026-05-17T18:11:53.690304+02:00'
   last_ai_eval: null
@@ -161496,7 +161496,7 @@ https://garden.io/blog/performance-testing:
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   discovered_at: '2026-05-17T17:12:22.226792+02:00'
   last_ai_eval: null
@@ -161524,7 +161524,7 @@ https://garden.io/blog/pulumi-vs-terraform:
   addition_method: manual
   content_hash: 7b4df8d5c724f8f10f455185be5cf2acb0c0ebafe8eb15c44f2d84671cb7415b
   health_score: 100.0
-  last_checked: 1779032152.927222
+  last_checked: 1779032152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.927222+02:00'
   last_ai_eval: null
@@ -161618,7 +161618,7 @@ https://gatling.io/docs/current/extensions/jenkins_plugin:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031231.488338
+  last_checked: 1779031231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:31.488338+02:00'
   last_ai_eval: null
@@ -161716,7 +161716,7 @@ https://geekflare.com/cybersecurity/kubernetes-security-scanner:
   addition_method: manual
   content_hash: 7c78d01ca6176516ac5d47db06d80bb02515a64a39777d9675586dce927bddb6
   health_score: 100.0
-  last_checked: 1779130495.013747
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.013747+02:00'
   last_ai_eval: null
@@ -161748,7 +161748,7 @@ https://geekflare.com/dev/generate-analyze-thread-dumps:
   addition_method: manual
   content_hash: e94cae84d9684c28631ab0a368831e265ef3e7ad817494c2e8d57ef32f72b58d
   health_score: 100.0
-  last_checked: 1779130495.021628
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.021628+02:00'
   last_ai_eval: null
@@ -161779,7 +161779,7 @@ https://geekflare.com/devops-tools:
   addition_method: manual
   content_hash: 5bad1017b82ca8f4905682d3fd7d359c164410d661fd3c8ab5ddabfcd6bb93b8
   health_score: 100.0
-  last_checked: 1779030730.283713
+  last_checked: 1779030730
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.283713+02:00'
   last_ai_eval: null
@@ -161807,7 +161807,7 @@ https://geekflare.com/devops/config-management-tools:
   addition_method: manual
   content_hash: 345a5f7af7ed72b6d7b31167bc131ea9bc92ac6436aae361d1bd7250165ed92d
   health_score: 100.0
-  last_checked: 1779130494.950848
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.950848+02:00'
   last_ai_eval: null
@@ -161871,7 +161871,7 @@ https://geekflare.com/generate-analyze-thread-dumps:
   addition_method: manual
   content_hash: 977bc922486c5fad3caf53da2155b1f4fbed9368b7e4608522c709aa6482e098
   health_score: 100.0
-  last_checked: 1779033088.561662
+  last_checked: 1779033088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.561662+02:00'
   last_ai_eval: null
@@ -161897,7 +161897,7 @@ https://geekflare.com/gitops-introduction:
   addition_method: manual
   content_hash: bdb549c78df7f751ecf9679e7f326033e7947c2ffd1d56c4d6feb10b015a3bc5
   health_score: 100.0
-  last_checked: 1779032797.85576
+  last_checked: 1779032797
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:37.855760+02:00'
   last_ai_eval: null
@@ -161923,7 +161923,7 @@ https://geekflare.com/kubernetes-best-practices:
   addition_method: manual
   content_hash: 5d937313010eb7a1c1d38b2e9a2fbc0eb6f2b1b5fb8b45d41159303d18a4715c
   health_score: 100.0
-  last_checked: 1779032869.133868
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.133868+02:00'
   last_ai_eval: null
@@ -161950,7 +161950,7 @@ https://geekflare.com/topic/development:
   addition_method: manual
   content_hash: 189548e9e2ca4c3b781685b97e4ded17ccbbbc1c57b3c87aa7fae3dabf00028b
   health_score: 100.0
-  last_checked: 1779130495.011066
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.011066+02:00'
   last_ai_eval: null
@@ -162014,7 +162014,7 @@ https://gendocu.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033162.48311
+  last_checked: 1779033162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:42.483110+02:00'
   last_ai_eval: null
@@ -162046,7 +162046,7 @@ https://gennyallcroft.medium.com/understanding-kubernetes-deployments-with-helm-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032388.299036
+  last_checked: 1779032388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.299036+02:00'
   last_ai_eval: null
@@ -162179,7 +162179,7 @@ https://get.robin.io:
   addition_method: manual
   content_hash: 2072f3fb12a840fa649f14d4f73a99ef1c21617c0bff45e219d166575d7acbc6
   health_score: 100.0
-  last_checked: 1779031782.366654
+  last_checked: 1779031782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.366654+02:00'
   last_ai_eval: null
@@ -162205,7 +162205,7 @@ https://getbetterdevops.io/build-docker-images-using-ansible-and-packer:
   addition_method: manual
   content_hash: 272ff80bf21d42cf1454211278538426ed1a18e16bd66d12a38fec85a1bcc9ca
   health_score: 100.0
-  last_checked: 1779033069.812471
+  last_checked: 1779033069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:09.812471+02:00'
   last_ai_eval: null
@@ -162233,7 +162233,7 @@ https://getbetterdevops.io/k8s-ingress-with-letsencrypt:
   addition_method: manual
   content_hash: 272ff80bf21d42cf1454211278538426ed1a18e16bd66d12a38fec85a1bcc9ca
   health_score: 100.0
-  last_checked: 1779029504.733992
+  last_checked: 1779029504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:44.733992+02:00'
   last_ai_eval: null
@@ -162260,7 +162260,7 @@ https://getbetterdevops.io/terraform-with-helm:
   addition_method: manual
   content_hash: 272ff80bf21d42cf1454211278538426ed1a18e16bd66d12a38fec85a1bcc9ca
   health_score: 100.0
-  last_checked: 1779033803.692642
+  last_checked: 1779033803
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:23.692642+02:00'
   last_ai_eval: null
@@ -162288,7 +162288,7 @@ https://getenroute.io/blog/leverage-open-source-oss-derive-insights-grafana-prom
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030862.041447
+  last_checked: 1779030862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:22.041447+02:00'
   last_ai_eval: null
@@ -162316,7 +162316,7 @@ https://getenroute.io/docs/ingress-filter-legos-secure-microservices-apis-using-
   addition_method: manual
   content_hash: c5ccc18f113d30d1847ecda6920a8d44ade901e2c62e50be9452d1aacf9b0f55
   health_score: 100.0
-  last_checked: 1779032340.614568
+  last_checked: 1779032340
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.614568+02:00'
   last_ai_eval: null
@@ -162346,7 +162346,7 @@ https://getkuby.io:
   addition_method: manual
   content_hash: bdb28ea6fe2cd3c84d685c317caa0e957868953d5cb11afb2f1f72c422eba6dc
   health_score: 100.0
-  last_checked: 1779032785.5861
+  last_checked: 1779032785
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:25.586100+02:00'
   last_ai_eval: null
@@ -162377,7 +162377,7 @@ https://getmatter.app:
   addition_method: manual
   content_hash: e359d33722d3dd1e2437967e1f0b64b4a8a04cefd5ccea53e95794444ff2f070
   health_score: 100.0
-  last_checked: 1779034139.888888
+  last_checked: 1779034139
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:59.888888+02:00'
   last_ai_eval: null
@@ -162468,7 +162468,7 @@ https://gigaom.com/report/gigaom-radar-for-data-storage-for-kubernetes:
   addition_method: manual
   content_hash: 099a11e0fa4edc386ccfbf1692aa13281cf29194dffe099fec88ccb809d86409
   health_score: 100.0
-  last_checked: 1779033418.861868
+  last_checked: 1779033418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:58.861868+02:00'
   last_ai_eval: null
@@ -162496,7 +162496,7 @@ https://gijsreijn.medium.com/optimizing-your-dsc-v3-authoring-experience-in-vsco
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031455.374085
+  last_checked: 1779031455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:15.374085+02:00'
   last_ai_eval: null
@@ -162529,7 +162529,7 @@ https://gist.github.com/CrookedNumber/8964442:
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   health_score: 100.0
-  last_checked: 1781735940.474408
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.474408+02:00'
   last_ai_eval: null
@@ -162572,7 +162572,7 @@ https://gist.github.com/Faheetah/e11bd0315c34ed32e681616e41279ef4:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.204629+02:00'
   last_ai_eval: null
@@ -162614,7 +162614,7 @@ https://gist.github.com/GTRekter/51f8be3fbfb13b3696f92e117d956597:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.559064+02:00'
   last_ai_eval: null
@@ -162657,7 +162657,7 @@ https://gist.github.com/JamesMGreene/cdd0ac49f90c987e45ac:
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   health_score: 100.0
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+  last_checked: 1781735940
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:00.550434+02:00'
   last_ai_eval: null
@@ -162698,7 +162698,7 @@ https://gist.github.com/PatrLind/e651d3cbc3bf68e4bd9fcc9568cbd3fb:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.121354+02:00'
   last_ai_eval: null
@@ -162740,7 +162740,7 @@ https://gist.github.com/andykuszyk/a5ee80ae263e77f651bed878c1deb03b:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:49.519659+02:00'
   last_ai_eval: null
@@ -162782,7 +162782,7 @@ https://gist.github.com/chadmcrowell/4d11b8a56aba3bdc32ea73c31104357b:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:53.346126+02:00'
   last_ai_eval: null
@@ -162822,7 +162822,7 @@ https://gist.github.com/chadmcrowell/f3fc3be2ca1fcb887034162c14d77e74:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:41:41.755792+02:00'
   last_ai_eval: null
@@ -162863,7 +162863,7 @@ https://gist.github.com/djspiewak/9f2f91085607a4859a66:
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   discovered_at: '2026-06-18T00:39:00.249553+02:00'
   last_ai_eval: null
@@ -162906,7 +162906,7 @@ https://gist.github.com/hxlnt/60d0e62efdb973e221e585e2b990bfd6:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:42:47.809265+02:00'
   last_ai_eval: null
@@ -162946,7 +162946,7 @@ https://gist.github.com/jahe/59557d507f43574b0d96:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.046658+02:00'
   last_ai_eval: null
@@ -162986,7 +162986,7 @@ https://gist.github.com/jiffle/499caa5f53ab8f90dc19a3040ee40f48:
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@@ -163027,7 +163027,7 @@ https://gist.github.com/jimangel/0014770713cdca8b363816930ef2520f:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:40:26.067956+02:00'
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@@ -163068,7 +163068,7 @@ https://gist.github.com/leonardofed:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:31.503110+02:00'
   last_ai_eval: null
@@ -163108,7 +163108,7 @@ https://gist.github.com/luisalfonsopreciado/40a0fc2319241d517832affdce2bc1ff:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:43:41.406580+02:00'
   last_ai_eval: null
@@ -163149,7 +163149,7 @@ https://gist.github.com/michaellihs/b08c89581ec597fa198cf74e2239f4a6:
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   last_ai_eval: null
@@ -163191,7 +163191,7 @@ https://gist.github.com/ninlil/affbf7514d4e74c7634e77f47e172236:
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   discovered_at: '2026-06-18T00:43:41.395211+02:00'
   last_ai_eval: null
@@ -163229,7 +163229,7 @@ https://gist.github.com/pierrejoubert73/902cc94d79424356a8d20be2b382e1ab:
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   discovered_at: '2026-05-17T18:10:35.595644+02:00'
   last_ai_eval: null
@@ -163262,7 +163262,7 @@ https://gist.github.com/rafaeltuelho/111850b0db31106a4d12a186e1fbc53e:
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   discovered_at: '2026-06-18T00:38:09.957793+02:00'
   last_ai_eval: null
@@ -163305,7 +163305,7 @@ https://gist.github.com/scottrigby/a1a42c3292ec7899837c578ffdaaf92a:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:59.899532+02:00'
   last_ai_eval: null
@@ -163346,7 +163346,7 @@ https://gist.github.com/so0k/42313dbb3b547a0f51a547bb968696ba:
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   discovered_at: '2026-06-18T00:43:00.841727+02:00'
   last_ai_eval: null
@@ -163389,7 +163389,7 @@ https://gist.github.com/starred:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.957963+02:00'
   last_ai_eval: null
@@ -163427,7 +163427,7 @@ https://gist.github.com/tmckayus/8e843f90c44ac841d0673434c7de0c6a:
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   discovered_at: '2026-06-18T00:41:52.483095+02:00'
   last_ai_eval: null
@@ -163468,7 +163468,7 @@ https://gist.github.com/tuannvm/4e1bcc993f683ee275ed36e67c30ac49:
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@@ -168759,7 +168759,7 @@ https://github.com/Altinity/clickhouse-operator:
   addition_method: manual
   content_hash: aa4d5618134a3700c272479d18e8ede2d176e44612d1631798c657d7d27f29e2
   health_score: 100.0
-  last_checked: 1779033716.222449
+  last_checked: 1779033716
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:53:42Z'
   last_ai_eval: null
@@ -168797,7 +168797,7 @@ https://github.com/Andrew-Klaas/hashi-k8s-demo:
   addition_method: manual
   content_hash: 8f237332fb5d778af01f7d425dac4763fd8fa5f67f4e167834d404adfee1338f
   health_score: 100.0
-  last_checked: 1779032380.874172
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:40.874172+02:00'
   last_ai_eval: null
@@ -168831,7 +168831,7 @@ https://github.com/Ankit404butfound/PyWhatKit:
   addition_method: manual
   content_hash: d83b17b3032100a04036cdc4dad4f373c38221153b2dfab47ea5108cc4087bb9
   health_score: 100.0
-  last_checked: 1779034156.117093
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   needs_ai_refresh: true
   discovered_at: '2025-04-25T12:03:54Z'
   last_ai_eval: null
@@ -168872,7 +168872,7 @@ https://github.com/App-vNext/Polly:
   addition_method: manual
   content_hash: 2b6731da34685d4a6f009b01e8a9ca0c6c0364d71de54f8c0ae95fda389544bf
   health_score: 100.0
-  last_checked: 1779034447.411867
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:34:47Z'
   last_ai_eval: null
@@ -168912,7 +168912,7 @@ https://github.com/Asabeneh/30-Days-Of-Python:
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   content_hash: c986f7f14a0f082a11c20fbdca1233ac30d32d075aae2fcad41fec5782b282db
   health_score: 100.0
-  last_checked: 1779031808.432173
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   needs_ai_refresh: true
   discovered_at: '2026-04-04T17:59:06Z'
   last_ai_eval: null
@@ -168952,7 +168952,7 @@ https://github.com/Azure-Samples:
   addition_method: manual
   content_hash: 15c350ff1d7b932c615aa31b87bd4d0fbd9a685ed294993081ccd97d60854ba6
   health_score: 100.0
-  last_checked: 1779034031.271464
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:11.271464+02:00'
   last_ai_eval: null
@@ -168991,7 +168991,7 @@ https://github.com/Azure-Samples/aks-platform-engineering:
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   content_hash: e290caeecc0ec4d48ce5c747b0be16885035d04e12018c7946ebb969eadd9348
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-  last_checked: 1779033785.298073
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   needs_ai_refresh: true
   discovered_at: '2025-11-27T03:11:12Z'
   last_ai_eval: null
@@ -169032,7 +169032,7 @@ https://github.com/Azure-Samples/api-management-workspaces-migration:
   addition_method: manual
   content_hash: ad31f15aafe25fe3a3625ef314ae8b1101cbec6ad96624afee5bef617482eff1
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-  last_checked: 1779029802.310572
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   needs_ai_refresh: true
   discovered_at: '2024-10-29T22:05:04Z'
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@@ -169072,7 +169072,7 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep:
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   health_score: 100.0
-  last_checked: 1779032232.519719
+  last_checked: 1779032232
   needs_ai_refresh: true
   discovered_at: '2024-12-12T07:26:59Z'
   last_ai_eval: null
@@ -169112,7 +169112,7 @@ https://github.com/Azure-Samples/azure-ai-studio-secure-bicep/blob/main/bicep/ma
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032173.575196
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   needs_ai_refresh: true
   discovered_at: '2024-12-12T07:26:59Z'
   last_ai_eval: null
@@ -169152,7 +169152,7 @@ https://github.com/Azure-Samples/azure-load-testing-samples:
   addition_method: manual
   content_hash: 4d366f048536c8dc91808d1ba5cff11e8c51e9025b86df90ef47222477520bed
   health_score: 100.0
-  last_checked: 1779033595.299595
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   needs_ai_refresh: true
   discovered_at: '2025-05-02T10:45:23Z'
   last_ai_eval: null
@@ -169192,7 +169192,7 @@ https://github.com/Azure-Samples/azure-pipelines-remote-tasks:
   addition_method: manual
   content_hash: aafb1375352fb342645c3852cf7f5bf199576d875509ba65dfa97f0b3aa17101
   health_score: 100.0
-  last_checked: 1779033084.975232
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   needs_ai_refresh: true
   discovered_at: '2022-03-17T18:42:24Z'
   last_ai_eval: null
@@ -169232,7 +169232,7 @@ https://github.com/Azure-Samples/azure-pipelines-variable-templates:
   addition_method: manual
   content_hash: 4fec8df7d207b86515c89a0a28639fa31cee3ac283a6e55002aee7d75ad804c9
   health_score: 100.0
-  last_checked: 1779030335.816155
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   needs_ai_refresh: true
   discovered_at: '2023-05-10T15:29:19Z'
   last_ai_eval: null
@@ -169270,7 +169270,7 @@ https://github.com/Azure-Samples/jenkins-terraform-azure-example:
   addition_method: manual
   content_hash: 4d571b8aff27f52aa1267a2b80906f49b41411094e54a7f25dc14f8e4777532f
   health_score: 100.0
-  last_checked: 1779030562.197652
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:22.197652+02:00'
   last_ai_eval: null
@@ -169304,7 +169304,7 @@ https://github.com/Azure-Samples/jmeter-aci-terraform:
   addition_method: manual
   content_hash: 800d61bd2ce20493e8d0269dff0af6c8f41f3049a4098f2e5d917a5c173ad6f3
   health_score: 100.0
-  last_checked: 1779031467.298594
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   needs_ai_refresh: true
   discovered_at: '2022-01-20T13:09:32Z'
   last_ai_eval: null
@@ -169345,7 +169345,7 @@ https://github.com/Azure/AZVerify:
   addition_method: manual
   content_hash: 7d3a5ea7a458f37a565607d0cec561eb105b8bb2d615b1f5e18e179f1464d393
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-  last_checked: 1779030232.569021
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   needs_ai_refresh: true
   discovered_at: '2026-04-08T07:59:53Z'
   last_ai_eval: null
@@ -169390,7 +169390,7 @@ https://github.com/Azure/Enterprise-Scale/wiki/ALZ-AMA-Update:
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-  last_checked: 1779029805.444024
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   needs_ai_refresh: true
   discovered_at: '2026-06-05T01:53:47Z'
   last_ai_eval: null
@@ -169432,7 +169432,7 @@ https://github.com/Azure/Microsoft-Defender-for-Cloud/tree/main/Workbooks/Networ
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   discovered_at: '2026-03-19T11:15:53Z'
   last_ai_eval: null
@@ -169474,7 +169474,7 @@ https://github.com/Azure/aad-pod-identity:
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-  last_checked: 1779030296.300983
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   needs_ai_refresh: true
   discovered_at: '2023-10-02T20:34:21Z'
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@@ -169515,7 +169515,7 @@ https://github.com/Azure/apiops:
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   needs_ai_refresh: true
   discovered_at: '2026-06-05T19:33:52Z'
   last_ai_eval: null
@@ -169555,7 +169555,7 @@ https://github.com/Azure/awesome-terraform:
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   needs_ai_refresh: true
   discovered_at: '2023-12-06T14:27:12Z'
   last_ai_eval: null
@@ -169596,7 +169596,7 @@ https://github.com/Azure/azqr:
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   health_score: 100.0
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   discovered_at: '2026-06-11T18:04:26Z'
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@@ -169638,7 +169638,7 @@ https://github.com/Azure/aztfexport:
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   needs_ai_refresh: true
   discovered_at: '2026-04-02T01:25:07Z'
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@@ -169680,7 +169680,7 @@ https://github.com/Azure/azure-workload-identity:
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:56:44Z'
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@@ -169721,7 +169721,7 @@ https://github.com/Azure/bicep:
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   discovered_at: '2026-06-14T06:10:26Z'
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@@ -169763,7 +169763,7 @@ https://github.com/Azure/draft:
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@@ -169804,7 +169804,7 @@ https://github.com/Azure/eraser:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.708649+02:00'
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@@ -169838,7 +169838,7 @@ https://github.com/Azure/migration:
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   needs_ai_refresh: true
   discovered_at: '2025-06-05T21:56:49Z'
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@@ -169881,7 +169881,7 @@ https://github.com/Azure/placement-policy-scheduler-plugins:
   addition_method: manual
   content_hash: 1830b601d7f3180d171323be6ea71fc88c0faff72667107788f8afa7519a7c64
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2023-12-18T23:04:45Z'
   last_ai_eval: null
@@ -169921,7 +169921,7 @@ https://github.com/Azure/terraform-azurerm-aks:
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   content_hash: a6f68d5b92397048efcf2a249ce3365ba93251f5f4c401b9f0c1ebb2ec07e1ff
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T01:11:33Z'
   last_ai_eval: null
@@ -169961,7 +169961,7 @@ https://github.com/Azure/terraform-azurerm-caf-enterprise-scale:
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   needs_ai_refresh: true
   discovered_at: '2026-04-27T08:46:55Z'
   last_ai_eval: null
@@ -170000,7 +170000,7 @@ https://github.com/Azure/vscode-kubernetes-tools:
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   discovered_at: '2026-05-17T17:48:42.934957+02:00'
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@@ -170033,7 +170033,7 @@ https://github.com/BBVA/sqerzo:
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   needs_ai_refresh: true
   discovered_at: '2021-02-25T11:00:33Z'
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@@ -170074,7 +170074,7 @@ https://github.com/BMW-InnovationLab:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:08.904358+02:00'
   last_ai_eval: null
@@ -170110,7 +170110,7 @@ https://github.com/Banno/asdf-kubectl:
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   discovered_at: '2026-05-17T16:45:21.406804+02:00'
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@@ -170146,7 +170146,7 @@ https://github.com/Berops/claudie:
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   health_score: 100.0
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+  last_checked: 1779034479
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:41:12Z'
   last_ai_eval: null
@@ -170186,7 +170186,7 @@ https://github.com/BishopFox/iam-vulnerable:
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   discovered_at: '2026-03-12T15:38:01Z'
   last_ai_eval: null
@@ -170226,7 +170226,7 @@ https://github.com/BrandonPotter/kubergui:
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+  last_checked: 1779033213
   needs_ai_refresh: true
   discovered_at: '2019-11-08T20:04:38Z'
   last_ai_eval: null
@@ -170266,7 +170266,7 @@ https://github.com/BrianCollet/onboard-automator:
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   needs_ai_refresh: true
   discovered_at: '2024-01-19T03:17:22Z'
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@@ -170304,7 +170304,7 @@ https://github.com/BurntSushi/xsv:
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   discovered_at: '2026-05-17T17:33:59.606590+02:00'
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@@ -170336,7 +170336,7 @@ https://github.com/CASIA-IVA-Lab/FastSAM:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:35.107514+02:00'
   last_ai_eval: null
@@ -170370,7 +170370,7 @@ https://github.com/CASIA-LMC-Lab/FastSAM:
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   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2024-07-30T13:35:06Z'
   last_ai_eval: null
@@ -170410,7 +170410,7 @@ https://github.com/CastawayEGR/openshift-ai-examples:
   addition_method: manual
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+  last_checked: 1779032150
   needs_ai_refresh: true
   discovered_at: '2025-09-15T19:35:15Z'
   last_ai_eval: null
@@ -170451,7 +170451,7 @@ https://github.com/Checkmarx/kics:
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   health_score: 100.0
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+  last_checked: 1779029487
   needs_ai_refresh: true
   discovered_at: '2026-06-10T15:22:53Z'
   last_ai_eval: null
@@ -170491,7 +170491,7 @@ https://github.com/Clivern/Beetle:
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   health_score: 100.0
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+  last_checked: 1779030806
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:57:34Z'
   last_ai_eval: null
@@ -170531,7 +170531,7 @@ https://github.com/Cloud-Architekt/AzureAD-Attack-Defense:
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   health_score: 100.0
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+  last_checked: 1779034045
   needs_ai_refresh: true
   discovered_at: '2026-04-20T06:24:19Z'
   last_ai_eval: null
@@ -170569,7 +170569,7 @@ https://github.com/Comcast/kuberhealthy:
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+  last_checked: 1779031416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.978642+02:00'
   last_ai_eval: null
@@ -170603,7 +170603,7 @@ https://github.com/ContainerSSH/ContainerSSH:
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   health_score: 100.0
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+  last_checked: 1779029899
   needs_ai_refresh: true
   discovered_at: '2026-05-19T15:47:29Z'
   last_ai_eval: null
@@ -170646,7 +170646,7 @@ https://github.com/ContainerSolutions/ImageWolf:
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   health_score: 100.0
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+  last_checked: 1779029369
   needs_ai_refresh: true
   discovered_at: '2017-11-02T23:32:01Z'
   last_ai_eval: null
@@ -170687,7 +170687,7 @@ https://github.com/ContainerSolutions/delayed-jobs-operator:
   addition_method: manual
   content_hash: c3d972ab5bb764da1cedf0bae21c986e45d4047d43d5d974d7e849c88d41414a
   health_score: 100.0
-  last_checked: 1779030730.599651
+  last_checked: 1779030730
   needs_ai_refresh: true
   discovered_at: '2021-11-23T11:29:11Z'
   last_ai_eval: null
@@ -170729,7 +170729,7 @@ https://github.com/ContainerSolutions/kubernetes-examples:
   addition_method: manual
   content_hash: 0ceaa02e06e92cce71f764b62525e07f169dadb919ecc2a04b7908574fb59325
   health_score: 100.0
-  last_checked: 1779130494.923034
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-10-03T10:18:57Z'
   last_ai_eval: null
@@ -170768,7 +170768,7 @@ https://github.com/CoolerVoid/codecat:
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779031466.709875
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.709875+02:00'
   last_ai_eval: null
@@ -170813,7 +170813,7 @@ https://github.com/CrunchyData:
   addition_method: manual
   content_hash: 460179b92fcc1c63aedf26cfeb2f319d22b66a765dc28358f74d2807b57c83b8
   health_score: 100.0
-  last_checked: 1779029189.8526
+  last_checked: 1779029189
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:29.852600+02:00'
   last_ai_eval: null
@@ -170847,7 +170847,7 @@ https://github.com/CrunchyData/crunchy-containers:
   addition_method: manual
   content_hash: 6536dfef1afb8b6537a0864d54860152f9b59f2c236de3a86c41c5a0a4a7c32a
   health_score: 100.0
-  last_checked: 1779033672.204834
+  last_checked: 1779033672
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:12.204834+02:00'
   last_ai_eval: null
@@ -170882,7 +170882,7 @@ https://github.com/CrunchyData/postgres-operator:
   addition_method: manual
   content_hash: 713b7e6488d22269cb96dde2d2861f36b464b4e5e0b1257b1901162dfc02556a
   health_score: 100.0
-  last_checked: 1779033619.664887
+  last_checked: 1779033619
   needs_ai_refresh: true
   discovered_at: '2026-06-10T00:07:08Z'
   last_ai_eval: null
@@ -170923,7 +170923,7 @@ https://github.com/DATA-DOG/go-sqlmock:
   addition_method: manual
   content_hash: 09eaddd8ab7fd794204d9c481ab78e296e8f422255fed34b48df2202c953f109
   health_score: 100.0
-  last_checked: 1779034336.613058
+  last_checked: 1779034336
   needs_ai_refresh: true
   discovered_at: '2024-09-11T10:51:41Z'
   last_ai_eval: null
@@ -170964,7 +170964,7 @@ https://github.com/DaspawnW/vault-crd:
   addition_method: manual
   content_hash: 6eb87d050fdcb52c41f53c456be94cf0fa5c008f240f7d9d505223cc4452a48b
   health_score: 100.0
-  last_checked: 1779033072.215973
+  last_checked: 1779033072
   needs_ai_refresh: true
   discovered_at: '2026-02-03T17:53:52Z'
   last_ai_eval: null
@@ -171005,7 +171005,7 @@ https://github.com/DataCater/datacater:
   addition_method: manual
   content_hash: 0645b002ddb1c7755a3047fbd64623920a3b338da3e70a736c3a081d2f774acd
   health_score: 100.0
-  last_checked: 1779031438.835346
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   needs_ai_refresh: true
   discovered_at: '2023-08-11T08:04:55Z'
   last_ai_eval: null
@@ -171046,7 +171046,7 @@ https://github.com/DataExpert-io/data-engineer-handbook:
   addition_method: manual
   content_hash: 18c30535f977e1368d0dd244ae51f60dfab965012bb97bf633c82b8d375e18f3
   health_score: 100.0
-  last_checked: 1779030434.219612
+  last_checked: 1779030434
   needs_ai_refresh: true
   discovered_at: '2026-04-02T23:14:21Z'
   last_ai_eval: null
@@ -171088,7 +171088,7 @@ https://github.com/DevOps-Nirvana/Grafana-Dashboards:
   addition_method: manual
   content_hash: 8a4e7fe06ea9f3a34732297cc7d94bbb651a23b2b9950bac24e78971e79cb8ac
   health_score: 100.0
-  last_checked: 1779032975.326538
+  last_checked: 1779032975
   needs_ai_refresh: true
   discovered_at: '2024-05-15T23:32:11Z'
   last_ai_eval: null
@@ -171129,7 +171129,7 @@ https://github.com/DevOps-Nirvana/Kubernetes-Volume-Autoscaler:
   addition_method: manual
   content_hash: 11b0392963ce81e14ceb5355c481b054fab82f21bca94550fc93cbaba666b618
   health_score: 100.0
-  last_checked: 1779029634.596098
+  last_checked: 1779029634
   needs_ai_refresh: true
   discovered_at: '2024-05-30T18:52:01Z'
   last_ai_eval: null
@@ -171170,7 +171170,7 @@ https://github.com/DevOps-Projects-Ideas/DevOps-Books:
   addition_method: manual
   content_hash: 5d939e562c67450f29c5e90e44faf66e7eb86097da823ea0abb91c2e2b8adab4
   health_score: 100.0
-  last_checked: 1779032484.253396
+  last_checked: 1779032484
   needs_ai_refresh: true
   discovered_at: '2024-09-25T23:23:23Z'
   last_ai_eval: null
@@ -171214,7 +171214,7 @@ https://github.com/DevOpsHiveHQ/kubech:
   addition_method: manual
   content_hash: 782c1d706354054e86d15a9700471f1085fcc7c76e1e46484b0f23251f589fd9
   health_score: 100.0
-  last_checked: 1779130495.020746
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2025-04-23T20:55:58Z'
   last_ai_eval: null
@@ -171256,7 +171256,7 @@ https://github.com/DhruvinSoni30/Terraform_multiple_modules:
   addition_method: manual
   content_hash: 461a46790688ee78db599c985a3a93e760b7b314eacbfc692d9f2258e55bf557
   health_score: 100.0
-  last_checked: 1779030012.265696
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   needs_ai_refresh: true
   discovered_at: '2023-04-09T11:18:32Z'
   last_ai_eval: null
@@ -171296,7 +171296,7 @@ https://github.com/DontShaveTheYak/jenkins-std-lib:
   addition_method: manual
   content_hash: 6c88371709d233bfc7dde92f238bb2c12b6d2fd41f070f9bd330fa90fe2b14dd
   health_score: 100.0
-  last_checked: 1779031341.796519
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:08:06Z'
   last_ai_eval: null
@@ -171334,7 +171334,7 @@ https://github.com/Droogans/unmaintainable-code:
   addition_method: manual
   content_hash: b40fed3609aaf23a2cea0a8e913a02a569aa8144f533ec52fb9dcb72a5ab2c7e
   health_score: 100.0
-  last_checked: 1779029564.066623
+  last_checked: 1779029564
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:44.066623+02:00'
   last_ai_eval: null
@@ -171368,7 +171368,7 @@ https://github.com/DustinBrett/daedalOS:
   addition_method: automatic
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   health_score: null
-  last_checked: 1780352571.556314
+  last_checked: 1780352571
   needs_ai_refresh: false
   discovered_at: '2026-05-31T06:26:10Z'
   last_ai_eval: null
@@ -171416,7 +171416,7 @@ https://github.com/Efrat19/kubeload:
   addition_method: manual
   content_hash: 83b8128bcb4ccd6268cfef553e89c9c9c3b809f9beea26c086bcec223d5fbdb9
   health_score: 100.0
-  last_checked: 1779034046.05533
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   needs_ai_refresh: true
   discovered_at: '2024-03-03T13:38:59Z'
   last_ai_eval: null
@@ -171459,7 +171459,7 @@ https://github.com/ElYusubov/AWESOME-Azure-Bicep:
   addition_method: manual
   content_hash: e48b38ddcc7a93a6de81a98b71205d751ec51215ce248c77dd3afcce68230fdc
   health_score: 100.0
-  last_checked: 1779032817.918255
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T18:06:39Z'
   last_ai_eval: null
@@ -171501,7 +171501,7 @@ https://github.com/ElanShudnow/AzureCode:
   addition_method: manual
   content_hash: eb9d65f4db34173be29266fe58681c73fbe36b90fb3eaf0e907c49b56d4497f8
   health_score: 100.0
-  last_checked: 1779032080.776953
+  last_checked: 1779032080
   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
   last_ai_eval: null
@@ -171540,7 +171540,7 @@ https://github.com/ElanShudnow/AzureCode/blob/main/PowerShell/AzVNETOverlap/READ
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   content_hash: c5e944e995d7bfe4415a6fd79329c7cdb1a6d4f27fbc03179d11c3cd55b2fc59
   health_score: 100.0
-  last_checked: 1779029274.574049
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   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
   last_ai_eval: null
@@ -171582,7 +171582,7 @@ https://github.com/ElanShudnow/AzureCode/tree/main/PowerShell/AzResourceMoveSupp
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   content_hash: a5b32a38643c1ab7acaf54aade9023fb50ab60ab4152b779ccf029420db10a33
   health_score: 100.0
-  last_checked: 1779034012.862449
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   needs_ai_refresh: true
   discovered_at: '2025-11-11T16:17:05Z'
   last_ai_eval: null
@@ -171623,7 +171623,7 @@ https://github.com/ElementTech/kube-reqsizer:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032462.793046
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   needs_ai_refresh: true
   discovered_at: '2024-02-09T18:00:52Z'
   last_ai_eval: null
@@ -171663,7 +171663,7 @@ https://github.com/Email-Dashboard/Email-Dashboard:
   addition_method: manual
   content_hash: 39a1cdeda04e91e3dcaa49848bfa018152a47468efdfdb65d50deff2199a5ddd
   health_score: 100.0
-  last_checked: 1779033615.492459
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   needs_ai_refresh: true
   discovered_at: '2023-01-19T08:39:23Z'
   last_ai_eval: null
@@ -171706,7 +171706,7 @@ https://github.com/ExtendDB/extenddb/pull/54:
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   needs_ai_refresh: false
   discovered_at: '2026-06-01T22:00:29Z'
   last_ai_eval: null
@@ -171753,7 +171753,7 @@ https://github.com/FairwindsOps/gemini:
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   content_hash: e5dd508dab4bf90f50a86f906e2c250bfae0002b55f5f5772c41328614f894bc
   health_score: 100.0
-  last_checked: 1779030685.66597
+  last_checked: 1779030685
   needs_ai_refresh: true
   discovered_at: '2026-05-18T23:15:58Z'
   last_ai_eval: null
@@ -171800,7 +171800,7 @@ https://github.com/FairwindsOps/goldilocks:
   addition_method: manual
   content_hash: 3bec3036ab7946085be258c79d8334fcc870699dff3eb7cdf73a2581198cef7c
   health_score: 100.0
-  last_checked: 1779031574.794867
+  last_checked: 1779031574
   needs_ai_refresh: true
   discovered_at: '2026-05-29T14:20:44Z'
   last_ai_eval: null
@@ -171843,7 +171843,7 @@ https://github.com/FairwindsOps/gonogo:
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   health_score: 100.0
-  last_checked: 1779032679.631358
+  last_checked: 1779032679
   needs_ai_refresh: true
   discovered_at: '2026-05-01T16:41:08Z'
   last_ai_eval: null
@@ -171884,7 +171884,7 @@ https://github.com/FairwindsOps/pluto:
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   content_hash: 00bc58712c4fefcd04ba0e46f3de7b55fc2d74cb26d72eddba63a434102b5fb4
   health_score: 100.0
-  last_checked: 1779033025.275172
+  last_checked: 1779033025
   needs_ai_refresh: true
   discovered_at: '2026-04-27T19:14:03Z'
   last_ai_eval: null
@@ -171926,7 +171926,7 @@ https://github.com/FairwindsOps/polaris:
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   health_score: 100.0
-  last_checked: 1779029369.83405
+  last_checked: 1779029369
   needs_ai_refresh: true
   discovered_at: '2026-05-19T00:15:12Z'
   last_ai_eval: null
@@ -171969,7 +171969,7 @@ https://github.com/FairwindsOps/rbac-manager:
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   content_hash: 7ee0bc4387693f900b3e981dd20df126782a7bb239d9e156704e8d7ab7a44959
   health_score: 100.0
-  last_checked: 1779031759.898981
+  last_checked: 1779031759
   needs_ai_refresh: true
   discovered_at: '2026-05-05T02:49:15Z'
   last_ai_eval: null
@@ -172011,7 +172011,7 @@ https://github.com/FairwindsOps/saffire:
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   health_score: 100.0
-  last_checked: 1779031416.790329
+  last_checked: 1779031416
   needs_ai_refresh: true
   discovered_at: '2026-05-18T23:16:23Z'
   last_ai_eval: null
@@ -172050,7 +172050,7 @@ https://github.com/G-Research/armada:
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   health_score: 100.0
-  last_checked: 1779030810.133051
+  last_checked: 1779030810
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:30.133051+02:00'
   last_ai_eval: null
@@ -172082,7 +172082,7 @@ https://github.com/GalleyBytes/terraform-operator:
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   health_score: 100.0
-  last_checked: 1779130495.030266
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2025-12-09T04:52:15Z'
   last_ai_eval: null
@@ -172123,7 +172123,7 @@ https://github.com/GambitResearch/kubeonoff:
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   health_score: 100.0
-  last_checked: 1779030327.253718
+  last_checked: 1779030327
   needs_ai_refresh: true
   discovered_at: '2020-08-07T14:23:59Z'
   last_ai_eval: null
@@ -172164,7 +172164,7 @@ https://github.com/GhostWriters/DockSTARTer:
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   health_score: 100.0
-  last_checked: 1779034330.982511
+  last_checked: 1779034330
   needs_ai_refresh: true
   discovered_at: '2026-06-03T19:39:45Z'
   last_ai_eval: null
@@ -172206,7 +172206,7 @@ https://github.com/GitCredentialManager/git-credential-manager:
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   content_hash: dd260b672af5cf39e8805dc84d087cb581fe46d4675ed61c72c950ce63769d20
   health_score: 100.0
-  last_checked: 1779030562.338601
+  last_checked: 1779030562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:22.338601+02:00'
   last_ai_eval: null
@@ -172240,7 +172240,7 @@ https://github.com/GitHubSecurityLab/actions-permissions:
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   health_score: 100.0
-  last_checked: 1779030558.826447
+  last_checked: 1779030558
   needs_ai_refresh: true
   discovered_at: '2026-01-31T20:52:48Z'
   last_ai_eval: null
@@ -172281,7 +172281,7 @@ https://github.com/GoodforGod/java-logger-benchmark:
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   content_hash: 3a6e2ecd737fee6b34701c56998b3c0366cd9f0406079501b4cd18f1aa96fb40
   health_score: 100.0
-  last_checked: 1779031087.358016
+  last_checked: 1779031087
   needs_ai_refresh: true
   discovered_at: '2023-10-19T05:35:16Z'
   last_ai_eval: null
@@ -172321,7 +172321,7 @@ https://github.com/GoogleCloudPlatform:
   addition_method: manual
   content_hash: 431ad4cb53e942bc4fbc3765de953c7533dbca1c438810e28594bf570803e215
   health_score: 100.0
-  last_checked: 1779032091.650698
+  last_checked: 1779032091
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:51.650698+02:00'
   last_ai_eval: null
@@ -172361,7 +172361,7 @@ https://github.com/GoogleCloudPlatform/awesome-google-cloud:
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   content_hash: b3375081e95ab2709d8bb1f7065dce3f5a5b8c503a772ab4c610515c8f43a365
   health_score: 100.0
-  last_checked: 1779033704.95922
+  last_checked: 1779033704
   needs_ai_refresh: true
   discovered_at: '2024-05-30T16:03:07Z'
   last_ai_eval: null
@@ -172403,7 +172403,7 @@ https://github.com/GoogleCloudPlatform/buildpacks:
   addition_method: manual
   content_hash: e4c4a2f714b992395961d8c5928955dbb0e1baa35c0076798ab31678f36b1954
   health_score: 100.0
-  last_checked: 1779032171.473773
+  last_checked: 1779032171
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:40:53Z'
   last_ai_eval: null
@@ -172443,7 +172443,7 @@ https://github.com/GoogleCloudPlatform/click-to-deploy/tree/master/k8s/sonarqube
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   content_hash: ca3ac9b466adfbeeb3e200644028856448d16055e4307b1752dc6cc397168503
   health_score: 100.0
-  last_checked: 1779029628.987483
+  last_checked: 1779029628
   needs_ai_refresh: true
   discovered_at: '2026-06-09T22:44:11Z'
   last_ai_eval: null
@@ -172483,7 +172483,7 @@ https://github.com/GoogleCloudPlatform/cloud-code-samples:
   addition_method: manual
   content_hash: 2e142b0405ee6a441a15033bbb35c1b26a58d5e1f19b63c670f61d154d2a1192
   health_score: 100.0
-  last_checked: 1779032833.607046
+  last_checked: 1779032833
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:12:06Z'
   last_ai_eval: null
@@ -172529,7 +172529,7 @@ https://github.com/GoogleCloudPlatform/elcarro-oracle-operator:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029884.000782
+  last_checked: 1779029884
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:45:36Z'
   last_ai_eval: null
@@ -172571,7 +172571,7 @@ https://github.com/GoogleCloudPlatform/golang-samples:
   addition_method: manual
   content_hash: dd80c34836d76a57378f1493ceb40cc2921f95517c13ff62cfaa889b39f55d52
   health_score: 100.0
-  last_checked: 1779030522.913148
+  last_checked: 1779030522
   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:08:57Z'
   last_ai_eval: null
@@ -172612,7 +172612,7 @@ https://github.com/GoogleCloudPlatform/k8s-config-connector:
   addition_method: manual
   content_hash: f961070ead418e1b5e3eac9ce6450e971f17b65eeff15e13bf2d8130ad99d137
   health_score: 100.0
-  last_checked: 1779031901.12351
+  last_checked: 1779031901
   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:08:49Z'
   last_ai_eval: null
@@ -172654,7 +172654,7 @@ https://github.com/GoogleCloudPlatform/secrets-store-csi-driver-provider-gcp:
   addition_method: manual
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   needs_ai_refresh: true
   discovered_at: '2026-05-11T07:27:16Z'
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@@ -172694,7 +172694,7 @@ https://github.com/GoogleCloudPlatform/terraformer:
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   health_score: 100.0
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   discovered_at: '2026-03-16T20:12:11Z'
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@@ -172735,7 +172735,7 @@ https://github.com/GoogleContainerTools/container-structure-test:
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   needs_ai_refresh: true
   discovered_at: '2026-06-01T18:59:57Z'
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@@ -172778,7 +172778,7 @@ https://github.com/GoogleContainerTools/jib:
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   health_score: 100.0
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@@ -172821,7 +172821,7 @@ https://github.com/GoogleContainerTools/kaniko:
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@@ -172863,7 +172863,7 @@ https://github.com/HewlettPackard/terraschema:
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@@ -172908,7 +172908,7 @@ https://github.com/HolmesGPT/holmesgpt:
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   needs_ai_refresh: true
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@@ -172950,7 +172950,7 @@ https://github.com/HopopOps/k8s-ldap-auth:
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   needs_ai_refresh: true
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@@ -172992,7 +172992,7 @@ https://github.com/IBM/CP4MCM-SDK:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2022-03-08T03:31:17Z'
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@@ -173030,7 +173030,7 @@ https://github.com/IBM/argocd-vault-plugin:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.605320+02:00'
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@@ -173064,7 +173064,7 @@ https://github.com/IBM/varnish-operator:
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   needs_ai_refresh: true
   discovered_at: '2024-09-16T10:32:32Z'
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@@ -173105,7 +173105,7 @@ https://github.com/Ileriayo/markdown-badges:
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   needs_ai_refresh: true
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@@ -173147,7 +173147,7 @@ https://github.com/Isan-Rivkin/kube_query:
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   needs_ai_refresh: true
   discovered_at: '2020-11-30T12:21:35Z'
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@@ -173187,7 +173187,7 @@ https://github.com/IvanJosipovic/KubeUI:
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@@ -173232,7 +173232,7 @@ https://github.com/JFolberth/TheYAMLPipelineOne:
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@@ -173272,7 +173272,7 @@ https://github.com/JFryy/qq:
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@@ -173314,7 +173314,7 @@ https://github.com/JPCERTCC/LogonTracer:
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@@ -173354,7 +173354,7 @@ https://github.com/JamesTGrant/kubectl-debug:
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   discovered_at: '2024-05-06T05:15:03Z'
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@@ -173396,7 +173396,7 @@ https://github.com/JeanBaptisteWATENBERG/junit5-kubernetes:
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@@ -173437,7 +173437,7 @@ https://github.com/JovianX/Service-Hub:
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   discovered_at: '2024-04-02T11:20:36Z'
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@@ -173477,7 +173477,7 @@ https://github.com/JovianX/helm-release-plugin:
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@@ -173518,7 +173518,7 @@ https://github.com/JulianHayward/AzADServicePrincipalInsights:
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@@ -173558,7 +173558,7 @@ https://github.com/Juniper/Junos-terraform:
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@@ -173600,7 +173600,7 @@ https://github.com/Juniper/contrail-docker/wiki/Configure-docker-service-to-use-
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@@ -173641,7 +173641,7 @@ https://github.com/K8Studio/K8studio:
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@@ -173682,7 +173682,7 @@ https://github.com/KWasm/podman-wasm:
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@@ -173723,7 +173723,7 @@ https://github.com/KnicKnic/temp-kubernetes-ci:
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@@ -173763,7 +173763,7 @@ https://github.com/Kubeinit/kubeinit:
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@@ -173807,7 +173807,7 @@ https://github.com/Kubermatic/Kubermatic:
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@@ -173851,7 +173851,7 @@ https://github.com/KurtGokhan/tegaki:
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@@ -173898,7 +173898,7 @@ https://github.com/KusionStack/kusion:
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@@ -173938,7 +173938,7 @@ https://github.com/Kyrremann/kubectl-eksporter:
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@@ -173979,7 +173979,7 @@ https://github.com/LeCoupa/awesome-cheatsheets:
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@@ -174021,7 +174021,7 @@ https://github.com/LerryAlexander/postman_jenkins_api_tests:
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@@ -174065,7 +174065,7 @@ https://github.com/Levi-Michael/boto3-ec2-s3-management:
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@@ -174107,7 +174107,7 @@ https://github.com/Lightning-AI/engineering-class:
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@@ -174149,7 +174149,7 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-
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@@ -174188,7 +174188,7 @@ https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/E
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@@ -174219,7 +174219,7 @@ https://github.com/LovesCloud/java-groovy-docker:
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@@ -174251,7 +174251,7 @@ https://github.com/LukeMwila/bootstrap-rke-cluster-in-aws:
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@@ -174291,7 +174291,7 @@ https://github.com/MOZGIII/port-map-operator:
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@@ -174332,7 +174332,7 @@ https://github.com/Maelstromage/Log4jSherlock:
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@@ -174373,7 +174373,7 @@ https://github.com/ManagedKube/kubernetes-common-services:
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   discovered_at: '2021-02-17T00:44:01Z'
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@@ -174413,7 +174413,7 @@ https://github.com/ManagedKube/kubernetes-development-environment-in-a-box:
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@@ -174454,7 +174454,7 @@ https://github.com/Masterminds/sprig:
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   discovered_at: '2025-07-18T13:29:21Z'
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@@ -174494,7 +174494,7 @@ https://github.com/Mathieu-Desrochers/Learning-Go:
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   discovered_at: '2022-01-23T20:32:39Z'
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@@ -174536,7 +174536,7 @@ https://github.com/MatthewCYLau/gcp-react-gke-terraform:
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   discovered_at: '2023-12-21T16:05:19Z'
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@@ -174577,7 +174577,7 @@ https://github.com/MatthewCYLau/node-express-typescript-k8-gke:
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   discovered_at: '2021-12-31T17:32:25Z'
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@@ -174617,7 +174617,7 @@ https://github.com/MichaelCade/90DaysOfDevOps:
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   discovered_at: '2026-04-12T05:25:44Z'
   last_ai_eval: null
@@ -174657,7 +174657,7 @@ https://github.com/MichaelMure/git-bug:
   addition_method: manual
   content_hash: f0339f91d23b113e5695f542dc00607970eb0fbe2ab67951bc045944b57aec84
   health_score: 100.0
-  last_checked: 1779031902.898361
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.898361+02:00'
   last_ai_eval: null
@@ -174689,7 +174689,7 @@ https://github.com/Michaelpalacce/SimpleSecrets:
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   content_hash: 2966734aa7fcebffdb89380fc7fb6f0350d5ca62f97ffcb884ff1144894d7b6b
   health_score: 100.0
-  last_checked: 1779029514.238244
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   needs_ai_refresh: true
   discovered_at: '2022-08-15T22:06:35Z'
   last_ai_eval: null
@@ -174731,7 +174731,7 @@ https://github.com/Microsoft/azure-pipelines-tasks:
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   content_hash: 089cfad9479f2a09702703f720100c150312ab62961d5cbbd5bb67569e2625e0
   health_score: 100.0
-  last_checked: 1779030730.645878
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:53:04Z'
   last_ai_eval: null
@@ -174769,7 +174769,7 @@ https://github.com/MiteshSharma/PrometheusWithGrafana:
   addition_method: manual
   content_hash: 615b8df050aa76c724298f8bed6996098c7550479b34ae45eee2aab34d045163
   health_score: 100.0
-  last_checked: 1779033903.761754
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:03.761754+02:00'
   last_ai_eval: null
@@ -174803,7 +174803,7 @@ https://github.com/MnrGreg/kubectl-node-restart:
   addition_method: manual
   content_hash: 4cda894f82c39e81325129c4e69b2045d7da3d8a985c4fc621e5e246a1f83f48
   health_score: 100.0
-  last_checked: 1779030015.263263
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   needs_ai_refresh: true
   discovered_at: '2024-06-08T16:53:24Z'
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@@ -174843,7 +174843,7 @@ https://github.com/Mr-Un1k0d3r/ATP-PowerShell-Scripts:
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   health_score: 100.0
-  last_checked: 1779031459.098864
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   needs_ai_refresh: true
   discovered_at: '2023-03-14T17:49:00Z'
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@@ -174885,7 +174885,7 @@ https://github.com/NCCloud/mayfly:
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   content_hash: 2c8a29c2a1aaf2e5b74d2988bdff1dfad787569e0dbcbe10d1e934ea9755c94e
   health_score: 100.0
-  last_checked: 1779031103.855124
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   needs_ai_refresh: true
   discovered_at: '2026-05-01T11:37:06Z'
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@@ -174926,7 +174926,7 @@ https://github.com/NVIDIA/gpu-operator:
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   health_score: 100.0
-  last_checked: 1779033785.152963
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:03:52Z'
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@@ -174969,7 +174969,7 @@ https://github.com/NVIDIA/k8s-device-plugin:
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   content_hash: 234a1e94e10f66301a5b20fd4b0907489e7c02ed7f6af4abdf4a0712efe34225
   health_score: 100.0
-  last_checked: 1779031645.841652
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:42:57Z'
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@@ -175009,7 +175009,7 @@ https://github.com/NVIDIA/nvidia-docker/blob/8c0eeba474cace48fdb8216f518063db2bd
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:05.091105+02:00'
   last_ai_eval: null
@@ -175043,7 +175043,7 @@ https://github.com/Neoteroi/essentials-configuration-keyvault:
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   content_hash: ae3324701bd8964c6e28af8f13cfdb8647988d44da2e808b08ebcc0969a78ae5
   health_score: 100.0
-  last_checked: 1779030615.480187
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   needs_ai_refresh: true
   discovered_at: '2023-04-10T13:47:59Z'
   last_ai_eval: null
@@ -175084,7 +175084,7 @@ https://github.com/Netcracker/KubeMarine:
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   health_score: 100.0
-  last_checked: 1779032880.782138
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:49:01Z'
   last_ai_eval: null
@@ -175126,7 +175126,7 @@ https://github.com/Netflix/SimianArmy/wiki/Chaos-Monkey:
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   health_score: 100.0
-  last_checked: 1779032547.426571
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   needs_ai_refresh: true
   discovered_at: '2018-12-18T09:29:22Z'
   last_ai_eval: null
@@ -175164,7 +175164,7 @@ https://github.com/Netflix/consoleme:
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   content_hash: a005d2fc4b19ea7d2b7398b1faffb405f676274e3979c0cb9383458fd5523675
   health_score: 100.0
-  last_checked: 1779029502.949352
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.949352+02:00'
   last_ai_eval: null
@@ -175197,7 +175197,7 @@ https://github.com/Netflix/metaflow:
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   health_score: 100.0
-  last_checked: 1779034523.200562
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:01:02Z'
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@@ -175239,7 +175239,7 @@ https://github.com/NielsRogge/Transformers-Tutorials:
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   health_score: 100.0
-  last_checked: 1779031979.976854
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   needs_ai_refresh: true
   discovered_at: '2026-04-20T12:36:38Z'
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@@ -175279,7 +175279,7 @@ https://github.com/NimbleArchitect/kubectl-ice:
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   health_score: 100.0
-  last_checked: 1779030440.663066
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   needs_ai_refresh: true
   discovered_at: '2025-06-22T14:20:41Z'
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@@ -175331,7 +175331,7 @@ https://github.com/NirDiamant/agents-towards-production:
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   discovered_at: '2026-05-31T11:47:45Z'
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@@ -175377,7 +175377,7 @@ https://github.com/Noovolari/awesome-cloudops:
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   health_score: 100.0
-  last_checked: 1779034226.963382
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   needs_ai_refresh: true
   discovered_at: '2023-11-21T15:20:51Z'
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@@ -175421,7 +175421,7 @@ https://github.com/NuGet/docs.microsoft.com-nuget/blob/main/docs/reference/nuspe
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   health_score: 100.0
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   discovered_at: '2026-06-12T19:05:37Z'
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@@ -175459,7 +175459,7 @@ https://github.com/OT-CONTAINER-KIT/k8s-vault-webhook:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:55:32.681128+02:00'
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@@ -175492,7 +175492,7 @@ https://github.com/OT-CONTAINER-KIT/logging-operator:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2024-06-22T13:42:57Z'
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@@ -175533,7 +175533,7 @@ https://github.com/OT-CONTAINER-KIT/mongodb-operator:
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   discovered_at: '2023-04-27T05:12:37Z'
   last_ai_eval: null
@@ -175574,7 +175574,7 @@ https://github.com/OT-CONTAINER-KIT/redis-operator:
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   health_score: 100.0
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   discovered_at: '2026-06-14T00:53:45Z'
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@@ -175615,7 +175615,7 @@ https://github.com/OWASP/www-project-kubernetes-top-ten:
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   discovered_at: '2026-03-24T06:01:24Z'
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@@ -175656,7 +175656,7 @@ https://github.com/OctopusDeploy/Octopus-TeamCity:
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   discovered_at: '2026-06-14T00:52:42Z'
   last_ai_eval: null
@@ -175696,7 +175696,7 @@ https://github.com/OctopusDeploy/go-octopusdeploy:
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@@ -175737,7 +175737,7 @@ https://github.com/OpenFunction/OpenFunction:
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   needs_ai_refresh: true
   discovered_at: '2024-06-19T07:51:05Z'
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@@ -175777,7 +175777,7 @@ https://github.com/OpenHFT/Java-Thread-Affinity:
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@@ -175817,7 +175817,7 @@ https://github.com/OpenSLO/OpenSLO:
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   health_score: 100.0
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@@ -175857,7 +175857,7 @@ https://github.com/OpenShiftDemos:
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   discovered_at: '2026-05-17T18:11:32.260513+02:00'
   last_ai_eval: null
@@ -175894,7 +175894,7 @@ https://github.com/OpenShiftDemos/sonarqube-openshift-docker:
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@@ -175935,7 +175935,7 @@ https://github.com/OvidiuBorlean/kubectl-sockperf:
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   discovered_at: '2022-11-26T06:17:12Z'
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@@ -175976,7 +175976,7 @@ https://github.com/OvidiuBorlean/kubectl-windumps:
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   needs_ai_refresh: true
   discovered_at: '2022-11-26T06:32:40Z'
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@@ -176018,7 +176018,7 @@ https://github.com/PacktPublishing/Kubernetes-in-Production-Best-Practices:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2023-02-18T02:57:45Z'
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@@ -176058,7 +176058,7 @@ https://github.com/PacktPublishing/The-Azure-Cloud-Native-Architecture-Mapbook:
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   discovered_at: '2026-04-22T08:18:15Z'
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@@ -176098,7 +176098,7 @@ https://github.com/PacoVK/tapir:
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:59:01Z'
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@@ -176140,7 +176140,7 @@ https://github.com/PaloAltoNetworks/rbac-police:
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   needs_ai_refresh: true
   discovered_at: '2025-03-21T20:06:05Z'
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@@ -176182,7 +176182,7 @@ https://github.com/PatrickJS/awesome-angular:
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:48:11Z'
   last_ai_eval: null
@@ -176222,7 +176222,7 @@ https://github.com/PaulJuliusMartinez/jless:
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   discovered_at: '2026-05-17T18:15:01.978258+02:00'
   last_ai_eval: null
@@ -176257,7 +176257,7 @@ https://github.com/PhilippeChepy/exoscale-kubernetes-crio:
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   needs_ai_refresh: true
   discovered_at: '2021-02-05T17:31:37Z'
   last_ai_eval: null
@@ -176297,7 +176297,7 @@ https://github.com/PlasticSCM/trunk-mergebot:
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   needs_ai_refresh: true
   discovered_at: '2023-01-03T12:27:34Z'
   last_ai_eval: null
@@ -176335,7 +176335,7 @@ https://github.com/Playtika/testcontainers-spring-boot:
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   health_score: 100.0
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+  last_checked: 1779032455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.896410+02:00'
   last_ai_eval: null
@@ -176371,7 +176371,7 @@ https://github.com/PlaytikaOSS/testcontainers-spring-boot:
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   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:50:08Z'
   last_ai_eval: null
@@ -176411,7 +176411,7 @@ https://github.com/Portshift/Kubei:
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   health_score: 100.0
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+  last_checked: 1779031800
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:00.723639+02:00'
   last_ai_eval: null
@@ -176441,7 +176441,7 @@ https://github.com/Portshift/kubei:
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   health_score: 100.0
-  last_checked: 1779030015.515217
+  last_checked: 1779030015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:15.515217+02:00'
   last_ai_eval: null
@@ -176472,7 +176472,7 @@ https://github.com/Praqma/helmsman:
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   health_score: 100.0
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+  last_checked: 1779032055
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:15.026439+02:00'
   last_ai_eval: null
@@ -176505,7 +176505,7 @@ https://github.com/PrasadG193/kyaml2go:
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+  last_checked: 1779031980
   needs_ai_refresh: true
   discovered_at: '2021-11-09T11:31:04Z'
   last_ai_eval: null
@@ -176545,7 +176545,7 @@ https://github.com/Pscheidl/kubectl-explorer:
   addition_method: manual
   content_hash: 52a47f8db982bb0f3baab72bd1b634e53e73672e27c0c09a8f376233ae822179
   health_score: 100.0
-  last_checked: 1779130494.995602
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2025-05-17T13:37:47Z'
   last_ai_eval: null
@@ -176583,7 +176583,7 @@ https://github.com/Pscheidl/kubexplorer:
   addition_method: manual
   content_hash: b562806c87a82618b3ca395fe614657ebb1b39f49aafd47797ee2838adf193b7
   health_score: 100.0
-  last_checked: 1779033948.140718
+  last_checked: 1779033948
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:48.140718+02:00'
   last_ai_eval: null
@@ -176617,7 +176617,7 @@ https://github.com/PyGithub/PyGithub:
   addition_method: manual
   content_hash: 2498211a8c67c5f675ec93e06ad44db7328be57d7eade3d3dae7ad8caa413438
   health_score: 100.0
-  last_checked: 1779030132.954844
+  last_checked: 1779030132
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:31:14Z'
   last_ai_eval: null
@@ -176657,7 +176657,7 @@ https://github.com/PyratLabs/ansible-role-k3s:
   addition_method: manual
   content_hash: b90681d777b1b3fcf2f50b7a3c656e03e3cd10cbeed2564138e41ed412e7a864
   health_score: 100.0
-  last_checked: 1779031794.042597
+  last_checked: 1779031794
   needs_ai_refresh: true
   discovered_at: '2026-05-17T14:22:22Z'
   last_ai_eval: null
@@ -176698,7 +176698,7 @@ https://github.com/Qovery/Torii:
   addition_method: manual
   content_hash: 8f40d5792c2432c16743de893b3e78fd4875d95005edfac3dd7d407267b886ae
   health_score: 100.0
-  last_checked: 1779031592.152117
+  last_checked: 1779031592
   needs_ai_refresh: true
   discovered_at: '2024-07-25T18:54:23Z'
   last_ai_eval: null
@@ -176740,7 +176740,7 @@ https://github.com/Qovery/engine:
   addition_method: manual
   content_hash: f8388e431919cbf792c57f9c55e77c67f2a3188d9dbd2d9042f99b469e94c405
   health_score: 100.0
-  last_checked: 1779033785.347384
+  last_checked: 1779033785
   needs_ai_refresh: true
   discovered_at: '2026-06-12T12:57:05Z'
   last_ai_eval: null
@@ -176781,7 +176781,7 @@ https://github.com/Qovery/pleco:
   addition_method: manual
   content_hash: 26703e33d15988bb18f88f699631753b77bbc01a3ae6c528138740edd0806343
   health_score: 100.0
-  last_checked: 1779034456.782522
+  last_checked: 1779034456
   needs_ai_refresh: true
   discovered_at: '2026-05-19T15:01:33Z'
   last_ai_eval: null
@@ -176821,7 +176821,7 @@ https://github.com/Quentin-M/etcd-cloud-operator:
   addition_method: manual
   content_hash: c035bbca5b1621abcf8db7fc9c70ce275fffafe66b882095112839ceb4e0e4b5
   health_score: 100.0
-  last_checked: 1779033314.095437
+  last_checked: 1779033314
   needs_ai_refresh: true
   discovered_at: '2025-09-26T22:32:53Z'
   last_ai_eval: null
@@ -176861,7 +176861,7 @@ https://github.com/Radware/radware-ansible:
   addition_method: manual
   content_hash: 78e7074d642934692a21e143639f97f29f0fb05a756f551f9fcaf3073db61e3f
   health_score: 100.0
-  last_checked: 1779029243.477493
+  last_checked: 1779029243
   needs_ai_refresh: true
   discovered_at: '2023-09-27T07:01:49Z'
   last_ai_eval: null
@@ -176902,7 +176902,7 @@ https://github.com/Ramilito/kubediff:
   addition_method: manual
   content_hash: 1f0c6d67036c78fcc64323475433be29fb1db5472ef07e364334d49d6bb9ccc8
   health_score: 100.0
-  last_checked: 1779034500.049986
+  last_checked: 1779034500
   needs_ai_refresh: true
   discovered_at: '2026-01-27T23:05:20Z'
   last_ai_eval: null
@@ -176943,7 +176943,7 @@ https://github.com/Ramilito/kubesess:
   addition_method: manual
   content_hash: d2a4d8e731cd0408d6a4f848093e6c4f8e92c9d3b876c9babafca131910ea0d8
   health_score: 100.0
-  last_checked: 1779030788.190581
+  last_checked: 1779030788
   needs_ai_refresh: true
   discovered_at: '2026-03-19T04:43:36Z'
   last_ai_eval: null
@@ -176984,7 +176984,7 @@ https://github.com/Reaimua/AWS-CLI-Uploader-Project:
   addition_method: manual
   content_hash: d6159322d5eec32bc80e42fded054344b3be2c5785ac27ed74b1236e42380286
   health_score: 100.0
-  last_checked: 1779031808.41419
+  last_checked: 1779031808
   needs_ai_refresh: true
   discovered_at: '2023-12-31T00:50:14Z'
   last_ai_eval: null
@@ -177024,7 +177024,7 @@ https://github.com/ReallyLiri/kubescout:
   addition_method: manual
   content_hash: 7846df0f9ad649d46e56fd856924400a4dafcfbefbc4c73825775adf74079c81
   health_score: 100.0
-  last_checked: 1779032869.714796
+  last_checked: 1779032869
   needs_ai_refresh: true
   discovered_at: '2021-12-09T12:28:28Z'
   last_ai_eval: null
@@ -177064,7 +177064,7 @@ https://github.com/RedisLabs/redis-enterprise-k8s-docs:
   addition_method: manual
   content_hash: 865451a522ca6b5112829fa9c02bcccd6767e74846035c5fe45ea49acf1e756f
   health_score: 100.0
-  last_checked: 1779029478.883229
+  last_checked: 1779029478
   needs_ai_refresh: true
   discovered_at: '2026-06-17T19:44:05Z'
   last_ai_eval: null
@@ -177105,7 +177105,7 @@ https://github.com/Rested/portfall:
   addition_method: manual
   content_hash: 2d2e13ac904f4024effb4f4239dc0fb19196825668a1349e3b79c146360b84ae
   health_score: 100.0
-  last_checked: 1779130494.968644
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-03-06T17:30:12Z'
   last_ai_eval: null
@@ -177150,7 +177150,7 @@ https://github.com/Retzork/terraform-journey/tree/main/11%20Multi%20Region%20Zer
   addition_method: automatic
   content_hash: 733c0b04f2cd47cabbe494748f623825382d2e5b046f4db48ac2ec41c3bf70b4
   health_score: null
-  last_checked: 1780352148.493891
+  last_checked: 1780352148
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493891+02:00'
   last_ai_eval: null
@@ -177197,7 +177197,7 @@ https://github.com/RoseSecurity/Terramaid:
   addition_method: manual
   content_hash: fdc1002c98d4a4eabbea5d2e2738cb29925fd2ee6ead97800782b5781fe3ca40
   health_score: 100.0
-  last_checked: 1779033757.937161
+  last_checked: 1779033757
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:35:21Z'
   last_ai_eval: null
@@ -177237,7 +177237,7 @@ https://github.com/SAP-archive/kubernetes-deployment-orchestrator:
   addition_method: manual
   content_hash: cb51adc9ec040511c16e1fc898babebbe009035d419fbaf76c5bb3661d6397d5
   health_score: 100.0
-  last_checked: 1779130495.011239
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2023-03-01T11:37:12Z'
   last_ai_eval: null
@@ -177276,7 +177276,7 @@ https://github.com/SAP/jenkins-library:
   addition_method: manual
   content_hash: b34245c60382e5fd68cee735a78fce12fae57bd37f797de410022f099c425202
   health_score: 100.0
-  last_checked: 1779032835.337215
+  last_checked: 1779032835
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:15.337215+02:00'
   last_ai_eval: null
@@ -177306,7 +177306,7 @@ https://github.com/SAP/kubernetes-deployment-orchestrator:
   addition_method: manual
   content_hash: 198ce0a4229f9eccf84208128bb1f0022b948d731cce276e1a1e8064971f6342
   health_score: 100.0
-  last_checked: 1779032361.61413
+  last_checked: 1779032361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.614130+02:00'
   last_ai_eval: null
@@ -177341,7 +177341,7 @@ https://github.com/Salaboy/from-monolith-to-k8s:
   addition_method: manual
   content_hash: f4ad402920e19debc9fb733d9d0e70d0d427045add322ecea22a7dcf704f31ff
   health_score: 100.0
-  last_checked: 1779033663.843661
+  last_checked: 1779033663
   needs_ai_refresh: true
   discovered_at: '2023-07-17T07:50:39Z'
   last_ai_eval: null
@@ -177383,7 +177383,7 @@ https://github.com/Saniewski/mongo-express-docker-extension:
   addition_method: manual
   content_hash: 288d3f0cd2afa37afc6758f8e08d95ccce6680251f08d4be4b16b29ee1fbce6a
   health_score: 100.0
-  last_checked: 1779029356.608024
+  last_checked: 1779029356
   needs_ai_refresh: true
   discovered_at: '2025-08-03T07:21:23Z'
   last_ai_eval: null
@@ -177425,7 +177425,7 @@ https://github.com/Shopify/kubeaudit:
   addition_method: manual
   content_hash: cc93106d19fc62264e4d57a74eba66432df37e6cb71ef2e73dd92cf1256d7dc2
   health_score: 100.0
-  last_checked: 1779032583.558718
+  last_checked: 1779032583
   needs_ai_refresh: true
   discovered_at: '2024-08-21T18:48:27Z'
   last_ai_eval: null
@@ -177468,7 +177468,7 @@ https://github.com/SigNoz/signoz:
   addition_method: manual
   content_hash: f2efb326383937b515d50315f2cef61e5c9eeef9e8ce161513a8b320e802936e
   health_score: 100.0
-  last_checked: 1779032135.001706
+  last_checked: 1779032135
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:36:14Z'
   last_ai_eval: null
@@ -177512,7 +177512,7 @@ https://github.com/SimonTheLeg/konf-go:
   addition_method: manual
   content_hash: 6deaff9471dda21db30f9454efb5785d63b603fe367c0f2e2e961a649884dc0b
   health_score: 100.0
-  last_checked: 1779030803.551584
+  last_checked: 1779030803
   needs_ai_refresh: true
   discovered_at: '2025-03-15T19:19:18Z'
   last_ai_eval: null
@@ -177553,7 +177553,7 @@ https://github.com/SkalskiP/top-cvpr-2023-papers:
   addition_method: manual
   content_hash: 87b301d568f4cd4ef05b1ebdb66f71848b0fe9e270161c4ade2caebca047080f
   health_score: 100.0
-  last_checked: 1779034084.812304
+  last_checked: 1779034084
   needs_ai_refresh: true
   discovered_at: '2026-04-15T11:20:09Z'
   last_ai_eval: null
@@ -177594,7 +177594,7 @@ https://github.com/Skarlso/crd-to-sample-yaml:
   addition_method: manual
   content_hash: 4552d618f2b5a0e6220c306beae3f65243503fe93f19299cc7bc1236758a1761
   health_score: 100.0
-  last_checked: 1779031538.320069
+  last_checked: 1779031538
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:00:13Z'
   last_ai_eval: null
@@ -177635,7 +177635,7 @@ https://github.com/Skyvern-ai/Skyvern:
   addition_method: manual
   content_hash: 8b4c78dae5d739cfef66496fd42be77abef34afff8f2af4a8173b90a200d2c5e
   health_score: 100.0
-  last_checked: 1779029466.768245
+  last_checked: 1779029466
   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:14:18Z'
   last_ai_eval: null
@@ -177677,7 +177677,7 @@ https://github.com/SparebankenVest/azure-key-vault-to-kubernetes:
   addition_method: manual
   content_hash: 135e9f8ac4bce72f2b4d186b8a1ef710288c2633b25dea25b52a8515aa2d2e62
   health_score: 100.0
-  last_checked: 1779033140.997003
+  last_checked: 1779033140
   needs_ai_refresh: true
   discovered_at: '2026-06-10T06:30:31Z'
   last_ai_eval: null
@@ -177717,7 +177717,7 @@ https://github.com/SquadcastHub/awesome-sre-tools:
   addition_method: manual
   content_hash: 01a69f479a0f80f0bbb8ad4b14088f1df9b56bfbed0e300acd1eb99e807d914a
   health_score: 100.0
-  last_checked: 1779030361.047335
+  last_checked: 1779030361
   needs_ai_refresh: true
   discovered_at: '2026-05-13T10:06:49Z'
   last_ai_eval: null
@@ -177759,7 +177759,7 @@ https://github.com/StackStorm:
   addition_method: manual
   content_hash: 3f7ccfa19d22625be2d9b7cd3c7580f3ece6a9933c47cbd90ca9e80a756023e8
   health_score: 100.0
-  last_checked: 1779031696.994306
+  last_checked: 1779031696
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:16.994306+02:00'
   last_ai_eval: null
@@ -177795,7 +177795,7 @@ https://github.com/StarpTech/k-andy:
   addition_method: manual
   content_hash: 8028ee6f6d7bcd322f3b910996e2dfadb122caa55f7e520478ec1998cbb5fa18
   health_score: 100.0
-  last_checked: 1779033795.405513
+  last_checked: 1779033795
   needs_ai_refresh: true
   discovered_at: '2022-08-26T11:42:32Z'
   last_ai_eval: null
@@ -177836,7 +177836,7 @@ https://github.com/Stono/kconmon:
   addition_method: manual
   content_hash: ddda947b53bf609166ee99149783bd488b2d33de7136b1c726d31f9ab0832238
   health_score: 100.0
-  last_checked: 1779034497.874529
+  last_checked: 1779034497
   needs_ai_refresh: true
   discovered_at: '2024-03-26T18:13:32Z'
   last_ai_eval: null
@@ -177877,7 +177877,7 @@ https://github.com/SymbioticLab/Oobleck:
   addition_method: manual
   content_hash: bb79fc1207725deae4ac4dfe99d1e9e94646f089545fa094170bc11fe5f89c2c
   health_score: 100.0
-  last_checked: 1779033714.281386
+  last_checked: 1779033714
   needs_ai_refresh: true
   discovered_at: '2024-04-11T00:16:29Z'
   last_ai_eval: null
@@ -177918,7 +177918,7 @@ https://github.com/TabularisDB/tabularis/blob/main/README.es.md:
   addition_method: manual
   content_hash: 2fd2ed828f549425a756e5baa4d9e141e580901bb931bd5b128ea5f64b95ef7d
   health_score: 100.0
-  last_checked: 1779030021.236631
+  last_checked: 1779030021
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:30:32Z'
   last_ai_eval: null
@@ -177960,7 +177960,7 @@ https://github.com/TerraHubCorp/terraform-google-automation-demo:
   addition_method: manual
   content_hash: 5d416772b5e31660626504b602f168033275d84d843c8d1038929f42a7699feb
   health_score: 100.0
-  last_checked: 1779033158.573907
+  last_checked: 1779033158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:38.573907+02:00'
   last_ai_eval: null
@@ -177994,7 +177994,7 @@ https://github.com/TheJambo/awesome-testing:
   addition_method: manual
   content_hash: 4062ce50038ba4c743409acf34e287f9c89b47ae354cd679f7ac8fecc5b8acd2
   health_score: 100.0
-  last_checked: 1779030653.775589
+  last_checked: 1779030653
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:34:02Z'
   last_ai_eval: null
@@ -178037,7 +178037,7 @@ https://github.com/TheYkk/synator:
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   content_hash: 7b5fd02ea60b8513386203f3d14c32181ac7ae917998e2ab6ee7df1320f21c5c
   health_score: 100.0
-  last_checked: 1779031302.74327
+  last_checked: 1779031302
   needs_ai_refresh: true
   discovered_at: '2024-01-16T12:30:42Z'
   last_ai_eval: null
@@ -178075,7 +178075,7 @@ https://github.com/Thiht/smocker:
   addition_method: manual
   content_hash: fb4cb099148f737393a4c3e8baa1bbdc2306c96e276c2453da62b48784781fca
   health_score: 100.0
-  last_checked: 1779031928.157478
+  last_checked: 1779031928
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:08.157478+02:00'
   last_ai_eval: null
@@ -178106,7 +178106,7 @@ https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2:
   addition_method: manual
   content_hash: a45c1b5a401a34bb5cdad3a04ab5c3560fb0e84a78796dcd4514d4b44e27a7ca
   health_score: 100.0
-  last_checked: 1779031827.496798
+  last_checked: 1779031827
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:30:27.496798+02:00'
   last_ai_eval: null
@@ -178138,7 +178138,7 @@ https://github.com/Trendyol/kink:
   addition_method: manual
   content_hash: 3fa87e5b5f9c29897a36a31ab467825539bc7ac0d098011a2eefb908715b407f
   health_score: 100.0
-  last_checked: 1779029111.29616
+  last_checked: 1779029111
   needs_ai_refresh: true
   discovered_at: '2025-09-25T13:15:32Z'
   last_ai_eval: null
@@ -178179,7 +178179,7 @@ https://github.com/Trendyol/kubectl-view-webhook:
   addition_method: manual
   content_hash: ec25b6a93a8a7bede199d669bbe05f0a168d6201da15746d739843d60e1fdd21
   health_score: 100.0
-  last_checked: 1779030539.094795
+  last_checked: 1779030539
   needs_ai_refresh: true
   discovered_at: '2023-02-17T19:37:35Z'
   last_ai_eval: null
@@ -178220,7 +178220,7 @@ https://github.com/Trolley-MGMT/trolleymgmt:
   addition_method: manual
   content_hash: d45c38de299f761f5ca847cff638c0b0aa16385c7ad32baed1ee998211cfc9d1
   health_score: 100.0
-  last_checked: 1779034477.277631
+  last_checked: 1779034477
   needs_ai_refresh: true
   discovered_at: '2023-09-20T13:29:58Z'
   last_ai_eval: null
@@ -178260,7 +178260,7 @@ https://github.com/Tronde/ansible-role-rhel-patchmanagement:
   addition_method: manual
   content_hash: 4514ee147f14dcb5ce787276dcd932645364041d9d6cfedb8be11d13b6c8ce4a
   health_score: 100.0
-  last_checked: 1779029715.256258
+  last_checked: 1779029715
   needs_ai_refresh: true
   discovered_at: '2022-08-17T09:45:19Z'
   last_ai_eval: null
@@ -178298,7 +178298,7 @@ https://github.com/UnderGreen/ansible-prometheus-node-exporter:
   addition_method: manual
   content_hash: 267c4a5a22b8f13e0dd4d841f28bc792623b0e71ce2d0d52ff65594e9557af40
   health_score: 100.0
-  last_checked: 1779030605.59223
+  last_checked: 1779030605
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:05.592230+02:00'
   last_ai_eval: null
@@ -178332,7 +178332,7 @@ https://github.com/Unitech/pm2:
   addition_method: manual
   content_hash: 475da0c52dd00c9a32421d48794c494e6a4433d27fc1094d97e7e7d0a9e999c4
   health_score: 100.0
-  last_checked: 1779033037.551528
+  last_checked: 1779033037
   needs_ai_refresh: true
   discovered_at: '2026-05-21T09:14:07Z'
   last_ai_eval: null
@@ -178372,7 +178372,7 @@ https://github.com/VictoriaMetrics/operator:
   addition_method: manual
   content_hash: 2d4789b290a170c9730e66d1a451dca9696340d3fb570a83ec97e5c2065352f3
   health_score: 100.0
-  last_checked: 1779033025.312268
+  last_checked: 1779033025
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:05:30Z'
   last_ai_eval: null
@@ -178418,7 +178418,7 @@ https://github.com/Vigneshwari-08/Server_Log-Analyzer-Intrusion-Detector:
   addition_method: automatic
   content_hash: a43045c01ffddec417eaf59ffcaf69e4b396a52288a3504236613b00abe14b0d
   health_score: null
-  last_checked: 1780352003.689854
+  last_checked: 1780352003
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689854+02:00'
   last_ai_eval: null
@@ -178460,7 +178460,7 @@ https://github.com/VikParuchuri/surya:
   addition_method: manual
   content_hash: 1bcfe1599f12fbc0f1c286bcae888e415e4a4ca273920893162374e77c0dafa1
   health_score: 100.0
-  last_checked: 1779032228.106817
+  last_checked: 1779032228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:08.106817+02:00'
   last_ai_eval: null
@@ -178494,7 +178494,7 @@ https://github.com/Wilfred/difftastic:
   addition_method: manual
   content_hash: 4d74d1860ada6c88910ee8233af26ab96593491adbf0fc1fe0babbdd2d894227
   health_score: 100.0
-  last_checked: 1779030683.414135
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:38:09Z'
   last_ai_eval: null
@@ -178532,7 +178532,7 @@ https://github.com/William-Yeh/ansible-prometheus:
   addition_method: manual
   content_hash: 0af505c06542722a2ed175962d2a7db86448f9885e230047684d5c4b88d02b52
   health_score: 100.0
-  last_checked: 1779032953.073972
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:13.073972+02:00'
   last_ai_eval: null
@@ -178563,7 +178563,7 @@ https://github.com/XI-lab/PyExPool:
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   health_score: 100.0
-  last_checked: 1779034217.921227
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.921227+02:00'
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@@ -178596,7 +178596,7 @@ https://github.com/XingangPan/DragGAN:
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   content_hash: fab022b2fe0509e5278ad44feab31ba191e4418eb31ed1bd711d28bcf167db08
   health_score: 100.0
-  last_checked: 1779029629.12279
+  last_checked: 1779029629
   needs_ai_refresh: true
   discovered_at: '2024-05-18T17:51:40Z'
   last_ai_eval: null
@@ -178636,7 +178636,7 @@ https://github.com/XtratusCloud/terraform-provider-azureipam:
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   content_hash: fef93304fb0712339d6419f8667f224c0f1def83a862253dff0d4f763f37686d
   health_score: 100.0
-  last_checked: 1779030199.782731
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   needs_ai_refresh: true
   discovered_at: '2024-09-21T06:31:41Z'
   last_ai_eval: null
@@ -178681,7 +178681,7 @@ https://github.com/XuehaiPan/nvitop:
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   content_hash: 4072dada8ec4fc2bb58f1e44395a93a2e0622ffbad6870ddf4d65c930df1d094
   health_score: 100.0
-  last_checked: 1779033339.519619
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   needs_ai_refresh: true
   discovered_at: '2026-05-25T13:47:09Z'
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@@ -178721,7 +178721,7 @@ https://github.com/YannickRe/msgraph-utility-scripts:
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   content_hash: 3f290e857fcc6afc146a55c2ff426e8ea4bb4b378964975b7e05992740bb4bbf
   health_score: 100.0
-  last_checked: 1779031393.410437
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   needs_ai_refresh: true
   discovered_at: '2021-05-27T06:29:15Z'
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@@ -178762,7 +178762,7 @@ https://github.com/a8m/golang-cheat-sheet:
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   content_hash: fa235c920c2a052cbdc6ec594a298ac0f6f1bcc878eae3571214762df19c2ec1
   health_score: 100.0
-  last_checked: 1779032080.793532
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   needs_ai_refresh: true
   discovered_at: '2023-11-08T10:46:16Z'
   last_ai_eval: null
@@ -178802,7 +178802,7 @@ https://github.com/aabouzaid/kubech:
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   health_score: 100.0
-  last_checked: 1779031393.524397
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:13.524397+02:00'
   last_ai_eval: null
@@ -178835,7 +178835,7 @@ https://github.com/aalmiray/q-cli:
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   content_hash: 30248eeb96ffad2fb930bf0fe36a0d4da972f64119691940f2c5c16b4c573681
   health_score: 100.0
-  last_checked: 1779030019.49551
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   needs_ai_refresh: true
   discovered_at: '2022-11-02T16:43:54Z'
   last_ai_eval: null
@@ -178876,7 +178876,7 @@ https://github.com/aarondl/sqlboiler:
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   health_score: 100.0
-  last_checked: 1779130494.982878
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T22:47:58Z'
   last_ai_eval: null
@@ -178916,7 +178916,7 @@ https://github.com/abahmed/kwatch:
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   health_score: 100.0
-  last_checked: 1779030462.354156
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:00:44Z'
   last_ai_eval: null
@@ -178957,7 +178957,7 @@ https://github.com/abessifi/ansible-sqlplus:
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   health_score: 100.0
-  last_checked: 1779034139.585443
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   needs_ai_refresh: true
   discovered_at: '2019-03-20T06:57:44Z'
   last_ai_eval: null
@@ -178998,7 +178998,7 @@ https://github.com/abhirockzz/kubexpose-operator:
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   content_hash: af604f168ab50f3712a4d5e6e0edc26a37919202353108225cfa8adad87f1ad9
   health_score: 100.0
-  last_checked: 1781736046.789173
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.789173+02:00'
   last_ai_eval: null
@@ -179044,7 +179044,7 @@ https://github.com/abhishek-ch/around-dataengineering:
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   health_score: 100.0
-  last_checked: 1781736091.430235
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:31.430235+02:00'
   last_ai_eval: null
@@ -179087,7 +179087,7 @@ https://github.com/aca/go-kubectx:
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   health_score: 100.0
-  last_checked: 1781736046.740441
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.740441+02:00'
   last_ai_eval: null
@@ -179125,7 +179125,7 @@ https://github.com/acantril/learn-cantrill-io-labs:
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   health_score: 100.0
-  last_checked: 1779031389.407485
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:09.407485+02:00'
   last_ai_eval: null
@@ -179156,7 +179156,7 @@ https://github.com/acidonper/jump-app-docs:
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   health_score: 100.0
-  last_checked: 1779029939.389697
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:59.389697+02:00'
   last_ai_eval: null
@@ -179186,7 +179186,7 @@ https://github.com/acidonper/jump-app-gitops:
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   content_hash: 9df86ddeab85d5e49fe8e68c05013e8ca8ba59b65df2f3b91abb618d1f6d6f1f
   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:09.060808+02:00'
   last_ai_eval: null
@@ -179216,7 +179216,7 @@ https://github.com/acorn-io/acorn:
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   health_score: 100.0
-  last_checked: 1779033088.932263
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   discovered_at: '2026-05-17T17:51:28.932263+02:00'
   last_ai_eval: null
@@ -179247,7 +179247,7 @@ https://github.com/actions-runner-controller/actions-runner-controller:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:32.109139+02:00'
   last_ai_eval: null
@@ -179280,7 +179280,7 @@ https://github.com/actions/actions-runner-controller:
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   health_score: 100.0
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   discovered_at: '2026-06-12T23:13:55Z'
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@@ -179323,7 +179323,7 @@ https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet:
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   needs_ai_refresh: true
   discovered_at: '2025-08-22T00:21:50Z'
   last_ai_eval: null
@@ -179368,7 +179368,7 @@ https://github.com/adaptant-labs/k8s-auto-labeller:
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   needs_ai_refresh: true
   discovered_at: '2020-11-16T19:46:39Z'
   last_ai_eval: null
@@ -179408,7 +179408,7 @@ https://github.com/adaptant-labs/k8s-dt-node-labeller:
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   needs_ai_refresh: true
   discovered_at: '2020-11-17T21:12:14Z'
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@@ -179451,7 +179451,7 @@ https://github.com/adaptant-labs/k8s-node-label-monitor:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2021-02-09T11:00:49Z'
   last_ai_eval: null
@@ -179491,7 +179491,7 @@ https://github.com/admindroid-community/powershell-scripts:
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   discovered_at: '2026-06-18T00:37:59.766244+02:00'
   last_ai_eval: null
@@ -179532,7 +179532,7 @@ https://github.com/adriannovegil/awesome-observability:
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   health_score: 100.0
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   discovered_at: '2026-05-11T11:58:36Z'
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@@ -179572,7 +179572,7 @@ https://github.com/aelsabbahy/goss:
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   discovered_at: '2026-05-17T17:03:49.068405+02:00'
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@@ -179609,7 +179609,7 @@ https://github.com/affaan-m/ECC:
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   discovered_at: '2026-05-31T06:45:42Z'
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@@ -179657,7 +179657,7 @@ https://github.com/ahas-sigs/kube-ebpf-exporter:
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   discovered_at: '2021-05-13T05:50:56Z'
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@@ -179699,7 +179699,7 @@ https://github.com/ahmetb/kubectl-aliases:
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   health_score: 100.0
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   discovered_at: '2025-05-11T17:04:45Z'
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@@ -179740,7 +179740,7 @@ https://github.com/ahmetb/kubectl-foreach:
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   discovered_at: '2026-06-08T22:54:07Z'
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@@ -179781,7 +179781,7 @@ https://github.com/ahmetb/kubectl-tree:
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+  last_checked: 1779033415
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   discovered_at: '2026-05-18T01:49:07Z'
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@@ -179822,7 +179822,7 @@ https://github.com/ahmetb/kubectx:
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   discovered_at: '2026-05-15T15:43:00Z'
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@@ -179862,7 +179862,7 @@ https://github.com/ahmetb/kubernetes-network-policy-recipes:
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   discovered_at: '2025-02-07T08:38:37Z'
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@@ -179905,7 +179905,7 @@ https://github.com/aidansteele/secretsctx:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:57.761273+02:00'
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@@ -179946,7 +179946,7 @@ https://github.com/aimhubio/aim:
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:26:46Z'
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@@ -179986,7 +179986,7 @@ https://github.com/airwallex/k8s-pod-restart-info-collector:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:57.341440+02:00'
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@@ -180027,7 +180027,7 @@ https://github.com/ajayk/drifter:
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+  last_checked: 1779033187
   needs_ai_refresh: true
   discovered_at: '2024-01-09T17:41:36Z'
   last_ai_eval: null
@@ -180065,7 +180065,7 @@ https://github.com/ajmyyra/ambassador-auth-oidc:
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+  last_checked: 1779031625
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:05.330648+02:00'
   last_ai_eval: null
@@ -180098,7 +180098,7 @@ https://github.com/akuity/awesome-argo:
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+  last_checked: 1779031406
   needs_ai_refresh: true
   discovered_at: '2026-02-28T03:02:12Z'
   last_ai_eval: null
@@ -180141,7 +180141,7 @@ https://github.com/akuity/kargo:
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   health_score: 100.0
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+  last_checked: 1779033436
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:29:29Z'
   last_ai_eval: null
@@ -180182,7 +180182,7 @@ https://github.com/akullpp/awesome-java:
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   health_score: 100.0
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+  last_checked: 1779031410
   needs_ai_refresh: true
   discovered_at: '2026-04-12T12:40:14Z'
   last_ai_eval: null
@@ -180228,7 +180228,7 @@ https://github.com/alcideio/advisor:
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-  last_checked: 1781736047.002076
+  last_checked: 1781736047
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.002076+02:00'
   last_ai_eval: null
@@ -180269,7 +180269,7 @@ https://github.com/alcideio/rbac-tool:
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   health_score: 100.0
-  last_checked: 1779032817.928272
+  last_checked: 1779032817
   needs_ai_refresh: true
   discovered_at: '2025-02-13T20:57:41Z'
   last_ai_eval: null
@@ -180309,7 +180309,7 @@ https://github.com/alcideio/skan:
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   health_score: 100.0
-  last_checked: 1779031901.12451
+  last_checked: 1779031901
   needs_ai_refresh: true
   discovered_at: '2023-03-03T16:29:28Z'
   last_ai_eval: null
@@ -180347,7 +180347,7 @@ https://github.com/alexdzyoba/ansible-jmx-exporter:
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   health_score: 100.0
-  last_checked: 1779030091.492558
+  last_checked: 1779030091
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:31.492558+02:00'
   last_ai_eval: null
@@ -180380,7 +180380,7 @@ https://github.com/alexellis/k3sup:
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   needs_ai_refresh: true
   discovered_at: '2026-03-05T11:13:15Z'
   last_ai_eval: null
@@ -180422,7 +180422,7 @@ https://github.com/alexellis/registry-creds:
   addition_method: manual
   content_hash: c98b4b125f09915c117c9fc31b1fb47b55b3ed10bba3571831ebbb24fcd19084
   health_score: 100.0
-  last_checked: 1779029243.251552
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   needs_ai_refresh: true
   discovered_at: '2024-12-21T13:24:00Z'
   last_ai_eval: null
@@ -180463,7 +180463,7 @@ https://github.com/alexellis/run-job:
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   content_hash: 15c4fd11e7ae38960f3112fa9957f3c4449d2f2dd58a635ef9f0c9877b25ba88
   health_score: 100.0
-  last_checked: 1779034502.551008
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   needs_ai_refresh: true
   discovered_at: '2024-08-13T22:32:56Z'
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@@ -180507,7 +180507,7 @@ https://github.com/aliesbelik/awesome-jmeter:
   addition_method: manual
   content_hash: d126061c974412126edf2a91603124c2a05f2a984e2dded6cd7e51725d0b907f
   health_score: 100.0
-  last_checked: 1779033400.732373
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   needs_ai_refresh: true
   discovered_at: '2026-05-05T22:22:40Z'
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@@ -180549,7 +180549,7 @@ https://github.com/allure-framework/allure2:
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   content_hash: 904874589c38dac686cfef5beed2a33eed33234405307bfd4478b46057c0924e
   health_score: 100.0
-  last_checked: 1779033610.068488
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:09:34Z'
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@@ -180590,7 +180590,7 @@ https://github.com/amazon-archives/aws-training-demo:
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   content_hash: 12ba405003f66717af427558892ecba6fc404c7a89e92fe1583a35c32d7cbee7
   health_score: 100.0
-  last_checked: 1779130494.953591
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   needs_ai_refresh: true
   discovered_at: '2019-04-09T21:26:39Z'
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@@ -180633,7 +180633,7 @@ https://github.com/amazon-archives/aws-waf-sample:
   addition_method: manual
   content_hash: ddea1ea4fcf5f9a5fc9a8369dd1679d8d2742aac6828d7ed28b950d09abcd140
   health_score: 100.0
-  last_checked: 1779130494.950593
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   needs_ai_refresh: true
   discovered_at: '2020-01-09T08:11:23Z'
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@@ -180674,7 +180674,7 @@ https://github.com/amelbakry/kubernetes-active-passive:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.790295+02:00'
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@@ -180714,7 +180714,7 @@ https://github.com/amitmavgupta/azure-terraform:
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   health_score: 100.0
-  last_checked: 1779031382.132294
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   needs_ai_refresh: true
   discovered_at: '2025-05-24T07:01:55Z'
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@@ -180756,7 +180756,7 @@ https://github.com/anchore/grype:
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-  last_checked: 1779034477.250398
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:56:32Z'
   last_ai_eval: null
@@ -180798,7 +180798,7 @@ https://github.com/anchore/syft:
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-  last_checked: 1779030407.644755
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:29:25Z'
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@@ -180836,7 +180836,7 @@ https://github.com/anderseknert/awesome-opa:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.255629+02:00'
   last_ai_eval: null
@@ -180870,7 +180870,7 @@ https://github.com/andreazorzetto/yh:
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   needs_ai_refresh: true
   discovered_at: '2020-12-14T09:49:42Z'
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@@ -180912,7 +180912,7 @@ https://github.com/andredesousa/devops-best-practices:
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   health_score: 100.0
-  last_checked: 1779029678.976163
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   needs_ai_refresh: true
   discovered_at: '2022-02-23T20:29:58Z'
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@@ -180955,7 +180955,7 @@ https://github.com/andrewpuch/nagios_setup:
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   health_score: 100.0
-  last_checked: 1781735876.210837
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.210837+02:00'
   last_ai_eval: null
@@ -180997,7 +180997,7 @@ https://github.com/andrewstetsenko/tech-jobs-with-relocation:
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   needs_ai_refresh: true
   discovered_at: '2026-03-19T14:04:47Z'
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@@ -181038,7 +181038,7 @@ https://github.com/anordal/shellharden/blob/master/how_to_do_things_safely_in_ba
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   discovered_at: '2026-01-05T06:45:45Z'
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@@ -181079,7 +181079,7 @@ https://github.com/ansible-collections:
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   health_score: 100.0
-  last_checked: 1779029323.149798
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:43.149798+02:00'
   last_ai_eval: null
@@ -181115,7 +181115,7 @@ https://github.com/ansible-collections/amazon.aws:
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   discovered_at: '2026-06-12T18:54:31Z'
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@@ -181155,7 +181155,7 @@ https://github.com/ansible-community/awesome-ansible:
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   discovered_at: '2026-06-02T08:28:40Z'
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@@ -181199,7 +181199,7 @@ https://github.com/ansible/awx:
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   discovered_at: '2026-06-12T18:32:08Z'
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@@ -181242,7 +181242,7 @@ https://github.com/ansible/awx-operator:
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@@ -181283,7 +181283,7 @@ https://github.com/ansistrano:
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@@ -181320,7 +181320,7 @@ https://github.com/anthonysterling/setec:
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@@ -181361,7 +181361,7 @@ https://github.com/antonarhipov/awesome-apm:
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@@ -181405,7 +181405,7 @@ https://github.com/antonbabenko/terraform-best-practices:
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   discovered_at: '2026-03-20T14:40:58Z'
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@@ -181450,7 +181450,7 @@ https://github.com/antonbabenko/terraform-skill:
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@@ -181492,7 +181492,7 @@ https://github.com/antonmedv/fx:
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   discovered_at: '2026-05-17T17:18:27.449300+02:00'
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@@ -181524,7 +181524,7 @@ https://github.com/antrea-io/antrea:
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   discovered_at: '2026-05-18T20:54:55.022310+02:00'
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@@ -181555,7 +181555,7 @@ https://github.com/apache/activemq-artemis:
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@@ -181590,7 +181590,7 @@ https://github.com/apache/apisix:
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@@ -181630,7 +181630,7 @@ https://github.com/apache/artemis:
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@@ -181674,7 +181674,7 @@ https://github.com/apache/dolphinscheduler:
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@@ -181714,7 +181714,7 @@ https://github.com/apache/maven-mvnd:
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@@ -181754,7 +181754,7 @@ https://github.com/apache/tomcat-jakartaee-migration:
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@@ -181795,7 +181795,7 @@ https://github.com/apicurio/apicurio-registry:
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@@ -181835,7 +181835,7 @@ https://github.com/apk8s/k3s-gitlab:
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@@ -181876,7 +181876,7 @@ https://github.com/aporia-ai/kubesurvival:
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@@ -181920,7 +181920,7 @@ https://github.com/aporia-ai/mlplatform-workshop:
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@@ -181961,7 +181961,7 @@ https://github.com/app-sre/qontract-server:
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@@ -181999,7 +181999,7 @@ https://github.com/appscode/guard:
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@@ -182031,7 +182031,7 @@ https://github.com/appvia/cosign-keyless-admission-webhook:
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   discovered_at: '2026-06-11T13:01:32Z'
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@@ -182069,7 +182069,7 @@ https://github.com/appvia/kev:
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   discovered_at: '2026-05-17T17:50:20.021828+02:00'
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@@ -182103,7 +182103,7 @@ https://github.com/appvia/krane:
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   discovered_at: '2026-02-13T15:57:57Z'
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@@ -182148,7 +182148,7 @@ https://github.com/appvia/tako:
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+  last_checked: 1779130494
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   discovered_at: '2026-01-22T20:30:49Z'
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@@ -182189,7 +182189,7 @@ https://github.com/aquasecurity/cloudsec-icons:
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+  last_checked: 1781735900
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.813049+02:00'
   last_ai_eval: null
@@ -182230,7 +182230,7 @@ https://github.com/aquasecurity/kube-bench:
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+  last_checked: 1779030849
   needs_ai_refresh: true
   discovered_at: '2026-06-09T06:03:33Z'
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@@ -182270,7 +182270,7 @@ https://github.com/aquasecurity/kube-hunter:
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+  last_checked: 1779034273
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:13.681480+02:00'
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@@ -182305,7 +182305,7 @@ https://github.com/aquasecurity/starboard:
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   health_score: 100.0
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+  last_checked: 1779031147
   needs_ai_refresh: true
   discovered_at: '2026-06-10T12:05:58Z'
   last_ai_eval: null
@@ -182347,7 +182347,7 @@ https://github.com/aquasecurity/trivy:
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@@ -182769,7 +182769,7 @@ https://github.com/armory/minnaker:
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@@ -182807,7 +182807,7 @@ https://github.com/armosec/kubescape:
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@@ -182838,7 +182838,7 @@ https://github.com/armosec/regolibrary:
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@@ -182957,7 +182957,7 @@ https://github.com/arun-gupta/docker-jenkins-pipeline:
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@@ -184208,7 +184208,7 @@ https://github.com/aws-samples/aws-eks-accelerator-for-terraform:
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@@ -184241,7 +184241,7 @@ https://github.com/aws-samples/aws-network-hub-for-terraform:
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@@ -184283,7 +184283,7 @@ https://github.com/aws-samples/aws-secrets-manager-hybrid-secret-replication-fro
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@@ -184321,7 +184321,7 @@ https://github.com/aws-samples/aws-training-demo:
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@@ -184354,7 +184354,7 @@ https://github.com/aws-samples/aws-waf-ops-dashboards:
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@@ -184395,7 +184395,7 @@ https://github.com/aws-samples/hardeneks:
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@@ -184437,7 +184437,7 @@ https://github.com/aws-samples/kubernetes-log4j-cve-2021-44228-node-agent:
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@@ -184477,7 +184477,7 @@ https://github.com/aws-samples/resource-tagging-automation:
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@@ -184519,7 +184519,7 @@ https://github.com/aws-samples/serverless-java-frameworks-samples:
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@@ -184559,7 +184559,7 @@ https://github.com/aws-samples/service-catalog-engine-for-terraform-os:
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@@ -184600,7 +184600,7 @@ https://github.com/aws-samples/service-control-policy-examples:
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@@ -184642,7 +184642,7 @@ https://github.com/aws-samples/visualize-iam-access-analyzer-policy-validation-f
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@@ -184683,7 +184683,7 @@ https://github.com/aws-samples/well-architected-iac-analyzer:
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@@ -184726,7 +184726,7 @@ https://github.com/aws-solutions/aws-waf-security-automations:
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   needs_ai_refresh: false
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@@ -184767,7 +184767,7 @@ https://github.com/aws/amazon-ec2-metadata-mock:
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   needs_ai_refresh: true
   discovered_at: '2026-05-26T18:01:53Z'
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@@ -184808,7 +184808,7 @@ https://github.com/aws/amazon-eks-pod-identity-webhook:
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   discovered_at: '2026-06-08T23:20:14Z'
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@@ -184848,7 +184848,7 @@ https://github.com/aws/aws-node-termination-handler:
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   discovered_at: '2026-06-10T18:00:49Z'
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@@ -184890,7 +184890,7 @@ https://github.com/aws/containers-roadmap:
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   needs_ai_refresh: true
   discovered_at: '2025-03-25T18:13:16Z'
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@@ -184931,7 +184931,7 @@ https://github.com/aws/eks-anywhere:
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   discovered_at: '2026-06-12T21:57:52Z'
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@@ -184973,7 +184973,7 @@ https://github.com/aws/eks-charts:
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@@ -185013,7 +185013,7 @@ https://github.com/aws/eks-distro:
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@@ -185055,7 +185055,7 @@ https://github.com/aws/karpenter-provider-aws:
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@@ -185097,7 +185097,7 @@ https://github.com/aws/secrets-store-csi-driver-provider-aws:
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@@ -185140,7 +185140,7 @@ https://github.com/awslabs:
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@@ -185181,7 +185181,7 @@ https://github.com/awslabs/amazon-ecr-credential-helper:
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@@ -185221,7 +185221,7 @@ https://github.com/awslabs/amazon-eks-ami/issues/183:
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@@ -185262,7 +185262,7 @@ https://github.com/awslabs/amazon-s3-tar-tool:
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@@ -185306,7 +185306,7 @@ https://github.com/awslabs/assisted-log-enabler-for-aws:
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@@ -185348,7 +185348,7 @@ https://github.com/awslabs/aws-cloudsaga:
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@@ -185391,7 +185391,7 @@ https://github.com/awslabs/aws-kubernetes-migration-factory:
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@@ -185430,7 +185430,7 @@ https://github.com/awslabs/aws-waf-sample:
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@@ -185465,7 +185465,7 @@ https://github.com/awslabs/cdk-eks-blueprints:
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@@ -185503,7 +185503,7 @@ https://github.com/awslabs/cdk8s:
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@@ -185536,7 +185536,7 @@ https://github.com/awslabs/cognito-at-edge:
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@@ -185576,7 +185576,7 @@ https://github.com/awslabs/diagram-as-code:
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@@ -185617,7 +185617,7 @@ https://github.com/awslabs/eks-node-viewer:
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@@ -185656,7 +185656,7 @@ https://github.com/awslabs/karpenter:
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@@ -185689,7 +185689,7 @@ https://github.com/awslabs/specctl:
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@@ -185730,7 +185730,7 @@ https://github.com/awslabs/sustainability-scanner:
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@@ -185771,7 +185771,7 @@ https://github.com/awslabs/terraform-iam-policy-validator:
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@@ -185814,7 +185814,7 @@ https://github.com/aylei/kubectl-debug:
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@@ -185856,7 +185856,7 @@ https://github.com/azohra/yaml.sh:
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@@ -185901,7 +185901,7 @@ https://github.com/azsk/DevOpsKit:
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@@ -185943,7 +185943,7 @@ https://github.com/azsk/DevOpsKit-docs:
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@@ -185983,7 +185983,7 @@ https://github.com/azure-devops:
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@@ -186018,7 +186018,7 @@ https://github.com/azure-samples/avm-terraform-labs:
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   discovered_at: '2026-05-17T18:16:00.662810+02:00'
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@@ -186052,7 +186052,7 @@ https://github.com/azure/fleet:
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   discovered_at: '2026-06-10T09:34:42Z'
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@@ -186093,7 +186093,7 @@ https://github.com/azure/mission-critical-online:
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   needs_ai_refresh: true
   discovered_at: '2025-01-14T14:51:10Z'
   last_ai_eval: null
@@ -186134,7 +186134,7 @@ https://github.com/backstage/backstage:
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T23:59:39Z'
   last_ai_eval: null
@@ -186175,7 +186175,7 @@ https://github.com/backube/volsync:
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   discovered_at: '2026-06-10T18:53:51Z'
   last_ai_eval: null
@@ -186218,7 +186218,7 @@ https://github.com/badarsebard/terraforge:
   addition_method: manual
   content_hash: 63b99ff9036bd2923354bac610bb21034167f0275a775b70206cc8bd62902b83
   health_score: 100.0
-  last_checked: 1779030611.477836
+  last_checked: 1779030611
   needs_ai_refresh: true
   discovered_at: '2024-06-24T01:36:03Z'
   last_ai_eval: null
@@ -186260,7 +186260,7 @@ https://github.com/bank-vaults/bank-vaults:
   addition_method: manual
   content_hash: 82cc5a2a6f76cd56252c4ff64ac9970ca7e76551690aa752a0ff821067b4d0a8
   health_score: 100.0
-  last_checked: 1779030365.264715
+  last_checked: 1779030365
   needs_ai_refresh: true
   discovered_at: '2026-06-07T18:48:59Z'
   last_ai_eval: null
@@ -186301,7 +186301,7 @@ https://github.com/banzaicloud/dast-operator:
   addition_method: manual
   content_hash: 33d4bf37c50364106e93e54bbb6629dcda56920719fa4685e7a3b4d4bbc7e167
   health_score: 100.0
-  last_checked: 1779029950.675669
+  last_checked: 1779029950
   needs_ai_refresh: true
   discovered_at: '2023-04-05T09:57:11Z'
   last_ai_eval: null
@@ -186340,7 +186340,7 @@ https://github.com/banzaicloud/kafka-operator:
   addition_method: manual
   content_hash: ea86f213227b0ac761ebd947b56dd615515e6061bbfe225846dc1b0b7d55ac79
   health_score: 100.0
-  last_checked: 1779032388.870495
+  last_checked: 1779032388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.870495+02:00'
   last_ai_eval: null
@@ -186375,7 +186375,7 @@ https://github.com/banzaicloud/koperator:
   addition_method: manual
   content_hash: a087e59f4d2d26c4447ca0a27691b91675be891624781a74d1248472b4f29042
   health_score: 100.0
-  last_checked: 1779130495.029853
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2025-03-11T08:20:50Z'
   last_ai_eval: null
@@ -186416,7 +186416,7 @@ https://github.com/banzaicloud/thanos-operator:
   addition_method: manual
   content_hash: a6b7f7dbe7bbbfe7aa995b7e9f3a74874903bfe55c21106c1ac3e19c8598d823
   health_score: 100.0
-  last_checked: 1779030000.994849
+  last_checked: 1779030000
   needs_ai_refresh: true
   discovered_at: '2024-01-19T15:02:07Z'
   last_ai_eval: null
@@ -186458,7 +186458,7 @@ https://github.com/bbl/secretize:
   addition_method: manual
   content_hash: aaaf92a6d099ab669769db6ea68561457fca407d63fcc8e7879ab54790ade02e
   health_score: 100.0
-  last_checked: 1779030810.131385
+  last_checked: 1779030810
   needs_ai_refresh: true
   discovered_at: '2026-04-07T17:05:26Z'
   last_ai_eval: null
@@ -186500,7 +186500,7 @@ https://github.com/bcicen/ctop:
   addition_method: manual
   content_hash: 81e1a5f56cdb13c1a00083103c9715c784866560a1c72dd62b5e15ed4f3a7c63
   health_score: 100.0
-  last_checked: 1779030423.028074
+  last_checked: 1779030423
   needs_ai_refresh: true
   discovered_at: '2024-07-08T11:15:48Z'
   last_ai_eval: null
@@ -186540,7 +186540,7 @@ https://github.com/bee-travels/openapi-comment-parser:
   addition_method: manual
   content_hash: 8d1464d334295697793b039a4e2b455df6768ddbc8c960dfda7e341ff0912c54
   health_score: 100.0
-  last_checked: 1779031648.157656
+  last_checked: 1779031648
   needs_ai_refresh: true
   discovered_at: '2023-01-07T18:19:12Z'
   last_ai_eval: null
@@ -186582,7 +186582,7 @@ https://github.com/benc-uk/kubeview:
   addition_method: manual
   content_hash: 2611a5a8c8fd23c3f7733eb5190b56b0ae6a3e4d45fdcdf6762fefff4846d545
   health_score: 100.0
-  last_checked: 1779029613.634058
+  last_checked: 1779029613
   needs_ai_refresh: true
   discovered_at: '2026-04-02T12:56:10Z'
   last_ai_eval: null
@@ -186623,7 +186623,7 @@ https://github.com/binhnguyennus/awesome-scalability:
   addition_method: manual
   content_hash: d30178979d8ff158c75f71a54cc4423ffc9d6a06ad35eae9fb6b5ca1813913d2
   health_score: 100.0
-  last_checked: 1779034116.671908
+  last_checked: 1779034116
   needs_ai_refresh: true
   discovered_at: '2026-01-04T03:51:47Z'
   last_ai_eval: null
@@ -186663,7 +186663,7 @@ https://github.com/biosimulations/biosimulations:
   addition_method: manual
   content_hash: d94d1b623ca4b6c1534f95fe0ace391867b6c7dd180d664292d381c91f91c3ac
   health_score: 100.0
-  last_checked: 1779034560.76264
+  last_checked: 1779034560
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.762640+02:00'
   last_ai_eval: null
@@ -186696,7 +186696,7 @@ https://github.com/biosimulations/deployment:
   addition_method: manual
   content_hash: fa5a8e09045193aa8dcccdc5df9a0b16bb458338531eb5eaf3481c97d5190a86
   health_score: 100.0
-  last_checked: 1779031429.483259
+  last_checked: 1779031429
   needs_ai_refresh: true
   discovered_at: '2026-06-02T17:56:29Z'
   last_ai_eval: null
@@ -186737,7 +186737,7 @@ https://github.com/bit-cloner/ecrcp:
   addition_method: manual
   content_hash: 7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944
   health_score: 100.0
-  last_checked: 1781735876.184876
+  last_checked: 1781735876
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.184876+02:00'
   last_ai_eval: null
@@ -186779,7 +186779,7 @@ https://github.com/bit-cloner/kcg:
   addition_method: manual
   content_hash: 5b3f063a63c487a1455c56e4d74e4214f90f370d82129b35e550a4ee325eabd6
   health_score: 100.0
-  last_checked: 1779032017.519166
+  last_checked: 1779032017
   needs_ai_refresh: true
   discovered_at: '2021-04-29T17:01:09Z'
   last_ai_eval: null
@@ -186819,7 +186819,7 @@ https://github.com/bit-cloner/poke:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736068.408561
+  last_checked: 1781736068
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.408561+02:00'
   last_ai_eval: null
@@ -186857,7 +186857,7 @@ https://github.com/bitnami-labs/kubewatch:
   addition_method: manual
   content_hash: 86a2aadcf296a2d87fd6d458ec25b123a24e9270ed6027c8971ef1649221acb8
   health_score: 100.0
-  last_checked: 1779032046.612078
+  last_checked: 1779032046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:06.612078+02:00'
   last_ai_eval: null
@@ -186888,7 +186888,7 @@ https://github.com/bitnami/kubecfg:
   addition_method: manual
   content_hash: bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53
   health_score: 100.0
-  last_checked: 1779030874.465106
+  last_checked: 1779030874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:34.465106+02:00'
   last_ai_eval: null
@@ -186921,7 +186921,7 @@ https://github.com/blendle/kubecrt:
   addition_method: manual
   content_hash: a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa
   health_score: 100.0
-  last_checked: 1779033072.288029
+  last_checked: 1779033072
   needs_ai_refresh: true
   discovered_at: '2023-03-07T02:59:09Z'
   last_ai_eval: null
@@ -186961,7 +186961,7 @@ https://github.com/bloomberg/goldpinger:
   addition_method: manual
   content_hash: 5a906ec37741f8a82781e9e2c6196860fcb8b11251866231046ab986fc61ee7c
   health_score: 100.0
-  last_checked: 1779033479.819298
+  last_checked: 1779033479
   needs_ai_refresh: true
   discovered_at: '2026-04-23T15:38:04Z'
   last_ai_eval: null
@@ -187002,7 +187002,7 @@ https://github.com/bloomberg/memray:
   addition_method: manual
   content_hash: 9be53de03b150e560c31ef702fbf954ed599304266538a270b551a89cac52663
   health_score: 100.0
-  last_checked: 1779033716.267429
+  last_checked: 1779033716
   needs_ai_refresh: true
   discovered_at: '2026-06-12T00:32:27Z'
   last_ai_eval: null
@@ -187040,7 +187040,7 @@ https://github.com/bluefrg/bitbucket-auto-merge:
   addition_method: manual
   content_hash: 2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9
   health_score: 100.0
-  last_checked: 1779031401.855193
+  last_checked: 1779031401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.855193+02:00'
   last_ai_eval: null
@@ -187073,7 +187073,7 @@ https://github.com/bluxmit/alnoda-workspaces:
   addition_method: manual
   content_hash: 5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a
   health_score: 100.0
-  last_checked: 1779030363.631156
+  last_checked: 1779030363
   needs_ai_refresh: true
   discovered_at: '2023-07-30T07:49:59Z'
   last_ai_eval: null
@@ -187114,7 +187114,7 @@ https://github.com/bmaynard/kubevol:
   addition_method: manual
   content_hash: 6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2
   health_score: 100.0
-  last_checked: 1779033162.982047
+  last_checked: 1779033162
   needs_ai_refresh: true
   discovered_at: '2023-02-06T23:46:43Z'
   last_ai_eval: null
@@ -187156,7 +187156,7 @@ https://github.com/bmuschko/ckad-crash-course:
   addition_method: manual
   content_hash: 036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334
   health_score: 100.0
-  last_checked: 1781736221.597742
+  last_checked: 1781736221
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:41.597742+02:00'
   last_ai_eval: null
@@ -187197,7 +187197,7 @@ https://github.com/bmuschko/ckad-prep:
   addition_method: manual
   content_hash: a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a
   health_score: 100.0
-  last_checked: 1781736221.669955
+  last_checked: 1781736221
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:41.669955+02:00'
   last_ai_eval: null
@@ -187238,7 +187238,7 @@ https://github.com/bodywork-ml/bodywork-core:
   addition_method: manual
   content_hash: b5aea08cb00293bda96f65851a9a2191c197bdc9e4ef09bee42e3ce3d88ad27c
   health_score: 100.0
-  last_checked: 1779030862.083108
+  last_checked: 1779030862
   needs_ai_refresh: true
   discovered_at: '2023-08-18T06:42:48Z'
   last_ai_eval: null
@@ -187278,7 +187278,7 @@ https://github.com/boltops-tools/kubes:
   addition_method: manual
   content_hash: 52c8136ce905cca1e7d8ac95bd4c0bb87c81ae772e3ebb054d4af61ff4445a7b
   health_score: 100.0
-  last_checked: 1779032922.834905
+  last_checked: 1779032922
   needs_ai_refresh: true
   discovered_at: '2025-04-24T01:47:46Z'
   last_ai_eval: null
@@ -187318,7 +187318,7 @@ https://github.com/borchero/meerkat:
   addition_method: manual
   content_hash: da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420
   health_score: 100.0
-  last_checked: 1779030559.048538
+  last_checked: 1779030559
   needs_ai_refresh: true
   discovered_at: '2020-12-31T13:19:58Z'
   last_ai_eval: null
@@ -187360,7 +187360,7 @@ https://github.com/borchero/switchboard:
   addition_method: manual
   content_hash: 39bbd3ced60c70fc8cf5abb1d81edbc2300273c700e94076b63b58310ab7b47f
   health_score: 100.0
-  last_checked: 1779029821.237307
+  last_checked: 1779029821
   needs_ai_refresh: true
   discovered_at: '2026-06-11T14:45:12Z'
   last_ai_eval: null
@@ -187403,7 +187403,7 @@ https://github.com/bors-ng/bors-ng:
   addition_method: manual
   content_hash: 48e086288c13aad192af64884162e420699e25d3b1cc8799cc1fd6a7b757a1f4
   health_score: 100.0
-  last_checked: 1779033339.422186
+  last_checked: 1779033339
   needs_ai_refresh: true
   discovered_at: '2024-04-04T12:24:44Z'
   last_ai_eval: null
@@ -187445,7 +187445,7 @@ https://github.com/boto/boto:
   addition_method: manual
   content_hash: cd49b06eb73f2532fc7eaa4832fa7c174c39ae36458bb191e5e06e18e6aa3f92
   health_score: 100.0
-  last_checked: 1779033828.018393
+  last_checked: 1779033828
   needs_ai_refresh: true
   discovered_at: '2024-01-12T23:46:55Z'
   last_ai_eval: null
@@ -187487,7 +187487,7 @@ https://github.com/box/kube-exec-controller:
   addition_method: manual
   content_hash: ba337139c4a519fc7bbfdfbad8a550898ae48d5fe9f6d34e00f111de9566c220
   health_score: 100.0
-  last_checked: 1779031141.446343
+  last_checked: 1779031141
   needs_ai_refresh: true
   discovered_at: '2021-12-02T07:48:57Z'
   last_ai_eval: null
@@ -187532,7 +187532,7 @@ https://github.com/box/kube-iptables-tailer:
   addition_method: manual
   content_hash: c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0
   health_score: 100.0
-  last_checked: 1779031808.40008
+  last_checked: 1779031808
   needs_ai_refresh: true
   discovered_at: '2024-08-12T08:40:33Z'
   last_ai_eval: null
@@ -187573,7 +187573,7 @@ https://github.com/bpftrace/bpftrace:
   addition_method: manual
   content_hash: 37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75
   health_score: 100.0
-  last_checked: 1779130494.945061
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:56:16Z'
   last_ai_eval: null
@@ -187615,7 +187615,7 @@ https://github.com/bregman-arie/devops-exercises:
   addition_method: manual
   content_hash: 74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1
   health_score: 100.0
-  last_checked: 1779032104.420803
+  last_checked: 1779032104
   needs_ai_refresh: true
   discovered_at: '2025-12-27T14:22:30Z'
   last_ai_eval: null
@@ -187660,7 +187660,7 @@ https://github.com/bregman-arie/devops-resources:
   addition_method: manual
   content_hash: 9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea
   health_score: 100.0
-  last_checked: 1781736123.10989
+  last_checked: 1781736123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.109890+02:00'
   last_ai_eval: null
@@ -187703,7 +187703,7 @@ https://github.com/brennerm/uptimerobot-operator:
   addition_method: manual
   content_hash: 019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe
   health_score: 100.0
-  last_checked: 1779033051.346743
+  last_checked: 1779033051
   needs_ai_refresh: true
   discovered_at: '2023-11-14T16:27:12Z'
   last_ai_eval: null
@@ -187746,7 +187746,7 @@ https://github.com/bridgecrewio/AirIAM:
   addition_method: manual
   content_hash: 09ac371fb9ddc2a4b26fbab44ac8cee1b1d19e6581f91e3655a4ee002aea67b4
   health_score: 100.0
-  last_checked: 1779029341.51882
+  last_checked: 1779029341
   needs_ai_refresh: true
   discovered_at: '2025-03-18T19:37:06Z'
   last_ai_eval: null
@@ -187786,7 +187786,7 @@ https://github.com/bridgecrewio/checkov:
   addition_method: manual
   content_hash: 98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df
   health_score: 100.0
-  last_checked: 1779032177.951332
+  last_checked: 1779032177
   needs_ai_refresh: true
   discovered_at: '2026-06-11T23:29:10Z'
   last_ai_eval: null
@@ -187826,7 +187826,7 @@ https://github.com/bridgecrewio/helm-scanner:
   addition_method: manual
   content_hash: e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220
   health_score: 100.0
-  last_checked: 1781735960.993193
+  last_checked: 1781735960
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:20.993193+02:00'
   last_ai_eval: null
@@ -187867,7 +187867,7 @@ https://github.com/bryanl/sheaf:
   addition_method: manual
   content_hash: f4297ddb49eb511e4a452c5b03a9cb0d21652bf0840a5e689d129dcd030cf413
   health_score: 100.0
-  last_checked: 1779030954.971259
+  last_checked: 1779030954
   needs_ai_refresh: true
   discovered_at: '2020-07-17T14:43:40Z'
   last_ai_eval: null
@@ -187909,7 +187909,7 @@ https://github.com/buger/jsonparser:
   addition_method: manual
   content_hash: 2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a
   health_score: 100.0
-  last_checked: 1779029243.300124
+  last_checked: 1779029243
   needs_ai_refresh: true
   discovered_at: '2026-05-03T11:10:14Z'
   last_ai_eval: null
@@ -187949,7 +187949,7 @@ https://github.com/burrsutter/9stepsawesome:
   addition_method: manual
   content_hash: 2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d
   health_score: 100.0
-  last_checked: 1779032793.514004
+  last_checked: 1779032793
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:33.514004+02:00'
   last_ai_eval: null
@@ -187982,7 +187982,7 @@ https://github.com/bytebase/bytebase:
   addition_method: manual
   content_hash: dac4c79ad7a36b978bd40c9488b8c26ac8289977234555e87c7d984d001cc0e1
   health_score: 100.0
-  last_checked: 1779031983.379843
+  last_checked: 1779031983
   needs_ai_refresh: true
   discovered_at: '2026-06-12T07:19:02Z'
   last_ai_eval: null
@@ -188022,7 +188022,7 @@ https://github.com/c0dyhi11/k3s-linkerd:
   addition_method: manual
   content_hash: 01640813ce20a74bfa917c6f312443d87d58ecca493ab67478623e7f79309bbc
   health_score: 100.0
-  last_checked: 1779034560.603876
+  last_checked: 1779034560
   needs_ai_refresh: true
   discovered_at: '2020-04-12T04:12:17Z'
   last_ai_eval: null
@@ -188062,7 +188062,7 @@ https://github.com/cakehappens/seaworthy:
   addition_method: manual
   content_hash: 13613895efb1f252ebf742e03ce27c20811105d3ab39cd0b5f0332e030409444
   health_score: 100.0
-  last_checked: 1779031143.112273
+  last_checked: 1779031143
   needs_ai_refresh: true
   discovered_at: '2020-08-10T01:10:04Z'
   last_ai_eval: null
@@ -188103,7 +188103,7 @@ https://github.com/caldito/soup:
   addition_method: manual
   content_hash: 3ae1c1f73278dacc640a6963eaddb565d6ae116f3322ba070c03c08347d75fe1
   health_score: 100.0
-  last_checked: 1779030573.094513
+  last_checked: 1779030573
   needs_ai_refresh: true
   discovered_at: '2022-04-19T16:53:22Z'
   last_ai_eval: null
@@ -188144,7 +188144,7 @@ https://github.com/calvin-puram/awesome-kubernetes-operator-resources:
   addition_method: manual
   content_hash: 713b023d78076df0736c083ea7910ceaa405c6373f07b36e45f409fc7aae2b36
   health_score: 100.0
-  last_checked: 1779033314.009573
+  last_checked: 1779033314
   needs_ai_refresh: true
   discovered_at: '2026-04-25T08:57:34Z'
   last_ai_eval: null
@@ -188186,7 +188186,7 @@ https://github.com/carlosedp/cluster-monitoring:
   addition_method: manual
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-  last_checked: 1779032950.415483
+  last_checked: 1779032950
   needs_ai_refresh: true
   discovered_at: '2025-08-22T22:59:09Z'
   last_ai_eval: null
@@ -188229,7 +188229,7 @@ https://github.com/carlosedp/lbconfig-operator:
   addition_method: manual
   content_hash: 0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83
   health_score: 100.0
-  last_checked: 1779029569.959552
+  last_checked: 1779029569
   needs_ai_refresh: true
   discovered_at: '2026-03-01T22:30:31Z'
   last_ai_eval: null
@@ -188269,7 +188269,7 @@ https://github.com/carlosonunez/k8s-harness:
   addition_method: manual
   content_hash: 43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49
   health_score: 100.0
-  last_checked: 1781736046.805986
+  last_checked: 1781736046
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.805986+02:00'
   last_ai_eval: null
@@ -188310,7 +188310,7 @@ https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure:
   addition_method: manual
   content_hash: 1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f
   health_score: 100.0
-  last_checked: 1781736026.492038
+  last_checked: 1781736026
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.492038+02:00'
   last_ai_eval: null
@@ -188353,7 +188353,7 @@ https://github.com/cavaliercoder/vpc-free:
   addition_method: manual
   content_hash: 6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac
   health_score: 100.0
-  last_checked: 1779030538.95954
+  last_checked: 1779030538
   needs_ai_refresh: true
   discovered_at: '2019-06-26T00:24:45Z'
   last_ai_eval: null
@@ -188394,7 +188394,7 @@ https://github.com/cdk8s-team/cdk8s:
   addition_method: manual
   content_hash: 4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b
   health_score: 100.0
-  last_checked: 1779030249.068965
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:24:27Z'
   last_ai_eval: null
@@ -188437,7 +188437,7 @@ https://github.com/ceph/ceph:
   addition_method: manual
   content_hash: 5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925
   health_score: 100.0
-  last_checked: 1779032091.758094
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T22:54:53Z'
   last_ai_eval: null
@@ -188481,7 +188481,7 @@ https://github.com/cert-manager/approver-policy:
   addition_method: manual
   content_hash: 331ac73ab670293dd3c50c8119d2b9707a74e38e0b59e4fdd59484c9f5a7c8c3
   health_score: 100.0
-  last_checked: 1779130494.987464
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T09:32:17Z'
   last_ai_eval: null
@@ -188522,7 +188522,7 @@ https://github.com/cert-manager/cert-manager:
   addition_method: manual
   content_hash: d2ec3a0583b0d999c41e17df6d4ddf7762a9bc25a361a2a78db3913473d65e6f
   health_score: 100.0
-  last_checked: 1779031538.302991
+  last_checked: 1779031538
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:07:13Z'
   last_ai_eval: null
@@ -188561,7 +188561,7 @@ https://github.com/cert-manager/policy-approver:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033922.322064
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:22.322064+02:00'
   last_ai_eval: null
@@ -188595,7 +188595,7 @@ https://github.com/chaos-mesh/chaos-mesh:
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   content_hash: dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70
   health_score: 100.0
-  last_checked: 1779029884.019297
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:21:53Z'
   last_ai_eval: null
@@ -188636,7 +188636,7 @@ https://github.com/chaosblade-io/chaosblade:
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   health_score: 100.0
-  last_checked: 1779034531.455632
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:23:13Z'
   last_ai_eval: null
@@ -188678,7 +188678,7 @@ https://github.com/charlax/professional-programming:
   addition_method: manual
   content_hash: f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c
   health_score: 100.0
-  last_checked: 1779032232.444685
+  last_checked: 1779032232
   needs_ai_refresh: true
   discovered_at: '2026-06-08T00:03:16Z'
   last_ai_eval: null
@@ -188720,7 +188720,7 @@ https://github.com/che-samples:
   addition_method: manual
   content_hash: 61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350
   health_score: 100.0
-  last_checked: 1779029487.394237
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:27.394237+02:00'
   last_ai_eval: null
@@ -188756,7 +188756,7 @@ https://github.com/chen-keinan/mesh-kridik:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1779388598.360252
+  last_checked: 1779388598
   needs_ai_refresh: false
   discovered_at: '2024-12-09T16:56:32Z'
   last_ai_eval: null
@@ -188795,7 +188795,7 @@ https://github.com/chenjd/terraform-101:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1781735921.282199
+  last_checked: 1781735921
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.282199+02:00'
   last_ai_eval: null
@@ -188836,7 +188836,7 @@ https://github.com/chenjiandongx/kubectl-count:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029475.748512
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   needs_ai_refresh: true
   discovered_at: '2022-08-02T06:39:24Z'
   last_ai_eval: null
@@ -188876,7 +188876,7 @@ https://github.com/chenjiandongx/kubectl-images:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031844.831167
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   needs_ai_refresh: true
   discovered_at: '2026-03-19T03:56:28Z'
   last_ai_eval: null
@@ -188917,7 +188917,7 @@ https://github.com/chmouel/kss:
   addition_method: manual
   content_hash: c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac
   health_score: 100.0
-  last_checked: 1779030350.609245
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   needs_ai_refresh: true
   discovered_at: '2026-01-31T17:46:22Z'
   last_ai_eval: null
@@ -188957,7 +188957,7 @@ https://github.com/chr-fritz/csi-sshfs:
   addition_method: manual
   content_hash: a158dd061ff0926b72df24dc12c73014a8233f0f9c7485cb7cfc93ed9b4959a6
   health_score: 100.0
-  last_checked: 1779030025.31795
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   needs_ai_refresh: true
   discovered_at: '2020-01-29T21:18:12Z'
   last_ai_eval: null
@@ -188998,7 +188998,7 @@ https://github.com/chrislusf/seaweedfs:
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   health_score: 100.0
-  last_checked: 1779031465.098359
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T06:18:52Z'
   last_ai_eval: null
@@ -189039,7 +189039,7 @@ https://github.com/chrisns/cosign-keyless-demo:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033422.204265
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   needs_ai_refresh: true
   discovered_at: '2023-01-31T22:31:51Z'
   last_ai_eval: null
@@ -189080,7 +189080,7 @@ https://github.com/chrisns/k8s-opa-boilerplate:
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   health_score: 100.0
-  last_checked: 1779033773.44563
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   needs_ai_refresh: true
   discovered_at: '2026-06-02T18:15:17Z'
   last_ai_eval: null
@@ -189120,7 +189120,7 @@ https://github.com/christopherhein/awesome-eks:
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   content_hash: 93a9e5db618cb592b0f77817d16fab80c32bf37548e360f8f15b7b0d147ee9df
   health_score: 100.0
-  last_checked: 1779031147.182302
+  last_checked: 1779031147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:07.182302+02:00'
   last_ai_eval: null
@@ -189153,7 +189153,7 @@ https://github.com/cicdops/awesome-ciandcd:
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   health_score: 100.0
-  last_checked: 1779031026.336316
+  last_checked: 1779031026
   needs_ai_refresh: true
   discovered_at: '2026-04-14T12:29:54Z'
   last_ai_eval: null
@@ -189197,7 +189197,7 @@ https://github.com/cilium/tetragon:
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   health_score: 100.0
-  last_checked: 1779031109.34794
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:06:49Z'
   last_ai_eval: null
@@ -189238,7 +189238,7 @@ https://github.com/cinhtau/sonatype-nexus-waffle:
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   health_score: 100.0
-  last_checked: 1779029613.712683
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   needs_ai_refresh: true
   discovered_at: '2019-05-17T19:12:19Z'
   last_ai_eval: null
@@ -189279,7 +189279,7 @@ https://github.com/circa10a/terraform-provider-mailform:
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   health_score: 100.0
-  last_checked: 1779032157.692018
+  last_checked: 1779032157
   needs_ai_refresh: true
   discovered_at: '2025-11-12T03:06:44Z'
   last_ai_eval: null
@@ -189320,7 +189320,7 @@ https://github.com/cisagov/log4j-scanner:
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   health_score: 100.0
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+  last_checked: 1781735930
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:50.041245+02:00'
   last_ai_eval: null
@@ -189362,7 +189362,7 @@ https://github.com/ckotzbauer/chekr:
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   health_score: 100.0
-  last_checked: 1779031126.358947
+  last_checked: 1779031126
   needs_ai_refresh: true
   discovered_at: '2023-09-16T06:23:32Z'
   last_ai_eval: null
@@ -189404,7 +189404,7 @@ https://github.com/ckotzbauer/chekr/issues/61:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779034500
   needs_ai_refresh: true
   discovered_at: '2023-09-16T06:23:32Z'
   last_ai_eval: null
@@ -189444,7 +189444,7 @@ https://github.com/ckotzbauer/vulnerability-operator:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032255.36903
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:29:42Z'
   last_ai_eval: null
@@ -189485,7 +189485,7 @@ https://github.com/clanktron/k3s-ansible:
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   health_score: 100.0
-  last_checked: 1779032017.760185
+  last_checked: 1779032017
   needs_ai_refresh: true
   discovered_at: '2022-09-15T05:51:01Z'
   last_ai_eval: null
@@ -189523,7 +189523,7 @@ https://github.com/clastix/capsule:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029310.269362
+  last_checked: 1779029310
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   discovered_at: '2026-05-17T16:48:30.269362+02:00'
   last_ai_eval: null
@@ -189554,7 +189554,7 @@ https://github.com/cli/cli:
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   health_score: 100.0
-  last_checked: 1779032920.669238
+  last_checked: 1779032920
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:40.669238+02:00'
   last_ai_eval: null
@@ -189588,7 +189588,7 @@ https://github.com/cloud-ark/caastle:
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-  last_checked: 1779031356.698778
+  last_checked: 1779031356
   needs_ai_refresh: true
   discovered_at: '2018-10-29T16:57:29Z'
   last_ai_eval: null
@@ -189628,7 +189628,7 @@ https://github.com/cloud-ark/kubeplus:
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   health_score: 100.0
-  last_checked: 1779030021.248257
+  last_checked: 1779030021
   needs_ai_refresh: true
   discovered_at: '2026-06-03T15:05:24Z'
   last_ai_eval: null
@@ -189671,7 +189671,7 @@ https://github.com/cloud-bulldozer/benchmark-operator:
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   health_score: 100.0
-  last_checked: 1779034521.536349
+  last_checked: 1779034521
   needs_ai_refresh: true
   discovered_at: '2025-05-28T10:48:27Z'
   last_ai_eval: null
@@ -189712,7 +189712,7 @@ https://github.com/cloud-bulldozer/kube-burner:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031026
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   discovered_at: '2026-05-17T17:17:06.996353+02:00'
   last_ai_eval: null
@@ -189746,7 +189746,7 @@ https://github.com/cloud-custodian/cloud-custodian:
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   health_score: 100.0
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+  last_checked: 1779031540
   needs_ai_refresh: true
   discovered_at: '2026-06-10T18:53:37Z'
   last_ai_eval: null
@@ -189786,7 +189786,7 @@ https://github.com/cloud-native-toolkit/multi-tenancy-gitops:
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   health_score: 100.0
-  last_checked: 1779030680.913143
+  last_checked: 1779030680
   needs_ai_refresh: true
   discovered_at: '2025-05-09T18:47:42Z'
   last_ai_eval: null
@@ -189824,7 +189824,7 @@ https://github.com/cloud66-oss/copper:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029950.284083
+  last_checked: 1779029950
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:10.284083+02:00'
   last_ai_eval: null
@@ -189859,7 +189859,7 @@ https://github.com/cloudalchemy/ansible-grafana:
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   health_score: 100.0
-  last_checked: 1779030423.106578
+  last_checked: 1779030423
   needs_ai_refresh: true
   discovered_at: '2023-05-31T04:20:45Z'
   last_ai_eval: null
@@ -189897,7 +189897,7 @@ https://github.com/cloudalchemy/ansible-prometheus:
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   health_score: 100.0
-  last_checked: 1779032589.291989
+  last_checked: 1779032589
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:43:09.291989+02:00'
   last_ai_eval: null
@@ -189932,7 +189932,7 @@ https://github.com/cloudbees/groovy-cps:
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   health_score: 100.0
-  last_checked: 1779034292.266725
+  last_checked: 1779034292
   needs_ai_refresh: true
   discovered_at: '2022-11-04T20:42:58Z'
   last_ai_eval: null
@@ -189973,7 +189973,7 @@ https://github.com/cloudflare/cf-terraforming:
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   health_score: 100.0
-  last_checked: 1779030500.116041
+  last_checked: 1779030500
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:20.116041+02:00'
   last_ai_eval: null
@@ -190006,7 +190006,7 @@ https://github.com/cloudflare/lockbox:
   addition_method: manual
   content_hash: dc51dc2ef9e0675da15a20513c781d396760eff71566a1ebdb1ec3fb38e0f38e
   health_score: 100.0
-  last_checked: 1779031017.193851
+  last_checked: 1779031017
   needs_ai_refresh: true
   discovered_at: '2026-04-23T22:37:37Z'
   last_ai_eval: null
@@ -190048,7 +190048,7 @@ https://github.com/cloudflare/sciuro:
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   content_hash: 2fb02ebcd733d6320f3037287b7967cf6fde6b15a231274e7167e39d47f2ef97
   health_score: 100.0
-  last_checked: 1779031715.197263
+  last_checked: 1779031715
   needs_ai_refresh: true
   discovered_at: '2026-04-23T22:52:03Z'
   last_ai_eval: null
@@ -190090,7 +190090,7 @@ https://github.com/cloudfoundry/cf-for-k8s:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032540.51896
+  last_checked: 1779032540
   needs_ai_refresh: true
   discovered_at: '2022-08-03T22:59:25Z'
   last_ai_eval: null
@@ -190131,7 +190131,7 @@ https://github.com/cloudnativelabs/kube-shell:
   addition_method: manual
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+  last_checked: 1779031497
   needs_ai_refresh: true
   discovered_at: '2022-11-02T12:34:48Z'
   last_ai_eval: null
@@ -190171,7 +190171,7 @@ https://github.com/cloudogu/gitops-patterns:
   addition_method: manual
   content_hash: f19a9fe0d5737e1c19fb96869334f6eef6b21c3f6a15e8f27816f6cb3daa8c6c
   health_score: 100.0
-  last_checked: 1779031089.398782
+  last_checked: 1779031089
   needs_ai_refresh: true
   discovered_at: '2025-06-30T16:08:02Z'
   last_ai_eval: null
@@ -190212,7 +190212,7 @@ https://github.com/cloudogu/gitops-playground:
   addition_method: manual
   content_hash: a0429396c0d451066023ec05f8e6ce054c85c4f2b2d91a548401b5766a65c032
   health_score: 100.0
-  last_checked: 1779031255.848239
+  last_checked: 1779031255
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:57:11Z'
   last_ai_eval: null
@@ -190252,7 +190252,7 @@ https://github.com/cloudogu/jenkinsfiles:
   addition_method: manual
   content_hash: 359d3987e7e51eaa143d920b4185887131c580def58388d8f4da4a990a60b4f3
   health_score: 100.0
-  last_checked: 1779030730.426815
+  last_checked: 1779030730
   needs_ai_refresh: true
   discovered_at: '2023-10-31T08:24:10Z'
   last_ai_eval: null
@@ -190293,7 +190293,7 @@ https://github.com/cloudogu/k8s-diagrams:
   addition_method: manual
   content_hash: 357885af0faa759dba9d088cac75fe5c6bb3e95ea6828537acfbec65fdf4723e
   health_score: 100.0
-  last_checked: 1779034134.990642
+  last_checked: 1779034134
   needs_ai_refresh: true
   discovered_at: '2025-01-09T10:26:06Z'
   last_ai_eval: null
@@ -190338,7 +190338,7 @@ https://github.com/cloudposse-terraform-components/aws-eks-argocd:
   addition_method: manual
   content_hash: a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e
   health_score: 100.0
-  last_checked: 1781735876.512896
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:56.512896+02:00'
   last_ai_eval: null
@@ -190385,7 +190385,7 @@ https://github.com/cloudposse/atmos:
   addition_method: manual
   content_hash: 20d5de9ef09c1eb07b18e0db2146be3215adea59d789d498bb2760d09dcb71e0
   health_score: 100.0
-  last_checked: 1779031097.415867
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:09:40Z'
   last_ai_eval: null
@@ -190425,7 +190425,7 @@ https://github.com/cloudposse?q=terraform-:
   addition_method: manual
   content_hash: 222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6
   health_score: 100.0
-  last_checked: 1779033806.74093
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.740930+02:00'
   last_ai_eval: null
@@ -190462,7 +190462,7 @@ https://github.com/cloudtty/cloudtty:
   addition_method: manual
   content_hash: 3028047efca167255852e833c529b4ebbc136ff241c39a55f7bfef920bff078c
   health_score: 100.0
-  last_checked: 1779029421.90367
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   needs_ai_refresh: true
   discovered_at: '2026-05-21T06:52:50Z'
   last_ai_eval: null
@@ -190503,7 +190503,7 @@ https://github.com/clusternet/clusternet:
   addition_method: manual
   content_hash: fc6d32ef3d10ebd1ade3e69b4b3e71cda12fe6bc09e44bcb5e38c24a8900c685
   health_score: 100.0
-  last_checked: 1779034211.952244
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T04:23:14Z'
   last_ai_eval: null
@@ -190544,7 +190544,7 @@ https://github.com/clusterpedia-io/clusterpedia:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031468.905334
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   needs_ai_refresh: true
   discovered_at: '2026-05-30T00:47:17Z'
   last_ai_eval: null
@@ -190587,7 +190587,7 @@ https://github.com/clvx/k8s-rbac-model:
   addition_method: manual
   content_hash: 47af26afb1e6187c9e511f90ee627aaf989c3bb6d9012c8b95ff36a969aa242d
   health_score: 100.0
-  last_checked: 1779033925.527991
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   needs_ai_refresh: true
   discovered_at: '2020-09-01T20:19:40Z'
   last_ai_eval: null
@@ -190629,7 +190629,7 @@ https://github.com/cncf/tag-security:
   addition_method: manual
   content_hash: fbaed98c63fc735d027aaa6ca925d7db7cc292526f16fb9a3c807331039634b5
   health_score: 100.0
-  last_checked: 1779034394.963452
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   needs_ai_refresh: true
   discovered_at: '2025-12-08T07:51:51Z'
   last_ai_eval: null
@@ -190667,7 +190667,7 @@ https://github.com/cni-genie/CNI-Genie:
   addition_method: manual
   content_hash: 86431846eeb87d1bd76fb941fa4b2156d7b39cf1ceb2cf7e0be39dd82f532351
   health_score: 100.0
-  last_checked: 1779031349.891425
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:29.891425+02:00'
   last_ai_eval: null
@@ -190702,7 +190702,7 @@ https://github.com/cnrancher/autok3s:
   addition_method: manual
   content_hash: 1c1ad8e505e61906ce2c7b545f0e5cd62a00cc56b4fbf1dda53728c345269f05
   health_score: 100.0
-  last_checked: 1779030022.644068
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   needs_ai_refresh: true
   discovered_at: '2025-11-25T08:19:31Z'
   last_ai_eval: null
@@ -190742,7 +190742,7 @@ https://github.com/cockroachdb/copyist:
   addition_method: manual
   content_hash: ba28e669744ae9985c71af064756c8bc779898666820d377644e609ec280f7bc
   health_score: 100.0
-  last_checked: 1779029573.66604
+  last_checked: 1779029573
   needs_ai_refresh: true
   discovered_at: '2026-06-04T18:30:28Z'
   last_ai_eval: null
@@ -190783,7 +190783,7 @@ https://github.com/codecentric/helm-charts:
   addition_method: manual
   content_hash: 99e7b1b7ee743f0f3b3cea0e279681350b7fe180bdc3f25c723909fe85b0ae84
   health_score: 100.0
-  last_checked: 1779030952.270948
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T12:05:48Z'
   last_ai_eval: null
@@ -190824,7 +190824,7 @@ https://github.com/codecentric/spring-boot-admin:
   addition_method: manual
   content_hash: 68187b3accb6b796cf3f24c30de656df4f4bf632336a27078b4401d695c31da1
   health_score: 100.0
-  last_checked: 1779031012.559469
+  last_checked: 1779031012
   needs_ai_refresh: true
   discovered_at: '2026-06-13T18:44:23Z'
   last_ai_eval: null
@@ -190865,7 +190865,7 @@ https://github.com/codecrafters-io/build-your-own-x:
   addition_method: manual
   content_hash: b2853cf5c0430a748f639c71fd07733cc66e705c5ace8005cc37bdeca30e97e0
   health_score: 100.0
-  last_checked: 1781735921.134299
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.134299+02:00'
   last_ai_eval: null
@@ -190910,7 +190910,7 @@ https://github.com/coderanger/migrations-operator:
   addition_method: manual
   content_hash: 621080d14963a805f53f5cb620b78e4b254f7aceb764eded9b214d0ace704973
   health_score: 100.0
-  last_checked: 1779031449.149706
+  last_checked: 1779031449
   needs_ai_refresh: true
   discovered_at: '2025-06-10T07:31:27Z'
   last_ai_eval: null
@@ -190950,7 +190950,7 @@ https://github.com/codesenberg/bombardier:
   addition_method: manual
   content_hash: 4448392cd8e9b16e3e7d2107e19aa3d457adee5d229d47139ad4911f1cdf4019
   health_score: 100.0
-  last_checked: 1779033583.971026
+  last_checked: 1779033583
   needs_ai_refresh: true
   discovered_at: '2026-03-31T13:01:05Z'
   last_ai_eval: null
@@ -190996,7 +190996,7 @@ https://github.com/colbymchenry/codegraph:
   addition_method: automatic
   content_hash: aa066a24524051cced36b29d95217065cf3460f6289ee45d67e2bd5314cc1c0d
   health_score: null
-  last_checked: 1780352148.493944
+  last_checked: 1780352148
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:22:31Z'
   last_ai_eval: null
@@ -191041,7 +191041,7 @@ https://github.com/collabnix/kubetools:
   addition_method: manual
   content_hash: 601a1e421a215648e6e2a4a0ff9b01304a57b267f5564df9808d9c14e39757f1
   health_score: 100.0
-  last_checked: 1779032978.088754
+  last_checked: 1779032978
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:38.088754+02:00'
   last_ai_eval: null
@@ -191074,7 +191074,7 @@ https://github.com/collections/learn-to-code:
   addition_method: manual
   content_hash: 88f419dec7275f96ab2855afcc2f49d1899b97dfae0ee30d0ce630bbff52ffe9
   health_score: 100.0
-  last_checked: 1781736122.876947
+  last_checked: 1781736122
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:02.876947+02:00'
   last_ai_eval: null
@@ -191117,7 +191117,7 @@ https://github.com/commjoen/wrongsecrets:
   addition_method: manual
   content_hash: 39e152f28c760f881808bd94a569729ed8f9a09702af02f5671d792e3fcac423
   health_score: 100.0
-  last_checked: 1779029802.218704
+  last_checked: 1779029802
   needs_ai_refresh: true
   discovered_at: '2026-04-18T04:13:48Z'
   last_ai_eval: null
@@ -191158,7 +191158,7 @@ https://github.com/config-syncer/config-syncer:
   addition_method: manual
   content_hash: 754c57db37a7ea1db931009daa59653fbc5d9e9b1efe6165576e68eca559a84b
   health_score: 100.0
-  last_checked: 1779130494.969184
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-16T02:04:01Z'
   last_ai_eval: null
@@ -191178,6 +191178,10 @@ https://github.com/config-syncer/config-syncer:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-16T02:04:01Z'
   gh_stars: 1017
+  gh_open_issues_30d: 58
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:31.940777+02:00'
 https://github.com/configurator/kubefs:
   title: kubefs
   description: ''
@@ -191194,7 +191198,7 @@ https://github.com/configurator/kubefs:
   addition_method: manual
   content_hash: 8b986e8658e951ec1116fe47a0ca27d15fcc58a43f050b427af34dbf0caeb86c
   health_score: 100.0
-  last_checked: 1779030531.775523
+  last_checked: 1779030531
   needs_ai_refresh: true
   discovered_at: '2020-06-23T19:38:50Z'
   last_ai_eval: null
@@ -191214,6 +191218,10 @@ https://github.com/configurator/kubefs:
   gh_license: MIT
   gh_pushed: '2020-06-23T19:38:50Z'
   gh_stars: 93
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:32.696769+02:00'
 https://github.com/containerd/containerd:
   title: containerd - An open and reliable container runtime
   description: ''
@@ -191231,7 +191239,7 @@ https://github.com/containerd/containerd:
   addition_method: manual
   content_hash: ce5d5ddc82dcb8a73ef4182dc00d67cdcbd4cd05311a18d932eb4ac6dd55b7f4
   health_score: 100.0
-  last_checked: 1779029121.409103
+  last_checked: 1779029121
   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:17:34Z'
   last_ai_eval: null
@@ -191255,6 +191263,10 @@ https://github.com/containerd/containerd:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T19:17:34Z'
   gh_stars: 20835
+  gh_open_issues_30d: 652
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:33.511632+02:00'
 https://github.com/containerd/nerdctl:
   title: "nerdctl \U0001F31F"
   description: ''
@@ -191273,7 +191285,7 @@ https://github.com/containerd/nerdctl:
   addition_method: manual
   content_hash: 11512a5fa7604793242e19295ecdde61795dfb13cb6c433e763ba9dee6873309
   health_score: 100.0
-  last_checked: 1779029174.762048
+  last_checked: 1779029174
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:33:04Z'
   last_ai_eval: null
@@ -191295,6 +191307,10 @@ https://github.com/containerd/nerdctl:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T22:33:04Z'
   gh_stars: 10146
+  gh_open_issues_30d: 361
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:34.303723+02:00'
 https://github.com/containernetworking:
   title: "github.com/containernetworking \U0001F31F"
   description: ''
@@ -191310,7 +191326,7 @@ https://github.com/containernetworking:
   addition_method: manual
   content_hash: b6639ea6da38a6535eb742515c4f6106008226dc296ea9e14701a064d805692b
   health_score: 100.0
-  last_checked: 1779031216.017742
+  last_checked: 1779031216
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:16.017742+02:00'
   last_ai_eval: null
@@ -191344,7 +191360,7 @@ https://github.com/containernetworking/cni:
   addition_method: manual
   content_hash: 6921ce1dc486dfdac9385cb1637113ab4bc10318da27a3702225d0fa2bbbf85c
   health_score: 100.0
-  last_checked: 1779033751.264231
+  last_checked: 1779033751
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:02:31.264231+02:00'
   last_ai_eval: null
@@ -191357,6 +191373,10 @@ https://github.com/containernetworking/cni:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: Apache-2.0
+  gh_open_issues_30d: 155
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:35.132147+02:00'
 https://github.com/containers/buildah:
   title: github.com/containers/buildah
   description: ''
@@ -191376,7 +191396,7 @@ https://github.com/containers/buildah:
   addition_method: manual
   content_hash: 0a37e92cf398bc2346e88e1ffe1cfd914b7f52c8551790ae4941ad9118c4b74b
   health_score: 100.0
-  last_checked: 1779032802.415468
+  last_checked: 1779032802
   needs_ai_refresh: true
   discovered_at: '2026-05-22T01:25:14Z'
   last_ai_eval: null
@@ -191396,6 +191416,10 @@ https://github.com/containers/buildah:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-22T01:25:14Z'
   gh_stars: 8795
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:35.814886+02:00'
 https://github.com/containers/conmon:
   title: Conmon
   description: ''
@@ -191413,7 +191437,7 @@ https://github.com/containers/conmon:
   addition_method: manual
   content_hash: d75ef63f02648710f491201fa5ff9a4acb949c9e8a7ab0130026e2ad46d0395b
   health_score: 100.0
-  last_checked: 1779031988.114248
+  last_checked: 1779031988
   needs_ai_refresh: true
   discovered_at: '2026-06-13T18:15:32Z'
   last_ai_eval: null
@@ -191433,6 +191457,10 @@ https://github.com/containers/conmon:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T18:15:32Z'
   gh_stars: 481
+  gh_open_issues_30d: 32
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:36.579224+02:00'
 https://github.com/containers/crun:
   title: crun
   description: ''
@@ -191450,7 +191478,7 @@ https://github.com/containers/crun:
   addition_method: manual
   content_hash: c221b057b7c47c7633e3af5254b068421f8b6ab8323d762748981de09fbdd83f
   health_score: 100.0
-  last_checked: 1779030407.653723
+  last_checked: 1779030407
   needs_ai_refresh: true
   discovered_at: '2026-05-30T10:56:09Z'
   last_ai_eval: null
@@ -191470,6 +191498,10 @@ https://github.com/containers/crun:
   gh_license: GPL-2.0
   gh_pushed: '2026-05-30T10:56:09Z'
   gh_stars: 3964
+  gh_open_issues_30d: 45
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:37.336934+02:00'
 https://github.com/containers/libpod:
   title: 'Libpod: Library and tool for running OCI-based containers in Pods'
   description: ''
@@ -191484,7 +191516,7 @@ https://github.com/containers/libpod:
   addition_method: manual
   content_hash: bf72fecd7240628916a05633a0724e634622839175bf8822d603a8a51cb7e363
   health_score: 100.0
-  last_checked: 1779030562.182992
+  last_checked: 1779030562
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:22.182992+02:00'
   last_ai_eval: null
@@ -191497,6 +191529,10 @@ https://github.com/containers/libpod:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/containers/podman
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:38.017321+02:00'
 https://github.com/containers/podman:
   title: 'Libpod: Library and tool for running OCI-based containers in Pods'
   description: "- Libpod is a library used to create container pods. Home of Podman.\n
@@ -191517,7 +191553,7 @@ https://github.com/containers/podman:
   addition_method: manual
   content_hash: 2eb130c7313acca5d372a6eb124f7b915e3addd277a85484fb8250cb46c555d4
   health_score: 100.0
-  last_checked: 1779130494.935248
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-22T09:18:45Z'
   last_ai_eval: null
@@ -191537,6 +191573,10 @@ https://github.com/containers/podman:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-22T09:18:45Z'
   gh_stars: 31763
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:38.715266+02:00'
 https://github.com/containers/skopeo:
   title: Skopeo
   description: ''
@@ -191556,7 +191596,7 @@ https://github.com/containers/skopeo:
   addition_method: manual
   content_hash: 5876e9728abf32910bb2513d206f60a4cae6f3a945dcf5358fb283f78f8c8922
   health_score: 100.0
-  last_checked: 1779031844.825729
+  last_checked: 1779031844
   needs_ai_refresh: true
   discovered_at: '2026-05-21T14:40:34Z'
   last_ai_eval: null
@@ -191578,6 +191618,10 @@ https://github.com/containers/skopeo:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-21T14:40:34Z'
   gh_stars: 10891
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:39.396327+02:00'
 https://github.com/containerscrew/aws-sso-auth:
   title: github.com/containerscrew/aws-sso-auth
   description: ''
@@ -191592,7 +191636,7 @@ https://github.com/containerscrew/aws-sso-auth:
   addition_method: manual
   content_hash: 63f3f95ccb8d912ee62899fde56ecbbe048c1dd5a4e3e7dfb0426237b1bda635
   health_score: 100.0
-  last_checked: 1779033167.010245
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:47.010245+02:00'
   last_ai_eval: null
@@ -191605,6 +191649,10 @@ https://github.com/containerscrew/aws-sso-auth:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/containerscrew/aws-sso-rs
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:40.067977+02:00'
 https://github.com/containerscrew/aws-sso-rs:
   title: github.com/containerscrew/aws-sso-auth
   description: ''
@@ -191623,7 +191671,7 @@ https://github.com/containerscrew/aws-sso-rs:
   addition_method: manual
   content_hash: 0ed39e4ea9ad32e320356ac72700ed3e22db590735596f9cad48b94fb8b51101
   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2025-12-19T12:52:05Z'
   last_ai_eval: null
@@ -191643,6 +191691,10 @@ https://github.com/containerscrew/aws-sso-rs:
   gh_license: GPL-3.0
   gh_pushed: '2025-12-19T12:52:05Z'
   gh_stars: 4
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:40.855725+02:00'
 https://github.com/containrrr/watchtower:
   title: github.com/containrrr/watchtower
   description: ''
@@ -191662,7 +191714,7 @@ https://github.com/containrrr/watchtower:
   addition_method: manual
   content_hash: 2c045d1d45b19cf7702d75cab8a4d8a5785eccbd4e05e8a4a029ecd99ce5b352
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2025-12-17T14:44:11Z'
   last_ai_eval: null
@@ -191682,6 +191734,10 @@ https://github.com/containrrr/watchtower:
   gh_license: Apache-2.0
   gh_pushed: '2025-12-17T14:44:11Z'
   gh_stars: 24678
+  gh_open_issues_30d: 219
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:41.598907+02:00'
 https://github.com/contentful-labs/kube-secret-syncer:
   title: "contentful-labs/kube-secret-syncer \U0001F31F"
   description: ''
@@ -191698,7 +191754,7 @@ https://github.com/contentful-labs/kube-secret-syncer:
   addition_method: manual
   content_hash: 31362501cbefbbf7cb62ba03875a9d0550a36ebb1cbe331896c282cfd6b1ea39
   health_score: 100.0
-  last_checked: 1779029939.38852
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -191720,6 +191776,10 @@ https://github.com/contentful-labs/kube-secret-syncer:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-12T09:58:53Z'
   gh_stars: 194
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:42.379174+02:00'
 https://github.com/controlplaneio/badrobot:
   title: github.com/controlplaneio/badrobot
   description: ''
@@ -191739,7 +191799,7 @@ https://github.com/controlplaneio/badrobot:
   addition_method: manual
   content_hash: 17c07f3935c2b385962a04ed3530662efdcd94eeb5841a3bec716ffa63309da1
   health_score: 100.0
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   discovered_at: '2026-06-09T10:11:13Z'
   last_ai_eval: null
@@ -191759,6 +191819,10 @@ https://github.com/controlplaneio/badrobot:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-09T10:11:13Z'
   gh_stars: 229
+  gh_open_issues_30d: 7
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:43.172229+02:00'
 https://github.com/coodict/python3-in-one-pic:
   title: 'github: Python3 in one pic'
   description: ''
@@ -191773,7 +191837,7 @@ https://github.com/coodict/python3-in-one-pic:
   addition_method: manual
   content_hash: 3bae1009948bf6090caf00ed3609c4874c1d0213b203641ecb8aa673f5944d63
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.941099+02:00'
   last_ai_eval: null
@@ -191786,6 +191850,10 @@ https://github.com/coodict/python3-in-one-pic:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/rainyear/python3-in-one-pic
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:43.851663+02:00'
 https://github.com/copilot:
   title: "GitHub Copilot \U0001F31F"
   description: ''
@@ -191803,7 +191871,7 @@ https://github.com/copilot:
   addition_method: manual
   content_hash: ea5a4cec3a13ca0942f6e14db3396bf030155df379dd7578c2b5ada8763d5f15
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026477+02:00'
   last_ai_eval: null
@@ -191839,7 +191907,7 @@ https://github.com/coreos/flannel:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:00:15.286496+02:00'
   last_ai_eval: null
@@ -191851,6 +191919,10 @@ https://github.com/coreos/flannel:
   - docs/kubernetes-networking.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:44.533411+02:00'
 https://github.com/coreos/kube-prometheus:
   title: kube-prometheus
   description: ''
@@ -191865,7 +191937,7 @@ https://github.com/coreos/kube-prometheus:
   addition_method: manual
   content_hash: 83406644b79c139181aba89253e69e0ef05e6d85df426c45f612896e4c54a605
   health_score: 100.0
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   last_ai_eval: null
@@ -191878,6 +191950,10 @@ https://github.com/coreos/kube-prometheus:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/prometheus-operator/kube-prometheus
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:45.213856+02:00'
 https://github.com/coreos/rpm-ostree:
   title: null
   description: null
@@ -191892,7 +191968,7 @@ https://github.com/coreos/rpm-ostree:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -191905,6 +191981,10 @@ https://github.com/coreos/rpm-ostree:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: NOASSERTION
+  gh_open_issues_30d: 487
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:46.000437+02:00'
 https://github.com/corneliusweig/ketall:
   title: ketall
   description: ''
@@ -191923,7 +192003,7 @@ https://github.com/corneliusweig/ketall:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -191943,6 +192023,10 @@ https://github.com/corneliusweig/ketall:
   gh_license: Apache-2.0
   gh_pushed: '2023-12-06T15:08:38Z'
   gh_stars: 751
+  gh_open_issues_30d: 15
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:46.744523+02:00'
 https://github.com/corneliusweig/konfig:
   title: corneliusweig/konfig
   description: ''
@@ -191959,7 +192043,7 @@ https://github.com/corneliusweig/konfig:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -191979,6 +192063,10 @@ https://github.com/corneliusweig/konfig:
   gh_license: Apache-2.0
   gh_pushed: '2022-06-30T06:25:55Z'
   gh_stars: 388
+  gh_open_issues_30d: 9
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:47.462629+02:00'
 https://github.com/cortexproject/cortex:
   title: github.com/cortexproject/cortex
   description: ''
@@ -191995,7 +192083,7 @@ https://github.com/cortexproject/cortex:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -192015,6 +192103,10 @@ https://github.com/cortexproject/cortex:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T13:32:09Z'
   gh_stars: 5811
+  gh_open_issues_30d: 312
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:48.238353+02:00'
 https://github.com/corunet/kloadgen:
   title: "KLoadGen - Kafka + (Avro/Json Schema) Load Generator \U0001F31F"
   description: ''
@@ -192029,7 +192121,7 @@ https://github.com/corunet/kloadgen:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -192042,6 +192134,10 @@ https://github.com/corunet/kloadgen:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/sngular/kloadgen
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:48.937614+02:00'
 https://github.com/couler-proj/couler:
   title: Couler
   description: ''
@@ -192059,7 +192155,7 @@ https://github.com/couler-proj/couler:
   addition_method: manual
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   discovered_at: '2024-10-08T03:31:54Z'
   last_ai_eval: null
@@ -192080,6 +192176,10 @@ https://github.com/couler-proj/couler:
   gh_license: Apache-2.0
   gh_pushed: '2024-10-08T03:31:54Z'
   gh_stars: 944
+  gh_open_issues_30d: 21
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:49.737482+02:00'
 https://github.com/crazy-max/diun:
   title: crazy-max/diun
   description: ''
@@ -192098,7 +192198,7 @@ https://github.com/crazy-max/diun:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-11T13:02:54Z'
   last_ai_eval: null
@@ -192118,6 +192218,10 @@ https://github.com/crazy-max/diun:
   gh_license: MIT
   gh_pushed: '2026-06-11T13:02:54Z'
   gh_stars: 4721
+  gh_open_issues_30d: 78
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:50.512041+02:00'
 https://github.com/crc-org/crc:
   title: null
   description: null
@@ -192132,7 +192236,7 @@ https://github.com/crc-org/crc:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -192145,6 +192249,10 @@ https://github.com/crc-org/crc:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: Apache-2.0
+  gh_open_issues_30d: 340
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:51.291460+02:00'
 https://github.com/create-go-app/cli:
   title: create-go-app/cli
   description: ''
@@ -192162,7 +192270,7 @@ https://github.com/create-go-app/cli:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-02-10T00:34:13Z'
   last_ai_eval: null
@@ -192182,6 +192290,10 @@ https://github.com/create-go-app/cli:
   gh_license: Apache-2.0
   gh_pushed: '2026-02-10T00:34:13Z'
   gh_stars: 2758
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:52.060577+02:00'
 https://github.com/cremich/cdk-bill-bot:
   title: 'cremich/cdk-bill-bot: Welcome to Bill - the cost optimization bot'
   description: ''
@@ -192198,7 +192310,7 @@ https://github.com/cremich/cdk-bill-bot:
   addition_method: manual
   content_hash: ec37d578479c534a1acdcd5414c343df0e1c0298f407bde3726b2adfe27eb28e
   health_score: 100.0
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+  last_checked: 1779031553
   needs_ai_refresh: true
   discovered_at: '2022-09-25T20:04:46Z'
   last_ai_eval: null
@@ -192218,6 +192330,10 @@ https://github.com/cremich/cdk-bill-bot:
   gh_license: Apache-2.0
   gh_pushed: '2022-09-25T20:04:46Z'
   gh_stars: 486
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:52.799238+02:00'
 https://github.com/cruise-automation/rbacsync:
   title: "RBACSync \U0001F31F"
   description: ''
@@ -192235,7 +192351,7 @@ https://github.com/cruise-automation/rbacsync:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2023-12-18T23:03:38Z'
   last_ai_eval: null
@@ -192255,6 +192371,10 @@ https://github.com/cruise-automation/rbacsync:
   gh_license: Apache-2.0
   gh_pushed: '2023-12-18T23:03:38Z'
   gh_stars: 243
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:53.628629+02:00'
 https://github.com/crumbhole/argocd-lovely-plugin:
   title: 'github.com/crumbhole/argocd-lovely-plugin: argocd-lovely-plugin'
   description: ''
@@ -192272,7 +192392,7 @@ https://github.com/crumbhole/argocd-lovely-plugin:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779032587
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:49Z'
   last_ai_eval: null
@@ -192292,6 +192412,10 @@ https://github.com/crumbhole/argocd-lovely-plugin:
   gh_license: BSD-3-Clause
   gh_pushed: '2026-06-12T22:40:49Z'
   gh_stars: 486
+  gh_open_issues_30d: 23
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:54.435383+02:00'
 https://github.com/crumbhole/argocd-vault-replacer:
   title: github.com/crumbhole/argocd-vault-replacer
   description: ''
@@ -192309,7 +192433,7 @@ https://github.com/crumbhole/argocd-vault-replacer:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030572
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   discovered_at: '2026-06-10T00:31:45Z'
   last_ai_eval: null
@@ -192330,6 +192454,10 @@ https://github.com/crumbhole/argocd-vault-replacer:
   gh_license: BSD-3-Clause
   gh_pushed: '2026-06-10T00:31:45Z'
   gh_stars: 109
+  gh_open_issues_30d: 27
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:42:55.226599+02:00'
 https://github.com/crynta/terax-ai:
   title: Terax AI — Lightweight Terminal-First AI Dev Workspace
   description: An open-source, ultra-lightweight (7MB) terminal emulator and developer
@@ -192353,7 +192481,7 @@ https://github.com/crynta/terax-ai:
   addition_method: automatic
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   health_score: null
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+  last_checked: 1780352838
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   discovered_at: '2026-06-01T18:33:47Z'
   last_ai_eval: null
@@ -192381,6 +192509,10 @@ https://github.com/crynta/terax-ai:
   social_preview_url: https://opengraph.githubassets.com/55473e5816c702ebcea62422cb849abb2c9f0eca41acebc9b457af5f973b3e4f/crynta/terax-ai
   source_provenance: X.com (midudev)
   suggested_new_category: developer-tooling
+  gh_open_issues_30d: 293
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:56.118631+02:00'
 https://github.com/csantanapr/faststart2020-pipelines-lab:
   title: 'github: OpenShift Pipelines Node.js Tutorial'
   description: ''
@@ -192397,7 +192529,7 @@ https://github.com/csantanapr/faststart2020-pipelines-lab:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2022-12-10T18:52:03Z'
   last_ai_eval: null
@@ -192418,6 +192550,10 @@ https://github.com/csantanapr/faststart2020-pipelines-lab:
   gh_license: Apache-2.0
   gh_pushed: '2022-12-10T18:52:03Z'
   gh_stars: 5
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:42:56.897630+02:00'
 https://github.com/cschotte/Azure-DevOps-Dashboard:
   title: Azure DevOps Dashboard
   description: ''
@@ -192434,7 +192570,7 @@ https://github.com/cschotte/Azure-DevOps-Dashboard:
   addition_method: manual
   content_hash: 34887036e0bd67de4eee0bc528e7a290dc735dfde166fcd70262bcf68346e1b1
   health_score: 100.0
-  last_checked: 1779033489.354709
+  last_checked: 1779033489
   needs_ai_refresh: true
   discovered_at: '2024-04-22T13:54:37Z'
   last_ai_eval: null
@@ -192454,6 +192590,10 @@ https://github.com/cschotte/Azure-DevOps-Dashboard:
   gh_license: MIT
   gh_pushed: '2024-04-22T13:54:37Z'
   gh_stars: 16
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:42:57.639460+02:00'
 https://github.com/csweichel/werft:
   title: csweichel/werft
   description: ''
@@ -192471,7 +192611,7 @@ https://github.com/csweichel/werft:
   addition_method: manual
   content_hash: 08e2446133993930300cf762943588bbeae2933793cd3588a2b83b4e2f6ebc61
   health_score: 100.0
-  last_checked: 1779033706.889178
+  last_checked: 1779033706
   needs_ai_refresh: true
   discovered_at: '2023-03-06T22:39:40Z'
   last_ai_eval: null
@@ -192491,6 +192631,10 @@ https://github.com/csweichel/werft:
   gh_license: MIT
   gh_pushed: '2023-03-06T22:39:40Z'
   gh_stars: 194
+  gh_open_issues_30d: 52
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:58.581478+02:00'
 https://github.com/ctrox/csi-s3:
   title: ctrox/csi-s3
   description: ''
@@ -192507,7 +192651,7 @@ https://github.com/ctrox/csi-s3:
   addition_method: manual
   content_hash: 74f1b41eb029d06d3eb3c314503b1293346919ca46b6ab2ad933581a54a02190
   health_score: 100.0
-  last_checked: 1779030021.227907
+  last_checked: 1779030021
   needs_ai_refresh: true
   discovered_at: '2025-04-17T05:34:29Z'
   last_ai_eval: null
@@ -192527,6 +192671,10 @@ https://github.com/ctrox/csi-s3:
   gh_license: Apache-2.0
   gh_pushed: '2025-04-17T05:34:29Z'
   gh_stars: 831
+  gh_open_issues_30d: 60
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:42:59.333304+02:00'
 https://github.com/cuber-cloud/cuber-gem:
   title: 'cuber-cloud/cuber-gem: CUBER'
   description: ''
@@ -192543,7 +192691,7 @@ https://github.com/cuber-cloud/cuber-gem:
   addition_method: manual
   content_hash: 7946698f1f94b9c8875d76e1fc77332fb5d8d3b99404e311ea0d89d7f8ab553b
   health_score: 100.0
-  last_checked: 1779033162.861174
+  last_checked: 1779033162
   needs_ai_refresh: true
   discovered_at: '2026-04-12T17:58:14Z'
   last_ai_eval: null
@@ -192563,6 +192711,10 @@ https://github.com/cuber-cloud/cuber-gem:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-12T17:58:14Z'
   gh_stars: 714
+  gh_open_issues_30d: 7
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:00.088310+02:00'
 https://github.com/curl/wcurl:
   title: wcurl
   description: ''
@@ -192579,7 +192731,7 @@ https://github.com/curl/wcurl:
   addition_method: manual
   content_hash: b2b563bec5bc35153b1f5559f0f6b183ac50cc02438ea7d8f189f518a91b3b06
   health_score: 100.0
-  last_checked: 1779034226.585954
+  last_checked: 1779034226
   needs_ai_refresh: true
   discovered_at: '2026-06-01T22:01:09Z'
   last_ai_eval: null
@@ -192600,6 +192752,10 @@ https://github.com/curl/wcurl:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-01T22:01:09Z'
   gh_stars: 512
+  gh_open_issues_30d: 10
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:00.924618+02:00'
 https://github.com/cyberark/kubeletctl:
   title: "Kubeletctl is a command line tool that implement kubelet's API \U0001F31F"
   description: ''
@@ -192616,7 +192772,7 @@ https://github.com/cyberark/kubeletctl:
   addition_method: manual
   content_hash: 4b42033ef8fca163aac41b901eebc3d12be3cb7bef958b4a9879e17eab25ffd5
   health_score: 100.0
-  last_checked: 1779031805.64654
+  last_checked: 1779031805
   needs_ai_refresh: true
   discovered_at: '2025-08-06T07:17:00Z'
   last_ai_eval: null
@@ -192636,6 +192792,10 @@ https://github.com/cyberark/kubeletctl:
   gh_license: Apache-2.0
   gh_pushed: '2025-08-06T07:17:00Z'
   gh_stars: 894
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:01.777184+02:00'
 https://github.com/cyberark/kubesploit:
   title: "github.com/cyberark/kubesploit \U0001F31F"
   description: ''
@@ -192653,7 +192813,7 @@ https://github.com/cyberark/kubesploit:
   addition_method: manual
   content_hash: 5a38b7c49a9723a4a2796ed6eb3a64c1bf9d85fd6e382551eb29fb07fbc341e5
   health_score: 100.0
-  last_checked: 1779033309.875296
+  last_checked: 1779033309
   needs_ai_refresh: true
   discovered_at: '2025-02-03T12:03:19Z'
   last_ai_eval: null
@@ -192673,6 +192833,10 @@ https://github.com/cyberark/kubesploit:
   gh_license: GPL-3.0
   gh_pushed: '2025-02-03T12:03:19Z'
   gh_stars: 1226
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:02.593988+02:00'
 https://github.com/cybersecsi/HOUDINI:
   title: '==cybersecsi/HOUDINI: Hundreds of Offensive and Useful Docker Images for''
     Network Intrusion=='
@@ -192692,7 +192856,7 @@ https://github.com/cybersecsi/HOUDINI:
   addition_method: manual
   content_hash: e98ccff77acd39501658498dec2fd66b87df2173aa27852a14f36257bd888d25
   health_score: 100.0
-  last_checked: 1779034015.94381
+  last_checked: 1779034015
   needs_ai_refresh: true
   discovered_at: '2025-11-21T17:18:57Z'
   last_ai_eval: null
@@ -192712,6 +192876,10 @@ https://github.com/cybersecsi/HOUDINI:
   gh_license: GPL-3.0
   gh_pushed: '2025-11-21T17:18:57Z'
   gh_stars: 1253
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:03.385716+02:00'
 https://github.com/cybersecsi/RAUDI:
   title: ==cybersecsi/RAUDI==
   description: ''
@@ -192731,7 +192899,7 @@ https://github.com/cybersecsi/RAUDI:
   addition_method: manual
   content_hash: 16da4f24401bc72177ce6170eff8c24072339b105e282098db3a05b637058602
   health_score: 100.0
-  last_checked: 1779032754.351642
+  last_checked: 1779032754
   needs_ai_refresh: true
   discovered_at: '2026-06-03T04:04:22Z'
   last_ai_eval: null
@@ -192751,6 +192919,10 @@ https://github.com/cybersecsi/RAUDI:
   gh_license: GPL-3.0
   gh_pushed: '2026-06-03T04:04:22Z'
   gh_stars: 559
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:04.161542+02:00'
 https://github.com/cyberus-technology/virtualbox-kvm:
   title: "github.com/cyberus-technology/virtualbox-kvm: KVM Backend for VirtualBox'
     \U0001F31F"
@@ -192769,7 +192941,7 @@ https://github.com/cyberus-technology/virtualbox-kvm:
   addition_method: manual
   content_hash: 63def87ea138c80de7c51c3a9d87dd17d430e298d3a3b52c955b7191a98a0b94
   health_score: 100.0
-  last_checked: 1779033906.857697
+  last_checked: 1779033906
   needs_ai_refresh: true
   discovered_at: '2026-02-01T11:24:21Z'
   last_ai_eval: null
@@ -192789,6 +192961,10 @@ https://github.com/cyberus-technology/virtualbox-kvm:
   gh_license: GPL-3.0
   gh_pushed: '2026-02-01T11:24:21Z'
   gh_stars: 1113
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:04.992982+02:00'
 https://github.com/cycloidio/inframap:
   title: "==cycloidio/inframap: Inframap== \U0001F31F"
   description: ''
@@ -192807,7 +192983,7 @@ https://github.com/cycloidio/inframap:
   addition_method: manual
   content_hash: 147c1268185b5ee55d4952cf69675987837441203bc5c3a0e6847acf55c63fc9
   health_score: 100.0
-  last_checked: 1779033974.388089
+  last_checked: 1779033974
   needs_ai_refresh: true
   discovered_at: '2026-04-23T14:00:06Z'
   last_ai_eval: null
@@ -192827,6 +193003,10 @@ https://github.com/cycloidio/inframap:
   gh_license: MIT
   gh_pushed: '2026-04-23T14:00:06Z'
   gh_stars: 2035
+  gh_open_issues_30d: 49
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:05.756434+02:00'
 https://github.com/cyclops-ui/cyclops:
   title: github.com/cyclops-ui/cyclops
   description: ''
@@ -192843,7 +193023,7 @@ https://github.com/cyclops-ui/cyclops:
   addition_method: manual
   content_hash: e0148782f23c90618ec63dea113db8e97e5009edeb2b21bfbab3384c419e5cf1
   health_score: 100.0
-  last_checked: 1779031451.446225
+  last_checked: 1779031451
   needs_ai_refresh: true
   discovered_at: '2026-01-22T09:59:04Z'
   last_ai_eval: null
@@ -192864,6 +193044,10 @@ https://github.com/cyclops-ui/cyclops:
   gh_license: Apache-2.0
   gh_pushed: '2026-01-22T09:59:04Z'
   gh_stars: 3323
+  gh_open_issues_30d: 85
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:06.503648+02:00'
 https://github.com/cykerway/complete-alias:
   title: complete-alias
   description: ''
@@ -192881,7 +193065,7 @@ https://github.com/cykerway/complete-alias:
   addition_method: manual
   content_hash: 692df128e74e494017d0f85c4cea65f1b57ca82a943fb570c7c0b21761fb99e9
   health_score: 100.0
-  last_checked: 1779031898.390809
+  last_checked: 1779031898
   needs_ai_refresh: true
   discovered_at: '2022-06-29T15:40:34Z'
   last_ai_eval: null
@@ -192901,6 +193085,10 @@ https://github.com/cykerway/complete-alias:
   gh_license: GPL-3.0
   gh_pushed: '2022-06-29T15:40:34Z'
   gh_stars: 814
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:07.243636+02:00'
 https://github.com/d-kuro/kubectl-fuzzy:
   title: "kubectl-fuzzy \U0001F31F"
   description: ''
@@ -192917,7 +193105,7 @@ https://github.com/d-kuro/kubectl-fuzzy:
   addition_method: manual
   content_hash: ecd26b1eae3a819cce93cdade695a443dc5139bc2b73abc3edb978b62db91f37
   health_score: 100.0
-  last_checked: 1779032180.279784
+  last_checked: 1779032180
   needs_ai_refresh: true
   discovered_at: '2026-01-23T15:22:17Z'
   last_ai_eval: null
@@ -192937,6 +193125,10 @@ https://github.com/d-kuro/kubectl-fuzzy:
   gh_license: Apache-2.0
   gh_pushed: '2026-01-23T15:22:17Z'
   gh_stars: 167
+  gh_open_issues_30d: 10
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:08.031266+02:00'
 https://github.com/dagger/dagger:
   title: '==dagger/dagger: Dagger is a portable devkit for CICD=='
   description: ''
@@ -192954,7 +193146,7 @@ https://github.com/dagger/dagger:
   addition_method: manual
   content_hash: a2dfa6da3d2e3fde94c3bee28c8b67958a13cc7e922e406c3bef860f468260a9
   health_score: 100.0
-  last_checked: 1779032786.013228
+  last_checked: 1779032786
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:40:47Z'
   last_ai_eval: null
@@ -192974,6 +193166,10 @@ https://github.com/dagger/dagger:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T06:40:47Z'
   gh_stars: 15954
+  gh_open_issues_30d: 127
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:08.818860+02:00'
 https://github.com/dahlbyk/posh-git:
   title: dahlbyk/posh-git
   description: ''
@@ -192992,7 +193188,7 @@ https://github.com/dahlbyk/posh-git:
   addition_method: manual
   content_hash: 0c674dbbc1c0f7a31f8946bb309838d931797d54f83f5720ff928b26e100956b
   health_score: 100.0
-  last_checked: 1779032589.301978
+  last_checked: 1779032589
   needs_ai_refresh: true
   discovered_at: '2024-09-02T15:03:06Z'
   last_ai_eval: null
@@ -193012,6 +193208,10 @@ https://github.com/dahlbyk/posh-git:
   gh_license: MIT
   gh_pushed: '2024-09-02T15:03:06Z'
   gh_stars: 8216
+  gh_open_issues_30d: 115
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:09.579279+02:00'
 https://github.com/dair-ai/ML-Course-Notes:
   title: "==dair-ai/ML-Course-Notes: ML Course Notes== \U0001F31F"
   description: ''
@@ -193029,7 +193229,7 @@ https://github.com/dair-ai/ML-Course-Notes:
   addition_method: manual
   content_hash: 20d4482bc0785fcdc6cd04afd0a77194787ed8e8a881e3f5ac40f8963708166e
   health_score: 100.0
-  last_checked: 1779031609.590085
+  last_checked: 1779031609
   needs_ai_refresh: true
   discovered_at: '2024-05-16T18:51:33Z'
   last_ai_eval: null
@@ -193049,6 +193249,10 @@ https://github.com/dair-ai/ML-Course-Notes:
   gh_license: NOASSERTION
   gh_pushed: '2024-05-16T18:51:33Z'
   gh_stars: 6568
+  gh_open_issues_30d: 5
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:10.412615+02:00'
 https://github.com/danielfoehrKn/kubeswitch:
   title: "Kubeswitch (for operators) \U0001F31F"
   description: ''
@@ -193066,7 +193270,7 @@ https://github.com/danielfoehrKn/kubeswitch:
   addition_method: manual
   content_hash: 9099bfad7cc80bae845f969b75afd459cfe7cf7a81a875815890d54bb9442adf
   health_score: 100.0
-  last_checked: 1779031107.473609
+  last_checked: 1779031107
   needs_ai_refresh: true
   discovered_at: '2025-05-18T00:44:44Z'
   last_ai_eval: null
@@ -193086,6 +193290,10 @@ https://github.com/danielfoehrKn/kubeswitch:
   gh_license: Apache-2.0
   gh_pushed: '2025-05-18T00:44:44Z'
   gh_stars: 1170
+  gh_open_issues_30d: 61
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:11.170816+02:00'
 https://github.com/danielqsj/kafka_exporter:
   title: null
   description: null
@@ -193100,7 +193308,7 @@ https://github.com/danielqsj/kafka_exporter:
   addition_method: manual
   content_hash: e00747996189c7bf3c259c110b9d4755e1eac5de9d5c2a21984c33a84ea16696
   health_score: 100.0
-  last_checked: 1779029243.473216
+  last_checked: 1779029243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:23.473216+02:00'
   last_ai_eval: null
@@ -193112,6 +193320,10 @@ https://github.com/danielqsj/kafka_exporter:
   - docs/monitoring.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 267
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:11.909398+02:00'
 https://github.com/darkbitio/gcp-iam-role-permissions:
   title: Fetches all Primitive and Predefined GCP IAM Roles
   description: ''
@@ -193129,7 +193341,7 @@ https://github.com/darkbitio/gcp-iam-role-permissions:
   addition_method: manual
   content_hash: 18f03b0eea1a415f2bdd5e91adfe79de85d61539f5b90de745e40edc37c687dd
   health_score: 100.0
-  last_checked: 1781736078.375296
+  last_checked: 1781736078
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.375296+02:00'
   last_ai_eval: null
@@ -193149,6 +193361,10 @@ https://github.com/darkbitio/gcp-iam-role-permissions:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:12.685248+02:00'
 https://github.com/darkbitio/k8s-mirror:
   title: "k8s-mirror: Creates a local mirror of a kubernetes cluster in a docker container'
     to support offline reviewing \U0001F31F"
@@ -193166,7 +193382,7 @@ https://github.com/darkbitio/k8s-mirror:
   addition_method: manual
   content_hash: 7c3f5ca352505582e0a789e552aae16c23e7f925b5c42a9e58c5907a794de730
   health_score: 100.0
-  last_checked: 1779033360.358209
+  last_checked: 1779033360
   needs_ai_refresh: true
   discovered_at: '2021-01-30T21:57:20Z'
   last_ai_eval: null
@@ -193186,6 +193402,10 @@ https://github.com/darkbitio/k8s-mirror:
   gh_license: MIT
   gh_pushed: '2021-01-30T21:57:20Z'
   gh_stars: 339
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:13.428594+02:00'
 https://github.com/darxkies/k8s-tew:
   title: '**k8s-tew**'
   description: ''
@@ -193204,7 +193424,7 @@ https://github.com/darxkies/k8s-tew:
   addition_method: manual
   content_hash: cc87d83b14a0b3f9e056d905011dcb21cfb2d27d36354e40c0edcd8b9816e117
   health_score: 100.0
-  last_checked: 1779031431.871624
+  last_checked: 1779031431
   needs_ai_refresh: true
   discovered_at: '2026-05-08T20:52:19Z'
   last_ai_eval: null
@@ -193224,6 +193444,10 @@ https://github.com/darxkies/k8s-tew:
   gh_license: GPL-3.0
   gh_pushed: '2026-05-08T20:52:19Z'
   gh_stars: 311
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:14.177633+02:00'
 https://github.com/dastergon/awesome-chaos-engineering:
   title: Awesome Chaos Engineering
   description: ''
@@ -193242,7 +193466,7 @@ https://github.com/dastergon/awesome-chaos-engineering:
   addition_method: manual
   content_hash: 929b5f40cb6696e64d90dfe603b3aa0eb2f82817e29a1a133d4a15599bd3aebd
   health_score: 100.0
-  last_checked: 1779029932.416515
+  last_checked: 1779029932
   needs_ai_refresh: true
   discovered_at: '2023-12-28T19:30:06Z'
   last_ai_eval: null
@@ -193266,6 +193490,10 @@ https://github.com/dastergon/awesome-chaos-engineering:
   gh_license: CC0-1.0
   gh_pushed: '2023-12-28T19:30:06Z'
   gh_stars: 6589
+  gh_open_issues_30d: 66
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:14.916400+02:00'
 https://github.com/dastergon/awesome-sre:
   title: dastergon/awesome-sre
   description: ''
@@ -193282,7 +193510,7 @@ https://github.com/dastergon/awesome-sre:
   addition_method: manual
   content_hash: 35bed57dc58c740ac44974dcd1629e91341171894740a9bc507f4af9680ca852
   health_score: 100.0
-  last_checked: 1779029821.055747
+  last_checked: 1779029821
   needs_ai_refresh: true
   discovered_at: '2025-08-28T14:43:14Z'
   last_ai_eval: null
@@ -193304,6 +193532,10 @@ https://github.com/dastergon/awesome-sre:
   gh_pushed: '2025-08-28T14:43:14Z'
   gh_stars: 13267
   is_special: true
+  gh_open_issues_30d: 89
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:15.659270+02:00'
 https://github.com/databrickslabs/ucx:
   title: 'github.com/databrickslabs/ucx: Databricks Labs UCX'
   description: ''
@@ -193322,7 +193554,7 @@ https://github.com/databrickslabs/ucx:
   addition_method: manual
   content_hash: 120619aac41231b10550bf61492c21f3360a4d0211df6305a7bcc768d8440acf
   health_score: 100.0
-  last_checked: 1779032873.078134
+  last_checked: 1779032873
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:19:03Z'
   last_ai_eval: null
@@ -193343,6 +193575,10 @@ https://github.com/databrickslabs/ucx:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-12T13:19:03Z'
   gh_stars: 308
+  gh_open_issues_30d: 336
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:16.443209+02:00'
 https://github.com/databus23/helm-diff:
   title: "Helm Diff Plugin \U0001F31F"
   description: ''
@@ -193359,7 +193595,7 @@ https://github.com/databus23/helm-diff:
   addition_method: manual
   content_hash: b2706e2ff4f22a978c666d78088c842cffe375738b03835d23f231356fe50f1a
   health_score: 100.0
-  last_checked: 1779034491.981818
+  last_checked: 1779034491
   needs_ai_refresh: true
   discovered_at: '2026-06-08T23:14:19Z'
   last_ai_eval: null
@@ -193379,6 +193615,10 @@ https://github.com/databus23/helm-diff:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-08T23:14:19Z'
   gh_stars: 3447
+  gh_open_issues_30d: 52
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:17.193789+02:00'
 https://github.com/datafold/data-diff:
   title: datafold/data-diff
   description: ''
@@ -193395,7 +193635,7 @@ https://github.com/datafold/data-diff:
   addition_method: manual
   content_hash: d66f88b69f4fcd4f092605d0573cd45f87cc2345f4a7dbdafe0843f9ed57af68
   health_score: 100.0
-  last_checked: 1779031385.641497
+  last_checked: 1779031385
   needs_ai_refresh: true
   discovered_at: '2024-05-17T13:45:03Z'
   last_ai_eval: null
@@ -193415,6 +193655,10 @@ https://github.com/datafold/data-diff:
   gh_license: MIT
   gh_pushed: '2024-05-17T13:45:03Z'
   gh_stars: 2988
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:17.991255+02:00'
 https://github.com/datakickstart:
   title: github.com/datakickstart
   description: ''
@@ -193432,7 +193676,7 @@ https://github.com/datakickstart:
   addition_method: manual
   content_hash: d5308e918bb8cb16a43237e3dbc3c00d66eeef36c0d4a25a9a6e18ac04aee231
   health_score: 100.0
-  last_checked: 1779032179.916373
+  last_checked: 1779032179
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:19.916373+02:00'
   last_ai_eval: null
@@ -193469,7 +193713,7 @@ https://github.com/datalab-to/surya:
   addition_method: manual
   content_hash: 7e654e62b4c1c3a388cdda09d0fce9675e97417a673f6ab70788e98592733b11
   health_score: 100.0
-  last_checked: 1779130494.93881
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:41:46Z'
   last_ai_eval: null
@@ -193490,6 +193734,10 @@ https://github.com/datalab-to/surya:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T07:41:46Z'
   gh_stars: 20801
+  gh_open_issues_30d: 171
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:18.784805+02:00'
 https://github.com/datastax/cass-operator:
   title: Cass Operator
   description: ''
@@ -193506,7 +193754,7 @@ https://github.com/datastax/cass-operator:
   addition_method: manual
   content_hash: 7385129eb5cc2bb3f44c67bb768267367566a184daded91e7b4ce1eda0df6fd0
   health_score: 100.0
-  last_checked: 1779030843.073064
+  last_checked: 1779030843
   needs_ai_refresh: true
   discovered_at: '2023-12-18T21:46:37Z'
   last_ai_eval: null
@@ -193526,6 +193774,10 @@ https://github.com/datastax/cass-operator:
   gh_license: Apache-2.0
   gh_pushed: '2023-12-18T21:46:37Z'
   gh_stars: 258
+  gh_open_issues_30d: 94
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:19.566591+02:00'
 https://github.com/datreeio/CRDs-catalog:
   title: '==github.com/datreeio/CRDs-catalog: CRDs Catalog=='
   description: ''
@@ -193542,7 +193794,7 @@ https://github.com/datreeio/CRDs-catalog:
   addition_method: manual
   content_hash: 3b6d872fd22d91d16e80034bd962b86291546e1e323bf0b60b4cfefc97716889
   health_score: 100.0
-  last_checked: 1779032288.38252
+  last_checked: 1779032288
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:50:54Z'
   last_ai_eval: null
@@ -193562,6 +193814,10 @@ https://github.com/datreeio/CRDs-catalog:
   gh_license: MIT
   gh_pushed: '2026-06-14T07:50:54Z'
   gh_stars: 830
+  gh_open_issues_30d: 55
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:20.340771+02:00'
 https://github.com/davidB/kubectl-view-allocations:
   title: ==davidB/kubectl-view-allocations==
   description: ''
@@ -193579,7 +193835,7 @@ https://github.com/davidB/kubectl-view-allocations:
   addition_method: manual
   content_hash: 39d2b483f965a15769a3abdca1ddedae2456724218b26a0f9479bfe5ef087cbe
   health_score: 100.0
-  last_checked: 1779033400.685607
+  last_checked: 1779033400
   needs_ai_refresh: true
   discovered_at: '2026-06-06T18:09:50Z'
   last_ai_eval: null
@@ -193599,6 +193855,10 @@ https://github.com/davidB/kubectl-view-allocations:
   gh_license: CC0-1.0
   gh_pushed: '2026-06-06T18:09:50Z'
   gh_stars: 796
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:21.098370+02:00'
 https://github.com/davila7/claude-code-templates:
   title: Claude Code Templates
   description: ''
@@ -193616,7 +193876,7 @@ https://github.com/davila7/claude-code-templates:
   addition_method: manual
   content_hash: 0044c486da77fb832cbaaa94f046a4c9fce3afe372eddff95c92fd42dc2fe63d
   health_score: 100.0
-  last_checked: 1779032213.831298
+  last_checked: 1779032213
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:35:57Z'
   last_ai_eval: null
@@ -193638,6 +193898,10 @@ https://github.com/davila7/claude-code-templates:
   gh_license: MIT
   gh_pushed: '2026-06-14T04:35:57Z'
   gh_stars: 28036
+  gh_open_issues_30d: 177
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:21.860770+02:00'
 https://github.com/dawitnida/awesome-packer:
   title: dawitnida/Awesome Packer
   description: ''
@@ -193652,7 +193916,7 @@ https://github.com/dawitnida/awesome-packer:
   addition_method: manual
   content_hash: 422e80813913b4e5ba62dee827d9143e4f3d1ee00974d70be3caf59d74b73032
   health_score: 100.0
-  last_checked: 1779033904.07968
+  last_checked: 1779033904
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:04.079680+02:00'
   last_ai_eval: null
@@ -193665,6 +193929,10 @@ https://github.com/dawitnida/awesome-packer:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/dchonch/awesome-packer
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:22.542122+02:00'
 https://github.com/dcasati/kubernetes-PlantUML:
   title: github.com/dcasati/kubernetes-PlantUML
   description: ''
@@ -193681,7 +193949,7 @@ https://github.com/dcasati/kubernetes-PlantUML:
   addition_method: manual
   content_hash: c7a0973dfc0becdb60ee421811a26ad75230727bff19939869208e198f07f784
   health_score: 100.0
-  last_checked: 1779032589.150702
+  last_checked: 1779032589
   needs_ai_refresh: true
   discovered_at: '2021-09-10T08:16:39Z'
   last_ai_eval: null
@@ -193701,6 +193969,10 @@ https://github.com/dcasati/kubernetes-PlantUML:
   gh_license: MIT
   gh_pushed: '2021-09-10T08:16:39Z'
   gh_stars: 282
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:23.286388+02:00'
 https://github.com/dcherman/image-cache-daemon:
   title: dcherman/image-cache-daemon
   description: ''
@@ -193719,7 +193991,7 @@ https://github.com/dcherman/image-cache-daemon:
   addition_method: manual
   content_hash: eb2b58adbe03ba167ac6b4f8b0396ad49ce7b5fa0c80a6ab1757b8c733b97904
   health_score: 100.0
-  last_checked: 1779030340.269233
+  last_checked: 1779030340
   needs_ai_refresh: true
   discovered_at: '2022-03-07T01:49:54Z'
   last_ai_eval: null
@@ -193739,6 +194011,10 @@ https://github.com/dcherman/image-cache-daemon:
   gh_license: MIT
   gh_pushed: '2022-03-07T01:49:54Z'
   gh_stars: 24
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:24.021883+02:00'
 https://github.com/dchonch/awesome-packer:
   title: dawitnida/Awesome Packer
   description: ''
@@ -193756,7 +194032,7 @@ https://github.com/dchonch/awesome-packer:
   addition_method: manual
   content_hash: b2b7bca1bb4db34855929970b9421b12426cf10ba291b93a71d84aff48bf162a
   health_score: 100.0
-  last_checked: 1779130494.939194
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-13T22:24:36Z'
   last_ai_eval: null
@@ -193778,6 +194054,10 @@ https://github.com/dchonch/awesome-packer:
   gh_pushed: '2026-05-13T22:24:36Z'
   gh_stars: 29
   is_special: true
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:24.836299+02:00'
 https://github.com/ddosify/ddosify:
   title: ddosify/ddosify
   description: ''
@@ -193792,7 +194072,7 @@ https://github.com/ddosify/ddosify:
   addition_method: manual
   content_hash: 3faae96107b8f7094bc397db6fe980fd15c5c5bdf316574d1a584670a959a58c
   health_score: 100.0
-  last_checked: 1779034507.7523
+  last_checked: 1779034507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.752300+02:00'
   last_ai_eval: null
@@ -193805,6 +194085,10 @@ https://github.com/ddosify/ddosify:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/getanteon/anteon
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:25.547815+02:00'
 https://github.com/debianmaster/actions-k3s:
   title: debianmaster/actions-k3s
   description: ''
@@ -193821,7 +194105,7 @@ https://github.com/debianmaster/actions-k3s:
   addition_method: manual
   content_hash: 03f9ff3f31f03691392fcd0589ff59e5a001fd82a620269a118107ad06c8b6ff
   health_score: 100.0
-  last_checked: 1779030732.464126
+  last_checked: 1779030732
   needs_ai_refresh: true
   discovered_at: '2025-07-09T00:34:37Z'
   last_ai_eval: null
@@ -193841,6 +194125,10 @@ https://github.com/debianmaster/actions-k3s:
   gh_license: MIT
   gh_pushed: '2025-07-09T00:34:37Z'
   gh_stars: 109
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:26.337337+02:00'
 https://github.com/deckhouse/deckhouse:
   title: "Deckhouse: NoOps Kubernetes platform \U0001F31F"
   description: ''
@@ -193858,7 +194146,7 @@ https://github.com/deckhouse/deckhouse:
   addition_method: manual
   content_hash: 30edb3534200be7935ce25396360e63c93d33b9f3b51c1301ba04b29e11a037b
   health_score: 100.0
-  last_checked: 1779030019.326345
+  last_checked: 1779030019
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:13:14Z'
   last_ai_eval: null
@@ -193878,6 +194166,10 @@ https://github.com/deckhouse/deckhouse:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-14T08:13:14Z'
   gh_stars: 1311
+  gh_open_issues_30d: 1002
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:27.135431+02:00'
 https://github.com/deckhouse/k8s-image-availability-exporter:
   title: k8s-image-availability-exporter
   description: ''
@@ -193894,7 +194186,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   addition_method: manual
   content_hash: 6155ee3013e2e91d7b923a79b8b01abf688d71036c0c4ebe24776adb935892c2
   health_score: 100.0
-  last_checked: 1779130494.984637
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-10T06:49:07Z'
   last_ai_eval: null
@@ -193914,6 +194206,10 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-10T06:49:07Z'
   gh_stars: 251
+  gh_open_issues_30d: 31
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:27.937731+02:00'
 ? https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
 : title: 'github.com/decodingml: Real-time news search engine using Upstash Kafka
     and Vector DB'
@@ -193931,7 +194227,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   addition_method: manual
   content_hash: 3d10999dd528abb46eb768282d48cccec3787de9918cf32fa69c70461dff811e
   health_score: 100.0
-  last_checked: 1779130494.936242
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2025-03-06T10:19:33Z'
   last_ai_eval: null
@@ -193951,6 +194247,10 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   gh_license: MIT
   gh_pushed: '2025-03-06T10:19:33Z'
   gh_stars: 140
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:28.718582+02:00'
 ? https://github.com/decodingml/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
 : title: 'github.com/decodingml: Real-time news search engine using Upstash Kafka''
     and Vector DB'
@@ -193966,7 +194266,7 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   addition_method: manual
   content_hash: f881f4bd0edfdc80574e5d295ba31612f81329fd1d3982ac48248044247ad617
   health_score: 100.0
-  last_checked: 1779029130.818507
+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.818507+02:00'
   last_ai_eval: null
@@ -193979,6 +194279,10 @@ https://github.com/deckhouse/k8s-image-availability-exporter:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/decodingai-magazine/articles-code/tree/main/articles/ml_system_design/real_time_news_search_with_upstash_kafka_and_vector_db
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:29.426108+02:00'
 https://github.com/decolua/9router:
   title: 9Router AI Coding Gateway
   description: An AI proxy gateway designed to connect standard coding agents with
@@ -194001,7 +194305,7 @@ https://github.com/decolua/9router:
   addition_method: automatic
   content_hash: f0e969794204b18587bc4f80e07611bc8aaabb23bc324c52f3af741860b87e1c
   health_score: null
-  last_checked: 1780352828.641521
+  last_checked: 1780352828
   needs_ai_refresh: false
   discovered_at: '2026-05-31T08:03:20Z'
   last_ai_eval: null
@@ -194027,6 +194331,10 @@ https://github.com/decolua/9router:
   social_preview_url: https://opengraph.githubassets.com/25c569b4d4de7d11e6cc5ba736704f6728acce12d6574cf5c5edab84a9b36c07/decolua/9router
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
+  gh_open_issues_30d: 755
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:30.172819+02:00'
 https://github.com/deepfence/PacketStreamer:
   title: deepfence/PacketStreamer
   description: ''
@@ -194046,7 +194354,7 @@ https://github.com/deepfence/PacketStreamer:
   addition_method: manual
   content_hash: 2e440d35ab9e1e50a8f4304bf55ba34ca6b9102148bcde3c6fafce2a763eb11f
   health_score: 100.0
-  last_checked: 1779033329.499962
+  last_checked: 1779033329
   needs_ai_refresh: true
   discovered_at: '2024-07-01T09:09:55Z'
   last_ai_eval: null
@@ -194066,6 +194374,10 @@ https://github.com/deepfence/PacketStreamer:
   gh_license: Apache-2.0
   gh_pushed: '2024-07-01T09:09:55Z'
   gh_stars: 1928
+  gh_open_issues_30d: 22
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:30.942856+02:00'
 https://github.com/deepfence/ThreatMapper:
   title: "deepfence/ThreatMapper \U0001F31F"
   description: ''
@@ -194084,7 +194396,7 @@ https://github.com/deepfence/ThreatMapper:
   addition_method: manual
   content_hash: c2eb7058b419abc71971f0cdc537596a7601e8c694619dcbfd49968c6f6c2e91
   health_score: 100.0
-  last_checked: 1779031541.824413
+  last_checked: 1779031541
   needs_ai_refresh: true
   discovered_at: '2026-06-01T08:38:26Z'
   last_ai_eval: null
@@ -194104,6 +194416,10 @@ https://github.com/deepfence/ThreatMapper:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-01T08:38:26Z'
   gh_stars: 5278
+  gh_open_issues_30d: 143
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:31.701349+02:00'
 https://github.com/deepfence/YaraHunter:
   title: deepfence/YaraHunter
   description: ''
@@ -194122,7 +194438,7 @@ https://github.com/deepfence/YaraHunter:
   addition_method: manual
   content_hash: 0cbd3044abc4928aa9748493b6371cbcfde782cbf51b35bd82008dd175f9dc6c
   health_score: 100.0
-  last_checked: 1779033068.625053
+  last_checked: 1779033068
   needs_ai_refresh: true
   discovered_at: '2026-03-07T16:56:26Z'
   last_ai_eval: null
@@ -194142,6 +194458,10 @@ https://github.com/deepfence/YaraHunter:
   gh_license: Apache-2.0
   gh_pushed: '2026-03-07T16:56:26Z'
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 https://github.com/deepops-ai/deepops:
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@@ -194169,6 +194489,10 @@ https://github.com/deepops-ai/deepops:
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   youtube_mosaic: {}
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 https://github.com/defenseunicorns/zarf:
   title: defenseunicorns/zarf
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   youtube_mosaic: {}
   duplicate_of: https://github.com/zarf-dev/zarf
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 https://github.com/deislabs/ratify:
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   description: null
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@@ -194222,6 +194550,10 @@ https://github.com/deislabs/ratify:
   - docs/kubernetes-security.md
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   youtube_mosaic: {}
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 https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile:
   title: deors/deors-demos-petclinic jenkinsfile
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@@ -194240,7 +194572,7 @@ https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile:
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@@ -194261,6 +194593,10 @@ https://github.com/deors/deors-demos-petclinic/blob/master/Jenkinsfile:
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   gh_pushed: N/A
   gh_license: N/A
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 https://github.com/depop/github-merge-bot:
   title: github-merge-bot
   description: ''
@@ -194275,7 +194611,7 @@ https://github.com/depop/github-merge-bot:
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@@ -194288,6 +194624,10 @@ https://github.com/depop/github-merge-bot:
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   youtube_mosaic: {}
   duplicate_of: https://github.com/sdduursma/github-merge-bot
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 https://github.com/derailed/k9s:
   title: K9s - Kubernetes CLI To Manage Your Clusters In Style!
   description: ''
@@ -194306,7 +194646,7 @@ https://github.com/derailed/k9s:
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@@ -194326,6 +194666,10 @@ https://github.com/derailed/k9s:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T17:30:27Z'
   gh_stars: 33963
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 https://github.com/derailed/popeye:
   title: "Popeye - A Kubernetes Cluster Sanitizer \U0001F31F\U0001F31F"
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   gh_license: NOASSERTION
   gh_pushed: '2025-12-08T14:11:50Z'
   gh_stars: 6296
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 https://github.com/derekparker/delve:
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@@ -194401,6 +194749,10 @@ https://github.com/derekparker/delve:
   gh_license: MIT
   gh_pushed: '2026-05-22T16:28:31Z'
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 https://github.com/detailyang/awesome-cheatsheet:
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   gh_license: MIT
   gh_pushed: '2026-03-26T09:44:15Z'
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 https://github.com/developer-guy/awesome-falco:
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@@ -194476,6 +194832,10 @@ https://github.com/developer-guy/awesome-falco:
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   gh_license: N/A
   is_special: true
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 https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster:
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@@ -194492,7 +194852,7 @@ https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster:
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@@ -194515,6 +194875,10 @@ https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster:
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   gh_pushed: N/A
   gh_license: N/A
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 https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3s-on-digitalocean:
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     + Ansible'
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@@ -194553,6 +194917,10 @@ https://github.com/developer-guy/kubernetes-cluster-setup-using-terraform-and-k3
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   gh_pushed: N/A
   gh_license: N/A
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+  gh_open_prs_30d: 0
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 https://github.com/devopshubproject/azure-terraform-ansible:
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 https://github.com/devopshubproject/cka-lab:
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@@ -194626,6 +194998,10 @@ https://github.com/devopshubproject/cka-lab:
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   gh_license: N/A
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 https://github.com/devopsspiral/KubeLibrary:
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   gh_license: MIT
   gh_pushed: '2025-12-16T18:11:31Z'
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 https://github.com/devoriales/cheatsheets:
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@@ -194678,7 +195058,7 @@ https://github.com/devoriales/cheatsheets:
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@@ -194698,6 +195078,10 @@ https://github.com/devoriales/cheatsheets:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
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+  gh_open_prs_30d: 0
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 https://github.com/devoriales/kubectl-cheatsheet:
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@@ -194725,6 +195109,10 @@ https://github.com/devoriales/kubectl-cheatsheet:
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   youtube_mosaic: {}
   duplicate_of: https://github.com/devoriales/cheatsheets
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 https://github.com/devtron-labs/devtron:
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   description: ''
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@@ -194766,6 +195154,10 @@ https://github.com/devtron-labs/devtron:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-10T07:28:50Z'
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 https://github.com/deweya/OpenShift-Jenkins-Lab:
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@@ -194784,7 +195176,7 @@ https://github.com/deweya/OpenShift-Jenkins-Lab:
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   gh_license: MIT
   gh_pushed: '2020-04-21T17:28:22Z'
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 https://github.com/dexidp/dex:
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   description: null
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@@ -194832,6 +195228,10 @@ https://github.com/dexidp/dex:
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   gh_license: Apache-2.0
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 https://github.com/dfrappart/articles/blob/master/podidentityjourney.md:
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   description: ''
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@@ -194869,6 +195269,10 @@ https://github.com/dfrappart/articles/blob/master/podidentityjourney.md:
   gh_license: Apache-2.0
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 https://github.com/diagrid-labs/dapr-workflow-demos:
   title: github.com/diagrid-labs/dapr-workflow-demos
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@@ -194887,7 +195291,7 @@ https://github.com/diagrid-labs/dapr-workflow-demos:
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   gh_license: Apache-2.0
   gh_pushed: '2025-05-19T07:36:08Z'
   gh_stars: 62
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 https://github.com/dictcp/awesome-git:
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@@ -194946,6 +195354,10 @@ https://github.com/dictcp/awesome-git:
   gh_pushed: '2025-02-04T11:05:22Z'
   gh_stars: 2886
   is_special: true
+  gh_open_issues_30d: 50
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:49.864411+02:00'
 https://github.com/didier-durand/microk8s-kata-containers:
   title: Kata Containers on MicroK8s
   description: ''
@@ -194964,7 +195376,7 @@ https://github.com/didier-durand/microk8s-kata-containers:
   addition_method: manual
   content_hash: 474a0b39b789d6c1b33275984e47a36328413ef25739e909d3c7852b7ce89909
   health_score: 100.0
-  last_checked: 1779030087.348389
+  last_checked: 1779030087
   needs_ai_refresh: true
   discovered_at: '2024-07-25T09:51:31Z'
   last_ai_eval: null
@@ -194984,6 +195396,10 @@ https://github.com/didier-durand/microk8s-kata-containers:
   gh_license: Apache-2.0
   gh_pushed: '2024-07-25T09:51:31Z'
   gh_stars: 34
+  gh_open_issues_30d: 16
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:50.754805+02:00'
 https://github.com/didier-durand/microk8s-kube-bench:
   title: MicroK8s & Kubernetes security benchmark from CIS
   description: ''
@@ -195002,7 +195418,7 @@ https://github.com/didier-durand/microk8s-kube-bench:
   addition_method: manual
   content_hash: a5a49bfde53ceefac347da1342132f4f67b09381d1591b4b76060e19370867a8
   health_score: 100.0
-  last_checked: 1779031983.368018
+  last_checked: 1779031983
   needs_ai_refresh: true
   discovered_at: '2023-04-11T04:17:48Z'
   last_ai_eval: null
@@ -195022,6 +195438,10 @@ https://github.com/didier-durand/microk8s-kube-bench:
   gh_license: Apache-2.0
   gh_pushed: '2023-04-11T04:17:48Z'
   gh_stars: 17
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:51.511383+02:00'
 https://github.com/didil/autobucket-operator:
   title: didil/autobucket-operator
   description: ''
@@ -195038,7 +195458,7 @@ https://github.com/didil/autobucket-operator:
   addition_method: manual
   content_hash: 2da6b3ebf7abda595e25e84f6ada154fee8c01991d8d11479f614b1359023af4
   health_score: 100.0
-  last_checked: 1779031436.25989
+  last_checked: 1779031436
   needs_ai_refresh: true
   discovered_at: '2020-11-20T11:26:02Z'
   last_ai_eval: null
@@ -195059,6 +195479,10 @@ https://github.com/didil/autobucket-operator:
   gh_license: MIT
   gh_pushed: '2020-11-20T11:26:02Z'
   gh_stars: 12
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:52.255376+02:00'
 https://github.com/diegolnasc/kubernetes-best-practices:
   title: "==diegolnasc/kubernetes-best-practices== \U0001F31F"
   description: ''
@@ -195075,7 +195499,7 @@ https://github.com/diegolnasc/kubernetes-best-practices:
   addition_method: manual
   content_hash: e21c265e98cff7dd1f44349fc594f2fe173d74c20530e9f48c25e0f6059c50ed
   health_score: 100.0
-  last_checked: 1779031865.867668
+  last_checked: 1779031865
   needs_ai_refresh: true
   discovered_at: '2026-04-27T12:56:26Z'
   last_ai_eval: null
@@ -195098,6 +195522,10 @@ https://github.com/diegolnasc/kubernetes-best-practices:
   gh_pushed: '2026-04-27T12:56:26Z'
   gh_stars: 1500
   is_special: true
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:53.015594+02:00'
 https://github.com/digitalis-io/vals-operator:
   title: digitalis-io/vals-operator
   description: ''
@@ -195114,7 +195542,7 @@ https://github.com/digitalis-io/vals-operator:
   addition_method: manual
   content_hash: dc0665e435056c0cdb26c02be0fe1874e48c01a0eded981d3e7d6e6153271a35
   health_score: 100.0
-  last_checked: 1779030220.808626
+  last_checked: 1779030220
   needs_ai_refresh: true
   discovered_at: '2026-05-11T14:21:52Z'
   last_ai_eval: null
@@ -195135,6 +195563,10 @@ https://github.com/digitalis-io/vals-operator:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-11T14:21:52Z'
   gh_stars: 167
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:53.807441+02:00'
 https://github.com/dignajar/another-autoscaler:
   title: Another Autoscaler
   description: ''
@@ -195152,7 +195584,7 @@ https://github.com/dignajar/another-autoscaler:
   addition_method: manual
   content_hash: c03fa22e60c795010ce76b53a390c56e3887b7de4df00fc84d12a7b67cfda610
   health_score: 100.0
-  last_checked: 1779031516.70132
+  last_checked: 1779031516
   needs_ai_refresh: true
   discovered_at: '2024-03-29T09:13:28Z'
   last_ai_eval: null
@@ -195172,6 +195604,10 @@ https://github.com/dignajar/another-autoscaler:
   gh_license: MIT
   gh_pushed: '2024-03-29T09:13:28Z'
   gh_stars: 80
+  gh_open_issues_30d: 3
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:54.573091+02:00'
 https://github.com/dignajar/another-ldap:
   title: dignajar/another-ldap
   description: ''
@@ -195189,7 +195625,7 @@ https://github.com/dignajar/another-ldap:
   addition_method: manual
   content_hash: 74358a9302faba7b65b05d170a5da28263abb9a1b6b6ab6f789db245d26d8936
   health_score: 100.0
-  last_checked: 1779030418.956417
+  last_checked: 1779030418
   needs_ai_refresh: true
   discovered_at: '2023-10-01T15:52:44Z'
   last_ai_eval: null
@@ -195209,6 +195645,10 @@ https://github.com/dignajar/another-ldap:
   gh_license: MIT
   gh_pushed: '2023-10-01T15:52:44Z'
   gh_stars: 51
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:43:55.307202+02:00'
 https://github.com/direktiv/direktiv:
   title: Direktiv
   description: ''
@@ -195227,7 +195667,7 @@ https://github.com/direktiv/direktiv:
   addition_method: manual
   content_hash: 41d4a63d8588901c6ca1596be8f8ff735e09e0242268bb1edd68b35b78986f49
   health_score: 100.0
-  last_checked: 1779029575.972857
+  last_checked: 1779029575
   needs_ai_refresh: true
   discovered_at: '2026-04-08T16:02:58Z'
   last_ai_eval: null
@@ -195247,6 +195687,10 @@ https://github.com/direktiv/direktiv:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-08T16:02:58Z'
   gh_stars: 492
+  gh_open_issues_30d: 45
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:56.055862+02:00'
 https://github.com/dirien/pulumi-civo-flux-bucket:
   title: dirien/pulumi-civo-flux-bucket
   description: ''
@@ -195266,7 +195710,7 @@ https://github.com/dirien/pulumi-civo-flux-bucket:
   addition_method: manual
   content_hash: 255c9f2789a6a5fa3a9e9da892b0ab6d0d480aac43afa3bcded29c64622fea4b
   health_score: 100.0
-  last_checked: 1779033789.40351
+  last_checked: 1779033789
   needs_ai_refresh: true
   discovered_at: '2022-04-17T18:13:35Z'
   last_ai_eval: null
@@ -195286,6 +195730,10 @@ https://github.com/dirien/pulumi-civo-flux-bucket:
   gh_license: Apache-2.0
   gh_pushed: '2022-04-17T18:13:35Z'
   gh_stars: 0
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:56.793594+02:00'
 https://github.com/distribution/distribution:
   title: github.com/distribution/distribution
   description: ''
@@ -195303,7 +195751,7 @@ https://github.com/distribution/distribution:
   addition_method: manual
   content_hash: 1433b8107ff9093146d4003092eb0244fe045b9f2020c1391b986c347fa69eb6
   health_score: 100.0
-  last_checked: 1779032756.94636
+  last_checked: 1779032756
   needs_ai_refresh: true
   discovered_at: '2026-06-07T16:20:23Z'
   last_ai_eval: null
@@ -195323,6 +195771,10 @@ https://github.com/distribution/distribution:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-07T16:20:23Z'
   gh_stars: 10470
+  gh_open_issues_30d: 501
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:57.589337+02:00'
 https://github.com/dj-wasabi/vagrant-kubernetes:
   title: dj-wasabi/vagrant-kubernetes
   description: ''
@@ -195339,7 +195791,7 @@ https://github.com/dj-wasabi/vagrant-kubernetes:
   addition_method: manual
   content_hash: 19180cb774e53bac76f61021c2dc88ec1c2e0e755b9bfed40cfcb74ad2d5be5c
   health_score: 100.0
-  last_checked: 1781736012.444193
+  last_checked: 1781736012
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:12.444193+02:00'
   last_ai_eval: null
@@ -195359,6 +195811,10 @@ https://github.com/dj-wasabi/vagrant-kubernetes:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:43:58.342633+02:00'
 https://github.com/docker/awesome-compose:
   title: "Awesome Compose \U0001F31F"
   description: ''
@@ -195378,7 +195834,7 @@ https://github.com/docker/awesome-compose:
   addition_method: manual
   content_hash: a047d8b4bfd675172debe37f41d348d623d5a19ac521105fe8f83753f7fbf286
   health_score: 100.0
-  last_checked: 1779032902.681801
+  last_checked: 1779032902
   needs_ai_refresh: true
   discovered_at: '2026-06-10T02:09:34Z'
   last_ai_eval: null
@@ -195402,6 +195858,10 @@ https://github.com/docker/awesome-compose:
   gh_pushed: '2026-06-10T02:09:34Z'
   gh_stars: 45540
   is_special: true
+  gh_open_issues_30d: 388
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:43:59.133973+02:00'
 https://github.com/docker/build-push-action:
   title: '**GitHub build-push-action**'
   description: ''
@@ -195418,7 +195878,7 @@ https://github.com/docker/build-push-action:
   addition_method: manual
   content_hash: 296485ddce54359a1cbc8d77aa17454b63714a86d83e859c0af32391bc808086
   health_score: 100.0
-  last_checked: 1779030739.564512
+  last_checked: 1779030739
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:16:34Z'
   last_ai_eval: null
@@ -195439,6 +195899,10 @@ https://github.com/docker/build-push-action:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T15:16:34Z'
   gh_stars: 5304
+  gh_open_issues_30d: 33
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:43:59.898799+02:00'
 https://github.com/doitintl/clustercloner:
   title: "Cluster Cloner \U0001F31F"
   description: ''
@@ -195456,7 +195920,7 @@ https://github.com/doitintl/clustercloner:
   addition_method: manual
   content_hash: f18a1c564e64afa7cef27f74b6b506af188082a8fa7fbf9386fc4bb9b816e861
   health_score: 100.0
-  last_checked: 1779034373.466781
+  last_checked: 1779034373
   needs_ai_refresh: true
   discovered_at: '2023-02-14T16:12:11Z'
   last_ai_eval: null
@@ -195476,6 +195940,10 @@ https://github.com/doitintl/clustercloner:
   gh_license: Apache-2.0
   gh_pushed: '2023-02-14T16:12:11Z'
   gh_stars: 33
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:00.671913+02:00'
 https://github.com/doitintl/kube-no-trouble:
   title: '==doitintl/kube-no-trouble: kubent== ⭐⭐⭐'
   description: ''
@@ -195493,7 +195961,7 @@ https://github.com/doitintl/kube-no-trouble:
   addition_method: manual
   content_hash: 8dd483c41b54cf5b66f26d4f6b2b3755fc3f9ff21cddf0a44a12a336003046f8
   health_score: 100.0
-  last_checked: 1779032383.643432
+  last_checked: 1779032383
   needs_ai_refresh: true
   discovered_at: '2025-10-16T10:01:34Z'
   last_ai_eval: null
@@ -195514,6 +195982,10 @@ https://github.com/doitintl/kube-no-trouble:
   gh_license: MIT
   gh_pushed: '2025-10-16T10:01:34Z'
   gh_stars: 3673
+  gh_open_issues_30d: 33
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:01.435279+02:00'
 https://github.com/doitintl/kube-secrets-init:
   title: kube-secrets-init
   description: ''
@@ -195531,7 +196003,7 @@ https://github.com/doitintl/kube-secrets-init:
   addition_method: manual
   content_hash: aa0b369989c48490b683a479c00601b6ffa44765b2ae3c165d2223cea63df915
   health_score: 100.0
-  last_checked: 1779034155.962947
+  last_checked: 1779034155
   needs_ai_refresh: true
   discovered_at: '2024-07-30T10:27:24Z'
   last_ai_eval: null
@@ -195551,6 +196023,10 @@ https://github.com/doitintl/kube-secrets-init:
   gh_license: Apache-2.0
   gh_pushed: '2024-07-30T10:27:24Z'
   gh_stars: 158
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:02.260898+02:00'
 https://github.com/doitintl/kubeIP:
   title: doitintl/kubeIP
   description: ''
@@ -195568,7 +196044,7 @@ https://github.com/doitintl/kubeIP:
   addition_method: manual
   content_hash: 2e49b2d3c8ed3103b70558220d7fc16fa08b561a240dca7a7ebe24655ed504bc
   health_score: 100.0
-  last_checked: 1779032762.741115
+  last_checked: 1779032762
   needs_ai_refresh: true
   discovered_at: '2026-03-19T00:19:01Z'
   last_ai_eval: null
@@ -195588,6 +196064,10 @@ https://github.com/doitintl/kubeIP:
   gh_license: MIT
   gh_pushed: '2026-03-19T00:19:01Z'
   gh_stars: 447
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:03.157846+02:00'
 https://github.com/dolevshor/azure-finops-guide:
   title: "==github.com/dolevshor/azure-finops-guide: The Azure FinOps Guide== \U0001F31F"
   description: ''
@@ -195604,7 +196084,7 @@ https://github.com/dolevshor/azure-finops-guide:
   addition_method: manual
   content_hash: dcfb51d5ee0044f01c3c4fc7672d09c384d8b77de5085f6d186d54bfec0c1fbd
   health_score: 100.0
-  last_checked: 1779033640.574323
+  last_checked: 1779033640
   needs_ai_refresh: true
   discovered_at: '2025-11-02T09:07:14Z'
   last_ai_eval: null
@@ -195624,6 +196104,10 @@ https://github.com/dolevshor/azure-finops-guide:
   gh_license: MIT
   gh_pushed: '2025-11-02T09:07:14Z'
   gh_stars: 215
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:03.903835+02:00'
 https://github.com/dolevshor/azure-orphan-resources:
   title: github.com/dolevshor/azure-orphan-resources
   description: ''
@@ -195638,7 +196122,7 @@ https://github.com/dolevshor/azure-orphan-resources:
   addition_method: manual
   content_hash: 601d689f524a15cf633c0fe271988d226e4f725458a816cf86eb69aa43645538
   health_score: 100.0
-  last_checked: 1779033019.828665
+  last_checked: 1779033019
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:50:19.828665+02:00'
   last_ai_eval: null
@@ -195651,6 +196135,10 @@ https://github.com/dolevshor/azure-orphan-resources:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: MIT
+  gh_open_issues_30d: 27
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:04.650706+02:00'
 https://github.com/dolthub/dolt:
   title: ==github.com/dolthub/dolt==
   description: ''
@@ -195667,7 +196155,7 @@ https://github.com/dolthub/dolt:
   addition_method: manual
   content_hash: 9b90f10436b524e751c736824490fc9dbbf9220f131c5a86f7fb678c61c2cb7c
   health_score: 100.0
-  last_checked: 1779030971.237522
+  last_checked: 1779030971
   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:37:32Z'
   last_ai_eval: null
@@ -195688,6 +196176,10 @@ https://github.com/dolthub/dolt:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T01:37:32Z'
   gh_stars: 23422
+  gh_open_issues_30d: 576
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:05.451625+02:00'
 https://github.com/donnemartin/awesome-aws:
   title: "Awesome AWS \U0001F31F"
   description: ''
@@ -195706,7 +196198,7 @@ https://github.com/donnemartin/awesome-aws:
   addition_method: manual
   content_hash: d0e42099a4f4a137201b5ffeae87a6189e78ac0ca89aec26e00e637c4b4bd8f4
   health_score: 100.0
-  last_checked: 1779033068.917887
+  last_checked: 1779033068
   needs_ai_refresh: true
   discovered_at: '2024-03-12T09:29:54Z'
   last_ai_eval: null
@@ -195730,6 +196222,10 @@ https://github.com/donnemartin/awesome-aws:
   gh_pushed: '2024-03-12T09:29:54Z'
   gh_stars: 14064
   is_special: true
+  gh_open_issues_30d: 93
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:06.221705+02:00'
 https://github.com/dora-metrics/pelorus:
   title: null
   description: null
@@ -195744,7 +196240,7 @@ https://github.com/dora-metrics/pelorus:
   addition_method: manual
   content_hash: 128025d17589da5395a4c446a75dc14f2b5d725dbf90c340c3895a4d10255f9d
   health_score: 100.0
-  last_checked: 1779130494.948075
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.948075+02:00'
   last_ai_eval: null
@@ -195757,6 +196253,10 @@ https://github.com/dora-metrics/pelorus:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: Apache-2.0
+  gh_open_issues_30d: 155
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:07.045048+02:00'
 https://github.com/dotdc/grafana-dashboards-kubernetes:
   title: "==github.com/dotdc/grafana-dashboards-kubernetes== \U0001F31F"
   description: ''
@@ -195773,7 +196273,7 @@ https://github.com/dotdc/grafana-dashboards-kubernetes:
   addition_method: manual
   content_hash: ccdc4d34df5da8ab7fc0518bb7cdf5f03900f23bf612ae57f357bab7f33d4b2f
   health_score: 100.0
-  last_checked: 1779034510.436588
+  last_checked: 1779034510
   needs_ai_refresh: true
   discovered_at: '2026-04-02T20:48:41Z'
   last_ai_eval: null
@@ -195793,6 +196293,10 @@ https://github.com/dotdc/grafana-dashboards-kubernetes:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-02T20:48:41Z'
   gh_stars: 3599
+  gh_open_issues_30d: 11
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:07.765407+02:00'
 https://github.com/dpeckett/pangolin:
   title: "pangolin \U0001F31F"
   description: ''
@@ -195809,7 +196313,7 @@ https://github.com/dpeckett/pangolin:
   addition_method: manual
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   last_ai_eval: null
@@ -195829,6 +196333,10 @@ https://github.com/dpeckett/pangolin:
   gh_license: Apache-2.0
   gh_pushed: '2020-02-18T14:01:38Z'
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 https://github.com/dsa0x/sicher:
   title: dsa0x/sicher
   description: ''
@@ -195846,7 +196354,7 @@ https://github.com/dsa0x/sicher:
   addition_method: manual
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   last_ai_eval: null
@@ -195866,6 +196374,10 @@ https://github.com/dsa0x/sicher:
   gh_license: MIT
   gh_pushed: '2023-08-03T20:11:09Z'
   gh_stars: 31
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 https://github.com/dsyer/kubernetes-intro:
   title: dyser/kubernetes-intro
   description: ''
@@ -195884,7 +196396,7 @@ https://github.com/dsyer/kubernetes-intro:
   addition_method: manual
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   last_ai_eval: null
@@ -195906,6 +196418,10 @@ https://github.com/dsyer/kubernetes-intro:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:10.030453+02:00'
 https://github.com/dty1er/kubecolor:
   title: "kubecolor \U0001F31F"
   description: ''
@@ -195920,7 +196436,7 @@ https://github.com/dty1er/kubecolor:
   addition_method: manual
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   last_ai_eval: null
@@ -195933,6 +196449,10 @@ https://github.com/dty1er/kubecolor:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/hidetatz/kubecolor
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+  gh_open_prs_30d: 0
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 https://github.com/dvob/k8s-s2s-auth:
   title: "github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts \U0001F31F"
   description: ''
@@ -195950,7 +196470,7 @@ https://github.com/dvob/k8s-s2s-auth:
   addition_method: manual
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   last_ai_eval: null
@@ -195971,6 +196491,10 @@ https://github.com/dvob/k8s-s2s-auth:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:11.465893+02:00'
 https://github.com/e-minguez/openshift-yolo:
   title: openshift-yolo
   description: ''
@@ -195987,7 +196511,7 @@ https://github.com/e-minguez/openshift-yolo:
   addition_method: manual
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   last_ai_eval: null
@@ -196007,6 +196531,10 @@ https://github.com/e-minguez/openshift-yolo:
   gh_license: Apache-2.0
   gh_pushed: '2021-07-16T12:38:45Z'
   gh_stars: 8
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+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:12.236052+02:00'
 https://github.com/eXascaleInfolab/PyExPool:
   title: Python Multi-Process Execution Pool
   description: ''
@@ -196024,7 +196552,7 @@ https://github.com/eXascaleInfolab/PyExPool:
   addition_method: manual
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@@ -196044,6 +196572,10 @@ https://github.com/eXascaleInfolab/PyExPool:
   gh_license: NOASSERTION
   gh_pushed: '2019-08-28T03:08:40Z'
   gh_stars: 168
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 https://github.com/eamodio/vscode-gitlens:
   title: GitLens interactive rebase
   description: ''
@@ -196058,7 +196590,7 @@ https://github.com/eamodio/vscode-gitlens:
   addition_method: manual
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   last_ai_eval: null
@@ -196071,6 +196603,10 @@ https://github.com/eamodio/vscode-gitlens:
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   duplicate_of: https://github.com/gitkraken/vscode-gitlens
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 https://github.com/ebosas/microservices:
   title: ebosas/microservices
   description: ''
@@ -196087,7 +196623,7 @@ https://github.com/ebosas/microservices:
   addition_method: manual
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   last_ai_eval: null
@@ -196107,6 +196643,10 @@ https://github.com/ebosas/microservices:
   gh_license: MIT
   gh_pushed: '2021-12-02T12:42:36Z'
   gh_stars: 309
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+  gh_open_prs_30d: 0
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+  gh_activity_checked: '2026-06-19T15:44:14.449852+02:00'
 https://github.com/eclipse-jkube/jkube:
   title: 'GitHub: Eclipse JKube'
   description: ''
@@ -196125,7 +196665,7 @@ https://github.com/eclipse-jkube/jkube:
   addition_method: manual
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   last_ai_eval: null
@@ -196150,6 +196690,10 @@ https://github.com/eclipse-jkube/jkube:
   gh_license: EPL-2.0
   gh_pushed: '2026-06-12T04:55:21Z'
   gh_stars: 849
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+  gh_activity_checked: '2026-06-19T15:44:15.259624+02:00'
 https://github.com/eclipse/jkube:
   title: 'Github: Eclipse Jkube'
   description: ''
@@ -196164,7 +196708,7 @@ https://github.com/eclipse/jkube:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:30:50.736063+02:00'
   last_ai_eval: null
@@ -196179,6 +196723,10 @@ https://github.com/eclipse/jkube:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/eclipse-jkube/jkube
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+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:15.948918+02:00'
 https://github.com/edrevo/suspicious-pods:
   title: "Suspicious pods \U0001F31F"
   description: ''
@@ -196196,7 +196744,7 @@ https://github.com/edrevo/suspicious-pods:
   addition_method: manual
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   discovered_at: '2023-02-04T02:15:02Z'
   last_ai_eval: null
@@ -196216,6 +196764,10 @@ https://github.com/edrevo/suspicious-pods:
   gh_license: Apache-2.0
   gh_pushed: '2023-02-04T02:15:02Z'
   gh_stars: 96
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+  gh_open_prs_30d: 0
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 https://github.com/education:
   title: education.github.com
   description: ''
@@ -196232,7 +196784,7 @@ https://github.com/education:
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@@ -196270,7 +196822,7 @@ https://github.com/eezhee/eezhee:
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@@ -196290,6 +196842,10 @@ https://github.com/eezhee/eezhee:
   gh_license: Apache-2.0
   gh_pushed: '2024-10-17T00:52:00Z'
   gh_stars: 10
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+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:17.511522+02:00'
 https://github.com/ekramasif/Basic-Machine-Learning:
   title: ekramasif/Basic-Machine-Learning
   description: ''
@@ -196307,7 +196863,7 @@ https://github.com/ekramasif/Basic-Machine-Learning:
   addition_method: manual
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@@ -196329,6 +196885,10 @@ https://github.com/ekramasif/Basic-Machine-Learning:
   gh_pushed: '2026-03-02T07:15:31Z'
   gh_stars: 80
   is_special: true
+  gh_open_issues_30d: 1
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 https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb:
   title: 'github.com/ekramasif: Basic Machine Learning - Python Cheatsheet'
   description: ''
@@ -196345,7 +196905,7 @@ https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheat
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -196365,6 +196925,10 @@ https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheat
   gh_license: MIT
   gh_pushed: '2026-03-02T07:15:31Z'
   gh_stars: 80
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 https://github.com/eksctl-io/eksctl:
   title: 'eksctl: EKS installer'
   description: '- [medium.com/@thapliyal705: Create Amazon EKS Cluster from scratch
@@ -196382,7 +196946,7 @@ https://github.com/eksctl-io/eksctl:
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   last_ai_eval: null
@@ -196404,6 +196968,10 @@ https://github.com/eksctl-io/eksctl:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-11T06:34:46Z'
   gh_stars: 5203
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+  gh_open_prs_30d: 0
+  gh_community_health: active
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 https://github.com/elastic/apm-pipeline-library:
   title: "Jenkins pipeline shared library for the project Elastic APM \U0001F31F"
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@@ -196421,7 +196989,7 @@ https://github.com/elastic/apm-pipeline-library:
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   last_ai_eval: null
@@ -196442,6 +197010,10 @@ https://github.com/elastic/apm-pipeline-library:
   gh_license: Apache-2.0
   gh_pushed: '2024-10-16T07:21:55Z'
   gh_stars: 11
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 https://github.com/eldada/kubernetes-scripts:
   title: Kubernetes Scripts
   description: ''
@@ -196461,7 +197033,7 @@ https://github.com/eldada/kubernetes-scripts:
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   last_ai_eval: null
@@ -196481,6 +197053,10 @@ https://github.com/eldada/kubernetes-scripts:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:21.295601+02:00'
 https://github.com/eldadru/ksniff:
   title: "eldadru/ksniff \U0001F31F"
   description: ''
@@ -196497,7 +197073,7 @@ https://github.com/eldadru/ksniff:
   addition_method: manual
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   last_ai_eval: null
@@ -196517,6 +197093,10 @@ https://github.com/eldadru/ksniff:
   gh_license: Apache-2.0
   gh_pushed: '2024-08-02T03:16:37Z'
   gh_stars: 3472
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+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:22.126799+02:00'
 https://github.com/electrocucaracha/krd:
   title: krd
   description: ''
@@ -196534,7 +197114,7 @@ https://github.com/electrocucaracha/krd:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-12T02:44:50Z'
   last_ai_eval: null
@@ -196556,6 +197136,10 @@ https://github.com/electrocucaracha/krd:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T02:44:50Z'
   gh_stars: 40
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:22.907525+02:00'
 https://github.com/elotl/kip:
   title: Kip, the Kubernetes Cloud Instance Provider
   description: ''
@@ -196573,7 +197157,7 @@ https://github.com/elotl/kip:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2023-02-25T07:01:39Z'
   last_ai_eval: null
@@ -196594,6 +197178,10 @@ https://github.com/elotl/kip:
   gh_license: Apache-2.0
   gh_pushed: '2023-02-25T07:01:39Z'
   gh_stars: 232
+  gh_open_issues_30d: 34
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:23.670060+02:00'
 https://github.com/emberstack/kubernetes-reflector:
   title: kubernetes-reflector
   description: ''
@@ -196611,7 +197199,7 @@ https://github.com/emberstack/kubernetes-reflector:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-11T21:25:31Z'
   last_ai_eval: null
@@ -196631,6 +197219,10 @@ https://github.com/emberstack/kubernetes-reflector:
   gh_license: MIT
   gh_pushed: '2026-06-11T21:25:31Z'
   gh_stars: 1614
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:24.426941+02:00'
 https://github.com/enix/x509-certificate-exporter:
   title: enix/x509-certificate-exporter
   description: ''
@@ -196647,7 +197239,7 @@ https://github.com/enix/x509-certificate-exporter:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-13T09:00:04Z'
   last_ai_eval: null
@@ -196667,6 +197259,10 @@ https://github.com/enix/x509-certificate-exporter:
   gh_license: MIT
   gh_pushed: '2026-06-13T09:00:04Z'
   gh_stars: 929
+  gh_open_issues_30d: 11
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:25.203003+02:00'
 https://github.com/enochtangg/quick-SQL-cheatsheet:
   title: "github.com/enochtangg/quick-SQL-cheatsheet: Quick SQL Cheatsheet \U0001F31F"
   description: ''
@@ -196683,7 +197279,7 @@ https://github.com/enochtangg/quick-SQL-cheatsheet:
   addition_method: manual
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@@ -196703,6 +197299,10 @@ https://github.com/enochtangg/quick-SQL-cheatsheet:
   gh_license: MIT
   gh_pushed: '2020-10-01T19:54:00Z'
   gh_stars: 5402
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+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:25.982030+02:00'
 https://github.com/envoyproxy/gateway:
   title: Envoy Gateway
   description: ''
@@ -196720,7 +197320,7 @@ https://github.com/envoyproxy/gateway:
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   last_ai_eval: null
@@ -196740,6 +197340,10 @@ https://github.com/envoyproxy/gateway:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T06:42:03Z'
   gh_stars: 2800
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+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:26.753379+02:00'
 https://github.com/eon01/kubernetes-workshop:
   title: github.com/eon01/kubernetes-workshop
   description: ''
@@ -196757,7 +197361,7 @@ https://github.com/eon01/kubernetes-workshop:
   addition_method: manual
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   last_ai_eval: null
@@ -196777,6 +197381,10 @@ https://github.com/eon01/kubernetes-workshop:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 9
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:27.493353+02:00'
 https://github.com/epinio/epinio:
   title: epinio/epinio
   description: ''
@@ -196795,7 +197403,7 @@ https://github.com/epinio/epinio:
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   last_ai_eval: null
@@ -196815,6 +197423,10 @@ https://github.com/epinio/epinio:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T21:36:00Z'
   gh_stars: 590
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+  gh_community_health: healthy
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 https://github.com/eraser-dev/eraser:
   title: "github.com/Azure/eraser \U0001F31F"
   description: ''
@@ -196832,7 +197444,7 @@ https://github.com/eraser-dev/eraser:
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@@ -196852,6 +197464,10 @@ https://github.com/eraser-dev/eraser:
   gh_license: Apache-2.0
   gh_pushed: '2026-04-09T05:55:41Z'
   gh_stars: 607
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+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:29.094793+02:00'
 https://github.com/erebe/personal-server:
   title: "github.com/erebe/personal-server: Personal server configuration with k3s'
     \U0001F31F"
@@ -196869,7 +197485,7 @@ https://github.com/erebe/personal-server:
   addition_method: manual
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   last_ai_eval: null
@@ -196889,6 +197505,10 @@ https://github.com/erebe/personal-server:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:29.854311+02:00'
 https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md:
   title: Azure Landing Zone (ALZ) Repository Best Practices
   description: A blueprint repository outlining structural guidelines, pipeline practices,
@@ -196911,7 +197531,7 @@ https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md:
   addition_method: automatic
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   last_ai_eval: null
@@ -196940,6 +197560,10 @@ https://github.com/erjosito/alz-repo-best-practices/blob/main/README.md:
   social_preview_url: https://opengraph.githubassets.com/49132b96706f04c324ef39b5c5fce019be7272fb741f8d0a992ecf4c0a156ec9/erjosito/alz-repo-best-practices
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
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+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:30.631589+02:00'
 https://github.com/ermetic/access-undenied-aws:
   title: "ermetic/access-undenied-aws \U0001F31F"
   description: ''
@@ -196954,7 +197578,7 @@ https://github.com/ermetic/access-undenied-aws:
   addition_method: manual
   content_hash: 7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4
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   last_ai_eval: null
@@ -196967,6 +197591,10 @@ https://github.com/ermetic/access-undenied-aws:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/tenable/access-undenied-aws
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:31.314806+02:00'
 https://github.com/errordeveloper/kubegen:
   title: kubegen
   description: ''
@@ -196981,7 +197609,7 @@ https://github.com/errordeveloper/kubegen:
   addition_method: manual
   content_hash: b1b05cef9af77753118352ec057af622eabb71d47b232ddcbddb4e0300232ea4
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:22.628938+02:00'
   last_ai_eval: null
@@ -196994,6 +197622,10 @@ https://github.com/errordeveloper/kubegen:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: NOASSERTION
+  gh_open_issues_30d: 17
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:32.099335+02:00'
 https://github.com/estahn/k8s-image-swapper:
   title: "k8s-image-swapper \U0001F31F"
   description: ''
@@ -197011,7 +197643,7 @@ https://github.com/estahn/k8s-image-swapper:
   addition_method: manual
   content_hash: cbc6ece15805e832bb9d6b587306b1266ee274a1c7863a6062951886312c7988
   health_score: 100.0
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   last_ai_eval: null
@@ -197031,6 +197663,10 @@ https://github.com/estahn/k8s-image-swapper:
   gh_license: MIT
   gh_pushed: '2026-06-10T12:25:38Z'
   gh_stars: 629
+  gh_open_issues_30d: 42
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:32.834609+02:00'
 https://github.com/etcd-io/etcd:
   title: null
   description: null
@@ -197045,7 +197681,7 @@ https://github.com/etcd-io/etcd:
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   discovered_at: '2026-05-17T16:54:39.102481+02:00'
   last_ai_eval: null
@@ -197057,6 +197693,10 @@ https://github.com/etcd-io/etcd:
   - docs/introduction.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 262
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:33.602249+02:00'
 https://github.com/external-secrets/kubernetes-external-secrets:
   title: "Kubernetes External Secrets \U0001F31F"
   description: ''
@@ -197071,7 +197711,7 @@ https://github.com/external-secrets/kubernetes-external-secrets:
   addition_method: manual
   content_hash: 466852f6c235fc53bcbcc19823d64c3173e686ea9afb254112b44500808cb0f1
   health_score: 100.0
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -197085,6 +197725,10 @@ https://github.com/external-secrets/kubernetes-external-secrets:
   v2_locations: []
   youtube_mosaic: {}
   gh_license: MIT
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:34.423591+02:00'
 https://github.com/fabric8io/docker-maven-plugin:
   title: docker-maven-plugin
   description: ''
@@ -197102,7 +197746,7 @@ https://github.com/fabric8io/docker-maven-plugin:
   addition_method: manual
   content_hash: 612809807c1163bd3c42823c4b03e4db8c6f336f62d8dd461ba259177d9aeb24
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-25T09:16:05Z'
   last_ai_eval: null
@@ -197122,6 +197766,10 @@ https://github.com/fabric8io/docker-maven-plugin:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-25T09:16:05Z'
   gh_stars: 1929
+  gh_open_issues_30d: 520
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:35.204846+02:00'
 'https://github.com/fabric8io/fabric8-maven-plugin ':
   title: github - fabric8, maven plugin
   description: ''
@@ -197136,7 +197784,7 @@ https://github.com/fabric8io/docker-maven-plugin:
   addition_method: manual
   content_hash: null
   health_score: 80.0
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+  last_checked: 1779033923
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:23.428538+02:00'
   last_ai_eval: null
@@ -197149,6 +197797,10 @@ https://github.com/fabric8io/docker-maven-plugin:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/fabric8io/fabric8-maven-plugin
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:35.862356+02:00'
 https://github.com/fabric8io/fabric8-pipeline-library:
   title: Fabric8 Pipeline Library
   description: ''
@@ -197165,7 +197817,7 @@ https://github.com/fabric8io/fabric8-pipeline-library:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2024-04-09T23:45:53Z'
   last_ai_eval: null
@@ -197186,6 +197838,10 @@ https://github.com/fabric8io/fabric8-pipeline-library:
   gh_license: Apache-2.0
   gh_pushed: '2024-04-09T23:45:53Z'
   gh_stars: 436
+  gh_open_issues_30d: 64
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:36.611835+02:00'
 https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/user-guide/kubectl-cheatsheet.md:
   title: fabric8 - kubectl
   description: ''
@@ -197203,7 +197859,7 @@ https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/
   addition_method: manual
   content_hash: 602cf3562472bdaddd7ca9be039e0ecf852bb096248a743b0165fb5dd2a52568
   health_score: 100.0
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+  last_checked: 1779033051
   needs_ai_refresh: true
   discovered_at: '2016-04-27T06:58:25Z'
   last_ai_eval: null
@@ -197223,6 +197879,10 @@ https://github.com/fabric8io/kansible/blob/master/vendor/k8s.io/kubernetes/docs/
   gh_license: NOASSERTION
   gh_pushed: '2016-04-27T06:58:25Z'
   gh_stars: 266
+  gh_open_issues_30d: 10
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:37.372560+02:00'
 https://github.com/facebook/jest:
   title: null
   description: null
@@ -197237,7 +197897,7 @@ https://github.com/facebook/jest:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:34:51.478899+02:00'
   last_ai_eval: null
@@ -197249,6 +197909,10 @@ https://github.com/facebook/jest:
   - docs/visual-studio.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:38.043366+02:00'
 https://github.com/fairwindsops/nova:
   title: "github: Nova \U0001F31F"
   description: ''
@@ -197266,7 +197930,7 @@ https://github.com/fairwindsops/nova:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-04T14:29:29Z'
   last_ai_eval: null
@@ -197286,6 +197950,10 @@ https://github.com/fairwindsops/nova:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-04T14:29:29Z'
   gh_stars: 864
+  gh_open_issues_30d: 15
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:38.795919+02:00'
 https://github.com/fatherlinux/ubi-micro:
   title: "ubi-micro: RHEL tiny images to build containers \U0001F31F"
   description: ''
@@ -197303,7 +197971,7 @@ https://github.com/fatherlinux/ubi-micro:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:20.703310+02:00'
   last_ai_eval: null
@@ -197323,6 +197991,10 @@ https://github.com/fatherlinux/ubi-micro:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 2
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:39.585609+02:00'
 https://github.com/features/codespaces:
   title: GitHub Codespaces
   description: ''
@@ -197342,7 +198014,7 @@ https://github.com/features/codespaces:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -197363,6 +198035,10 @@ https://github.com/features/codespaces:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:40.236484+02:00'
 https://github.com/features/preview/github-app:
   title: GitHub Copilot Agent-Driven Desktop Client Technical Preview
   description: Join the waitlist for the GitHub Copilot desktop app, a native experience
@@ -197385,7 +198061,7 @@ https://github.com/features/preview/github-app:
   addition_method: automatic
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   health_score: null
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   last_ai_eval: null
@@ -197408,6 +198084,10 @@ https://github.com/features/preview/github-app:
   social_preview_url: https://github.githubassets.com/assets/github-app-waitlist-cee758d24d8d.jpg
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:40.883564+02:00'
 https://github.com/felipecruz91/debug-ctr:
   title: ==felipecruz91/debug-ctr==
   description: ''
@@ -197424,7 +198104,7 @@ https://github.com/felipecruz91/debug-ctr:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779032966
   needs_ai_refresh: true
   discovered_at: '2023-01-27T10:01:13Z'
   last_ai_eval: null
@@ -197444,6 +198124,10 @@ https://github.com/felipecruz91/debug-ctr:
   gh_license: NOASSERTION
   gh_pushed: '2023-01-27T10:01:13Z'
   gh_stars: 52
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:41.748733+02:00'
 https://github.com/feluelle/airflow-diagrams:
   title: feluelle/airflow-diagrams
   description: ''
@@ -197460,7 +198144,7 @@ https://github.com/feluelle/airflow-diagrams:
   addition_method: manual
   content_hash: 325518f84dba9815c0d6e616beb81bff4406184e25731ad045a49aa14e651e85
   health_score: 100.0
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+  last_checked: 1779032969
   needs_ai_refresh: true
   discovered_at: '2026-06-08T17:59:10Z'
   last_ai_eval: null
@@ -197480,6 +198164,10 @@ https://github.com/feluelle/airflow-diagrams:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-08T17:59:10Z'
   gh_stars: 358
+  gh_open_issues_30d: 8
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:42.512999+02:00'
 https://github.com/fepegar/vesseg:
   title: fepegar/vesseg
   description: ''
@@ -197497,7 +198185,7 @@ https://github.com/fepegar/vesseg:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779032975
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   discovered_at: '2022-06-23T17:55:20Z'
   last_ai_eval: null
@@ -197517,6 +198205,10 @@ https://github.com/fepegar/vesseg:
   gh_license: MIT
   gh_pushed: '2022-06-23T17:55:20Z'
   gh_stars: 44
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:43.271387+02:00'
 https://github.com/fidelity/kconnect:
   title: kconnect - The Kubernetes Connection Manager CLI
   description: ''
@@ -197534,7 +198226,7 @@ https://github.com/fidelity/kconnect:
   addition_method: manual
   content_hash: 32bcda8d7853e3f5334a94052cc88b9038c233c2a4aa92d3a911d41101a0b71d
   health_score: 100.0
-  last_checked: 1779034580.379196
+  last_checked: 1779034580
   needs_ai_refresh: true
   discovered_at: '2026-06-09T13:40:46Z'
   last_ai_eval: null
@@ -197554,6 +198246,10 @@ https://github.com/fidelity/kconnect:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-09T13:40:46Z'
   gh_stars: 243
+  gh_open_issues_30d: 39
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:44.056332+02:00'
 https://github.com/figaw/configuration-as-code-jenkins-k8s:
   title: "Configuration as Code of Jenkins (for Kubernetes) \U0001F31F\U0001F31F"
   description: ''
@@ -197572,7 +198268,7 @@ https://github.com/figaw/configuration-as-code-jenkins-k8s:
   addition_method: manual
   content_hash: e8e13b05d8a6391fb77b8d799c2fbfec62e0def84018cea6521398fafdb5d70b
   health_score: 100.0
-  last_checked: 1781735911.005184
+  last_checked: 1781735911
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.005184+02:00'
   last_ai_eval: null
@@ -197595,6 +198291,10 @@ https://github.com/figaw/configuration-as-code-jenkins-k8s:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:44.812704+02:00'
 https://github.com/figaw/freestyle-to-pipeline-jenkins:
   title: "Demo repository \U0001F31F\U0001F31F\U0001F31F"
   description: ''
@@ -197609,7 +198309,7 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins:
   addition_method: manual
   content_hash: 680062af5400a0fa4dfba0102236c56394fcd7947a2242109c9fb4340e3c7fb6
   health_score: 100.0
-  last_checked: 1779032236.61148
+  last_checked: 1779032236
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:16.611480+02:00'
   last_ai_eval: null
@@ -197621,6 +198321,10 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins:
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:45.577602+02:00'
 https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf:
   title: "Slides \U0001F31F\U0001F31F\U0001F31F"
   description: ''
@@ -197635,7 +198339,7 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyl
   addition_method: manual
   content_hash: fc9fb41fc0b772b8a79ffb6996b8e4f548dc0c171f9dbdfc1981466e25b0e60d
   health_score: 100.0
-  last_checked: 1779031591.960302
+  last_checked: 1779031591
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:31.960302+02:00'
   last_ai_eval: null
@@ -197647,6 +198351,10 @@ https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyl
   - docs/demos.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:46.337609+02:00'
 https://github.com/flannel-io/flannel:
   title: Flannel
   description: '- [Weave-net](https://www.weave.works/)'
@@ -197666,7 +198374,7 @@ https://github.com/flannel-io/flannel:
   addition_method: manual
   content_hash: eba99ae86b5bae9e55d3c3591114094a4e78609bbc34e79b4a9bb1aad50ef4ea
   health_score: 100.0
-  last_checked: 1779130495.011949
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-08T08:34:34Z'
   last_ai_eval: null
@@ -197686,6 +198394,10 @@ https://github.com/flannel-io/flannel:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-08T08:34:34Z'
   gh_stars: 9475
+  gh_open_issues_30d: 24
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:47.117513+02:00'
 https://github.com/flant/k8s-image-availability-exporter:
   title: k8s-image-availability-exporter
   description: ''
@@ -197700,7 +198412,7 @@ https://github.com/flant/k8s-image-availability-exporter:
   addition_method: manual
   content_hash: 8ec8d4aed673cd9c802e9e21f8a0e2934dfc470e6c5ec0ce158633f85d6f123f
   health_score: 100.0
-  last_checked: 1779031962.762803
+  last_checked: 1779031962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.762803+02:00'
   last_ai_eval: null
@@ -197713,6 +198425,10 @@ https://github.com/flant/k8s-image-availability-exporter:
   v2_locations: []
   youtube_mosaic: {}
   duplicate_of: https://github.com/deckhouse/k8s-image-availability-exporter
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:47.833680+02:00'
 https://github.com/flant/shell-operator:
   title: Shell-operator
   description: ''
@@ -197730,7 +198446,7 @@ https://github.com/flant/shell-operator:
   addition_method: manual
   content_hash: cecdf4357eb70fe20eedaac28eedd2c9617681d9a6d760dbaa7601876cba1dd3
   health_score: 100.0
-  last_checked: 1779029821.053818
+  last_checked: 1779029821
   needs_ai_refresh: true
   discovered_at: '2026-06-11T10:56:40Z'
   last_ai_eval: null
@@ -197750,6 +198466,10 @@ https://github.com/flant/shell-operator:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-11T10:56:40Z'
   gh_stars: 2603
+  gh_open_issues_30d: 64
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:48.605842+02:00'
 https://github.com/flared/teleproxy:
   title: null
   description: null
@@ -197764,7 +198484,7 @@ https://github.com/flared/teleproxy:
   addition_method: manual
   content_hash: 2076a6de779d1921805bcc2e78a2b7316ceb2be2bbee06a1a2cd89e790c51448
   health_score: 100.0
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   discovered_at: '2026-05-17T17:01:09.746166+02:00'
   last_ai_eval: null
@@ -197776,6 +198496,10 @@ https://github.com/flared/teleproxy:
   - docs/kubernetes.md
   v2_locations: []
   youtube_mosaic: {}
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:49.471526+02:00'
 https://github.com/flaviostutz/promster:
   title: 'Promster: Use Prometheus in huge deployments with dynamic clustering and
     scrape sharding capabilities based on ETCD service registration'
@@ -197795,7 +198519,7 @@ https://github.com/flaviostutz/promster:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2023-02-15T01:43:04Z'
   last_ai_eval: null
@@ -197815,6 +198539,10 @@ https://github.com/flaviostutz/promster:
   gh_license: MIT
   gh_pushed: '2023-02-15T01:43:04Z'
   gh_stars: 31
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:50.232112+02:00'
 https://github.com/floci-io/floci:
   title: Floci - An AWS Local Emulator Alternative
   description: ''
@@ -197830,7 +198558,7 @@ https://github.com/floci-io/floci:
   addition_method: manual
   content_hash: 9b45b4c82d8b4b74c725de183df8fcc3765045aaf71bc61faeba7aaa517aaea1
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:55:57Z'
   last_ai_eval: null
@@ -197854,6 +198582,10 @@ https://github.com/floci-io/floci:
   gh_license: MIT
   gh_pushed: '2026-06-14T05:55:57Z'
   gh_stars: 14064
+  gh_open_issues_30d: 75
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:50.981684+02:00'
 https://github.com/floci-io/floci-az:
   title: floci-az
   description: Lightweight and free open-source local Azure Emulator built using Quarkus
@@ -197876,7 +198608,7 @@ https://github.com/floci-io/floci-az:
   addition_method: automatic
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   health_score: null
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   discovered_at: '2026-06-01T04:16:51Z'
   last_ai_eval: null
@@ -197902,6 +198634,10 @@ https://github.com/floci-io/floci-az:
   social_preview_url: https://repository-images.githubusercontent.com/1212601019/0a6d3334-eead-42f6-a61b-6b095be5fc4d
   source_provenance: X.com (nubenetes)
   suggested_new_category: ''
+  gh_open_issues_30d: 10
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:51.771401+02:00'
 https://github.com/flomesh-io/pipy:
   title: github.com/flomesh-io/pipy
   description: ''
@@ -197919,7 +198655,7 @@ https://github.com/flomesh-io/pipy:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:50:14Z'
   last_ai_eval: null
@@ -197939,6 +198675,10 @@ https://github.com/flomesh-io/pipy:
   gh_license: NOASSERTION
   gh_pushed: '2026-06-12T15:50:14Z'
   gh_stars: 827
+  gh_open_issues_30d: 4
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:52.641167+02:00'
 https://github.com/flux-iac/tofu-controller:
   title: github.com/flux-iac/tofu-controller
   description: ''
@@ -197957,7 +198697,7 @@ https://github.com/flux-iac/tofu-controller:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-08T11:55:28Z'
   last_ai_eval: null
@@ -197977,6 +198717,10 @@ https://github.com/flux-iac/tofu-controller:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-08T11:55:28Z'
   gh_stars: 1653
+  gh_open_issues_30d: 157
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:53.410621+02:00'
 https://github.com/fluxcd/flux:
   title: 'github: Flux'
   description: ''
@@ -197993,7 +198737,7 @@ https://github.com/fluxcd/flux:
   addition_method: manual
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   discovered_at: '2022-11-01T15:16:50Z'
   last_ai_eval: null
@@ -198016,6 +198760,10 @@ https://github.com/fluxcd/flux:
   gh_license: Apache-2.0
   gh_pushed: '2022-11-01T15:16:50Z'
   gh_stars: 6861
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:54.167808+02:00'
 https://github.com/fluxcd/flux2:
   title: 'github: Flux Version 2'
   description: ''
@@ -198032,7 +198780,7 @@ https://github.com/fluxcd/flux2:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-06-13T12:02:15Z'
   last_ai_eval: null
@@ -198052,6 +198800,10 @@ https://github.com/fluxcd/flux2:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-13T12:02:15Z'
   gh_stars: 8186
+  gh_open_issues_30d: 252
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:44:54.944906+02:00'
 https://github.com/fluxcd/flux2-kustomize-helm-example:
   title: "flux2-kustomize-helm-example \U0001F31F"
   description: ''
@@ -198068,7 +198820,7 @@ https://github.com/fluxcd/flux2-kustomize-helm-example:
   addition_method: manual
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   health_score: 100.0
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   last_ai_eval: null
@@ -198088,6 +198840,10 @@ https://github.com/fluxcd/flux2-kustomize-helm-example:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T07:25:39Z'
   gh_stars: 1268
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:55.758474+02:00'
 https://github.com/fluxcd/flux2-multi-tenancy:
   title: fluxcd/flux2-multi-tenancy
   description: ''
@@ -198107,7 +198863,7 @@ https://github.com/fluxcd/flux2-multi-tenancy:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-08T14:40:30Z'
   last_ai_eval: null
@@ -198127,6 +198883,10 @@ https://github.com/fluxcd/flux2-multi-tenancy:
   gh_license: Apache-2.0
   gh_pushed: '2026-05-08T14:40:30Z'
   gh_stars: 600
+  gh_open_issues_30d: 6
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:56.500578+02:00'
 https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator:
   title: FoggyKitchen Landing Zone Orchestrator
   description: An architecture-first multicloud landing zone framework using structured
@@ -198149,7 +198909,7 @@ https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator:
   addition_method: automatic
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   health_score: null
-  last_checked: 1780352838.801057
+  last_checked: 1780352838
   needs_ai_refresh: false
   discovered_at: '2026-06-01T14:32:25Z'
   last_ai_eval: null
@@ -198178,6 +198938,10 @@ https://github.com/foggykitchen/foggykitchen-landing-zone-orchestrator:
   social_preview_url: https://opengraph.githubassets.com/bfe8baf6e63ceb285737c904463890959aea7effd67a296e77ac789846b19687/foggykitchen/foggykitchen-landing-zone-orchestrator
   source_provenance: X.com (nubenetes)
   suggested_new_category: multi-cloud-landing-zones
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:57.291545+02:00'
 https://github.com/forbearing/k8s:
   title: forbearing/k8s
   description: ''
@@ -198195,7 +198959,7 @@ https://github.com/forbearing/k8s:
   addition_method: manual
   content_hash: 3aa7469faad948e6ba9ce9a6d050028a335b91d34beb9adabf533b12a090808f
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2022-11-15T23:57:18Z'
   last_ai_eval: null
@@ -198215,6 +198979,10 @@ https://github.com/forbearing/k8s:
   gh_license: Apache-2.0
   gh_pushed: '2022-11-15T23:57:18Z'
   gh_stars: 73
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:44:58.056614+02:00'
 https://github.com/freach/kubernetes-security-best-practice/blob/master/README.md:
   title: "Kubernetes Security Best Practices \U0001F31F"
   description: ''
@@ -198232,7 +199000,7 @@ https://github.com/freach/kubernetes-security-best-practice/blob/master/README.m
   addition_method: manual
   content_hash: 37aafd945ea8a42e8fee8a2e74ce338bb96341803e8e7272316cbd7e40c1b6d9
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2019-09-11T23:13:51Z'
   last_ai_eval: null
@@ -198252,6 +199020,10 @@ https://github.com/freach/kubernetes-security-best-practice/blob/master/README.m
   gh_license: Apache-2.0
   gh_pushed: '2019-09-11T23:13:51Z'
   gh_stars: 2712
+  gh_open_issues_30d: 12
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:44:58.827996+02:00'
 https://github.com/frectonz/sql-studio:
   title: 'SQL Studio: A Unified SQL Database Explorer'
   description: ''
@@ -198269,7 +199041,7 @@ https://github.com/frectonz/sql-studio:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031107
   needs_ai_refresh: true
   discovered_at: '2026-03-15T20:25:56Z'
   last_ai_eval: null
@@ -198293,6 +199065,10 @@ https://github.com/frectonz/sql-studio:
   gh_license: MIT
   gh_pushed: '2026-03-15T20:25:56Z'
   gh_stars: 3546
+  gh_open_issues_30d: 1
+  gh_open_prs_30d: 0
+  gh_community_health: low
+  gh_activity_checked: '2026-06-19T15:44:59.724612+02:00'
 https://github.com/freelensapp/freelens:
   title: FreeLens
   description: ''
@@ -198310,7 +199086,7 @@ https://github.com/freelensapp/freelens:
   addition_method: manual
   content_hash: d276cefc7d35cc51940e7419b703a9a7fce83deb3427ec1a89486e6da03ceb21
   health_score: 100.0
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+  last_checked: 1779033072
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   discovered_at: '2026-06-13T21:55:17Z'
   last_ai_eval: null
@@ -198334,6 +199110,10 @@ https://github.com/freelensapp/freelens:
   gh_license: MIT
   gh_pushed: '2026-06-13T21:55:17Z'
   gh_stars: 5146
+  gh_open_issues_30d: 225
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:45:00.522065+02:00'
 https://github.com/fstab/cifs:
   title: fstab/cifs
   description: ''
@@ -198350,7 +199130,7 @@ https://github.com/fstab/cifs:
   addition_method: manual
   content_hash: dd7bd3ed45ca585e641d6c0013accb851509d60bbd58229ab13cb656f1fe41a9
   health_score: 100.0
-  last_checked: 1779030615.307162
+  last_checked: 1779030615
   needs_ai_refresh: true
   discovered_at: '2022-08-04T10:15:05Z'
   last_ai_eval: null
@@ -198370,6 +199150,10 @@ https://github.com/fstab/cifs:
   gh_license: MIT
   gh_pushed: '2022-08-04T10:15:05Z'
   gh_stars: 218
+  gh_open_issues_30d: 13
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:45:01.263021+02:00'
 https://github.com/furiko-io/furiko:
   title: github.com/furiko-io/furiko
   description: ''
@@ -198387,7 +199171,7 @@ https://github.com/furiko-io/furiko:
   addition_method: manual
   content_hash: f67e9269f51d43150e6bdaaee14b29396f934bb39d7b6f75dcc26040a58aafc1
   health_score: 100.0
-  last_checked: 1779029878.568207
+  last_checked: 1779029878
   needs_ai_refresh: true
   discovered_at: '2025-02-13T13:57:36Z'
   last_ai_eval: null
@@ -198407,6 +199191,10 @@ https://github.com/furiko-io/furiko:
   gh_license: Apache-2.0
   gh_pushed: '2025-02-13T13:57:36Z'
   gh_stars: 502
+  gh_open_issues_30d: 19
+  gh_open_prs_30d: 0
+  gh_community_health: healthy
+  gh_activity_checked: '2026-06-19T15:45:02.015964+02:00'
 https://github.com/futurewei-cloud/arktos:
   title: Arktos
   description: ''
@@ -198423,7 +199211,7 @@ https://github.com/futurewei-cloud/arktos:
   addition_method: manual
   content_hash: 0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade
   health_score: 100.0
-  last_checked: 1781736046.80252
+  last_checked: 1781736046
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.802520+02:00'
   last_ai_eval: null
@@ -198443,6 +199231,10 @@ https://github.com/futurewei-cloud/arktos:
   gh_stars: 0
   gh_pushed: N/A
   gh_license: N/A
+  gh_open_issues_30d: 0
+  gh_open_prs_30d: 0
+  gh_community_health: dormant
+  gh_activity_checked: '2026-06-19T15:45:02.863759+02:00'
 https://github.com/gardener/etcd-backup-restore:
   title: github.com/gardener/etcd-backup-restore
   description: ''
@@ -198459,7 +199251,7 @@ https://github.com/gardener/etcd-backup-restore:
   addition_method: manual
   content_hash: d7e53637459bbdca137936836576f26a3d8ff7ad9fa1d18b9739560ce5af879e
   health_score: 100.0
-  last_checked: 1779030598.014695
+  last_checked: 1779030598
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:36:01Z'
   last_ai_eval: null
@@ -198479,6 +199271,10 @@ https://github.com/gardener/etcd-backup-restore:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-14T07:36:01Z'
   gh_stars: 329
+  gh_open_issues_30d: 67
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:45:03.614541+02:00'
 https://github.com/gardener/gardener:
   title: Gardener
   description: ''
@@ -198497,7 +199293,7 @@ https://github.com/gardener/gardener:
   addition_method: manual
   content_hash: b7f0a60e9aed7ab6d0afdc9c5e7e5e44d33801f213b81cda3df302e599ecf70b
   health_score: 100.0
-  last_checked: 1779029155.266851
+  last_checked: 1779029155
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:51:13Z'
   last_ai_eval: null
@@ -198518,6 +199314,10 @@ https://github.com/gardener/gardener:
   gh_license: Apache-2.0
   gh_pushed: '2026-06-12T20:51:13Z'
   gh_stars: 3394
+  gh_open_issues_30d: 228
+  gh_open_prs_30d: 0
+  gh_community_health: active
+  gh_activity_checked: '2026-06-19T15:45:04.593516+02:00'
 https://github.com/gardener/terraformer:
   title: 'gardener/terraformer: Terraformer'
   description: ''
@@ -198537,7 +199337,7 @@ https://github.com/gardener/terraformer:
   addition_method: manual
   content_hash: 4feb7d4dff0d978e9a48fe63e63b6f231ef56043a67d713b653d1073ba13c106
   health_score: 100.0
-  last_checked: 1779030230.991256
+  last_checked: 1779030230
   needs_ai_refresh: true
   discovered_at: '2026-06-09T14:30:05Z'
   last_ai_eval: null
@@ -198573,7 +199373,7 @@ https://github.com/garutilorenzo/k3s-aws-terraform-cluster:
   addition_method: manual
   content_hash: f7dcc6728d69946078ab4a9d007dcb40d6bb05c548b969b19c56e124510a8e78
   health_score: 100.0
-  last_checked: 1779031021.323579
+  last_checked: 1779031021
   needs_ai_refresh: true
   discovered_at: '2023-02-04T16:07:20Z'
   last_ai_eval: null
@@ -198609,7 +199409,7 @@ https://github.com/garutilorenzo/k8s-aws-terraform-cluster:
   addition_method: manual
   content_hash: 9c21b39bd0ec8e64dd91681f4b29a8592fef820e62a4a43a9d2a6a6d833ae52b
   health_score: 100.0
-  last_checked: 1779032757.161449
+  last_checked: 1779032757
   needs_ai_refresh: true
   discovered_at: '2024-03-15T11:19:55Z'
   last_ai_eval: null
@@ -198643,7 +199443,7 @@ https://github.com/gayanvoice/top-github-users:
   addition_method: manual
   content_hash: 377a211e15cafdbab77a3a930fbc24784e898d07501f2e59a55e6ad56fb22002
   health_score: 100.0
-  last_checked: 1779033623.317791
+  last_checked: 1779033623
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:23.317791+02:00'
   last_ai_eval: null
@@ -198670,7 +199470,7 @@ https://github.com/gcla/termshark:
   addition_method: manual
   content_hash: a19fcdc6f6de9dcb1c1d6f4e3372ce3932bd4e3170ded85ec3a190e95467b91d
   health_score: 100.0
-  last_checked: 1779033030.860367
+  last_checked: 1779033030
   needs_ai_refresh: true
   discovered_at: '2024-04-30T06:15:11Z'
   last_ai_eval: null
@@ -198706,7 +199506,7 @@ https://github.com/geerlingguy/ansible-for-devops:
   addition_method: manual
   content_hash: 92f4a9fc4627622a11cf72b99e447bec9cb36a3dc0d4afd6645bf75f5e48e49d
   health_score: 100.0
-  last_checked: 1779034332.828668
+  last_checked: 1779034332
   needs_ai_refresh: true
   discovered_at: '2025-05-25T06:03:59Z'
   last_ai_eval: null
@@ -198747,7 +199547,7 @@ https://github.com/geerlingguy/ansible-for-devops/tree/master/kubernetes:
   addition_method: manual
   content_hash: 42b15252dd72404b85198e54e9f03237bb980d450270ea2d5b67beb6685e0144
   health_score: 100.0
-  last_checked: 1779033592.020544
+  last_checked: 1779033592
   needs_ai_refresh: true
   discovered_at: '2025-05-25T06:03:59Z'
   last_ai_eval: null
@@ -198783,7 +199583,7 @@ https://github.com/geerlingguy/ansible-role-docker:
   addition_method: manual
   content_hash: 0415ef3aef3db9596af58284d93bb08742cbf9389d32ca8133ceb9e60988e3fb
   health_score: 100.0
-  last_checked: 1779032173.427523
+  last_checked: 1779032173
   needs_ai_refresh: true
   discovered_at: '2026-04-22T02:35:44Z'
   last_ai_eval: null
@@ -198819,7 +199619,7 @@ https://github.com/geerlingguy/ansible-role-jenkins:
   addition_method: manual
   content_hash: 1f381e6c741c1768e123bf4991e9b5721919361566a2823f36adf1d84ac5eebc
   health_score: 100.0
-  last_checked: 1779031021.254763
+  last_checked: 1779031021
   needs_ai_refresh: true
   discovered_at: '2026-03-04T20:09:59Z'
   last_ai_eval: null
@@ -198856,7 +199656,7 @@ https://github.com/geerlingguy/ansible-role-kubernetes:
   addition_method: manual
   content_hash: ec20419456edd443a34a1cf535161ce7cd267c0bc4f2c98fe0a6bcda0340f4b7
   health_score: 100.0
-  last_checked: 1779033655.948076
+  last_checked: 1779033655
   needs_ai_refresh: true
   discovered_at: '2025-11-28T04:12:15Z'
   last_ai_eval: null
@@ -198895,7 +199695,7 @@ https://github.com/genuinetools/contained.af:
   addition_method: manual
   content_hash: 4fab4e4846007403029a55064c80876c43c64e8dec263fb7a66b06e8cdf4db68
   health_score: 100.0
-  last_checked: 1779033068.534307
+  last_checked: 1779033068
   needs_ai_refresh: true
   discovered_at: '2023-05-11T20:38:28Z'
   last_ai_eval: null
@@ -198933,7 +199733,7 @@ https://github.com/genuinetools/img:
   addition_method: manual
   content_hash: 0b7ad58af06e4f93f6af11e2d6547d478fe08c09914acc88f1dac481bcf9723b
   health_score: 100.0
-  last_checked: 1779029884.087404
+  last_checked: 1779029884
   needs_ai_refresh: true
   discovered_at: '2024-05-19T22:07:07Z'
   last_ai_eval: null
@@ -198969,7 +199769,7 @@ https://github.com/geritol/secret-backup-operator:
   addition_method: manual
   content_hash: 42b31d1715d385ad4a02d32aefbf817e31b912c7ac130e3cd62f7e54379ab832
   health_score: 100.0
-  last_checked: 1779031645.773688
+  last_checked: 1779031645
   needs_ai_refresh: true
   discovered_at: '2024-05-31T12:48:52Z'
   last_ai_eval: null
@@ -199006,7 +199806,7 @@ https://github.com/germainlefebvre4/ns-killer:
   addition_method: manual
   content_hash: 7595722e195c0c1cb8347dc9e1138f2bd73a45b915a67684c7a47187f6c7f2af
   health_score: 100.0
-  last_checked: 1779029292.262313
+  last_checked: 1779029292
   needs_ai_refresh: true
   discovered_at: '2022-12-08T11:41:58Z'
   last_ai_eval: null
@@ -199042,7 +199842,7 @@ https://github.com/getanteon/anteon:
   addition_method: manual
   content_hash: 8b7dda6a22f3f966051a09000c96f03bb5ccc95cf32998df7d8488951c2e0913
   health_score: 100.0
-  last_checked: 1779130495.027826
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-03-04T10:47:26Z'
   last_ai_eval: null
@@ -199076,7 +199876,7 @@ https://github.com/getporter/porter:
   addition_method: manual
   content_hash: d16c8c4fa6a257c0d88cb0d8f09ebc35e09a0aa1ea8ea0c64715ddba039a6723
   health_score: 100.0
-  last_checked: 1779032185.321365
+  last_checked: 1779032185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:25.321365+02:00'
   last_ai_eval: null
@@ -199102,7 +199902,7 @@ https://github.com/getseabird/seabird:
   addition_method: manual
   content_hash: 46c7815a6286cdad936489cbdfe7128e6d24e688204585a7debe0ccdba47e4d1
   health_score: 100.0
-  last_checked: 1779032521.784528
+  last_checked: 1779032521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:01.784528+02:00'
   last_ai_eval: null
@@ -199132,7 +199932,7 @@ https://github.com/getsops/sops:
   addition_method: manual
   content_hash: ed65338f4cf9d0235bd8e6c3136131b05984892aa6f0cdaabfd1d56bc233683d
   health_score: 100.0
-  last_checked: 1779130495.00683
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:42:34Z'
   last_ai_eval: null
@@ -199171,7 +199971,7 @@ https://github.com/gfkse/jenkins-shared-library:
   addition_method: manual
   content_hash: 336a3650b81c6d9917f3c2ce89a4209f890a331bc5894c1a852a86fc628b83ad
   health_score: 100.0
-  last_checked: 1779030401.52708
+  last_checked: 1779030401
   needs_ai_refresh: true
   discovered_at: '2019-05-03T11:38:19Z'
   last_ai_eval: null
@@ -199208,7 +200008,7 @@ https://github.com/ggicci/httpin:
   addition_method: manual
   content_hash: 659e16434a94cd541d92b16bcc6b1e2c9ae58c77edcd047933dfd5a9be53a904
   health_score: 100.0
-  last_checked: 1779031712.403094
+  last_checked: 1779031712
   needs_ai_refresh: true
   discovered_at: '2026-05-28T17:48:28Z'
   last_ai_eval: null
@@ -199245,7 +200045,7 @@ https://github.com/gianlucam76/k8s-cleaner:
   addition_method: manual
   content_hash: 26b97509c6b90de108c22f7d0fd95a2e8c0f4c50d694bf37a22d7221a315e6d2
   health_score: 100.0
-  last_checked: 1779033429.03164
+  last_checked: 1779033429
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:53:05Z'
   last_ai_eval: null
@@ -199282,7 +200082,7 @@ https://github.com/gimlet-io/gimletd:
   addition_method: manual
   content_hash: 43b378c03c6da86876294318ac70f09361d86a2fb5da66149d0511b37c3a67d2
   health_score: 100.0
-  last_checked: 1779034046.056252
+  last_checked: 1779034046
   needs_ai_refresh: true
   discovered_at: '2022-02-15T10:57:47Z'
   last_ai_eval: null
@@ -199318,7 +200118,7 @@ https://github.com/gini/dexter:
   addition_method: manual
   content_hash: b11c25939eda17cb4b637647b1e2e2811dcd834b4766f1939239a637bc2dc797
   health_score: 100.0
-  last_checked: 1779030529.567501
+  last_checked: 1779030529
   needs_ai_refresh: true
   discovered_at: '2025-05-15T09:16:14Z'
   last_ai_eval: null
@@ -199357,7 +200157,7 @@ https://github.com/giscus/giscus:
   addition_method: manual
   content_hash: b22fa6822fa703d1b785a0d49ec3a04682c68d95560f2c34a0db20da4b105fa0
   health_score: 100.0
-  last_checked: 1779030346.657435
+  last_checked: 1779030346
   needs_ai_refresh: true
   discovered_at: '2026-05-26T22:20:10Z'
   last_ai_eval: null
@@ -199394,7 +200194,7 @@ https://github.com/git-bug/git-bug:
   addition_method: manual
   content_hash: 4c83960b8e5b1a513bec83e62833dc0dcf470ddaa0f59fdbf8412e05610aa34c
   health_score: 100.0
-  last_checked: 1779130494.938403
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-10T16:43:20Z'
   last_ai_eval: null
@@ -199431,7 +200231,7 @@ https://github.com/git-ecosystem/git-credential-manager:
   addition_method: manual
   content_hash: 2a25383d14eb101fbfb2319c46825dd6d3f682fd4ca51e44de459bd0354e2bf0
   health_score: 100.0
-  last_checked: 1779130494.960837
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-04T16:55:49Z'
   last_ai_eval: null
@@ -199469,7 +200269,7 @@ https://github.com/git-lfs/git-lfs:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030531
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:00:26Z'
   last_ai_eval: null
@@ -199503,7 +200303,7 @@ https://github.com/github/hub:
   addition_method: manual
   content_hash: 19e5325c8cceef53dda6b4eea55c83bef59a3aa0e8ee368acf5fd214f49edef8
   health_score: 100.0
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+  last_checked: 1779033084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.921753+02:00'
   last_ai_eval: null
@@ -199532,7 +200332,7 @@ https://github.com/github/roadmap:
   addition_method: manual
   content_hash: 3df3a08ca659e1b2ddf4eb812dc358c39a576f565facbb5044553cf4d28125c6
   health_score: 100.0
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+  last_checked: 1779034208
   needs_ai_refresh: true
   discovered_at: '2024-10-15T17:31:37Z'
   last_ai_eval: null
@@ -199573,7 +200373,7 @@ https://github.com/github/spec-kit:
   addition_method: automatic
   content_hash: 4de024c361339bcc8fb99b926d6f1beb76c2fa87eb92ee34f402417484763e09
   health_score: null
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+  last_checked: 1780352003
   needs_ai_refresh: false
   discovered_at: '2026-06-01T20:04:05Z'
   last_ai_eval: null
@@ -199616,7 +200416,7 @@ https://github.com/gitkraken/vscode-gitlens:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:03:33Z'
   last_ai_eval: null
@@ -199652,7 +200452,7 @@ https://github.com/gitops-working-group/gitops-working-group:
   addition_method: manual
   content_hash: 9d9764e6cf92f70eccb5378965fcc8346d1d78f9debc8e4fda5788f611d575b3
   health_score: 100.0
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+  last_checked: 1781736234
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:54.959606+02:00'
   last_ai_eval: null
@@ -199686,7 +200486,7 @@ https://github.com/gitpod-io/gitpod:
   addition_method: manual
   content_hash: eb24ad27f36de528892de45b55c410dbad56c44b555c6b0bd8bef22f602d478d
   health_score: 100.0
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+  last_checked: 1779032575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:55.059455+02:00'
   last_ai_eval: null
@@ -199715,7 +200515,7 @@ https://github.com/glasskube/glasskube:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031440
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:40:36Z'
   last_ai_eval: null
@@ -199752,7 +200552,7 @@ https://github.com/glebiller/dynamic-configuration-operator:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029270.305981
+  last_checked: 1779029270
   needs_ai_refresh: true
   discovered_at: '2022-06-03T06:48:17Z'
   last_ai_eval: null
@@ -199790,7 +200590,7 @@ https://github.com/globalbao/awesome-azure-policy:
   addition_method: manual
   content_hash: 4bcbfb219e6301b4449591249dd3eacaa370c52beff27636ea05d853936c98b9
   health_score: 100.0
-  last_checked: 1779031258.610477
+  last_checked: 1779031258
   needs_ai_refresh: true
   discovered_at: '2026-05-30T07:05:04Z'
   last_ai_eval: null
@@ -199830,7 +200630,7 @@ https://github.com/gnunn1/openshift-basic-pipeline:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1781735911
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.005016+02:00'
   last_ai_eval: null
@@ -199867,7 +200667,7 @@ https://github.com/go-ini/ini:
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   health_score: 100.0
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+  last_checked: 1779030482
   needs_ai_refresh: true
   discovered_at: '2026-06-10T02:52:00Z'
   last_ai_eval: null
@@ -199904,7 +200704,7 @@ https://github.com/go-kratos/kratos:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030721
   needs_ai_refresh: true
   discovered_at: '2026-06-11T17:48:15Z'
   last_ai_eval: null
@@ -199938,7 +200738,7 @@ https://github.com/go-skynet/LocalAI:
   addition_method: manual
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   health_score: 100.0
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@@ -201547,7 +202347,7 @@ https://github.com/haflidif/terraform-azurerm-dns-private-resolver:
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@@ -201613,7 +202413,7 @@ https://github.com/halkeye-docker/docker-jenkins:
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@@ -201726,7 +202526,7 @@ https://github.com/hashicorp/cap:
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@@ -201763,7 +202563,7 @@ https://github.com/hashicorp/hcl:
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@@ -201799,7 +202599,7 @@ https://github.com/hashicorp/terraform-cdk:
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@@ -201836,7 +202636,7 @@ https://github.com/hashicorp/terraform-k8s:
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@@ -201873,7 +202673,7 @@ https://github.com/hashicorp/vault:
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@@ -201911,7 +202711,7 @@ https://github.com/hashicorp/vault-csi-provider:
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@@ -201948,7 +202748,7 @@ https://github.com/hashicorp/waypoint/tree/main/website/content/docs:
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@@ -201986,7 +202786,7 @@ https://github.com/hasura/gitkube:
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@@ -202022,7 +202822,7 @@ https://github.com/haxsaw/hikaru:
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@@ -202058,7 +202858,7 @@ https://github.com/hayao-k/cdk-ecr-image-scan-notify:
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@@ -202094,7 +202894,7 @@ https://github.com/hbollon/k8s-voting-app-aws:
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@@ -202131,7 +202931,7 @@ https://github.com/hcavarsan/kftray:
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@@ -202165,7 +202965,7 @@ https://github.com/heketi/heketi:
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@@ -202195,7 +202995,7 @@ https://github.com/helm/charts/tree/master/stable/distributed-jmeter:
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@@ -202233,7 +203033,7 @@ https://github.com/helm/charts/tree/master/stable/jenkins:
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@@ -202270,7 +203070,7 @@ https://github.com/helm/charts/tree/master/stable/selenium:
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@@ -202306,7 +203106,7 @@ https://github.com/helm/charts/tree/master/stable/sonarqube:
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@@ -202343,7 +203143,7 @@ https://github.com/helm/charts/tree/master/stable/sonatype-nexus:
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@@ -202379,7 +203179,7 @@ https://github.com/helm/helm:
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@@ -202417,7 +203217,7 @@ https://github.com/helm/helm-mapkubeapis:
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@@ -202455,7 +203255,7 @@ https://github.com/helmfile/helmfile:
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@@ -202492,7 +203292,7 @@ https://github.com/helmwave/helmwave:
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@@ -202526,7 +203326,7 @@ https://github.com/heptiolabs/ktx:
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@@ -202556,7 +203356,7 @@ https://github.com/hiddeco/cronjobber:
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@@ -202592,7 +203392,7 @@ https://github.com/hidetatz/kubecolor:
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@@ -202627,7 +203427,7 @@ https://github.com/highmobility:
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@@ -202655,7 +203455,7 @@ https://github.com/hoanhan101/ultimate-go:
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@@ -202694,7 +203494,7 @@ https://github.com/hobby-kube/guide:
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@@ -202733,7 +203533,7 @@ https://github.com/homeport/havener:
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@@ -202770,7 +203570,7 @@ https://github.com/huazhihao/kubespy:
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@@ -202807,7 +203607,7 @@ https://github.com/huginn/huginn:
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@@ -202847,7 +203647,7 @@ https://github.com/humanlayer/12-factor-agents:
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@@ -202892,7 +203692,7 @@ https://github.com/hygieia/Hygieia:
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@@ -202929,7 +203729,7 @@ https://github.com/hyscale/hyscale:
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@@ -202966,7 +203766,7 @@ https://github.com/iam-veeramalla/Azure-zero-to-hero:
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@@ -203002,7 +203802,7 @@ https://github.com/ianmiell/kubernetes-examples:
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@@ -203032,7 +203832,7 @@ https://github.com/iann0036/iamlive:
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@@ -203069,7 +203869,7 @@ https://github.com/iawia002/lux:
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@@ -203103,7 +203903,7 @@ https://github.com/ibm-messaging:
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@@ -203129,7 +203929,7 @@ https://github.com/ibm-messaging/mq-metric-samples/tree/master/cmd/mq_prometheus
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@@ -203158,7 +203958,7 @@ https://github.com/ibuildthecloud/wtfk8s:
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@@ -203193,7 +203993,7 @@ https://github.com/idealista/prometheus_jmx_exporter-role:
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@@ -203224,7 +204024,7 @@ https://github.com/idealista/prometheus_jmx_exporter_role:
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@@ -203262,7 +204062,7 @@ https://github.com/idoavrah/terraform-tui:
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@@ -203298,7 +204098,7 @@ https://github.com/ilkilab/agorakube:
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@@ -203334,7 +204134,7 @@ https://github.com/ilyash/show-struct:
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@@ -203372,7 +204172,7 @@ https://github.com/im2nguyen/rover:
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@@ -203410,7 +204210,7 @@ https://github.com/imperialwicket/spinnaker-demo:
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@@ -203450,7 +204250,7 @@ https://github.com/imthenachoman/How-To-Secure-A-Linux-Server:
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   needs_ai_refresh: true
   discovered_at: '2026-03-05T13:25:16Z'
   last_ai_eval: null
@@ -203491,7 +204291,7 @@ https://github.com/inancgumus/learngo:
   addition_method: manual
   content_hash: 394725cf75156e12597b9b0548496f72736d2a652458a441ed0b80db1ebfc6f5
   health_score: 100.0
-  last_checked: 1779029151.805594
+  last_checked: 1779029151
   needs_ai_refresh: true
   discovered_at: '2025-06-24T23:03:52Z'
   last_ai_eval: null
@@ -203532,7 +204332,7 @@ https://github.com/infiniumtek/terraform-review-agent:
   addition_method: automatic
   content_hash: 4e8a77262c7f90e8f8b65dd1c35bafa866870581147b8987fe71adc71a59204e
   health_score: null
-  last_checked: 1780352424.113345
+  last_checked: 1780352424
   needs_ai_refresh: false
   discovered_at: '2026-05-21T05:25:52Z'
   last_ai_eval: null
@@ -203572,7 +204372,7 @@ https://github.com/influxdata/telegraf/tree/master/plugins/inputs/activemq:
   addition_method: manual
   content_hash: a3851fb7f71b045ed86b8dc86f54302755461b6bf1b3b2bfffc21671a49b1d79
   health_score: 100.0
-  last_checked: 1779030391.543731
+  last_checked: 1779030391
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:31.543731+02:00'
   last_ai_eval: null
@@ -203602,7 +204402,7 @@ https://github.com/influxdata/telegraf/tree/master/plugins/outputs/prometheus_cl
   addition_method: manual
   content_hash: 8320accfa48b8db4bc37b92ba9672a6cbef304b53234d4a813cdd6d846e8c652
   health_score: 100.0
-  last_checked: 1779030954.728522
+  last_checked: 1779030954
   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:38:05Z'
   last_ai_eval: null
@@ -203639,7 +204439,7 @@ https://github.com/infracost/infracost:
   addition_method: manual
   content_hash: 1c7e3e51dfc46bc4b99cb49bfcd37be3f83761a36aff36eeee561215d2962d6f
   health_score: 100.0
-  last_checked: 1779031423.07041
+  last_checked: 1779031423
   needs_ai_refresh: true
   discovered_at: '2026-06-03T14:55:27Z'
   last_ai_eval: null
@@ -203677,7 +204477,7 @@ https://github.com/infrahouse/infrahouse-toolkit:
   addition_method: manual
   content_hash: 9c15f86bdb31f9f268ea337677d923e0c0a7f48a31c5985b7f890c79d8eb8147
   health_score: 100.0
-  last_checked: 1779031575.185782
+  last_checked: 1779031575
   needs_ai_refresh: true
   discovered_at: '2026-06-12T02:07:31Z'
   last_ai_eval: null
@@ -203714,7 +204514,7 @@ https://github.com/infrahouse/terraform-aws-ecs:
   addition_method: manual
   content_hash: 20d9efe3504978de432d24d6bebb9d3dda9ee5d9e08e548e50622b2b2679e488
   health_score: 100.0
-  last_checked: 1779034015.994976
+  last_checked: 1779034015
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:48:49Z'
   last_ai_eval: null
@@ -203751,7 +204551,7 @@ https://github.com/infrahouse/terraform-aws-openvpn:
   addition_method: manual
   content_hash: 1d66d9a63ba22cb3f82bc77c55f8a13fc50d4d3f5eeef87fb248c8f7cd154023
   health_score: 100.0
-  last_checked: 1779029561.831963
+  last_checked: 1779029561
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:04:59Z'
   last_ai_eval: null
@@ -203789,7 +204589,7 @@ https://github.com/infrahq/infra:
   addition_method: manual
   content_hash: 410931b597d37bc915834cd79f9695bd30a991223bd4fd70145fe1a067f8b859
   health_score: 100.0
-  last_checked: 1779034139.440201
+  last_checked: 1779034139
   needs_ai_refresh: true
   discovered_at: '2026-06-13T10:07:13Z'
   last_ai_eval: null
@@ -203826,7 +204626,7 @@ https://github.com/inguardians/peirates:
   addition_method: manual
   content_hash: 0d5825f04e02d91244d93abba956de34078d1d81d78c4c514ec04df876d18757
   health_score: 100.0
-  last_checked: 1779030655.543428
+  last_checked: 1779030655
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:50:44Z'
   last_ai_eval: null
@@ -203864,7 +204664,7 @@ https://github.com/inkdrop-org/inkdrop-visualizer:
   addition_method: manual
   content_hash: 9d04fa03d658315a02e5c41792844a60d9f1a64640f0d7675a7c97a51f79d2c3
   health_score: 100.0
-  last_checked: 1779031808.308433
+  last_checked: 1779031808
   needs_ai_refresh: true
   discovered_at: '2024-06-03T14:13:46Z'
   last_ai_eval: null
@@ -203901,7 +204701,7 @@ https://github.com/inputsh/awesome-linux:
   addition_method: manual
   content_hash: 7ef646b22b52bdd01dda347947ad97484ad3ee5e8f475c0b9a136dd4d26bf879
   health_score: 100.0
-  last_checked: 1779031442.830882
+  last_checked: 1779031442
   needs_ai_refresh: true
   discovered_at: '2023-02-04T17:02:53Z'
   last_ai_eval: null
@@ -203939,7 +204739,7 @@ https://github.com/inscapist/terraform-k3s-private-cloud:
   addition_method: manual
   content_hash: 1ea33f40f5832c7b2af308928e0964c543a3f2e53e7dba8b4127d86be7d8f806
   health_score: 100.0
-  last_checked: 1779130494.982651
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2022-05-10T08:38:01Z'
   last_ai_eval: null
@@ -203976,7 +204776,7 @@ https://github.com/inspektor-gadget/inspektor-gadget:
   addition_method: manual
   content_hash: f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a
   health_score: 100.0
-  last_checked: 1779032376.810184
+  last_checked: 1779032376
   needs_ai_refresh: true
   discovered_at: '2026-06-12T06:55:57Z'
   last_ai_eval: null
@@ -204012,7 +204812,7 @@ https://github.com/instrumenta/kubernetes-json-schema:
   addition_method: manual
   content_hash: 979a5854560b9276685a7e214e3ba8072fcbd9100ef59b00d98329ad13c668ed
   health_score: 100.0
-  last_checked: 1779033907.29539
+  last_checked: 1779033907
   needs_ai_refresh: true
   discovered_at: '2023-07-22T01:56:24Z'
   last_ai_eval: null
@@ -204053,7 +204853,7 @@ https://github.com/instrumenta/kubeval:
   addition_method: manual
   content_hash: 9b15bc90352c51a5516d5d0e578b3164e8ec3e1f49cc2f7daa414111bc2656c9
   health_score: 100.0
-  last_checked: 1779031601.160877
+  last_checked: 1779031601
   needs_ai_refresh: true
   discovered_at: '2026-01-29T06:24:31Z'
   last_ai_eval: null
@@ -204094,7 +204894,7 @@ https://github.com/instrumenta/policies:
   addition_method: manual
   content_hash: 8da18f0ceeb9bd2409fdeb5ea85df3d2a4d0b85a9588c271707c5eff4e2c2965
   health_score: 100.0
-  last_checked: 1779030653.786018
+  last_checked: 1779030653
   needs_ai_refresh: true
   discovered_at: '2021-01-20T13:43:37Z'
   last_ai_eval: null
@@ -204132,7 +204932,7 @@ https://github.com/int128/kubelogin:
   addition_method: manual
   content_hash: 8919345485cdb0f70c85289e7ad34e22ea32d8cb5a4b9b5dac0465cfd8c5f8fc
   health_score: 100.0
-  last_checked: 1779034319.293325
+  last_checked: 1779034319
   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:42:57Z'
   last_ai_eval: null
@@ -204166,7 +204966,7 @@ https://github.com/iovisor/bpftrace:
   addition_method: manual
   content_hash: 7c9e0a0f2e6f8113957d1d157db717e22db217a91e4b0ff70eeb499b70fc88e3
   health_score: 100.0
-  last_checked: 1779031715.017501
+  last_checked: 1779031715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:35.017501+02:00'
   last_ai_eval: null
@@ -204196,7 +204996,7 @@ https://github.com/iovisor/kubectl-trace:
   addition_method: manual
   content_hash: 1b54b9da81faaf2c99d08e23b955c538efee39c5ffcd84b6cc377bb2eb6ea2b2
   health_score: 100.0
-  last_checked: 1779029991.507883
+  last_checked: 1779029991
   needs_ai_refresh: true
   discovered_at: '2026-04-16T20:47:34Z'
   last_ai_eval: null
@@ -204230,7 +205030,7 @@ https://github.com/irockel/tda:
   addition_method: manual
   content_hash: e8d955ba76f22cc02d1169694148ecf98bef7c0c2070a5b9f28039d5f553451f
   health_score: 100.0
-  last_checked: 1779029573.553547
+  last_checked: 1779029573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.553547+02:00'
   last_ai_eval: null
@@ -204256,7 +205056,7 @@ https://github.com/isaaguilar/terraform-operator:
   addition_method: manual
   content_hash: 23a0d98556ee64532044e3060d4a96496677b0af859a763ccd3b489256113508
   health_score: 100.0
-  last_checked: 1779032552.53628
+  last_checked: 1779032552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.536280+02:00'
   last_ai_eval: null
@@ -204286,7 +205086,7 @@ https://github.com/ishantanu/awesome-kubectl-plugins:
   addition_method: manual
   content_hash: 3c103efb241bf9941e2263f47e005ee581404865a5259424e4aefd29ce1bc720
   health_score: 100.0
-  last_checked: 1779029838.761773
+  last_checked: 1779029838
   needs_ai_refresh: true
   discovered_at: '2025-11-05T14:35:56Z'
   last_ai_eval: null
@@ -204326,7 +205126,7 @@ https://github.com/istio-ecosystem/admiral:
   addition_method: manual
   content_hash: ab01b6e506ace645a75202ccb079cce7e5c21d04bacbf8f27229119c5e6ab7a4
   health_score: 100.0
-  last_checked: 1779033020.010263
+  last_checked: 1779033020
   needs_ai_refresh: true
   discovered_at: '2025-10-15T17:58:17Z'
   last_ai_eval: null
@@ -204362,7 +205162,7 @@ https://github.com/istio/istio:
   addition_method: manual
   content_hash: f9a9db53fe9787e2077b909228b9252d5893a66dc3110b102220573bc3a28b07
   health_score: 100.0
-  last_checked: 1779031560.11379
+  last_checked: 1779031560
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:55:33Z'
   last_ai_eval: null
@@ -204399,7 +205199,7 @@ https://github.com/istio/tools/blob/master/perf/README.md:
   addition_method: manual
   content_hash: 793dba1c4d5dda996907cabbdb8711c1cabb18c23d0dbb4a69c9a94305ce3c88
   health_score: 100.0
-  last_checked: 1779033675.37906
+  last_checked: 1779033675
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:07:32Z'
   last_ai_eval: null
@@ -204435,7 +205235,7 @@ https://github.com/itaysk/kubectl-neat:
   addition_method: manual
   content_hash: ce58fb404e6d57766bdc5e2e80af464154f391644252236124cefda51f391608
   health_score: 100.0
-  last_checked: 1779031592.02384
+  last_checked: 1779031592
   needs_ai_refresh: true
   discovered_at: '2025-12-05T02:37:08Z'
   last_ai_eval: null
@@ -204469,7 +205269,7 @@ https://github.com/ivx/yet-another-cloudwatch-exporter:
   addition_method: manual
   content_hash: 8bd7c4325eb756f2f30fed15ebf15cc95ec662be7cbe28a3f8a6d24bdde3ae12
   health_score: 100.0
-  last_checked: 1779031026.287493
+  last_checked: 1779031026
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:06.287493+02:00'
   last_ai_eval: null
@@ -204499,7 +205299,7 @@ https://github.com/iximiuz/awesome-container-tinkering:
   addition_method: manual
   content_hash: 9fac5ac660ac1f809a1fb0f1fe25e80acc76f77a1c95b066bc5aa44cadff13be
   health_score: 100.0
-  last_checked: 1779034461.905401
+  last_checked: 1779034461
   needs_ai_refresh: true
   discovered_at: '2024-10-09T15:29:27Z'
   last_ai_eval: null
@@ -204537,7 +205337,7 @@ https://github.com/iximiuz/cdebug:
   addition_method: manual
   content_hash: f5215501a32b9877da266ca96cb8e183d10bfef0af2751fa93fe2b7d69ae6daf
   health_score: 100.0
-  last_checked: 1779031609.404746
+  last_checked: 1779031609
   needs_ai_refresh: true
   discovered_at: '2026-01-18T19:11:25Z'
   last_ai_eval: null
@@ -204574,7 +205374,7 @@ https://github.com/iximiuz/client-go-examples:
   addition_method: manual
   content_hash: f43f9485706e097503038888101cb9aa255e53e58d4af4412471bca034e96e5a
   health_score: 100.0
-  last_checked: 1779031302.686089
+  last_checked: 1779031302
   needs_ai_refresh: true
   discovered_at: '2025-12-12T09:50:55Z'
   last_ai_eval: null
@@ -204610,7 +205410,7 @@ https://github.com/jace-ys/sentry-operator:
   addition_method: manual
   content_hash: 136eb4e7ce9782dda444109620914f2c9c2955c992dd8704318f9ff2fa334844
   health_score: 100.0
-  last_checked: 1779029575.965237
+  last_checked: 1779029575
   needs_ai_refresh: true
   discovered_at: '2021-02-06T09:47:32Z'
   last_ai_eval: null
@@ -204648,7 +205448,7 @@ https://github.com/jamesbuckett/ckad-questions:
   addition_method: manual
   content_hash: 63a7003c1638d6ef2ec5b745c489263c0d613947819325d17e9d833a4bde7130
   health_score: 100.0
-  last_checked: 1779029075.160675
+  last_checked: 1779029075
   needs_ai_refresh: true
   discovered_at: '2026-05-15T02:56:50Z'
   last_ai_eval: null
@@ -204685,7 +205485,7 @@ https://github.com/jamesw4/confirm-tfvars:
   addition_method: manual
   content_hash: eb27887db455078b601c1f7db440d88e2aac9173a3412de4fd41727a68aae60a
   health_score: 100.0
-  last_checked: 1781736235.148874
+  last_checked: 1781736235
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:55.148874+02:00'
   last_ai_eval: null
@@ -204722,7 +205522,7 @@ https://github.com/jamiehannaford/what-happens-when-k8s:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1781736191
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:43:11.038128+02:00'
   last_ai_eval: null
@@ -204759,7 +205559,7 @@ https://github.com/janikvonrotz/awesome-powershell:
   addition_method: manual
   content_hash: 210fb14522a104a60db8c311eec865aa12e9fa288c3740c70303669e0c77086a
   health_score: 100.0
-  last_checked: 1779030852.064668
+  last_checked: 1779030852
   needs_ai_refresh: true
   discovered_at: '2025-04-14T06:25:33Z'
   last_ai_eval: null
@@ -204798,7 +205598,7 @@ https://github.com/jbossdemocentral/rhpam7-mortgage-demo:
   addition_method: manual
   content_hash: 1c729a6566dbcc12367568887a9c8857497da5d754e1d12d41bc85a6988a5610
   health_score: 100.0
-  last_checked: 1781735911.004901
+  last_checked: 1781735911
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.004901+02:00'
   last_ai_eval: null
@@ -204835,7 +205635,7 @@ https://github.com/jcchavezs/porto:
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   content_hash: b772b9cf56da591e001c33761d4acd94b12ae6d2f61be412b06a69ea415d47cf
   health_score: 100.0
-  last_checked: 1779034031.191597
+  last_checked: 1779034031
   needs_ai_refresh: true
   discovered_at: '2024-10-02T18:41:03Z'
   last_ai_eval: null
@@ -204873,7 +205673,7 @@ https://github.com/jcjorel/ec2-spot-converter:
   addition_method: manual
   content_hash: 53a9ad00e33bf2d966b9bb79eaad63d34112da9327408fc3a589cd2c08877ab1
   health_score: 100.0
-  last_checked: 1779032873.236316
+  last_checked: 1779032873
   needs_ai_refresh: true
   discovered_at: '2022-07-26T07:54:08Z'
   last_ai_eval: null
@@ -204909,7 +205709,7 @@ https://github.com/jdauphant/awesome-ansible:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031141.393254
+  last_checked: 1779031141
   needs_ai_refresh: true
   discovered_at: '2024-04-22T18:01:45Z'
   last_ai_eval: null
@@ -204949,7 +205749,7 @@ https://github.com/jenkins-infra/jenkins-usage-stats:
   addition_method: manual
   content_hash: 49b1afa5a52b2e2fe4e97bf0223c93e613be88c2a06cb6110c13b475ad598ee2
   health_score: 100.0
-  last_checked: 1781736002.34732
+  last_checked: 1781736002
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:02.347320+02:00'
   last_ai_eval: null
@@ -204985,7 +205785,7 @@ https://github.com/jenkins-infra/jenkins-version:
   addition_method: manual
   content_hash: 377e3973925ac56d732947276a6871ed5167827e9f4c0afba312f584420f8209
   health_score: 100.0
-  last_checked: 1779032455.609884
+  last_checked: 1779032455
   needs_ai_refresh: true
   discovered_at: '2026-06-08T07:19:43Z'
   last_ai_eval: null
@@ -205022,7 +205822,7 @@ https://github.com/jenkins-infra/jenkins.io/issues:
   addition_method: manual
   content_hash: 1667cd390c69b3aad7d81b0b863c168a8da7d13f156988de043c03a9197c3f43
   health_score: 100.0
-  last_checked: 1779030423.009376
+  last_checked: 1779030423
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:32:11Z'
   last_ai_eval: null
@@ -205058,7 +205858,7 @@ https://github.com/jenkins-infra/pipeline-library:
   addition_method: manual
   content_hash: 09a274020971226ea6517ac72b3f129d03e67c9c00e71d87f4cb5c2e0816233a
   health_score: 100.0
-  last_checked: 1781735992.153097
+  last_checked: 1781735992
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.153097+02:00'
   last_ai_eval: null
@@ -205097,7 +205897,7 @@ https://github.com/jenkins-x-plugins/jx-secret-postrenderer:
   addition_method: manual
   content_hash: 9eef805a0b6011dd0fc01b9c248232bc7f0bb174e39adbfea0c8d00770028db4
   health_score: 100.0
-  last_checked: 1779033263.700974
+  last_checked: 1779033263
   needs_ai_refresh: true
   discovered_at: '2021-06-30T11:10:50Z'
   last_ai_eval: null
@@ -205134,7 +205934,7 @@ https://github.com/jenkins-x/gsm-controller:
   addition_method: manual
   content_hash: f450996b394b1824ebd5a86ddc022d654a59fa458b773a9a05d584ed5df08c13
   health_score: 100.0
-  last_checked: 1779031720.41186
+  last_checked: 1779031720
   needs_ai_refresh: true
   discovered_at: '2024-03-12T07:21:50Z'
   last_ai_eval: null
@@ -205172,7 +205972,7 @@ https://github.com/jenkins-x/jenkins-x-openshift-image:
   addition_method: manual
   content_hash: b53ade3a94e0a41ff3cfe3b9b3769668b7493207ea617d0d80d3e3541974755c
   health_score: 100.0
-  last_checked: 1779030522.943972
+  last_checked: 1779030522
   needs_ai_refresh: true
   discovered_at: '2019-07-30T07:33:36Z'
   last_ai_eval: null
@@ -205208,7 +206008,7 @@ https://github.com/jenkins-x/updatebot:
   addition_method: manual
   content_hash: 735c5b4ad7066175990f354f93e0d8a7543c8119c6af4532d4f0c4cf20d189f9
   health_score: 100.0
-  last_checked: 1779034580.537082
+  last_checked: 1779034580
   needs_ai_refresh: true
   discovered_at: '2021-04-08T11:30:35Z'
   last_ai_eval: null
@@ -205244,7 +206044,7 @@ https://github.com/jenkinsci:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:07.006874+02:00'
   last_ai_eval: null
@@ -205280,7 +206080,7 @@ https://github.com/jenkinsci/JenkinsPipelineUnit:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-28T06:56:21Z'
   last_ai_eval: null
@@ -205318,7 +206118,7 @@ https://github.com/jenkinsci/configuration-as-code-plugin:
   addition_method: manual
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T02:16:12Z'
   last_ai_eval: null
@@ -205356,7 +206156,7 @@ https://github.com/jenkinsci/custom-war-packager:
   addition_method: manual
   content_hash: 45cbd5df62c48a9410880265688c3244d8e30cac40dc7e1750a60bd8a12d06ca
   health_score: 100.0
-  last_checked: 1779031567.524322
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   needs_ai_refresh: true
   discovered_at: '2023-11-20T20:59:47Z'
   last_ai_eval: null
@@ -205392,7 +206192,7 @@ https://github.com/jenkinsci/docker/blob/master/install-plugins.sh:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033079.992177
+  last_checked: 1779033079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:19.992177+02:00'
   last_ai_eval: null
@@ -205418,7 +206218,7 @@ https://github.com/jenkinsci/ghprb-plugin:
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   health_score: 100.0
-  last_checked: 1779033615.379847
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.379847+02:00'
   last_ai_eval: null
@@ -205447,7 +206247,7 @@ https://github.com/jenkinsci/git-plugin:
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   health_score: 100.0
-  last_checked: 1779030009.750766
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T00:33:16Z'
   last_ai_eval: null
@@ -205482,7 +206282,7 @@ https://github.com/jenkinsci/git-plugin/releases/tag/git-4.8.0:
   addition_method: manual
   content_hash: cf23d65754fff94ec61ff78905abcc1a353a278d631580f9ce47e531ff3f0b02
   health_score: 100.0
-  last_checked: 1779030330.58896
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:30.588960+02:00'
   last_ai_eval: null
@@ -205509,7 +206309,7 @@ https://github.com/jenkinsci/github-autostatus-plugin:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033949.835492
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:49.835492+02:00'
   last_ai_eval: null
@@ -205539,7 +206339,7 @@ https://github.com/jenkinsci/helm-charts:
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:08:12Z'
   last_ai_eval: null
@@ -205575,7 +206375,7 @@ https://github.com/jenkinsci/influxdb-plugin:
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   health_score: 100.0
-  last_checked: 1779032100.68215
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   needs_ai_refresh: true
   discovered_at: '2025-12-21T19:08:32Z'
   last_ai_eval: null
@@ -205611,7 +206411,7 @@ https://github.com/jenkinsci/jenkins-scripts:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:02.261450+02:00'
   last_ai_eval: null
@@ -205648,7 +206448,7 @@ https://github.com/jenkinsci/jenkinsfile-runner:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2025-11-17T20:44:05Z'
   last_ai_eval: null
@@ -205684,7 +206484,7 @@ https://github.com/jenkinsci/jenkinsfile-runner-test-framework:
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   health_score: 100.0
-  last_checked: 1781735992.426853
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.426853+02:00'
   last_ai_eval: null
@@ -205720,7 +206520,7 @@ https://github.com/jenkinsci/jep/blob/master/jep/224/README.adoc:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:33.166596+02:00'
   last_ai_eval: null
@@ -205746,7 +206546,7 @@ https://github.com/jenkinsci/job-dsl-plugin:
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   health_score: 100.0
-  last_checked: 1779031401.86609
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:21.866090+02:00'
   last_ai_eval: null
@@ -205774,7 +206574,7 @@ https://github.com/jenkinsci/job-dsl-plugin/wiki:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:54.655753+02:00'
   last_ai_eval: null
@@ -205804,7 +206604,7 @@ https://github.com/jenkinsci/kubernetes-operator:
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   health_score: 100.0
-  last_checked: 1779033020.058938
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:28:27Z'
   last_ai_eval: null
@@ -205841,7 +206641,7 @@ https://github.com/jenkinsci/kubernetes-plugin:
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   discovered_at: '2026-06-08T23:37:34Z'
   last_ai_eval: null
@@ -205878,7 +206678,7 @@ https://github.com/jenkinsci/opentelemetry-plugin:
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   needs_ai_refresh: true
   discovered_at: '2026-05-19T04:05:25Z'
   last_ai_eval: null
@@ -205916,7 +206716,7 @@ https://github.com/jenkinsci/performance-plugin:
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-  last_checked: 1779034502.550151
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   needs_ai_refresh: true
   discovered_at: '2026-06-03T07:06:16Z'
   last_ai_eval: null
@@ -205955,7 +206755,7 @@ https://github.com/jenkinsci/pipeline-graph-view-plugin:
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T00:52:59Z'
   last_ai_eval: null
@@ -205989,7 +206789,7 @@ https://github.com/jenkinsci/pipeline-utility-steps-plugin:
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   discovered_at: '2026-05-17T17:00:12.108608+02:00'
   last_ai_eval: null
@@ -206017,7 +206817,7 @@ https://github.com/jenkinsci/plugin-installation-manager-tool:
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   discovered_at: '2026-06-01T03:55:38Z'
   last_ai_eval: null
@@ -206055,7 +206855,7 @@ https://github.com/jenkinsci/plugin-installation-manager-tool/releases/tag/plugi
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-01T03:55:38Z'
   last_ai_eval: null
@@ -206091,7 +206891,7 @@ https://github.com/jenkinsci/plugin-pom:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:57:58Z'
   last_ai_eval: null
@@ -206127,7 +206927,7 @@ https://github.com/jenkinsci/plugin-pom/releases/tag/plugin-4.0:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T00:57:58Z'
   last_ai_eval: null
@@ -206163,7 +206963,7 @@ https://github.com/jenkinsci/prometheus-plugin:
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   discovered_at: '2026-06-08T01:32:43Z'
   last_ai_eval: null
@@ -206200,7 +207000,7 @@ https://github.com/jenkinsci/pull-request-monitoring-plugin:
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   discovered_at: '2025-06-26T13:41:45Z'
   last_ai_eval: null
@@ -206236,7 +207036,7 @@ https://github.com/jenkinsci/redis-fingerprint-storage-plugin:
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   discovered_at: '2025-12-23T15:44:01Z'
   last_ai_eval: null
@@ -206272,7 +207072,7 @@ https://github.com/jenkinsci/remoting-opentelemetry-plugin:
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   needs_ai_refresh: true
   discovered_at: '2024-08-09T09:16:22Z'
   last_ai_eval: null
@@ -206306,7 +207106,7 @@ https://github.com/jenkinsci/remoting-opentelemetry-plugin/pull/40:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:15.446872+02:00'
   last_ai_eval: null
@@ -206336,7 +207136,7 @@ https://github.com/jenkinsci/robot-plugin:
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   needs_ai_refresh: true
   discovered_at: '2026-05-27T05:26:35Z'
   last_ai_eval: null
@@ -206370,7 +207170,7 @@ https://github.com/jenkinsci/tekton-client-plugin:
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   discovered_at: '2026-05-17T17:51:12.316253+02:00'
   last_ai_eval: null
@@ -206398,7 +207198,7 @@ https://github.com/jenkinsci/url-filter-plugin:
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   needs_ai_refresh: true
   discovered_at: '2024-08-09T10:54:49Z'
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@@ -206435,7 +207235,7 @@ https://github.com/jertel/elastalert2:
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   needs_ai_refresh: true
   discovered_at: '2026-05-27T22:13:17Z'
   last_ai_eval: null
@@ -206474,7 +207274,7 @@ https://github.com/jesseduffield/lazydocker:
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   discovered_at: '2026-04-19T02:51:06Z'
   last_ai_eval: null
@@ -206510,7 +207310,7 @@ https://github.com/jessfraz/branch-cleanup-action:
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   needs_ai_refresh: true
   discovered_at: '2022-03-02T13:52:50Z'
   last_ai_eval: null
@@ -206546,7 +207346,7 @@ https://github.com/jetify-com/launchpad:
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   discovered_at: '2025-06-12T18:38:42Z'
   last_ai_eval: null
@@ -206580,7 +207380,7 @@ https://github.com/jetpack-io/launchpad:
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   discovered_at: '2026-05-17T17:47:13.611102+02:00'
   last_ai_eval: null
@@ -206607,7 +207407,7 @@ https://github.com/jetstack/cert-manager:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:42:05.097070+02:00'
   last_ai_eval: null
@@ -206638,7 +207438,7 @@ https://github.com/jetstack/jetstack-secure:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-04T12:45:21Z'
   last_ai_eval: null
@@ -206676,7 +207476,7 @@ https://github.com/jetstack/kube-oidc-proxy:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2024-08-10T02:04:32Z'
   last_ai_eval: null
@@ -206710,7 +207510,7 @@ https://github.com/jetstack/preflight:
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   health_score: 100.0
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+  last_checked: 1779030052
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   discovered_at: '2026-05-17T17:00:52.482332+02:00'
   last_ai_eval: null
@@ -206739,7 +207539,7 @@ https://github.com/jetstack/version-checker:
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-  last_checked: 1779031618.64787
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T11:09:15Z'
   last_ai_eval: null
@@ -206773,7 +207573,7 @@ https://github.com/jglick/jk--:
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   health_score: 100.0
-  last_checked: 1779032556.755653
+  last_checked: 1779032556
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:36.755653+02:00'
   last_ai_eval: null
@@ -206803,7 +207603,7 @@ https://github.com/jimmyraywv/awesome-eks:
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   health_score: 100.0
-  last_checked: 1781736123.325254
+  last_checked: 1781736123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.325254+02:00'
   last_ai_eval: null
@@ -206842,7 +207642,7 @@ https://github.com/jk8s/awesome-kubernetes:
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   health_score: 100.0
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+  last_checked: 1781736123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.200304+02:00'
   last_ai_eval: null
@@ -206878,7 +207678,7 @@ https://github.com/jkcfg/jk:
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+  last_checked: 1779032462
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:41:02.791968+02:00'
   last_ai_eval: null
@@ -206907,7 +207707,7 @@ https://github.com/jkosik/helm-decomposer:
   addition_method: manual
   content_hash: 7f41b1831f7d7b087b98d0e22a5d89124a27730bc227ae4bd24017344cb174f2
   health_score: 100.0
-  last_checked: 1781735960.744639
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:20.744639+02:00'
   last_ai_eval: null
@@ -206944,7 +207744,7 @@ https://github.com/jlevy/the-art-of-command-line:
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   content_hash: 364251608fb333fca1e3e9e293cb4e8e3be7c184e7ca303ee3f048dfad02006b
   health_score: 100.0
-  last_checked: 1781736068.277326
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:08.277326+02:00'
   last_ai_eval: null
@@ -206983,7 +207783,7 @@ https://github.com/jmfloreszazo/ghapp_demo/blob/main/README.es.md:
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-  last_checked: 1780352302.456788
+  last_checked: 1780352302
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456788+02:00'
   last_ai_eval: null
@@ -207021,7 +207821,7 @@ https://github.com/jmxtrans/jmxtrans:
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   content_hash: 31ea23af4fafce7f36bb22337ad9be884c68f828bbd79d976c39768f37bbb6df
   health_score: 100.0
-  last_checked: 1779034582.288331
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:22.288331+02:00'
   last_ai_eval: null
@@ -207050,7 +207850,7 @@ https://github.com/johanhaleby/kubetail:
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   content_hash: 90750e942d6e0bac1925020ce4f169ac608a7e4660f4d40ee4dbf0ddea544519
   health_score: 100.0
-  last_checked: 1779031574.608697
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:21:55Z'
   last_ai_eval: null
@@ -207084,7 +207884,7 @@ https://github.com/johnkerl/miller:
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   content_hash: 1eae772b9062fb8a16ffe49b1b55ad63751b9f8ce3bb0f748569fa2adee6ea6c
   health_score: 100.0
-  last_checked: 1779030091.432662
+  last_checked: 1779030091
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:01:31.432662+02:00'
   last_ai_eval: null
@@ -207115,7 +207915,7 @@ https://github.com/johnlokerse/azure-bicep-cheat-sheet:
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   health_score: 100.0
-  last_checked: 1781735879.83603
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.836030+02:00'
   last_ai_eval: null
@@ -207151,7 +207951,7 @@ https://github.com/johnthebrit/CertificationMaterials:
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   health_score: 100.0
-  last_checked: 1781735879.692216
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.692216+02:00'
   last_ai_eval: null
@@ -207188,7 +207988,7 @@ https://github.com/joke2k/faker:
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-  last_checked: 1779031455.774915
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T20:53:39Z'
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@@ -207226,7 +208026,7 @@ https://github.com/jonleibowitz/awesome-digitalocean:
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-  last_checked: 1779033223.123076
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   needs_ai_refresh: true
   discovered_at: '2021-04-30T21:49:21Z'
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@@ -207265,7 +208065,7 @@ https://github.com/jonmosco/kube-ps1:
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-  last_checked: 1779033101.231768
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   needs_ai_refresh: true
   discovered_at: '2026-05-24T12:10:07Z'
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@@ -207301,7 +208101,7 @@ https://github.com/jonrau1/ElectricEye/blob/master/README.md:
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-  last_checked: 1779030842.798901
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   needs_ai_refresh: true
   discovered_at: '2026-02-09T03:04:44Z'
   last_ai_eval: null
@@ -207337,7 +208137,7 @@ https://github.com/jordanwilson230/kubectl-plugins/tree/krew:
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   health_score: 100.0
-  last_checked: 1779033675.655803
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   needs_ai_refresh: true
   discovered_at: '2024-06-27T06:00:21Z'
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@@ -207374,7 +208174,7 @@ https://github.com/jose-r-lopez/SSI_Infraestructure_Automation_Materials:
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-  last_checked: 1779130494.99681
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   needs_ai_refresh: true
   discovered_at: '2022-08-22T19:38:44Z'
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@@ -207408,7 +208208,7 @@ https://github.com/jose-r-lopez/SSI_Materials:
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-  last_checked: 1779032257.448714
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   discovered_at: '2026-05-17T17:37:37.448714+02:00'
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@@ -207438,7 +208238,7 @@ https://github.com/joseadanof/awesome-cloudnative-trainings:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -207477,7 +208277,7 @@ https://github.com/joshnh/Git-Commands/blob/master/README.md:
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   last_ai_eval: null
@@ -207513,7 +208313,7 @@ https://github.com/joyrex2001/kubedock:
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-  last_checked: 1779032368.937987
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T18:34:26Z'
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@@ -207550,7 +208350,7 @@ https://github.com/joyrex2001/tekline:
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@@ -207586,7 +208386,7 @@ https://github.com/jpmens/jo:
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   discovered_at: '2026-05-17T17:00:15.257574+02:00'
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@@ -207618,7 +208418,7 @@ https://github.com/jrockway/ekglue:
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   needs_ai_refresh: true
   discovered_at: '2023-10-25T22:38:52Z'
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@@ -207655,7 +208455,7 @@ https://github.com/jrussellfreelance/powershell-scripts:
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@@ -207692,7 +208492,7 @@ https://github.com/jsmartin/ansible-tower-packer:
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   needs_ai_refresh: true
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@@ -207729,7 +208529,7 @@ https://github.com/jthomperoo/custom-pod-autoscaler:
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@@ -207766,7 +208566,7 @@ https://github.com/jthomperoo/k8shorizmetrics:
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@@ -207803,7 +208603,7 @@ https://github.com/jthomperoo/predictive-horizontal-pod-autoscaler:
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@@ -207839,7 +208639,7 @@ https://github.com/junegunn/fzf:
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@@ -207867,7 +208667,7 @@ https://github.com/jupyterlab/jupyter-ai:
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@@ -207904,7 +208704,7 @@ https://github.com/jwcesign/kubespider:
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   last_ai_eval: null
@@ -207940,7 +208740,7 @@ https://github.com/jyguyomarch/awesome-productivity:
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@@ -207979,7 +208779,7 @@ https://github.com/k0sproject/k0s:
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@@ -208017,7 +208817,7 @@ https://github.com/k3d-io/k3d:
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@@ -208055,7 +208855,7 @@ https://github.com/k3s-io/k3s-ansible:
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@@ -208092,7 +208892,7 @@ https://github.com/k8gb-io/k8gb:
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@@ -208128,7 +208928,7 @@ https://github.com/k8s-ruby/k8s-ruby:
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   discovered_at: '2025-04-10T09:35:00Z'
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@@ -208166,7 +208966,7 @@ https://github.com/k8snetworkplumbingwg/multus-cni:
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T13:59:02Z'
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@@ -208204,7 +209004,7 @@ https://github.com/k8spacket/k8spacket:
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   needs_ai_refresh: true
   discovered_at: '2026-05-12T11:01:07Z'
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@@ -208241,7 +209041,7 @@ https://github.com/k8spatterns/examples:
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   discovered_at: '2026-03-29T04:12:06Z'
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@@ -208277,7 +209077,7 @@ https://github.com/k8spin/k8spin-operator:
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   discovered_at: '2026-04-16T19:01:23Z'
   last_ai_eval: null
@@ -208311,7 +209111,7 @@ https://github.com/k8spin/k8spin-operator/projects/1:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031497.962672
+  last_checked: 1779031497
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   discovered_at: '2026-05-17T17:24:57.962672+02:00'
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@@ -208339,7 +209139,7 @@ https://github.com/k8tz/k8tz:
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@@ -208373,7 +209173,7 @@ https://github.com/k8zdev/k8z:
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   last_ai_eval: null
@@ -208399,7 +209199,7 @@ https://github.com/kabisa/k8s-workshop-in-a-box:
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   discovered_at: '2026-05-17T17:07:10.714710+02:00'
   last_ai_eval: null
@@ -208428,7 +209228,7 @@ https://github.com/kadalu/kadalu:
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   needs_ai_refresh: true
   discovered_at: '2026-02-10T23:35:35Z'
   last_ai_eval: null
@@ -208466,7 +209266,7 @@ https://github.com/kahun/awesome-sysadmin:
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+  last_checked: 1779033218
   needs_ai_refresh: true
   discovered_at: '2024-03-26T23:45:17Z'
   last_ai_eval: null
@@ -208506,7 +209306,7 @@ https://github.com/kairos-io/kairos:
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+  last_checked: 1779032213
   needs_ai_refresh: true
   discovered_at: '2026-06-12T06:00:33Z'
   last_ai_eval: null
@@ -208540,7 +209340,7 @@ https://github.com/kakao/ipvs-node-controller:
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+  last_checked: 1779032902
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   discovered_at: '2026-05-17T17:48:22.841239+02:00'
   last_ai_eval: null
@@ -208571,7 +209371,7 @@ https://github.com/kakao/network-node-manager:
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+  last_checked: 1779030462
   needs_ai_refresh: true
   discovered_at: '2023-06-27T08:35:15Z'
   last_ai_eval: null
@@ -208608,7 +209408,7 @@ https://github.com/kapicorp/tesoro:
   addition_method: manual
   content_hash: 3e89efe9ad2dd94d5dc8e64eae88eaecf8ad64c88129fd5f828fbb42bc98f197
   health_score: 100.0
-  last_checked: 1779034462.087596
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   needs_ai_refresh: true
   discovered_at: '2024-12-23T09:15:23Z'
   last_ai_eval: null
@@ -208646,7 +209446,7 @@ https://github.com/karampok/dnsconfig-injector:
   addition_method: manual
   content_hash: bcba8d6046cf71c04000925bf020129c5a34957900e326a462ef30def87fcf6f
   health_score: 100.0
-  last_checked: 1779029689.705866
+  last_checked: 1779029689
   needs_ai_refresh: true
   discovered_at: '2023-01-19T14:35:31Z'
   last_ai_eval: null
@@ -208683,7 +209483,7 @@ https://github.com/kareem-elsayed/k8s-alerts:
   addition_method: manual
   content_hash: 60cdc212f50e6ff4577ece9577830f5dbba57852efcb788c9efe0c27e1232d4c
   health_score: 100.0
-  last_checked: 1779032224.12209
+  last_checked: 1779032224
   needs_ai_refresh: true
   discovered_at: '2020-06-07T11:13:50Z'
   last_ai_eval: null
@@ -208721,7 +209521,7 @@ https://github.com/karmab/autolabeller:
   addition_method: manual
   content_hash: 020ff7c3888461a640efd5f8af6428187dc97a5fda243493126b987c75bfb148
   health_score: 100.0
-  last_checked: 1781736046.88041
+  last_checked: 1781736046
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.880410+02:00'
   last_ai_eval: null
@@ -208758,7 +209558,7 @@ https://github.com/karmada-io/karmada:
   addition_method: manual
   content_hash: 3aef34b0fb72477fa0d3b6d2ab6c60cd0b63da46a9c2c031033d849540d26186
   health_score: 100.0
-  last_checked: 1779033575.824847
+  last_checked: 1779033575
   needs_ai_refresh: true
   discovered_at: '2026-06-09T12:30:28Z'
   last_ai_eval: null
@@ -208795,7 +209595,7 @@ https://github.com/kaysalawu/azure-network-terraform:
   addition_method: manual
   content_hash: 64f717ef6566abf02ae63e455379f7ccbba00b0573f5091e19adf365e9ad05dd
   health_score: 100.0
-  last_checked: 1779031567.46959
+  last_checked: 1779031567
   needs_ai_refresh: true
   discovered_at: '2025-03-03T18:27:43Z'
   last_ai_eval: null
@@ -208833,7 +209633,7 @@ https://github.com/kbrew-dev/kbrew:
   addition_method: manual
   content_hash: ebf2ad52ddb9b288cfb946fc99ca3679d7d1b66b60501c3195c0bb6ab8eebf47
   health_score: 100.0
-  last_checked: 1779032337.972297
+  last_checked: 1779032337
   needs_ai_refresh: true
   discovered_at: '2023-02-25T08:32:05Z'
   last_ai_eval: null
@@ -208871,7 +209671,7 @@ https://github.com/kbst/terraform-kubestack:
   addition_method: manual
   content_hash: 1c7edd4c9d6401f5eba913aa11e7c506cccaed485d6d34ca8d953d7dbba841e2
   health_score: 100.0
-  last_checked: 1779030119.788345
+  last_checked: 1779030119
   needs_ai_refresh: true
   discovered_at: '2026-03-05T13:40:32Z'
   last_ai_eval: null
@@ -208908,7 +209708,7 @@ https://github.com/kbterm/kubeterm:
   addition_method: manual
   content_hash: a500e3c7fae776d02576040c710ebfa689b21d37eea1d6bea7c2f76456a7b354
   health_score: 100.0
-  last_checked: 1779031677.113731
+  last_checked: 1779031677
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:32:39Z'
   last_ai_eval: null
@@ -208951,7 +209751,7 @@ https://github.com/kcp-dev/kcp:
   addition_method: manual
   content_hash: c7cc544dca954749c4eeacaa25de4b3416a07972f436da2f735864856cd2253f
   health_score: 100.0
-  last_checked: 1779034217.724435
+  last_checked: 1779034217
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:16:58Z'
   last_ai_eval: null
@@ -208988,7 +209788,7 @@ https://github.com/kedacore/keda/issues/2214:
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   content_hash: 27b7f60ec0e2d61d94876b2753262615382e6b310b314bc5f171c2450331c3ef
   health_score: 100.0
-  last_checked: 1779033783.111333
+  last_checked: 1779033783
   needs_ai_refresh: true
   discovered_at: '2026-06-11T15:09:37Z'
   last_ai_eval: null
@@ -209024,7 +209824,7 @@ https://github.com/keel-hq/keel:
   addition_method: manual
   content_hash: aaf25a8ae8466482d26582b01bd789b1e86588f8130c21220f0693a887eb2a85
   health_score: 100.0
-  last_checked: 1779031677.030132
+  last_checked: 1779031677
   needs_ai_refresh: true
   discovered_at: '2026-02-26T08:30:36Z'
   last_ai_eval: null
@@ -209059,7 +209859,7 @@ https://github.com/kei6u/kubectl-secret-data:
   addition_method: manual
   content_hash: 4f17bac8559850f882932f44aa46901c1522e3dfe247b35a7aee9e3da1d8ae30
   health_score: 100.0
-  last_checked: 1779033296.271281
+  last_checked: 1779033296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.271281+02:00'
   last_ai_eval: null
@@ -209089,7 +209889,7 @@ https://github.com/keikoproj/upgrade-manager:
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   content_hash: d966c0567f646a6f7239b576354fe976099c233a7e6d06d5e2fd4c67262083ef
   health_score: 100.0
-  last_checked: 1779031850.554892
+  last_checked: 1779031850
   needs_ai_refresh: true
   discovered_at: '2026-06-08T15:58:15Z'
   last_ai_eval: null
@@ -209125,7 +209925,7 @@ https://github.com/keisku/kubectl-explore:
   addition_method: manual
   content_hash: 755acd1bec581daa8b9fc1418121366675aaf8d2d0563b94f7adf72e70f9c0a4
   health_score: 100.0
-  last_checked: 1779033570.325479
+  last_checked: 1779033570
   needs_ai_refresh: true
   discovered_at: '2025-11-10T02:10:45Z'
   last_ai_eval: null
@@ -209162,7 +209962,7 @@ https://github.com/keisku/kubectl-secretdata:
   addition_method: manual
   content_hash: ee768c8abfb1aeb04cebb08e42c635d1a286b38775c0f5aef59705b39d078d21
   health_score: 100.0
-  last_checked: 1779130494.920604
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2024-10-10T04:57:50Z'
   last_ai_eval: null
@@ -209198,7 +209998,7 @@ https://github.com/kellyjonbrazil/jc:
   addition_method: manual
   content_hash: 9dec699090fd93513e00b0ec06001ef0ac4d73a6c1d973ec4384746c3651574f
   health_score: 100.0
-  last_checked: 1779029941.176151
+  last_checked: 1779029941
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:59:01.176151+02:00'
   last_ai_eval: null
@@ -209229,7 +210029,7 @@ https://github.com/kelseyhightower/cmd-tutorial:
   addition_method: manual
   content_hash: 879ea51140874f0e5325d770b63bdee404594fba8d1427597f808ec9ca1b2a3c
   health_score: 100.0
-  last_checked: 1781735865.869592
+  last_checked: 1781735865
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:45.869592+02:00'
   last_ai_eval: null
@@ -209267,7 +210067,7 @@ https://github.com/kelseyhightower/kubernetes-the-hard-way:
   addition_method: manual
   content_hash: 800e0a795b4a366e7b76f2a1ae7edd9ca784da27ecc1b1558022da1605b782fe
   health_score: 100.0
-  last_checked: 1779030473.564335
+  last_checked: 1779030473
   needs_ai_refresh: true
   discovered_at: '2025-04-10T06:11:47Z'
   last_ai_eval: null
@@ -209304,7 +210104,7 @@ https://github.com/kelseyhightower/nocode:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033025.326648
+  last_checked: 1779033025
   needs_ai_refresh: true
   discovered_at: '2024-08-07T03:19:12Z'
   last_ai_eval: null
@@ -209341,7 +210141,7 @@ https://github.com/kelseyhightower/serverless-vault-with-cloud-run:
   addition_method: manual
   content_hash: 144443bedcd44d5c233af5b4babdfd85e3e39b6b968263cfc2088c040742d87f
   health_score: 100.0
-  last_checked: 1779034425.148872
+  last_checked: 1779034425
   needs_ai_refresh: true
   discovered_at: '2022-04-28T16:47:21Z'
   last_ai_eval: null
@@ -209378,7 +210178,7 @@ https://github.com/keptn-sandbox/keptn-jenkins-library:
   addition_method: manual
   content_hash: 26861281d7504b3fd920a169ac339703db24bf8fa5ef0c69b9923d325280540c
   health_score: 100.0
-  last_checked: 1779034395.300973
+  last_checked: 1779034395
   needs_ai_refresh: true
   discovered_at: '2026-06-09T16:52:44Z'
   last_ai_eval: null
@@ -209414,7 +210214,7 @@ https://github.com/keptn-sandbox/keptn-on-k3s:
   addition_method: manual
   content_hash: 3c7518266349b165d696054dd97260bf19244d4c1a815f3a1fc28dd966b106e6
   health_score: 100.0
-  last_checked: 1779032455.911994
+  last_checked: 1779032455
   needs_ai_refresh: true
   discovered_at: '2022-12-27T14:14:06Z'
   last_ai_eval: null
@@ -209451,7 +210251,7 @@ https://github.com/keptn-sandbox/keptn-on-k3s/blob/master/README-KeptnForDynatra
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   content_hash: f0a91872d2c8650189f480e42e9579c7fd416c1e8ce8326eaacaba5f0e6935bb
   health_score: 100.0
-  last_checked: 1779030526.045737
+  last_checked: 1779030526
   needs_ai_refresh: true
   discovered_at: '2022-12-27T14:14:06Z'
   last_ai_eval: null
@@ -209488,7 +210288,7 @@ https://github.com/kevincobain2000/gobrew:
   addition_method: manual
   content_hash: 5dd3ab53b74ac074ee51daa9a73555ebfe9108e7b1dc96b69e794beb156cf1de
   health_score: 100.0
-  last_checked: 1779029421.811702
+  last_checked: 1779029421
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:32:25Z'
   last_ai_eval: null
@@ -209526,7 +210326,7 @@ https://github.com/kgamanji/cluster-api-helm-chart:
   addition_method: manual
   content_hash: ea92989949e8f13357fc2d50a39a477353c480bcbdc20bb7b6e30fd0147ccb8c
   health_score: 100.0
-  last_checked: 1779033716.253236
+  last_checked: 1779033716
   needs_ai_refresh: true
   discovered_at: '2022-12-07T05:00:25Z'
   last_ai_eval: null
@@ -209562,7 +210362,7 @@ https://github.com/kiali/kiali:
   addition_method: manual
   content_hash: 2480f773a33856863c8670f3bea2635dfda728b24622b721a197dd4aeafa568c
   health_score: 100.0
-  last_checked: 1779030986.632362
+  last_checked: 1779030986
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:36:45Z'
   last_ai_eval: null
@@ -209599,7 +210399,7 @@ https://github.com/kingdonb/kubectl-exec-user:
   addition_method: manual
   content_hash: 1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8
   health_score: 100.0
-  last_checked: 1781736047.00281
+  last_checked: 1781736047
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.002810+02:00'
   last_ai_eval: null
@@ -209633,7 +210433,7 @@ https://github.com/kinvolk/inspektor-gadget:
   addition_method: manual
   content_hash: f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a
   health_score: 100.0
-  last_checked: 1779030504.027143
+  last_checked: 1779030504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:24.027143+02:00'
   last_ai_eval: null
@@ -209660,7 +210460,7 @@ https://github.com/kiosk-sh/kiosk:
   addition_method: manual
   content_hash: 3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8
   health_score: 100.0
-  last_checked: 1779030361.39409
+  last_checked: 1779030361
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:01.394090+02:00'
   last_ai_eval: null
@@ -209689,7 +210489,7 @@ https://github.com/kislyuk/yq:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034296.137369
+  last_checked: 1779034296
   needs_ai_refresh: true
   discovered_at: '2026-01-02T08:37:10Z'
   last_ai_eval: null
@@ -209728,7 +210528,7 @@ https://github.com/kkdai/youtube:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032198.350289
+  last_checked: 1779032198
   needs_ai_refresh: true
   discovered_at: '2026-06-02T17:30:31Z'
   last_ai_eval: null
@@ -209764,7 +210564,7 @@ https://github.com/kloeckner-i/db-auth-gateway:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029941.34826
+  last_checked: 1779029941
   needs_ai_refresh: true
   discovered_at: '2023-03-28T07:15:17Z'
   last_ai_eval: null
@@ -209801,7 +210601,7 @@ https://github.com/kloeckner-i/db-operator:
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   health_score: 100.0
-  last_checked: 1779033658.748392
+  last_checked: 1779033658
   needs_ai_refresh: true
   discovered_at: '2025-07-21T12:46:30Z'
   last_ai_eval: null
@@ -209838,7 +210638,7 @@ https://github.com/knative-extensions/net-kourier:
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   content_hash: e4210d1375de505968620e89ed0560bb105706563b63091a87d44afa3e6e8cd6
   health_score: 100.0
-  last_checked: 1779130495.012744
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-02T15:15:15Z'
   last_ai_eval: null
@@ -209872,7 +210672,7 @@ https://github.com/knative-sandbox/net-kourier:
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   health_score: 100.0
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+  last_checked: 1779034038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.342531+02:00'
   last_ai_eval: null
@@ -209900,7 +210700,7 @@ https://github.com/knative/client:
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   health_score: 100.0
-  last_checked: 1779032835.416969
+  last_checked: 1779032835
   needs_ai_refresh: true
   discovered_at: '2026-06-11T15:10:27Z'
   last_ai_eval: null
@@ -209936,7 +210736,7 @@ https://github.com/knight42/kubectl-blame:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030025.068255
+  last_checked: 1779030025
   needs_ai_refresh: true
   discovered_at: '2026-06-02T13:24:17Z'
   last_ai_eval: null
@@ -209973,7 +210773,7 @@ https://github.com/knorrie/network-examples:
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+  last_checked: 1779032034
   needs_ai_refresh: true
   discovered_at: '2024-02-04T21:52:41Z'
   last_ai_eval: null
@@ -210009,7 +210809,7 @@ https://github.com/ko-build/ko:
   addition_method: manual
   content_hash: ed8acb2652a68ecb5f8338006bb303106ca4e52e8083619109e74571faf5d54b
   health_score: 100.0
-  last_checked: 1779130494.965632
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-12T01:03:51Z'
   last_ai_eval: null
@@ -210046,7 +210846,7 @@ https://github.com/kodemore/chili:
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   health_score: 100.0
-  last_checked: 1779031414.921624
+  last_checked: 1779031414
   needs_ai_refresh: true
   discovered_at: '2024-05-28T05:13:49Z'
   last_ai_eval: null
@@ -210083,7 +210883,7 @@ https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile:
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   content_hash: fed8b2b595e8e505bc8747251dd8a6e0629143f374a683e7dd397e2836584907
   health_score: 100.0
-  last_checked: 1781735920.995517
+  last_checked: 1781735920
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.995517+02:00'
   last_ai_eval: null
@@ -210120,7 +210920,7 @@ https://github.com/komodorio/helm-dashboard:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030779.54871
+  last_checked: 1779030779
   needs_ai_refresh: true
   discovered_at: '2026-06-03T21:49:35Z'
   last_ai_eval: null
@@ -210158,7 +210958,7 @@ https://github.com/komodorio/validkube:
   addition_method: manual
   content_hash: 0fa30497ff2d100c972d1ef838e8d2b127bd4927f5ee97df2632ae6bbd0e3e6b
   health_score: 100.0
-  last_checked: 1779032455.833344
+  last_checked: 1779032455
   needs_ai_refresh: true
   discovered_at: '2024-01-29T10:11:28Z'
   last_ai_eval: null
@@ -210195,7 +210995,7 @@ https://github.com/konstructio/kubefirst:
   addition_method: manual
   content_hash: 47066c619929a6867e90af3d8e5cd2094050465ef536cb1042b8713c1cf1f5d8
   health_score: 100.0
-  last_checked: 1779130494.982417
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-02-25T19:51:46Z'
   last_ai_eval: null
@@ -210233,7 +211033,7 @@ https://github.com/konstruktoid/ansible-hvault-inventory:
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   content_hash: 759cd5f0e526f9b0bb324dd8bf7e5b9751cf98fac874019854d773e43f2bcb6a
   health_score: 100.0
-  last_checked: 1779029507.760258
+  last_checked: 1779029507
   needs_ai_refresh: true
   discovered_at: '2026-04-12T19:45:50Z'
   last_ai_eval: null
@@ -210269,7 +211069,7 @@ https://github.com/konveyor:
   addition_method: manual
   content_hash: 0d1e8a3d9217d19632a2397f9dc74c2ba7a6b2daad13790872767936e28d20fc
   health_score: 100.0
-  last_checked: 1779034350.077446
+  last_checked: 1779034350
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:30.077446+02:00'
   last_ai_eval: null
@@ -210303,7 +211103,7 @@ https://github.com/konveyor/crane:
   addition_method: manual
   content_hash: 83ef4f8b717bc517775d9fc9e196f9272f13a5e6367584467916a86f707fc11b
   health_score: 100.0
-  last_checked: 1779033570.623427
+  last_checked: 1779033570
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.623427+02:00'
   last_ai_eval: null
@@ -210332,7 +211132,7 @@ https://github.com/konveyor/move2kube:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033759.689239
+  last_checked: 1779033759
   needs_ai_refresh: true
   discovered_at: '2025-03-06T14:02:34Z'
   last_ai_eval: null
@@ -210368,7 +211168,7 @@ https://github.com/kootenpv/yagmail:
   addition_method: manual
   content_hash: fbc3ce937342ae42893427eebd87db0a11e4c413a9804caaf4b5c995c52b7a7d
   health_score: 100.0
-  last_checked: 1779030025.187475
+  last_checked: 1779030025
   needs_ai_refresh: true
   discovered_at: '2026-05-26T10:43:15Z'
   last_ai_eval: null
@@ -210404,7 +211204,7 @@ https://github.com/koslib/awesome-containerized-security:
   addition_method: manual
   content_hash: 087c44c65f3740daec6869eabef522d0fee6070a507dce0da9febdafa66113f2
   health_score: 100.0
-  last_checked: 1781736123.038667
+  last_checked: 1781736123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.038667+02:00'
   last_ai_eval: null
@@ -210444,7 +211244,7 @@ https://github.com/kostis-codefresh/gitops-environment-promotion:
   addition_method: manual
   content_hash: 8488cccfe5013aedb44127e290adaea361983563ecbe141e5d1f9465bd85f4c1
   health_score: 100.0
-  last_checked: 1781736057.371729
+  last_checked: 1781736057
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:57.371729+02:00'
   last_ai_eval: null
@@ -210480,7 +211280,7 @@ https://github.com/kotalco/kotal:
   addition_method: manual
   content_hash: 0837b2710101c70e8a9c9f33b7ceb51e1fbc6d4b866a8b813011ccd6d6ab5eec
   health_score: 100.0
-  last_checked: 1779033612.463526
+  last_checked: 1779033612
   needs_ai_refresh: true
   discovered_at: '2024-05-04T16:17:07Z'
   last_ai_eval: null
@@ -210517,7 +211317,7 @@ https://github.com/krateoplatformops/krateo:
   addition_method: manual
   content_hash: 66c8af7d61a1aee4c9a16aa4409bd49dc4b4becf2cd5dd705e1883890ba504dc
   health_score: 100.0
-  last_checked: 1781736047.150831
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:47.150831+02:00'
   last_ai_eval: null
@@ -210552,7 +211352,7 @@ https://github.com/krestomatio/keydb-operator:
   addition_method: manual
   content_hash: 3e8faa933bd9d0a1fc08f285fabdbb8feeb6bcde974156407e2e74a86903eca6
   health_score: 100.0
-  last_checked: 1779032074.799409
+  last_checked: 1779032074
   needs_ai_refresh: true
   discovered_at: '2026-06-10T04:20:54Z'
   last_ai_eval: null
@@ -210587,7 +211387,7 @@ https://github.com/kris-nova/kaar:
   addition_method: manual
   content_hash: c3fb2c8d9110d944e2f368f46734872a1f882009320f7df82d3872d1ad20f692
   health_score: 100.0
-  last_checked: 1779034346.375639
+  last_checked: 1779034346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:26.375639+02:00'
   last_ai_eval: null
@@ -210614,7 +211414,7 @@ https://github.com/kris-nova/naml:
   addition_method: manual
   content_hash: 7ad4390e9ee29e70addd2a40691210c3205fec47d7bf919ecf3325a4f28c6c35
   health_score: 100.0
-  last_checked: 1779032035.135019
+  last_checked: 1779032035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:55.135019+02:00'
   last_ai_eval: null
@@ -210643,7 +211443,7 @@ https://github.com/krisnova/kaar:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779130494.947146
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2022-05-04T14:27:12Z'
   last_ai_eval: null
@@ -210679,7 +211479,7 @@ https://github.com/krisnova/naml:
   addition_method: manual
   content_hash: 9d5671b4b99b23356f80ad9a31b9d390f467f6f01a2b8e1e174380b81e75e024
   health_score: 100.0
-  last_checked: 1779130495.003469
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   needs_ai_refresh: true
   discovered_at: '2023-07-21T08:28:22Z'
   last_ai_eval: null
@@ -210718,7 +211518,7 @@ https://github.com/kristofferandreasen/awesome-azure:
   addition_method: manual
   content_hash: 4f7d359de862bcbf74cfdd68e49cb070551e7e7d93441394e627c4579d793c41
   health_score: 100.0
-  last_checked: 1781736123.245156
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.245156+02:00'
   last_ai_eval: null
@@ -210756,7 +211556,7 @@ https://github.com/ksctl/ksctl:
   addition_method: manual
   content_hash: 0c7e381891ed2c0bba662a06fbe9dabfd95e12fe2cb671fea7022b51daa8c0e5
   health_score: 100.0
-  last_checked: 1779130494.977977
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-23T18:26:04Z'
   last_ai_eval: null
@@ -210792,7 +211592,7 @@ https://github.com/kserve/kserve:
   addition_method: manual
   content_hash: 9b191ca344d4b4dbb2e453f7d926923ad184eb9878855e2680d656095559fd47
   health_score: 100.0
-  last_checked: 1779130494.984276
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:20:45Z'
   last_ai_eval: null
@@ -210829,7 +211629,7 @@ https://github.com/ksoclabs/awesome-kubernetes-security:
   addition_method: manual
   content_hash: 86bf24926cb49549c6e032ba501ce7a1cde1afc39831023161c77ae4fcd6d46c
   health_score: 100.0
-  last_checked: 1781736123.142089
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.142089+02:00'
   last_ai_eval: null
@@ -210869,7 +211669,7 @@ https://github.com/ktock/buildg:
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   health_score: 100.0
-  last_checked: 1779029371.783109
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   needs_ai_refresh: true
   discovered_at: '2026-05-07T20:04:29Z'
   last_ai_eval: null
@@ -210905,7 +211705,7 @@ https://github.com/kube-aws/kube-spot-termination-notice-handler:
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   health_score: 100.0
-  last_checked: 1779031796.87737
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   needs_ai_refresh: true
   discovered_at: '2023-10-25T14:47:15Z'
   last_ai_eval: null
@@ -210941,7 +211741,7 @@ https://github.com/kube-burner/kube-burner:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779130494.921871
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-08T17:51:22Z'
   last_ai_eval: null
@@ -210978,7 +211778,7 @@ https://github.com/kube-logging/logging-operator:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034332.957468
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:04:47Z'
   last_ai_eval: null
@@ -211014,7 +211814,7 @@ https://github.com/kube-ns-suspender/kube-ns-suspender:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779130495.019977
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   needs_ai_refresh: true
   discovered_at: '2025-03-14T17:43:03Z'
   last_ai_eval: null
@@ -211051,7 +211851,7 @@ https://github.com/kube-vip/kube-vip:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032344.417814
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T16:06:14Z'
   last_ai_eval: null
@@ -211088,7 +211888,7 @@ https://github.com/kubecfg/kubecfg:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030928.347524
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:50:28Z'
   last_ai_eval: null
@@ -211124,7 +211924,7 @@ https://github.com/kubecost/cluster-turndown:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030711.63564
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   needs_ai_refresh: true
   discovered_at: '2026-06-05T18:19:12Z'
   last_ai_eval: null
@@ -211159,7 +211959,7 @@ https://github.com/kubecost/cost-model:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029917.099854
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:37.099854+02:00'
   last_ai_eval: null
@@ -211188,7 +211988,7 @@ https://github.com/kubecost/kubectl-cost:
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   health_score: 100.0
-  last_checked: 1779032575.224134
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T22:50:27Z'
   last_ai_eval: null
@@ -211222,7 +212022,7 @@ https://github.com/kubefirst/kubefirst:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031697.007543
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   discovered_at: '2026-05-17T17:28:17.007543+02:00'
   last_ai_eval: null
@@ -211249,7 +212049,7 @@ https://github.com/kubeflow/kfserving:
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   health_score: 100.0
-  last_checked: 1779033675.654738
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:15.654738+02:00'
   last_ai_eval: null
@@ -211277,7 +212077,7 @@ https://github.com/kubeguard/guard:
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   health_score: 100.0
-  last_checked: 1779130494.968448
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   needs_ai_refresh: true
   discovered_at: '2026-05-21T15:29:07Z'
   last_ai_eval: null
@@ -211314,7 +212114,7 @@ https://github.com/kubehelper/kubehelper:
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   health_score: 100.0
-  last_checked: 1779034497.999488
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   needs_ai_refresh: true
   discovered_at: '2021-02-15T13:27:24Z'
   last_ai_eval: null
@@ -211351,7 +212151,7 @@ https://github.com/kubeinit/kubeinit:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033845.208855
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   needs_ai_refresh: true
   discovered_at: '2025-12-05T21:26:59Z'
   last_ai_eval: null
@@ -211389,7 +212189,7 @@ https://github.com/kubemq-io/kubemq-community:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034233.066179
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   needs_ai_refresh: true
   discovered_at: '2023-02-18T04:16:19Z'
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@@ -211425,7 +212225,7 @@ https://github.com/kubenav/kubenav:
   addition_method: manual
   content_hash: cc2b5c098452f2518d4d2137de361f8c9e3861275aaa2e9ee9bffb250d413d74
   health_score: 100.0
-  last_checked: 1779029380.298198
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   needs_ai_refresh: true
   discovered_at: '2026-06-01T01:46:56Z'
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@@ -211459,7 +212259,7 @@ https://github.com/kubeops/config-syncer:
   addition_method: manual
   content_hash: 534fd5b271e0124f649c91c528558cefbfb1f2c94aecde0f4746e6fdcb8a1509
   health_score: 100.0
-  last_checked: 1779031521.229441
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:21.229441+02:00'
   last_ai_eval: null
@@ -211488,7 +212288,7 @@ https://github.com/kubeops/ui-server:
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   health_score: 100.0
-  last_checked: 1779130495.000866
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:45:28Z'
   last_ai_eval: null
@@ -211525,7 +212325,7 @@ https://github.com/kubeopsskills/cloud-secret-resolvers:
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   health_score: 100.0
-  last_checked: 1779030711.75199
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   needs_ai_refresh: true
   discovered_at: '2022-06-22T10:39:05Z'
   last_ai_eval: null
@@ -211561,7 +212361,7 @@ https://github.com/kubepack/chart-doc-gen:
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   health_score: 100.0
-  last_checked: 1779030803.400585
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   needs_ai_refresh: true
   discovered_at: '2026-05-16T02:01:15Z'
   last_ai_eval: null
@@ -211599,7 +212399,7 @@ https://github.com/kubepug/kubepug:
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   health_score: 100.0
-  last_checked: 1779032055.037126
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:31:44Z'
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@@ -211636,7 +212436,7 @@ https://github.com/kubereboot/kured:
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   health_score: 100.0
-  last_checked: 1779031564.563088
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T21:26:44Z'
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@@ -211672,7 +212472,7 @@ https://github.com/kuberhealthy/kuberhealthy:
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-  last_checked: 1779130495.003976
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   needs_ai_refresh: true
   discovered_at: '2026-06-02T05:58:58Z'
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@@ -211711,7 +212511,7 @@ https://github.com/kuberlogic/kuberlogic:
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   health_score: 100.0
-  last_checked: 1779032159.864716
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   needs_ai_refresh: true
   discovered_at: '2022-10-26T14:38:18Z'
   last_ai_eval: null
@@ -211747,7 +212547,7 @@ https://github.com/kubermatic/fubectl:
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   health_score: 100.0
-  last_checked: 1779034139.708854
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   discovered_at: '2026-02-18T08:38:54Z'
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@@ -211786,7 +212586,7 @@ https://github.com/kubermatic/kubecarrier:
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   health_score: 100.0
-  last_checked: 1779032372.197865
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   needs_ai_refresh: true
   discovered_at: '2023-07-05T20:56:40Z'
   last_ai_eval: null
@@ -211826,7 +212626,7 @@ https://github.com/kubermatic/kubeone:
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   health_score: 100.0
-  last_checked: 1779031046.331811
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   needs_ai_refresh: true
   discovered_at: '2026-06-03T21:13:34Z'
   last_ai_eval: null
@@ -211862,7 +212662,7 @@ https://github.com/kubernetes-client:
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   content_hash: f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6
   health_score: 100.0
-  last_checked: 1779033782.454555
+  last_checked: 1779033782
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:02.454555+02:00'
   last_ai_eval: null
@@ -211899,7 +212699,7 @@ https://github.com/kubernetes-client/go:
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   health_score: 100.0
-  last_checked: 1779034013.134598
+  last_checked: 1779034013
   needs_ai_refresh: true
   discovered_at: '2022-03-08T08:27:45Z'
   last_ai_eval: null
@@ -211935,7 +212735,7 @@ https://github.com/kubernetes-client/java:
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   content_hash: c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b
   health_score: 100.0
-  last_checked: 1779030132.832681
+  last_checked: 1779030132
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:36:31Z'
   last_ai_eval: null
@@ -211971,7 +212771,7 @@ https://github.com/kubernetes-client/python:
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   content_hash: 68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7
   health_score: 100.0
-  last_checked: 1779029295.10066
+  last_checked: 1779029295
   needs_ai_refresh: true
   discovered_at: '2026-06-08T03:02:20Z'
   last_ai_eval: null
@@ -212007,7 +212807,7 @@ https://github.com/kubernetes-client/python-base:
   addition_method: manual
   content_hash: 0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35
   health_score: 100.0
-  last_checked: 1779032802.589567
+  last_checked: 1779032802
   needs_ai_refresh: true
   discovered_at: '2022-02-25T23:19:26Z'
   last_ai_eval: null
@@ -212044,7 +212844,7 @@ https://github.com/kubernetes-course/container_workshops:
   addition_method: manual
   content_hash: e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165
   health_score: 100.0
-  last_checked: 1781735910.789828
+  last_checked: 1781735910
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.789828+02:00'
   last_ai_eval: null
@@ -212081,7 +212881,7 @@ https://github.com/kubernetes-csi:
   addition_method: manual
   content_hash: e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77
   health_score: 100.0
-  last_checked: 1779031109.212316
+  last_checked: 1779031109
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:29.212316+02:00'
   last_ai_eval: null
@@ -212119,7 +212919,7 @@ https://github.com/kubernetes-csi/csi-driver-smb:
   addition_method: manual
   content_hash: eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216
   health_score: 100.0
-  last_checked: 1779033259.194582
+  last_checked: 1779033259
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:10:30Z'
   last_ai_eval: null
@@ -212157,7 +212957,7 @@ https://github.com/kubernetes-retired/etcdadm:
   addition_method: manual
   content_hash: 74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191
   health_score: 100.0
-  last_checked: 1779130494.930862
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2024-04-29T17:19:53Z'
   last_ai_eval: null
@@ -212194,7 +212994,7 @@ https://github.com/kubernetes-retired/frakti:
   addition_method: manual
   content_hash: 07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569
   health_score: 100.0
-  last_checked: 1779130494.978545
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2020-12-15T16:30:13Z'
   last_ai_eval: null
@@ -212234,7 +213034,7 @@ https://github.com/kubernetes-retired/hierarchical-namespaces:
   addition_method: manual
   content_hash: cf35f6850e587357b7265284a4ee38df7649f31c9f7e1ebc0d775977662ffb86
   health_score: 100.0
-  last_checked: 1779130494.963217
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2025-04-07T00:22:00Z'
   last_ai_eval: null
@@ -212272,7 +213072,7 @@ https://github.com/kubernetes-retired/kpng:
   addition_method: manual
   content_hash: 600ce80e685a81a0beb113112dc6330d72d64df910cd6a075a0477d4acf8aef1
   health_score: 100.0
-  last_checked: 1779130494.947056
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2024-07-09T05:36:20Z'
   last_ai_eval: null
@@ -212309,7 +213109,7 @@ https://github.com/kubernetes-retired/kube-batch:
   addition_method: manual
   content_hash: 1e384314b52bd9b4322348255137977944a4424b07518c238c49d614e04864e5
   health_score: 100.0
-  last_checked: 1779130494.995016
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-05-22T13:50:02Z'
   last_ai_eval: null
@@ -212346,7 +213146,7 @@ https://github.com/kubernetes-retired/kubefed:
   addition_method: manual
   content_hash: 330530461748600ca09970c48f751e2e654f4ec63165febd67428027693ec1d6
   health_score: 100.0
-  last_checked: 1779130494.965233
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-03-24T21:50:24Z'
   last_ai_eval: null
@@ -212382,7 +213182,7 @@ https://github.com/kubernetes-retired/kui:
   addition_method: manual
   content_hash: 6f26251f692c9c7c121fd0767399a108a6f37d72f6c237d987cb876016a40866
   health_score: 100.0
-  last_checked: 1779130494.955297
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2025-07-12T22:06:01Z'
   last_ai_eval: null
@@ -212418,7 +213218,7 @@ https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc:
   addition_method: manual
   content_hash: 0ce8e552037cf09512073a654acd18b1d620d41283c0c70701bfefe4b91d7551
   health_score: 100.0
-  last_checked: 1779130494.986157
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-05-11T21:17:56Z'
   last_ai_eval: null
@@ -212455,7 +213255,7 @@ https://github.com/kubernetes-sigs:
   addition_method: manual
   content_hash: 1ebdd651edefc516652d5c80c649ee27e67bf9c6dbf8d67fa1f2fa8b3b613a56
   health_score: 100.0
-  last_checked: 1779032173.421005
+  last_checked: 1779032173
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:13.421005+02:00'
   last_ai_eval: null
@@ -212493,7 +213293,7 @@ https://github.com/kubernetes-sigs/aws-load-balancer-controller:
   addition_method: manual
   content_hash: e96c23880736600bb844db45ddde2c16441a87670c49e244bb58be2b5eaca684
   health_score: 100.0
-  last_checked: 1779031983.498846
+  last_checked: 1779031983
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:36:48Z'
   last_ai_eval: null
@@ -212530,7 +213330,7 @@ https://github.com/kubernetes-sigs/cluster-addons:
   addition_method: manual
   content_hash: a2e6eea11d1078fef0c8779e32d1be068881ea41a4c595714c6f20ba176d7b39
   health_score: 100.0
-  last_checked: 1779032046.743348
+  last_checked: 1779032046
   needs_ai_refresh: true
   discovered_at: '2023-04-24T19:59:04Z'
   last_ai_eval: null
@@ -212564,7 +213364,7 @@ https://github.com/kubernetes-sigs/cluster-api:
   addition_method: manual
   content_hash: ead71e9f56c783ba010a87db2d76899d165c14e0ec3e6dfb2bb845b58791c3cf
   health_score: 100.0
-  last_checked: 1779033092.913432
+  last_checked: 1779033092
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:32.913432+02:00'
   last_ai_eval: null
@@ -212593,7 +213393,7 @@ https://github.com/kubernetes-sigs/descheduler:
   addition_method: manual
   content_hash: 800177eb1bbf2496c5264eb5b149803a972ae5fbaa153c8598970f0ad6496ce3
   health_score: 100.0
-  last_checked: 1779031825.604278
+  last_checked: 1779031825
   needs_ai_refresh: true
   discovered_at: '2026-06-08T10:13:47Z'
   last_ai_eval: null
@@ -212632,7 +213432,7 @@ https://github.com/kubernetes-sigs/e2e-framework:
   addition_method: manual
   content_hash: 57102640c25fb43e99dbed64bd1e680744003fe595379f30c016713a31976b44
   health_score: 100.0
-  last_checked: 1779030609.31161
+  last_checked: 1779030609
   needs_ai_refresh: true
   discovered_at: '2026-06-08T05:52:53Z'
   last_ai_eval: null
@@ -212666,7 +213466,7 @@ https://github.com/kubernetes-sigs/etcdadm:
   addition_method: manual
   content_hash: 2d9d6d5df7237724e18b45213219f932e33df0f5e6ed2088e49a9810934be1b7
   health_score: 100.0
-  last_checked: 1779030507.484024
+  last_checked: 1779030507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:27.484024+02:00'
   last_ai_eval: null
@@ -212695,7 +213495,7 @@ https://github.com/kubernetes-sigs/external-dns:
   addition_method: manual
   content_hash: 654e152956ca97766a1312ecf102ea16c195e13878800fcf93396ae4c4ab8319
   health_score: 100.0
-  last_checked: 1779033567.480246
+  last_checked: 1779033567
   needs_ai_refresh: true
   discovered_at: '2026-06-13T21:06:32Z'
   last_ai_eval: null
@@ -212731,7 +213531,7 @@ https://github.com/kubernetes-sigs/gateway-api:
   addition_method: manual
   content_hash: 9b853c512489d4b358665cd406a72d7c98c3d11567570278578142b0ff19f417
   health_score: 100.0
-  last_checked: 1779030680.910423
+  last_checked: 1779030680
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:16:49Z'
   last_ai_eval: null
@@ -212770,7 +213570,7 @@ https://github.com/kubernetes-sigs/hierarchical-namespaces:
   addition_method: manual
   content_hash: fdef75e2a80bfc946c00b02248b0c35953ca426910893e9e23b1357f8c72b720
   health_score: 100.0
-  last_checked: 1779029378.305644
+  last_checked: 1779029378
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:38.305644+02:00'
   last_ai_eval: null
@@ -212799,7 +213599,7 @@ https://github.com/kubernetes-sigs/ingate:
   addition_method: manual
   content_hash: c87518464900ff384554cca1a38f35aeb21edcd64c662194c30f9539ee2dfa1e
   health_score: 100.0
-  last_checked: 1779030330.712169
+  last_checked: 1779030330
   needs_ai_refresh: true
   discovered_at: '2026-03-17T07:49:06Z'
   last_ai_eval: null
@@ -212839,7 +213639,7 @@ https://github.com/kubernetes-sigs/kind:
   addition_method: manual
   content_hash: 52fb81ed1c130986f2875d5f20c2dcd6be647ce0c25060548fc35fb4be8eac89
   health_score: 100.0
-  last_checked: 1779029056.947225
+  last_checked: 1779029056
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:04:50Z'
   last_ai_eval: null
@@ -212875,7 +213675,7 @@ https://github.com/kubernetes-sigs/kpng:
   addition_method: manual
   content_hash: 7d3870e0793fbcc96741fe8d5f173130b7a149ab0a111b8364313de86f0bd7b3
   health_score: 100.0
-  last_checked: 1779031983.520838
+  last_checked: 1779031983
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:03.520838+02:00'
   last_ai_eval: null
@@ -212905,7 +213705,7 @@ https://github.com/kubernetes-sigs/krew-index/blob/master/plugins.md:
   addition_method: manual
   content_hash: 3751fc9d8df1a8a1fdd78727ddd16b967678a2cf3964a542426f9cb76d555f3d
   health_score: 100.0
-  last_checked: 1779031186.28168
+  last_checked: 1779031186
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:18:33Z'
   last_ai_eval: null
@@ -212942,7 +213742,7 @@ https://github.com/kubernetes-sigs/kube-batch:
   addition_method: manual
   content_hash: 8f3a4116d27d5d5d955755a2f759f9f2c74506091c12304ed423e70c43c52594
   health_score: 100.0
-  last_checked: 1779034098.043934
+  last_checked: 1779034098
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:18.043934+02:00'
   last_ai_eval: null
@@ -212973,7 +213773,7 @@ https://github.com/kubernetes-sigs/kube-scheduler-simulator:
   addition_method: manual
   content_hash: 3793cba17a48f8974bb5ee8f5e585d24649c606cdc8abab27a355c65317beb78
   health_score: 100.0
-  last_checked: 1779032640.460401
+  last_checked: 1779032640
   needs_ai_refresh: true
   discovered_at: '2025-09-21T04:10:12Z'
   last_ai_eval: null
@@ -213010,7 +213810,7 @@ https://github.com/kubernetes-sigs/kubebuilder:
   addition_method: manual
   content_hash: 29d9981ad02b766023817c041f9aa38e9b24e6541793c93eef23ea561d07f8dc
   health_score: 100.0
-  last_checked: 1779029113.646731
+  last_checked: 1779029113
   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:52:37Z'
   last_ai_eval: null
@@ -213044,7 +213844,7 @@ https://github.com/kubernetes-sigs/kubefed:
   addition_method: manual
   content_hash: 1fb43d0721e6c5e4842baa866b9078f0369982e1f3128feba39e5aa5c4e764f5
   health_score: 100.0
-  last_checked: 1779029466.910229
+  last_checked: 1779029466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:06.910229+02:00'
   last_ai_eval: null
@@ -213074,7 +213874,7 @@ https://github.com/kubernetes-sigs/kubespray:
   addition_method: manual
   content_hash: e6a5ab4538c357775e53e98139727266a66b700215009b4dbd5fdcc4d257fb79
   health_score: 100.0
-  last_checked: 1779032835.330396
+  last_checked: 1779032835
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:26:33Z'
   last_ai_eval: null
@@ -213112,7 +213912,7 @@ https://github.com/kubernetes-sigs/kueue:
   addition_method: manual
   content_hash: 57dcd4bd79ba0cb4373a02dac6563bfd09831c58facdbdabf2521e45284ff23b
   health_score: 100.0
-  last_checked: 1779031535.980882
+  last_checked: 1779031535
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:30:47Z'
   last_ai_eval: null
@@ -213149,7 +213949,7 @@ https://github.com/kubernetes-sigs/kueue/releases/tag/v0.14.0:
   addition_method: manual
   content_hash: 43b0b49fc7eb473a64ff7e8315cb7180b2cfa93754ef2bb6e59221fc574560ff
   health_score: 100.0
-  last_checked: 1779031652.538246
+  last_checked: 1779031652
   needs_ai_refresh: true
   discovered_at: '2026-06-12T20:30:47Z'
   last_ai_eval: null
@@ -213187,7 +213987,7 @@ https://github.com/kubernetes-sigs/kui:
   addition_method: manual
   content_hash: 651b6b6f7dee57a12e65301913f8e02bb09e0449ec4a332b016d3a3a47cd8de3
   health_score: 100.0
-  last_checked: 1779033770.970703
+  last_checked: 1779033770
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.970703+02:00'
   last_ai_eval: null
@@ -213217,7 +214017,7 @@ https://github.com/kubernetes-sigs/kustomize:
   addition_method: manual
   content_hash: 0d521a8e3abbccba8dcc4a3e9cb4c5d43a87f434413999983fb9163a6ce10c6f
   health_score: 100.0
-  last_checked: 1779034487.386097
+  last_checked: 1779034487
   needs_ai_refresh: true
   discovered_at: '2026-06-08T00:42:31Z'
   last_ai_eval: null
@@ -213254,7 +214054,7 @@ https://github.com/kubernetes-sigs/kwok:
   addition_method: manual
   content_hash: 81c669e4ae741b5aba8e200f41e058f33537bcd4a8b9348496eac1a74b0d1dbf
   health_score: 100.0
-  last_checked: 1779031113.909528
+  last_checked: 1779031113
   needs_ai_refresh: true
   discovered_at: '2026-06-12T07:32:24Z'
   last_ai_eval: null
@@ -213288,7 +214088,7 @@ https://github.com/kubernetes-sigs/multi-tenancy/tree/master/incubator/hnc:
   addition_method: manual
   content_hash: 472ed291b401f1602c7f3f23c55bdc896cd4ba1ada9a4ae6ada6eed916164c77
   health_score: 100.0
-  last_checked: 1779029061.35295
+  last_checked: 1779029061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:21.352950+02:00'
   last_ai_eval: null
@@ -213319,7 +214119,7 @@ https://github.com/kubernetes-sigs/nfs-ganesha-server-and-external-provisioner:
   addition_method: manual
   content_hash: 1a9e8d9a821a92dadfa3cf1a2019e52415f6a8bf956516a1df0605afeda43c30
   health_score: 100.0
-  last_checked: 1779034208.718173
+  last_checked: 1779034208
   needs_ai_refresh: true
   discovered_at: '2026-03-31T17:50:19Z'
   last_ai_eval: null
@@ -213357,7 +214157,7 @@ https://github.com/kubernetes-sigs/nfs-subdir-external-provisioner:
   addition_method: manual
   content_hash: 01c5c113ec1f426c994398e95c38d7a4d209d1b9609a7c551679c011b2f10ecb
   health_score: 100.0
-  last_checked: 1779034558.482356
+  last_checked: 1779034558
   needs_ai_refresh: true
   discovered_at: '2026-03-31T17:50:19Z'
   last_ai_eval: null
@@ -213393,7 +214193,7 @@ https://github.com/kubernetes-sigs/node-feature-discovery:
   addition_method: manual
   content_hash: 9eb50a4b87b24f04460ce893b04e36df50bbcd718ac3470621d0ef19a77b7dab
   health_score: 100.0
-  last_checked: 1779029061.343832
+  last_checked: 1779029061
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:53:01Z'
   last_ai_eval: null
@@ -213431,7 +214231,7 @@ https://github.com/kubernetes-sigs/scheduler-plugins/tree/master/pkg/trimaran:
   addition_method: manual
   content_hash: 59522768a9791e6c5f76db6c3a5c6eb9cad2515fcc9bca7b93700af41b33d7e7
   health_score: 100.0
-  last_checked: 1779029163.771599
+  last_checked: 1779029163
   needs_ai_refresh: true
   discovered_at: '2026-06-11T10:17:00Z'
   last_ai_eval: null
@@ -213470,7 +214270,7 @@ https://github.com/kubernetes-sigs/secrets-store-csi-driver:
   addition_method: manual
   content_hash: 002ecde6fd2c5324a3e888a1a6effc32a49ece37598b4592e6e209aee17a3214
   health_score: 100.0
-  last_checked: 1779034336.758905
+  last_checked: 1779034336
   needs_ai_refresh: true
   discovered_at: '2026-06-11T04:16:46Z'
   last_ai_eval: null
@@ -213509,7 +214309,7 @@ https://github.com/kubernetes-sigs/security-profiles-operator:
   addition_method: manual
   content_hash: 7018e8cdf814f360b434d4d884a32b505899192ad0812072c31a18fd1d10afae
   health_score: 100.0
-  last_checked: 1779032185.407082
+  last_checked: 1779032185
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:56Z'
   last_ai_eval: null
@@ -213547,7 +214347,7 @@ https://github.com/kubernetes-sigs/sig-storage-local-static-provisioner:
   addition_method: manual
   content_hash: d55aae704510a8fd094de9bf43a26277d0e6df1a1003238b3ff63346d602b55d
   health_score: 100.0
-  last_checked: 1779032080.787105
+  last_checked: 1779032080
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:33:31Z'
   last_ai_eval: null
@@ -213584,7 +214384,7 @@ https://github.com/kubernetes/autoscaler/tree/master/cluster-autoscaler:
   addition_method: manual
   content_hash: 45fa4e240e0e3f9d51e8ce957e7db11ecb736f472619a1678cd6425e7b6d579b
   health_score: 100.0
-  last_checked: 1779029075.00429
+  last_checked: 1779029075
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:49:29Z'
   last_ai_eval: null
@@ -213620,7 +214420,7 @@ https://github.com/kubernetes/autoscaler/tree/master/vertical-pod-autoscaler:
   addition_method: manual
   content_hash: ba14c614b6fe15d0119fd2b4b849d83747824660801db6b4c954a5cc94843dcd
   health_score: 100.0
-  last_checked: 1779031360.704814
+  last_checked: 1779031360
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:49:29Z'
   last_ai_eval: null
@@ -213656,7 +214456,7 @@ https://github.com/kubernetes/client-go:
   addition_method: manual
   content_hash: 673297f64673b2774e0328a723c5674cecea1495ce025d9052cc13dc14e207bb
   health_score: 100.0
-  last_checked: 1779033040.972635
+  last_checked: 1779033040
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:56:57Z'
   last_ai_eval: null
@@ -213694,7 +214494,7 @@ https://github.com/kubernetes/community/blob/main/README.md:
   addition_method: manual
   content_hash: 00b2d13fb802d80b65339b63118ec76c99d190434f89d7545e196554b79ff6de
   health_score: 100.0
-  last_checked: 1779130494.922858
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
   last_ai_eval: null
@@ -213732,7 +214532,7 @@ https://github.com/kubernetes/community/blob/main/sig-scalability/configs-and-li
   addition_method: manual
   content_hash: b0452b2bd261bd1d7b003da3f685eb3e32a43b8d176289cb6a12e1d20aef7c2e
   health_score: 100.0
-  last_checked: 1779130495.032225
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
   last_ai_eval: null
@@ -213766,7 +214566,7 @@ https://github.com/kubernetes/community/blob/master/README.md:
   addition_method: manual
   content_hash: d28cde42d4dfdb0d67e46daea15f0e39b9799e43e0b693933462a3c479ce5cd6
   health_score: 100.0
-  last_checked: 1779034217.746814
+  last_checked: 1779034217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.746814+02:00'
   last_ai_eval: null
@@ -213793,7 +214593,7 @@ https://github.com/kubernetes/community/blob/master/sig-scalability/configs-and-
   addition_method: manual
   content_hash: bc22af360e812d6bc8184d1dc2c40ca13105c84c48fa8619ad9e3c2c67f08bd8
   health_score: 100.0
-  last_checked: 1779034534.136387
+  last_checked: 1779034534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:34.136387+02:00'
   last_ai_eval: null
@@ -213823,7 +214623,7 @@ https://github.com/kubernetes/community/tree/main/icons:
   addition_method: manual
   content_hash: a94c5d163013c2889e7907f2966596a70e3f7aac5e80e4264bbff5846ac09ca5
   health_score: 100.0
-  last_checked: 1779130494.96747
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-12T17:28:55Z'
   last_ai_eval: null
@@ -213857,7 +214657,7 @@ https://github.com/kubernetes/community/tree/master/icons:
   addition_method: manual
   content_hash: 39e4162d41bfbbd8f809f8f62084dab0af4f8de8f2459bdacd5fc4bc58337190
   health_score: 100.0
-  last_checked: 1779032757.1625
+  last_checked: 1779032757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:57.162500+02:00'
   last_ai_eval: null
@@ -213888,7 +214688,7 @@ https://github.com/kubernetes/enhancements:
   addition_method: manual
   content_hash: ca291a0957a964638f787831e058b8bca48c3a81ce364b24d652827f0aa56b3a
   health_score: 100.0
-  last_checked: 1779034531.426865
+  last_checked: 1779034531
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:00:33Z'
   last_ai_eval: null
@@ -213926,7 +214726,7 @@ https://github.com/kubernetes/enhancements:
   addition_method: manual
   content_hash: 514efde5669ab949ed061953638463ffd0d486da2226e83c2875fcba49759e02
   health_score: 100.0
-  last_checked: 1779033693.268353
+  last_checked: 1779033693
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:00:33Z'
   last_ai_eval: null
@@ -213960,7 +214760,7 @@ https://github.com/kubernetes/frakti:
   addition_method: manual
   content_hash: 71df0cbdb5c175fad4bbbdf18fec8817f1dc9dfb428b636a87dad3e2cb0366bf
   health_score: 100.0
-  last_checked: 1779034217.926617
+  last_checked: 1779034217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.926617+02:00'
   last_ai_eval: null
@@ -213989,7 +214789,7 @@ https://github.com/kubernetes/git-sync:
   addition_method: manual
   content_hash: 54fb60738ab0304be0bbda503750926a91de8f8ea4015af1b50073a4c81413d5
   health_score: 100.0
-  last_checked: 1779029268.25356
+  last_checked: 1779029268
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:36:53Z'
   last_ai_eval: null
@@ -214024,7 +214824,7 @@ https://github.com/kubernetes/ingress-nginx/issues/7837:
   addition_method: manual
   content_hash: 1c1d77bf149df21c21650a267600a7b8dec80f0bf565ab739db2d18dee177ff4
   health_score: 100.0
-  last_checked: 1779032294.128314
+  last_checked: 1779032294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:14.128314+02:00'
   last_ai_eval: null
@@ -214053,7 +214853,7 @@ https://github.com/kubernetes/ingress-nginx/releases/tag/controller-v1.0.0:
   addition_method: manual
   content_hash: 8e36825d3044d16b5640f83f8973499012707f04aa25a7302be36dfde538f858
   health_score: 100.0
-  last_checked: 1779030507.250171
+  last_checked: 1779030507
   needs_ai_refresh: true
   discovered_at: '2026-03-23T16:16:29Z'
   last_ai_eval: null
@@ -214090,7 +214890,7 @@ https://github.com/kubernetes/kompose:
   addition_method: manual
   content_hash: c6aec9f9d2602c11b5d075ad1df9e258f01a3501a12ebebf1cdb8f6ae0119115
   health_score: 100.0
-  last_checked: 1779034116.439462
+  last_checked: 1779034116
   needs_ai_refresh: true
   discovered_at: '2026-04-16T14:23:39Z'
   last_ai_eval: null
@@ -214128,7 +214928,7 @@ https://github.com/kubernetes/kops:
   addition_method: manual
   content_hash: 466102259c6e98ae602f93dda8db4ff09242d96489c59285d6bdfc8d40750c32
   health_score: 100.0
-  last_checked: 1779032874.843403
+  last_checked: 1779032874
   needs_ai_refresh: true
   discovered_at: '2026-06-14T05:30:39Z'
   last_ai_eval: null
@@ -214167,7 +214967,7 @@ https://github.com/kubernetes/kube-state-metrics:
   addition_method: manual
   content_hash: cd224da18daea2aa064a36621fdc1e9056d63a46cb527eb1b4c0904018628a8a
   health_score: 100.0
-  last_checked: 1779033795.246178
+  last_checked: 1779033795
   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:16:32Z'
   last_ai_eval: null
@@ -214205,7 +215005,7 @@ https://github.com/kubernetes/kubeadm:
   addition_method: manual
   content_hash: 6181b21e5d9db134f89d6bf12429426d55889bb77ad9001fa936b37659846a85
   health_score: 100.0
-  last_checked: 1779029421.943941
+  last_checked: 1779029421
   needs_ai_refresh: true
   discovered_at: '2026-06-01T13:52:54Z'
   last_ai_eval: null
@@ -214244,7 +215044,7 @@ https://github.com/kubernetes/kubeadm/blob/main/docs/ha-considerations.md:
   addition_method: manual
   content_hash: 87353790bbe2b4db49fcbedc03b579fb905a6f150794a352399f6fa5378ba533
   health_score: 100.0
-  last_checked: 1779034040.123066
+  last_checked: 1779034040
   needs_ai_refresh: true
   discovered_at: '2026-06-01T13:52:54Z'
   last_ai_eval: null
@@ -214282,7 +215082,7 @@ https://github.com/kubernetes/kubernetes/issues/126811:
   addition_method: manual
   content_hash: a1c3d342ed995b5fd57b8a24a6534669f7693e1714e7519e54970986d0cdda90
   health_score: 100.0
-  last_checked: 1779130494.941684
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
   last_ai_eval: null
@@ -214319,7 +215119,7 @@ https://github.com/kubernetes/kubernetes/pull/73787:
   addition_method: manual
   content_hash: 020eabda6a98fe4d661d9ca9f9cc313d63daeff992fa7e3460f2b4f9edd56753
   health_score: 100.0
-  last_checked: 1779032101.240612
+  last_checked: 1779032101
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
   last_ai_eval: null
@@ -214359,7 +215159,7 @@ https://github.com/kubernetes/kubernetes/pull/97057:
   addition_method: manual
   content_hash: 6245b0754b1ea7078c605b310b42644b579d9b75a0fbd87a2a283881a03417ed
   health_score: 100.0
-  last_checked: 1779031490.537553
+  last_checked: 1779031490
   needs_ai_refresh: true
   discovered_at: '2026-06-14T02:52:34Z'
   last_ai_eval: null
@@ -214395,7 +215195,7 @@ https://github.com/kubernetes/minikube:
   addition_method: manual
   content_hash: fafdeebcdeb66efd4031239267c38b0c404c20f1c8c76d6635d8002be70d5850
   health_score: 100.0
-  last_checked: 1779033845.146406
+  last_checked: 1779033845
   needs_ai_refresh: true
   discovered_at: '2026-06-14T04:14:32Z'
   last_ai_eval: null
@@ -214435,7 +215235,7 @@ https://github.com/kubernetes/sample-controller:
   addition_method: manual
   content_hash: 9242ef27f616a00eb69f0cb4c3bdbe45f1389caba741a8cd69d6ddf48342ac82
   health_score: 100.0
-  last_checked: 1779031810.363608
+  last_checked: 1779031810
   needs_ai_refresh: true
   discovered_at: '2026-06-12T18:58:41Z'
   last_ai_eval: null
@@ -214473,7 +215273,7 @@ https://github.com/kubernetes/test-infra/tree/master/prow:
   addition_method: manual
   content_hash: 447aa78c405ff461f5b6babd4a0399c84e1237a811f20e5adac1c77d72818856
   health_score: 100.0
-  last_checked: 1779030655.542239
+  last_checked: 1779030655
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:58:32Z'
   last_ai_eval: null
@@ -214510,7 +215310,7 @@ https://github.com/kubescape/kubescape:
   addition_method: manual
   content_hash: b2edcccc6e3dc19610cb8401874e7e9c6efc002eea50bff20debb737537678d8
   health_score: 100.0
-  last_checked: 1779032884.799142
+  last_checked: 1779032884
   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:08:06Z'
   last_ai_eval: null
@@ -214548,7 +215348,7 @@ https://github.com/kubescape/regolibrary:
   addition_method: manual
   content_hash: a75dcc4d8e1f244335f31040b321d85865242ba426e72448ac1fae221a4f27aa
   health_score: 100.0
-  last_checked: 1779130494.991689
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-08T19:01:10Z'
   last_ai_eval: null
@@ -214584,7 +215384,7 @@ https://github.com/kubeshark/kubeshark:
   addition_method: manual
   content_hash: af2af430c1693288f10e0ac9c2e9d3c4514537ef5bc0e169d16ac18ab5c358b6
   health_score: 100.0
-  last_checked: 1779030554.55623
+  last_checked: 1779030554
   needs_ai_refresh: true
   discovered_at: '2026-06-03T18:01:45Z'
   last_ai_eval: null
@@ -214618,7 +215418,7 @@ https://github.com/kubeshield/identity-server:
   addition_method: manual
   content_hash: 92c55f70c85f144b884d31ed002f04a5d780c47ef8c8f74713a18e8bf2c08904
   health_score: 100.0
-  last_checked: 1779030711.605191
+  last_checked: 1779030711
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.605191+02:00'
   last_ai_eval: null
@@ -214648,7 +215448,7 @@ https://github.com/kubeshop/kusk:
   addition_method: manual
   content_hash: 1687cf1566bec12c28cb5e735dd17748bac735ab1a3274534188e323717d6615
   health_score: 100.0
-  last_checked: 1779032780.136729
+  last_checked: 1779032780
   needs_ai_refresh: true
   discovered_at: '2022-10-12T11:05:45Z'
   last_ai_eval: null
@@ -214684,7 +215484,7 @@ https://github.com/kubeshop/monokle:
   addition_method: manual
   content_hash: fe40391aa802454c10f642618dd5708b3271873f37a1d06846bb43b009c7d722
   health_score: 100.0
-  last_checked: 1779030827.627075
+  last_checked: 1779030827
   needs_ai_refresh: true
   discovered_at: '2026-02-26T08:37:07Z'
   last_ai_eval: null
@@ -214721,7 +215521,7 @@ https://github.com/kubeshop/testkube:
   addition_method: manual
   content_hash: 333516f5073b4f469fb82a7fdccfbae63494db5490567540aa0ad00a74ba2e0c
   health_score: 100.0
-  last_checked: 1779031141.303164
+  last_checked: 1779031141
   needs_ai_refresh: true
   discovered_at: '2026-06-13T15:44:39Z'
   last_ai_eval: null
@@ -214755,7 +215555,7 @@ https://github.com/kubesimplify/ksctl:
   addition_method: manual
   content_hash: e87f298bcd6616cf3dcba6987c41d926d3e85f5ea6cdb3c015f2536d03a7478c
   health_score: 100.0
-  last_checked: 1779034479.882101
+  last_checked: 1779034479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.882101+02:00'
   last_ai_eval: null
@@ -214785,7 +215585,7 @@ https://github.com/kubesphere/kubeeye:
   addition_method: manual
   content_hash: fc86a43e1d9c8ee21309c3963f3584fdc2a92d5b9ff8d5a4750fad528a9bf5b1
   health_score: 100.0
-  last_checked: 1779034139.608627
+  last_checked: 1779034139
   needs_ai_refresh: true
   discovered_at: '2025-06-25T08:42:20Z'
   last_ai_eval: null
@@ -214824,7 +215624,7 @@ https://github.com/kubesphere/kubekey:
   addition_method: manual
   content_hash: 5f2766d774c39dee9e3aaf98051ab740425b1a29aab313e6c53e2f2a9fea2593
   health_score: 100.0
-  last_checked: 1779031625.136308
+  last_checked: 1779031625
   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:03:03Z'
   last_ai_eval: null
@@ -214861,7 +215661,7 @@ https://github.com/kubetail-org/kubetail:
   addition_method: manual
   content_hash: 8a920a905975edef0c5c269b42676faf7d182b27c89f0e5d87d4e08a212b2d84
   health_score: 100.0
-  last_checked: 1779032969.507432
+  last_checked: 1779032969
   needs_ai_refresh: true
   discovered_at: '2026-06-06T08:36:55Z'
   last_ai_eval: null
@@ -214897,7 +215697,7 @@ https://github.com/kubevious/kubevious:
   addition_method: manual
   content_hash: d0cdff7dc808c59f2e2693f9da55d72a62bc485f7daaaf6c8cf469df2d529d14
   health_score: 100.0
-  last_checked: 1779032975.453202
+  last_checked: 1779032975
   needs_ai_refresh: true
   discovered_at: '2026-06-13T07:19:22Z'
   last_ai_eval: null
@@ -214936,7 +215736,7 @@ https://github.com/kubevirt/kubevirt:
   addition_method: manual
   content_hash: 93de45c2d07a8d3ebda4273b3cc42fc8d20a6664c5a3cf697d174bfde4ca4589
   health_score: 100.0
-  last_checked: 1779032817.935293
+  last_checked: 1779032817
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:06:27Z'
   last_ai_eval: null
@@ -214973,7 +215773,7 @@ https://github.com/kubevirt/monitoring:
   addition_method: manual
   content_hash: bffae0980193ebc8de2fd4bccd8051905762ea0f96c1d107634f0c3a9739e1ff
   health_score: 100.0
-  last_checked: 1779033706.962913
+  last_checked: 1779033706
   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:08:51Z'
   last_ai_eval: null
@@ -215011,7 +215811,7 @@ https://github.com/kudobuilder/kuttl:
   addition_method: manual
   content_hash: 6fa4add299264460b44678834f35f1a576132f9774a74b44d13eb3319dccdc37
   health_score: 100.0
-  last_checked: 1779031596.294271
+  last_checked: 1779031596
   needs_ai_refresh: true
   discovered_at: '2026-05-26T04:37:20Z'
   last_ai_eval: null
@@ -215047,7 +215847,7 @@ https://github.com/kuhlman-labs/terraform-azurerm-landing-zone:
   addition_method: manual
   content_hash: 2eaa75d689a628e88b3dbb520f14e2ef6f66f143fc6a594ea980a587305bf8fc
   health_score: 100.0
-  last_checked: 1779033735.991054
+  last_checked: 1779033735
   needs_ai_refresh: true
   discovered_at: '2021-04-16T14:40:49Z'
   last_ai_eval: null
@@ -215083,7 +215883,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public:
   addition_method: manual
   content_hash: a723089f8e56f02329ab8db8e2df0dd7b0f48add10e47f1313a691489df7b801
   health_score: 100.0
-  last_checked: 1781735890.037394
+  last_checked: 1781735890
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:10.037394+02:00'
   last_ai_eval: null
@@ -215117,7 +215917,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Com
   addition_method: manual
   content_hash: 223f0f708ebb982d9edbd2a8cc1d399f4f6b97feb10ec90635bef39736d44f7a
   health_score: 100.0
-  last_checked: 1779130495.012572
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012572+02:00'
   last_ai_eval: null
@@ -215143,7 +215943,7 @@ https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_C
   addition_method: manual
   content_hash: 13c09b5515cfd486af4bebea3470bb3e5d0787f82fe205dbf328ec49571e63ad
   health_score: 100.0
-  last_checked: 1779033487.526379
+  last_checked: 1779033487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.526379+02:00'
   last_ai_eval: null
@@ -215171,7 +215971,7 @@ https://github.com/kvaps/kubectl-build:
   addition_method: manual
   content_hash: d0f667e1ba015dae639c539d21744de47826c207532c85e03eab0a3bf621f2cb
   health_score: 100.0
-  last_checked: 1779031333.997994
+  last_checked: 1779031333
   needs_ai_refresh: true
   discovered_at: '2021-11-18T23:01:51Z'
   last_ai_eval: null
@@ -215208,7 +216008,7 @@ https://github.com/kvaps/kubectl-node-shell:
   addition_method: manual
   content_hash: 821572d5842d9a60a9e78eadc755ec37adc7160df27cc195fa1112399becdfa3
   health_score: 100.0
-  last_checked: 1779032704.429387
+  last_checked: 1779032704
   needs_ai_refresh: true
   discovered_at: '2025-03-04T18:44:27Z'
   last_ai_eval: null
@@ -215242,7 +216042,7 @@ https://github.com/kvdi/kvdi:
   addition_method: manual
   content_hash: 468aa7b334cee8e4586bb0736eff4002678622a00381dad2e282dd6d328ad9ff
   health_score: 100.0
-  last_checked: 1779033141.242685
+  last_checked: 1779033141
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:21.242685+02:00'
   last_ai_eval: null
@@ -215271,7 +216071,7 @@ https://github.com/kyma-incubator/terraform-provider-kind:
   addition_method: manual
   content_hash: 4306cf29be8ec78880b596214a90afe36630e5bc5b43f69a5e1d95a4bf7e0dac
   health_score: 100.0
-  last_checked: 1779032224.39224
+  last_checked: 1779032224
   needs_ai_refresh: true
   discovered_at: '2022-04-01T12:41:24Z'
   last_ai_eval: null
@@ -215307,7 +216107,7 @@ https://github.com/kyverno/chainsaw:
   addition_method: manual
   content_hash: 8ec36b71959abc5bb1fec653b4f580ec8ee599bd9dad4d625bb3acd65a127449
   health_score: 100.0
-  last_checked: 1779030534.790364
+  last_checked: 1779030534
   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:43:17Z'
   last_ai_eval: null
@@ -215341,7 +216141,7 @@ https://github.com/kyverno/policies/issues/80:
   addition_method: manual
   content_hash: 56dc9b261465f5af5c2cd715c22e42bd3ba90de38000425350dd702d84d9b410
   health_score: 100.0
-  last_checked: 1779034273.673542
+  last_checked: 1779034273
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:13.673542+02:00'
   last_ai_eval: null
@@ -215371,7 +216171,7 @@ https://github.com/kyverno/policy-reporter:
   addition_method: manual
   content_hash: 57598c39357991330ad525c770dc6b40363ef1def87cb6959cf32eee6da14abd
   health_score: 100.0
-  last_checked: 1779030365.375169
+  last_checked: 1779030365
   needs_ai_refresh: true
   discovered_at: '2026-06-13T14:33:44Z'
   last_ai_eval: null
@@ -215409,7 +216209,7 @@ https://github.com/laurci/kubernate:
   addition_method: manual
   content_hash: 9d731945ce5929b3d8ec046d2be457be9edad6d8f882f37c51c46c53a2f4f8aa
   health_score: 100.0
-  last_checked: 1779033697.467574
+  last_checked: 1779033697
   needs_ai_refresh: true
   discovered_at: '2025-09-10T12:49:09Z'
   last_ai_eval: null
@@ -215445,7 +216245,7 @@ https://github.com/laurent22/joplin:
   addition_method: manual
   content_hash: 28a2f3937a6875deca73c3aad9383a41ee42e029a9315f1291546d828cbf2801
   health_score: 100.0
-  last_checked: 1779033675.398506
+  last_checked: 1779033675
   needs_ai_refresh: true
   discovered_at: '2026-06-14T09:47:40Z'
   last_ai_eval: null
@@ -215479,7 +216279,7 @@ https://github.com/lbroudoux/openshift-cases/tree/master/jboss-amq7-custom:
   addition_method: manual
   content_hash: 36e4532d1e380690beaa50e63e932568153d42654569dc5fe21322ecd61d354c
   health_score: 100.0
-  last_checked: 1779032552.422215
+  last_checked: 1779032552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:32.422215+02:00'
   last_ai_eval: null
@@ -215510,7 +216310,7 @@ https://github.com/learning-cloud-native-go/myapp:
   addition_method: manual
   content_hash: fdcb47049f926a28aac5305aa9785cbefbd70dca94e5d5597f3f63627c632e0a
   health_score: 100.0
-  last_checked: 1779031356.678018
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   needs_ai_refresh: true
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@@ -215547,7 +216347,7 @@ https://github.com/learnk8s/free-kubernetes:
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@@ -215583,7 +216383,7 @@ https://github.com/learnk8s/k8bit:
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@@ -215617,7 +216417,7 @@ https://github.com/learnk8s/templating-kubernetes:
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@@ -215645,7 +216445,7 @@ https://github.com/learnk8s/xlskubectl:
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@@ -215684,7 +216484,7 @@ https://github.com/leg100/pug:
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@@ -215721,7 +216521,7 @@ https://github.com/lensesio/fast-data-dev:
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@@ -215792,7 +216592,7 @@ https://github.com/ligurio/awesome-software-quality:
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@@ -215822,7 +216622,7 @@ https://github.com/ligurio/sqa-wiki:
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@@ -215888,7 +216688,7 @@ https://github.com/lima-vm/lima:
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@@ -215950,7 +216750,7 @@ https://github.com/linkedin/kafka-monitor:
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@@ -216046,7 +216846,7 @@ https://github.com/litmuschaos/litmus:
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@@ -216156,7 +216956,7 @@ https://github.com/localstack/localstack:
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@@ -216268,7 +217068,7 @@ https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew:
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@@ -216782,7 +217582,7 @@ https://github.com/madhuakula/kubernetes-goat:
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@@ -216936,7 +217736,7 @@ https://github.com/maistra/istio:
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@@ -216975,7 +217775,7 @@ https://github.com/major/imagebuilder-containerized/blob/main/.github/workflows/
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@@ -217011,7 +217811,7 @@ https://github.com/mancubus77/awesome-sre:
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@@ -217050,7 +217850,7 @@ https://github.com/manuzhang/awesome-streaming:
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@@ -217090,7 +217890,7 @@ https://github.com/maorfr/helm-backup:
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@@ -217128,7 +217928,7 @@ https://github.com/maorfr/kube-tasks:
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@@ -217167,7 +217967,7 @@ https://github.com/marcredhat/crcdemos:
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@@ -217205,7 +218005,7 @@ https://github.com/marketplace/actions/aws-secrets-manager-github-action:
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@@ -217242,7 +218042,7 @@ https://github.com/marketplace/actions/flat-data:
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@@ -217280,7 +218080,7 @@ https://github.com/marketplace?query=publisher%3Aokteto&type=actions:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:16:12.256174+02:00'
   last_ai_eval: null
@@ -217316,7 +218116,7 @@ https://github.com/maruina/aws-auth-manager:
   addition_method: manual
   content_hash: 443820fc520dd680948ab891795f35473f40244ae245d57d9f65188c5e1f3e67
   health_score: 100.0
-  last_checked: 1781736046.760915
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.760915+02:00'
   last_ai_eval: null
@@ -217352,7 +218152,7 @@ https://github.com/mattfeltonma/azure-networking-patterns:
   addition_method: manual
   content_hash: 517703fca31b07f199b1117deaae440807703e72d7ef1e31747667f9792c79b0
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2024-08-29T17:39:46Z'
   last_ai_eval: null
@@ -217389,7 +218189,7 @@ https://github.com/mattmoor/warm-image:
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   content_hash: 8f7e6d944492325348993652b4e24c690fce69167312fc0b50472499ab562470
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-  last_checked: 1779031097.291397
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   needs_ai_refresh: true
   discovered_at: '2018-10-08T04:51:50Z'
   last_ai_eval: null
@@ -217427,7 +218227,7 @@ https://github.com/mattpocock/skills:
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   content_hash: d94c5263b7be0fca77687e91961dd09526b1f336ed6865b0d38d9998250ef87a
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T08:25:23Z'
   last_ai_eval: null
@@ -217468,7 +218268,7 @@ https://github.com/mautic/docker-mautic:
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   content_hash: e8b4399410d2ed7a2f901b1e0ae0597a9d89bd4bdedb0e03763361b2612880e6
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.702872+02:00'
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@@ -217504,7 +218304,7 @@ https://github.com/mbucc/shmig:
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   needs_ai_refresh: true
   discovered_at: '2024-10-19T00:48:38Z'
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@@ -217538,7 +218338,7 @@ https://github.com/mcelep/blog/tree/master/automated-networkpolicy-generation:
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   content_hash: a80be46e4ea74bf631c2eebf9bdf866ad1bce351d98d2dd72028e89647e5a655
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.716023+02:00'
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@@ -217569,7 +218369,7 @@ https://github.com/mdixon47/azure-hub-spoke-teraform:
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   discovered_at: '2026-06-02T00:22:51.556302+02:00'
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@@ -217607,7 +218407,7 @@ https://github.com/medmouine/Kubernetes-autoscaling-poster/blob/main/k8s-auto-sc
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:52.522137+02:00'
   last_ai_eval: null
@@ -217633,7 +218433,7 @@ https://github.com/medyagh/setup-minikube:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:26.893805+02:00'
   last_ai_eval: null
@@ -217660,7 +218460,7 @@ https://github.com/mehdihadeli/awesome-go-education:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:52.115903+02:00'
   last_ai_eval: null
@@ -217688,7 +218488,7 @@ https://github.com/mehdihadeli/awesome-software-architecture:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:14.016850+02:00'
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@@ -217719,7 +218519,7 @@ https://github.com/mercedes-benz:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:32.411175+02:00'
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@@ -217753,7 +218553,7 @@ https://github.com/mesaguy/ansible-prometheus:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -217782,7 +218582,7 @@ https://github.com/meshery-extensions/helm-kanvas-snapshot:
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T20:39:53Z'
   last_ai_eval: null
@@ -217817,7 +218617,7 @@ https://github.com/meshery/helm-kanvas-snapshot:
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@@ -217847,7 +218647,7 @@ https://github.com/meshery/meshery:
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@@ -217884,7 +218684,7 @@ https://github.com/meta-llama/llama-cookbook:
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@@ -217918,7 +218718,7 @@ https://github.com/meta-llama/llama-recipes:
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@@ -217949,7 +218749,7 @@ https://github.com/metacontroller/metacontroller:
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   needs_ai_refresh: true
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@@ -217985,7 +218785,7 @@ https://github.com/metal3-io/baremetal-operator:
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@@ -218023,7 +218823,7 @@ https://github.com/metal3-io/cluster-api-provider-metal3:
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@@ -218060,7 +218860,7 @@ https://github.com/metalbear-co/mirrord:
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@@ -218096,7 +218896,7 @@ https://github.com/metaleapca/metaleap-devops-in-k8s/blob/main/metaleap-devops-i
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@@ -218136,7 +218936,7 @@ https://github.com/metaleapca/metaleap-k8s-troubleshooting/blob/main/metaleap-k8
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@@ -218171,7 +218971,7 @@ https://github.com/metallb/metallb:
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@@ -218200,7 +219000,7 @@ https://github.com/metalmatze/slo-libsonnet:
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@@ -218236,7 +219036,7 @@ https://github.com/mfornos/awesome-microservices:
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@@ -218275,7 +219075,7 @@ https://github.com/mhausenblas/openshift-cheat-sheet:
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   needs_ai_refresh: true
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@@ -218311,7 +219111,7 @@ https://github.com/mhlabs/cfn-diagram:
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@@ -218348,7 +219148,7 @@ https://github.com/mholt/json-to-go:
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   discovered_at: '2024-07-31T15:59:24Z'
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@@ -218385,7 +219185,7 @@ https://github.com/michaelmsonne/AzureDevOpsBackupTool:
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   discovered_at: '2025-06-21T09:55:10Z'
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@@ -218421,7 +219221,7 @@ https://github.com/michaelneale/jenkins-ci.org-docker:
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@@ -218458,7 +219258,7 @@ https://github.com/micnncim/kubectl-reap:
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@@ -218498,7 +219298,7 @@ https://github.com/micro/go-micro:
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@@ -218568,7 +219368,7 @@ https://github.com/microsoft/CBL-Mariner:
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@@ -218595,7 +219395,7 @@ https://github.com/microsoft/Git-Credential-Manager-Core:
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@@ -218622,7 +219422,7 @@ https://github.com/microsoft/InnerEye-Gateway:
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@@ -218654,7 +219454,7 @@ https://github.com/microsoft/ML-For-Beginners:
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@@ -218688,7 +219488,7 @@ https://github.com/microsoft/NubesGen:
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@@ -218727,7 +219527,7 @@ https://github.com/microsoft/Webwright:
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@@ -218773,7 +219573,7 @@ https://github.com/microsoft/api-guidelines/blob/vNext/Guidelines.md:
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   needs_ai_refresh: true
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@@ -218809,7 +219609,7 @@ https://github.com/microsoft/azure-devops-mcp:
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   needs_ai_refresh: true
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@@ -218849,7 +219649,7 @@ https://github.com/microsoft/azure-digital-twins-postman-samples:
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   needs_ai_refresh: true
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@@ -218885,7 +219685,7 @@ https://github.com/microsoft/azure-pipelines-tasks:
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T14:53:04Z'
   last_ai_eval: null
@@ -218922,7 +219722,7 @@ https://github.com/microsoft/azure-pipelines-yaml:
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   needs_ai_refresh: true
   discovered_at: '2025-04-14T11:49:37Z'
   last_ai_eval: null
@@ -218958,7 +219758,7 @@ https://github.com/microsoft/azure-pipelines-yaml/blob/master/templates/maven.ym
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@@ -218999,7 +219799,7 @@ https://github.com/microsoft/azure-skills:
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@@ -220865,7 +221665,7 @@ https://github.com/monodot/pipeline-library-demo:
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@@ -220958,7 +221758,7 @@ https://github.com/mperezco/forklift-configmap-service:
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@@ -221061,7 +221861,7 @@ https://github.com/msfidelis/kubernetes-with-cri-o:
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@@ -221097,7 +221897,7 @@ https://github.com/mspnp/AzureNamingTool:
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@@ -221170,7 +221970,7 @@ https://github.com/mumoshu/helm-x:
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@@ -221206,7 +222006,7 @@ https://github.com/mustafakaya/Azure-Reliability-Checker-Tool:
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@@ -221319,7 +222119,7 @@ https://github.com/myspotontheweb/gitops-workloads-demo:
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@@ -221354,7 +222154,7 @@ https://github.com/mysticrenji/jenkins-cicd-pipelines:
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@@ -222438,7 +223238,7 @@ https://github.com/noamraph/tqdm:
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   needs_ai_refresh: true
   discovered_at: '2023-11-30T11:34:56Z'
   last_ai_eval: null
@@ -222474,7 +223274,7 @@ https://github.com/nodejs/node:
   addition_method: manual
   content_hash: df932aaf752f27623c036d4a3cbf565b8fe74faf9d049e88374726cc4d21c65b
   health_score: 100.0
-  last_checked: 1779033948.008191
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T07:01:35Z'
   last_ai_eval: null
@@ -222513,7 +223313,7 @@ https://github.com/nokia/danm:
   addition_method: manual
   content_hash: b7253981d62ef25b497fa7e31f4d42dc3f536fb9ae700a6bb4455cd6070d7c9a
   health_score: 100.0
-  last_checked: 1779032878.497643
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   needs_ai_refresh: true
   discovered_at: '2022-09-19T15:31:17Z'
   last_ai_eval: null
@@ -222548,7 +223348,7 @@ https://github.com/noobaa/noobaa-core:
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   content_hash: f6530e48f46dee2ed288b260ddaf0d4cc3d96083ae8482741b49cde7b28a1fba
   health_score: 100.0
-  last_checked: 1779130494.985376
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.985376+02:00'
   last_ai_eval: null
@@ -222580,7 +223380,7 @@ https://github.com/norwoodj/helm-docs:
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   content_hash: 878821a89dad52a0222fd0debb7db971bbd0d1661c0148bbc40ea1325b747842
   health_score: 100.0
-  last_checked: 1779031620.56489
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:28:41Z'
   last_ai_eval: null
@@ -222620,7 +223420,7 @@ https://github.com/notaryproject/notary:
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   content_hash: a05dbf19a41538a4984ef51502d9d4e26d50e66b6f78bbc4c363b0bf6b0442a0
   health_score: 100.0
-  last_checked: 1779030135.994048
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   needs_ai_refresh: true
   discovered_at: '2024-08-07T19:02:32Z'
   last_ai_eval: null
@@ -222658,7 +223458,7 @@ https://github.com/nsriram/lambda-the-terraform-way:
   addition_method: manual
   content_hash: 9979adfa4cfc9364c24ec64aaa12365aac429853def9c5674468a72d7531bee9
   health_score: 100.0
-  last_checked: 1779031540.280702
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   needs_ai_refresh: true
   discovered_at: '2021-05-08T12:38:52Z'
   last_ai_eval: null
@@ -222694,7 +223494,7 @@ https://github.com/nubenetes/apache-reverse-proxy-jenkins:
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   content_hash: e85f734ff94eca0aae3de370067eec24058c2b4dcdfce99674fab0f8c0e3a979
   health_score: 100.0
-  last_checked: 1779130495.016129
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   needs_ai_refresh: true
   discovered_at: '2020-05-06T08:02:22Z'
   last_ai_eval: null
@@ -222730,7 +223530,7 @@ https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.p
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   content_hash: 0c5abd011e582b588a63cec448e6bd6954aa540f09803d0e6974a55af236940c
   health_score: 100.0
-  last_checked: 1779130494.984207
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:13:34Z'
   last_ai_eval: null
@@ -222764,7 +223564,7 @@ https://github.com/nubenetes/awesome-kubernetes/tree/master/pdf:
   addition_method: manual
   content_hash: 96ab9d9cdf618393a9c1c76347504f694c202447d47f0cbc496d511ddbb8c669
   health_score: 100.0
-  last_checked: 1779130494.942289
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.942289+02:00'
   last_ai_eval: null
@@ -222791,7 +223591,7 @@ https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts:
   addition_method: manual
   content_hash: 7feff872196d3c745a9af1d5a63047d136de1b99836d1eb41df192beaa218d2e
   health_score: 100.0
-  last_checked: 1779029056.785235
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:16.785235+02:00'
   last_ai_eval: null
@@ -222822,7 +223622,7 @@ https://github.com/nubenetes/confluence6-atlassian:
   addition_method: manual
   content_hash: ad63d6c9ae797360c1b6af9d5f0c89eaef77d3de760a3d8099f6cb2de5a085b6
   health_score: 100.0
-  last_checked: 1781736123.252209
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.252209+02:00'
   last_ai_eval: null
@@ -222860,7 +223660,7 @@ https://github.com/nubenetes/jenkins-CasC-kubernetes-demo:
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   health_score: 100.0
-  last_checked: 1779130494.950268
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   needs_ai_refresh: true
   discovered_at: '2020-05-24T09:43:12Z'
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@@ -222899,7 +223699,7 @@ https://github.com/nubenetes/nexus3-helm-chart:
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   health_score: 100.0
-  last_checked: 1779130494.978136
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   needs_ai_refresh: true
   discovered_at: '2020-05-24T10:17:50Z'
   last_ai_eval: null
@@ -222937,7 +223737,7 @@ https://github.com/nvucinic/kdbg:
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-  last_checked: 1779031753.002332
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   needs_ai_refresh: true
   discovered_at: '2026-04-15T13:42:11Z'
   last_ai_eval: null
@@ -222976,7 +223776,7 @@ https://github.com/oauth2-proxy/oauth2-proxy:
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   health_score: 100.0
-  last_checked: 1779029158.976559
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T19:57:09Z'
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@@ -223010,7 +223810,7 @@ https://github.com/obitech/micro-obs:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:33.587614+02:00'
   last_ai_eval: null
@@ -223040,7 +223840,7 @@ https://github.com/obot-platform/obot:
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-  last_checked: 1779130494.949749
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:18:38Z'
   last_ai_eval: null
@@ -223077,7 +223877,7 @@ https://github.com/obsidiandynamics/kafdrop:
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   health_score: 100.0
-  last_checked: 1779030680.619628
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T16:52:55Z'
   last_ai_eval: null
@@ -223115,7 +223915,7 @@ https://github.com/odedia/spring-petclinic-microservices:
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   needs_ai_refresh: true
   discovered_at: '2024-12-27T15:42:53Z'
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@@ -223154,7 +223954,7 @@ https://github.com/odigos-io/odigos:
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-  last_checked: 1779029270.186941
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T10:09:14Z'
   last_ai_eval: null
@@ -223190,7 +223990,7 @@ https://github.com/odoo/odoo/wiki/Mergebot:
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@@ -223226,7 +224026,7 @@ https://github.com/ofek/csi-gcs:
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   needs_ai_refresh: true
   discovered_at: '2025-10-19T17:05:36Z'
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@@ -223262,7 +224062,7 @@ https://github.com/oils-for-unix/oils/wiki/Alternative-Shells:
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   needs_ai_refresh: true
   discovered_at: '2026-05-31T03:03:03Z'
   last_ai_eval: null
@@ -223296,7 +224096,7 @@ https://github.com/oilshell/oil/wiki/Alternative-Shells:
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   discovered_at: '2026-05-17T16:55:05.114578+02:00'
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@@ -223323,7 +224123,7 @@ https://github.com/okd-community-install:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:53.432021+02:00'
   last_ai_eval: null
@@ -223353,7 +224153,7 @@ https://github.com/okd-project/okd/blob/master/README.md:
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:17:26Z'
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@@ -223391,7 +224191,7 @@ https://github.com/okelet/awsipinventory:
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   health_score: 100.0
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+  last_checked: 1781735877
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   discovered_at: '2026-06-18T00:37:57.723823+02:00'
   last_ai_eval: null
@@ -223435,7 +224235,7 @@ https://github.com/okwasniewski/minisim:
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   discovered_at: '2026-02-27T12:50:34Z'
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@@ -223480,7 +224280,7 @@ https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2022-12-15T17:44:27Z'
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@@ -223519,7 +224319,7 @@ https://github.com/omenking/localstack-gitpod-template:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -223555,7 +224355,7 @@ https://github.com/omerbsezer/Fast-Kubernetes:
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   needs_ai_refresh: true
   discovered_at: '2025-04-14T08:54:11Z'
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@@ -223593,7 +224393,7 @@ https://github.com/omrikiei/ktunnel:
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   discovered_at: '2026-02-20T22:37:30Z'
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@@ -223627,7 +224427,7 @@ https://github.com/ondat/discoblocks:
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   discovered_at: '2026-05-17T17:50:25.423471+02:00'
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@@ -223656,7 +224456,7 @@ https://github.com/ondat/trousseau:
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@@ -223696,7 +224496,7 @@ https://github.com/one2nc/cloudlens:
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   discovered_at: '2024-04-20T05:24:58Z'
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@@ -223730,7 +224530,7 @@ https://github.com/oneconcern/keycloak-gatekeeper:
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@@ -223762,7 +224562,7 @@ https://github.com/onedr0p/cluster-template:
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+  last_checked: 1779130495
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   discovered_at: '2026-06-13T16:10:38Z'
   last_ai_eval: null
@@ -223797,7 +224597,7 @@ https://github.com/onedr0p/flux-cluster-template:
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@@ -223824,7 +224624,7 @@ https://github.com/onurakpolat/awesome-bigdata:
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   discovered_at: '2026-05-17T17:43:40.462440+02:00'
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@@ -223852,7 +224652,7 @@ https://github.com/onzack/grafana-dashboards:
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   discovered_at: '2026-05-18T10:55:12Z'
   last_ai_eval: null
@@ -223889,7 +224689,7 @@ https://github.com/open-gitops/project:
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+  last_checked: 1779034569
   needs_ai_refresh: true
   discovered_at: '2025-06-11T16:44:22Z'
   last_ai_eval: null
@@ -223928,7 +224728,7 @@ https://github.com/open-gsd/gsd-pi:
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+  last_checked: 1780352571
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   discovered_at: '2026-06-01T18:30:33Z'
   last_ai_eval: null
@@ -223973,7 +224773,7 @@ https://github.com/open-guides/og-aws:
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+  last_checked: 1779030296
   needs_ai_refresh: true
   discovered_at: '2024-08-16T02:51:54Z'
   last_ai_eval: null
@@ -224011,7 +224811,7 @@ https://github.com/open-policy-agent/awesome-opa:
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   health_score: 100.0
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+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-25T19:12:33Z'
   last_ai_eval: null
@@ -224050,7 +224850,7 @@ https://github.com/open-policy-agent/conftest:
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   health_score: 100.0
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+  last_checked: 1779029478
   needs_ai_refresh: true
   discovered_at: '2026-06-12T13:44:57Z'
   last_ai_eval: null
@@ -224087,7 +224887,7 @@ https://github.com/open-policy-agent/contrib/tree/main/wasm/cloudflare-worker:
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   health_score: 100.0
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+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-11T05:40:57Z'
   last_ai_eval: null
@@ -224121,7 +224921,7 @@ https://github.com/open-policy-agent/contrib/tree/master/wasm/cloudflare-worker:
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   content_hash: 0c89085cacde1bb274917c442cf40c10e9b9a0fff95aabdb1563db0943b885e5
   health_score: 100.0
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+  last_checked: 1779032734
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:34.531656+02:00'
   last_ai_eval: null
@@ -224148,7 +224948,7 @@ https://github.com/open-policy-agent/gatekeeper:
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   health_score: 100.0
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+  last_checked: 1779029155
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:55.082744+02:00'
   last_ai_eval: null
@@ -224179,7 +224979,7 @@ https://github.com/open-telemetry/opentelemetry-collector:
   addition_method: manual
   content_hash: a15de225b124e458d662e76b1550de0a28eeaf35f49b4ec61986b284025556de
   health_score: 100.0
-  last_checked: 1779032198.416959
+  last_checked: 1779032198
   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:36:20Z'
   last_ai_eval: null
@@ -224218,7 +225018,7 @@ https://github.com/open-telemetry/opentelemetry-operator:
   addition_method: manual
   content_hash: a92223b4bd579e0fb66efd2a16f382605d58760d6e2a500df530201718cc2437
   health_score: 100.0
-  last_checked: 1779030385.288971
+  last_checked: 1779030385
   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:42:58Z'
   last_ai_eval: null
@@ -224254,7 +225054,7 @@ https://github.com/open-telemetry/opentelemetry-specification:
   addition_method: manual
   content_hash: 475a220b664651a91dd6614686984e5ef874392779c47903b95e67c26ac1f4a8
   health_score: 100.0
-  last_checked: 1779034289.090219
+  last_checked: 1779034289
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:29.090219+02:00'
   last_ai_eval: null
@@ -224284,7 +225084,7 @@ https://github.com/openai/openai-cookbook:
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   content_hash: 6fcdff5c735832e2573ff437d49138a92b676700fbf9ff451185b44a70186a00
   health_score: 100.0
-  last_checked: 1779031087.178291
+  last_checked: 1779031087
   needs_ai_refresh: true
   discovered_at: '2026-06-14T06:41:20Z'
   last_ai_eval: null
@@ -224321,7 +225121,7 @@ https://github.com/openappsec/openappsec:
   addition_method: manual
   content_hash: f211a20292ca49e3b344f10db73bfc2b5c4fa73eaf3cf46be8d0855a56612a8d
   health_score: 100.0
-  last_checked: 1779031615.569
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   needs_ai_refresh: true
   discovered_at: '2026-05-26T08:56:37Z'
   last_ai_eval: null
@@ -224357,7 +225157,7 @@ https://github.com/openclarity/kubeclarity:
   addition_method: manual
   content_hash: d8b978c668b95a903cb31a3c919dace8389a764b3c4daf9daa4c4f735229145f
   health_score: 100.0
-  last_checked: 1779033079.400907
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   needs_ai_refresh: true
   discovered_at: '2024-10-14T14:56:35Z'
   last_ai_eval: null
@@ -224394,7 +225194,7 @@ https://github.com/openclarity/openclarity:
   addition_method: manual
   content_hash: 297bfb53e583450a137fc143234c479cc63148ddb5924d907d541db8b039a95c
   health_score: 100.0
-  last_checked: 1779130494.953642
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   needs_ai_refresh: true
   discovered_at: '2026-05-25T02:27:26Z'
   last_ai_eval: null
@@ -224431,7 +225231,7 @@ https://github.com/opencontainers/runc:
   addition_method: manual
   content_hash: a196ee871c63e30d8a70f7e01fa08ea26980e4a8825fee40c252a2f56fb7db8b
   health_score: 100.0
-  last_checked: 1779034479.777882
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T17:55:52Z'
   last_ai_eval: null
@@ -224469,7 +225269,7 @@ https://github.com/opencontrolplane:
   addition_method: manual
   content_hash: dac3465cb1ad1f1e851b439741e847967989dda20b46c566c2853d367d5de5b5
   health_score: 100.0
-  last_checked: 1779030673.969999
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:11:13.969999+02:00'
   last_ai_eval: null
@@ -224507,7 +225307,7 @@ https://github.com/opencost/opencost:
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   content_hash: 4598a838903d845558a3e55f9d10b1029b7e16e17972aa0fdd10f5c4ef8ad2f8
   health_score: 100.0
-  last_checked: 1779130495.030298
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T22:08:09Z'
   last_ai_eval: null
@@ -224545,7 +225345,7 @@ https://github.com/openebs/dynamic-localpv-provisioner:
   addition_method: manual
   content_hash: 509b686895fc7da45e0358273d1359ba5d99b2f96271b4573d52d809688ff8b8
   health_score: 100.0
-  last_checked: 1779030356.766976
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T18:19:20Z'
   last_ai_eval: null
@@ -224582,7 +225382,7 @@ https://github.com/openebs/lvm-localpv:
   addition_method: manual
   content_hash: 46631ca34a12f775c4ebe3e2f8d608fd2d6367abe5d895ddce7a7a54646c9fae
   health_score: 100.0
-  last_checked: 1779030529.733399
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T14:24:37Z'
   last_ai_eval: null
@@ -224618,7 +225418,7 @@ https://github.com/openebs/zfs-localpv:
   addition_method: manual
   content_hash: 3bdf214e5256365fe94ae14052f0669d7ae87822da48188dec2fc0b6c82c7ac5
   health_score: 100.0
-  last_checked: 1779034431.892054
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T09:02:06Z'
   last_ai_eval: null
@@ -224654,7 +225454,7 @@ https://github.com/openkruise/kruise:
   addition_method: manual
   content_hash: eaba940bd1b6e68e0913438c17e17c22b1a06b9d87dd685994f4b7b66a50e56d
   health_score: 100.0
-  last_checked: 1779031883.142873
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:36:53Z'
   last_ai_eval: null
@@ -224690,7 +225490,7 @@ https://github.com/openliberty:
   addition_method: manual
   content_hash: e48a338ebb969cc42692c5f6a42963909edc8bd4912923c0f6d13884c0dce970
   health_score: 100.0
-  last_checked: 1779029478.878336
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:18.878336+02:00'
   last_ai_eval: null
@@ -224728,7 +225528,7 @@ https://github.com/openobserve/debug-container:
   addition_method: manual
   content_hash: 8ca8fadadb051b435ef3b7150dacd7d2dfc3d2d104e8d59e46b9b4d3ed006e96
   health_score: 100.0
-  last_checked: 1779033570.6081
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   needs_ai_refresh: true
   discovered_at: '2022-11-27T23:32:12Z'
   last_ai_eval: null
@@ -224764,7 +225564,7 @@ https://github.com/openops-cloud/openops:
   addition_method: manual
   content_hash: c6e7a2db44115c3a24c01cc54aae5ba56e51246372cedaed45088223eb58e58c
   health_score: 100.0
-  last_checked: 1779031802.394914
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T01:33:35Z'
   last_ai_eval: null
@@ -224805,7 +225605,7 @@ https://github.com/openpitrix/openpitrix:
   addition_method: manual
   content_hash: 0c7d07acd0775851570c044b6c5ff53fedc45ab70a65d47f30b55aee5ac298df
   health_score: 100.0
-  last_checked: 1779031231.465251
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   needs_ai_refresh: true
   discovered_at: '2024-02-05T03:02:15Z'
   last_ai_eval: null
@@ -224842,7 +225642,7 @@ https://github.com/openshift-labs:
   addition_method: manual
   content_hash: 277fd59fb071515ece32396693e60c030b8b58fe03b1f27518b00cbf266080a7
   health_score: 100.0
-  last_checked: 1779029475.616108
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:15.616108+02:00'
   last_ai_eval: null
@@ -224879,7 +225679,7 @@ https://github.com/openshift/community/blob/master/ROADMAP.md:
   addition_method: manual
   content_hash: 5953a0299d4d3e63e9700edc9496a215489272f55d42120c92261cdb1125b46f
   health_score: 100.0
-  last_checked: 1781736112.450631
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.450631+02:00'
   last_ai_eval: null
@@ -224916,7 +225716,7 @@ https://github.com/openshift/console:
   addition_method: manual
   content_hash: 0e8ab8d18c799a3ce53ab1b125f58f1aa3d48ac467d88dda92831840872fb2e2
   health_score: 100.0
-  last_checked: 1779032333.983003
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T03:53:18Z'
   last_ai_eval: null
@@ -224954,7 +225754,7 @@ https://github.com/openshift/hive:
   addition_method: manual
   content_hash: df93789d6bb15ac8334cc2a9714c3b38174913286174172a90020c1b287bcd75
   health_score: 100.0
-  last_checked: 1779030843.082228
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:22:16Z'
   last_ai_eval: null
@@ -224991,7 +225791,7 @@ https://github.com/openshift/hypershift:
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   content_hash: a2182f90a6aa5def9fbd0a5ed73845dd794ce5648efbbe85bd93bb6ff4099cc7
   health_score: 100.0
-  last_checked: 1779029172.661437
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T23:53:35Z'
   last_ai_eval: null
@@ -225028,7 +225828,7 @@ https://github.com/openshift/installer:
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   content_hash: 0fca28d8dcaceb15cfed04b53519159e846b2ecf15d2c297d7bcf9298ab97cc5
   health_score: 100.0
-  last_checked: 1779031538.378205
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   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:41:30Z'
   last_ai_eval: null
@@ -225067,7 +225867,7 @@ https://github.com/openshift/installer/blob/main/docs/user/aws/README.md:
   addition_method: manual
   content_hash: 26cfbf4e2965b9721356c3f494cf99f2e5629e7680fdedfd2766663b397756f2
   health_score: 100.0
-  last_checked: 1779130494.934525
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-14T03:41:30Z'
   last_ai_eval: null
@@ -225103,7 +225903,7 @@ https://github.com/openshift/installer/blob/master/docs/user/aws/README.md:
   addition_method: manual
   content_hash: 631b99a562e64c931cc2797121a798dbe242c3b665439f0aee87c2ba221adb5e
   health_score: 100.0
-  last_checked: 1779032282.835774
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.835774+02:00'
   last_ai_eval: null
@@ -225133,7 +225933,7 @@ https://github.com/openshift/jenkins:
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   health_score: 100.0
-  last_checked: 1779033436.384037
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:34:29Z'
   last_ai_eval: null
@@ -225169,7 +225969,7 @@ https://github.com/openshift/machine-api-operator:
   addition_method: manual
   content_hash: 515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e
   health_score: 100.0
-  last_checked: 1779032372.243332
+  last_checked: 1779032372
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:06:30Z'
   last_ai_eval: null
@@ -225208,7 +226008,7 @@ https://github.com/openshift/machine-api-operator/tree/main:
   addition_method: manual
   content_hash: e8152960fc13796a3153a931a02f282a1a97820e8f4f516e800ad54d054d34f0
   health_score: 100.0
-  last_checked: 1779130495.033014
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:06:30Z'
   last_ai_eval: null
@@ -225242,7 +226042,7 @@ https://github.com/openshift/machine-api-operator/tree/master:
   addition_method: manual
   content_hash: 515f47e6404755a963221739e6f9d04ad2b3b08cc7d216845739e0ad502c5c5e
   health_score: 100.0
-  last_checked: 1779030727.778304
+  last_checked: 1779030727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.778304+02:00'
   last_ai_eval: null
@@ -225269,7 +226069,7 @@ https://github.com/openshift/multus-cni:
   addition_method: manual
   content_hash: 125bf32e0a046ca158d2ca69131173672d2bb4f006209bd612dde55562f0e24f
   health_score: 100.0
-  last_checked: 1779031410.858098
+  last_checked: 1779031410
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:30.858098+02:00'
   last_ai_eval: null
@@ -225297,7 +226097,7 @@ https://github.com/openshift/ocs-operator:
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   content_hash: b1638b0d3a8803d30466a01cb985c1ced8202b9591cf3fb194ce189ac540032b
   health_score: 100.0
-  last_checked: 1779031256.06712
+  last_checked: 1779031256
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:56.067120+02:00'
   last_ai_eval: null
@@ -225323,7 +226123,7 @@ https://github.com/openshift/okd/blob/master/README.md:
   addition_method: manual
   content_hash: 22515b9fe2aa4c0b4fbf7240f35a1414fbb05dfbb53d2ca02cf2cb7d2122b744
   health_score: 100.0
-  last_checked: 1779031089.565986
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:09.565986+02:00'
   last_ai_eval: null
@@ -225353,7 +226153,7 @@ https://github.com/openshift/origin:
   addition_method: manual
   content_hash: df93e974d2779e81f267816b1d92587bfec4dc0a12f81ec310c1f1c18d1f168b
   health_score: 100.0
-  last_checked: 1779033672.161547
+  last_checked: 1779033672
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:57Z'
   last_ai_eval: null
@@ -225389,7 +226189,7 @@ https://github.com/openshift/origin/tree/main/examples/jenkins/pipeline:
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   content_hash: 91121d2204b88e20c0f6f79b7a01c12411ceb2c74b0b289c660ccef2bc9d1f08
   health_score: 100.0
-  last_checked: 1779130494.986685
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:40:57Z'
   last_ai_eval: null
@@ -225427,7 +226227,7 @@ https://github.com/openshift/origin/tree/master/examples/jenkins/pipeline:
   addition_method: manual
   content_hash: 52b4ede50a0afaf09725ce77a26b3faa3af685d6ecf2601b26bb2bbe6380be9d
   health_score: 100.0
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+  last_checked: 1779033757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.960723+02:00'
   last_ai_eval: null
@@ -225454,7 +226254,7 @@ https://github.com/openshift/origin/tree/release-3.11/examples/prometheus:
   addition_method: manual
   content_hash: f0d31f603b09e9762fe06a7861d566457ea8a235d6f52157d15b87294cb44e4b
   health_score: 100.0
-  last_checked: 1779032080.76688
+  last_checked: 1779032080
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:40.766880+02:00'
   last_ai_eval: null
@@ -225483,7 +226283,7 @@ https://github.com/openshift/pipelines-catalog:
   addition_method: manual
   content_hash: c77eedaaa65b30cb438c5862c71bd883e10486fc3c23a80756559bcf06ae2e29
   health_score: 100.0
-  last_checked: 1779030983.272466
+  last_checked: 1779030983
   needs_ai_refresh: true
   discovered_at: '2022-03-09T11:05:55Z'
   last_ai_eval: null
@@ -225519,7 +226319,7 @@ https://github.com/openshift/pipelines-tutorial:
   addition_method: manual
   content_hash: 74a98855c053856947192ad85bcde5b299bad35c0ecbf5a8cae73a846eec10e9
   health_score: 100.0
-  last_checked: 1779031397.388774
+  last_checked: 1779031397
   needs_ai_refresh: true
   discovered_at: '2026-05-18T09:23:05Z'
   last_ai_eval: null
@@ -225560,7 +226360,7 @@ https://github.com/openshift/source-to-image:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032817.917203
+  last_checked: 1779032817
   needs_ai_refresh: true
   discovered_at: '2026-06-04T10:26:49Z'
   last_ai_eval: null
@@ -225597,7 +226397,7 @@ https://github.com/openshift/tektoncd-pipeline-operator:
   addition_method: manual
   content_hash: acd3779dc23965c3d9c1ec3683091aea1dabcfaf4510ee63f878744d4e77c8e0
   health_score: 100.0
-  last_checked: 1779031017.295292
+  last_checked: 1779031017
   needs_ai_refresh: true
   discovered_at: '2021-06-22T00:40:19Z'
   last_ai_eval: null
@@ -225632,7 +226432,7 @@ https://github.com/openshift/training:
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   content_hash: 0b80a7f1bd28202d2457c924eae2a281159d2a885821a1f5049db1c12fa4cf4f
   health_score: 100.0
-  last_checked: 1781736112.475824
+  last_checked: 1781736112
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:52.475824+02:00'
   last_ai_eval: null
@@ -225668,7 +226468,7 @@ https://github.com/openshiftdemos:
   addition_method: manual
   content_hash: 826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d
   health_score: 100.0
-  last_checked: 1779033487.119125
+  last_checked: 1779033487
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:07.119125+02:00'
   last_ai_eval: null
@@ -225708,7 +226508,7 @@ https://github.com/operator-framework/operator-lifecycle-manager:
   addition_method: manual
   content_hash: e15c159226235edaf4920381f5668cf85ef306916d706a5af48be3cef99a31e2
   health_score: 100.0
-  last_checked: 1779032167.315778
+  last_checked: 1779032167
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:27:20Z'
   last_ai_eval: null
@@ -225746,7 +226546,7 @@ https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc
   addition_method: manual
   content_hash: 1c5886993c1a8c5860ce22c2b9355708c3d0e6f6d951f379a31d85358fe03b77
   health_score: 100.0
-  last_checked: 1779033675.272065
+  last_checked: 1779033675
   needs_ai_refresh: true
   discovered_at: '2026-06-11T20:27:20Z'
   last_ai_eval: null
@@ -225780,7 +226580,7 @@ https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc
   addition_method: manual
   content_hash: cbb9f40ed476b5c790577085144a4ea1c5449d8f4023d37f1ddd39bc68bbf09a
   health_score: 100.0
-  last_checked: 1779031903.368236
+  last_checked: 1779031903
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:43.368236+02:00'
   last_ai_eval: null
@@ -225811,7 +226611,7 @@ https://github.com/opsgenie/kubernetes-event-exporter:
   addition_method: manual
   content_hash: 71f1ee49ef92f963a834109f8d8b0f4797df82c6621325cd941db2725d3902d6
   health_score: 100.0
-  last_checked: 1779029732.683804
+  last_checked: 1779029732
   needs_ai_refresh: true
   discovered_at: '2022-08-31T11:33:33Z'
   last_ai_eval: null
@@ -225845,7 +226645,7 @@ https://github.com/opstree/Opstree-Go-WebApp:
   addition_method: manual
   content_hash: f8c35089a0a1b337e15f057a06fbdedffb63a9c1b4755f24a7add1bd50eb9695
   health_score: 100.0
-  last_checked: 1779032344.639091
+  last_checked: 1779032344
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:04.639091+02:00'
   last_ai_eval: null
@@ -225875,7 +226675,7 @@ https://github.com/opstree/dynamic-pv-scaler:
   addition_method: manual
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@@ -225912,7 +226712,7 @@ https://github.com/oracle:
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@@ -225948,7 +226748,7 @@ https://github.com/orangetw/awesome-jenkins-rce-2019:
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@@ -225989,7 +226789,7 @@ https://github.com/oravirt/ansible-oracle:
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@@ -226027,7 +226827,7 @@ https://github.com/oravirt/ansible-oracle-modules:
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@@ -226062,7 +226862,7 @@ https://github.com/orchest/orchest:
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@@ -226090,7 +226890,7 @@ https://github.com/orgrim/pg_back:
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@@ -226131,7 +226931,7 @@ https://github.com/orgs/community/discussions/196624:
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@@ -226171,7 +226971,7 @@ https://github.com/ori-edge/k8s_gateway:
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@@ -226210,7 +227010,7 @@ https://github.com/ory/dockertest:
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@@ -226246,7 +227046,7 @@ https://github.com/osa-ora/camel-k-samples:
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@@ -226281,7 +227081,7 @@ https://github.com/oscp/awesome-openshift3:
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@@ -226322,7 +227122,7 @@ https://github.com/oslabs-beta/ClusterWatch:
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@@ -226359,7 +227159,7 @@ https://github.com/oslabs-beta/Ekkremis:
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@@ -226397,7 +227197,7 @@ https://github.com/oslabs-beta/KUR8:
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@@ -226434,7 +227234,7 @@ https://github.com/oslabs-beta/KubernOcular:
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@@ -226470,7 +227270,7 @@ https://github.com/oslabs-beta/OdinsEye:
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@@ -226507,7 +227307,7 @@ https://github.com/oslabs-beta/Palaemon:
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@@ -226545,7 +227345,7 @@ https://github.com/oslabs-beta/kubermetrics:
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@@ -226605,7 +227405,7 @@ https://github.com/oslabs-beta/oslabs:
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@@ -226635,7 +227435,7 @@ https://github.com/osquery/osquery:
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@@ -226672,7 +227472,7 @@ https://github.com/oxnr/awesome-bigdata:
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@@ -226746,7 +227546,7 @@ https://github.com/pabpereza/containers-best-practices:
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@@ -226949,7 +227749,7 @@ https://github.com/pan-net-security/kcount:
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@@ -227184,7 +227984,7 @@ https://github.com/patrickdappollonio/kubectl-slice:
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@@ -227220,7 +228020,7 @@ https://github.com/patrickdappollonio/tabloid:
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@@ -227256,7 +228056,7 @@ https://github.com/patroni/patroni:
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@@ -227293,7 +228093,7 @@ https://github.com/paulczar/k8s-spring-petclinic:
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@@ -227329,7 +228129,7 @@ https://github.com/pditommaso/awesome-pipeline:
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@@ -227369,7 +228169,7 @@ https://github.com/pelotech/jsonnet-controller:
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@@ -227406,7 +228206,7 @@ https://github.com/percona/grafana-dashboards:
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@@ -227443,7 +228243,7 @@ https://github.com/percona/pg_stat_monitor:
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@@ -227482,7 +228282,7 @@ https://github.com/pfnet-research/k8s-cluster-simulator:
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@@ -227519,7 +228319,7 @@ https://github.com/pie-r/terragrunt-vs-terraspace:
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@@ -227555,7 +228355,7 @@ https://github.com/pieterlange/kube-backup:
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@@ -227589,7 +228389,7 @@ https://github.com/pingcap/chaos-mesh:
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   discovered_at: '2026-05-17T16:58:04.018319+02:00'
   last_ai_eval: null
@@ -227619,7 +228419,7 @@ https://github.com/piomin/sample-quarkus-serverless-kafka:
   addition_method: manual
   content_hash: b53f3eae818c81e02e6a0b94b7488d51e308c34cf1065c23ddc170eb55ac770c
   health_score: 100.0
-  last_checked: 1781735921.282507
+  last_checked: 1781735921
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.282507+02:00'
   last_ai_eval: null
@@ -227657,7 +228457,7 @@ https://github.com/piomin/sample-spring-microservices-kubernetes:
   addition_method: manual
   content_hash: 7b68084321c423fc979d94581cc5f399666ec7b22c6688efac456f1f89a564ca
   health_score: 100.0
-  last_checked: 1781735921.162134
+  last_checked: 1781735921
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:41.162134+02:00'
   last_ai_eval: null
@@ -227694,7 +228494,7 @@ https://github.com/piomin/sample-spring-microservices-new:
   addition_method: manual
   content_hash: 3c77783716bdba0c1ad4ebc032a24ee895081a1ef6f86cb4d9e320a0b7cdf591
   health_score: 100.0
-  last_checked: 1781735920.996053
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.996053+02:00'
   last_ai_eval: null
@@ -227732,7 +228532,7 @@ https://github.com/piomin/spring-boot-logging:
   addition_method: manual
   content_hash: f61078163caa86c3273795e77cf5f09599e22484f19d530c757cfa4cd9e40165
   health_score: 100.0
-  last_checked: 1779033170.193844
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   needs_ai_refresh: true
   discovered_at: '2026-06-11T03:00:05Z'
   last_ai_eval: null
@@ -227766,7 +228566,7 @@ https://github.com/pipe-cd/pipe:
   addition_method: manual
   content_hash: ed2b7808a49a0f3c8dea8754e402794d99da8842b985f2cf42574a98a94effd6
   health_score: 100.0
-  last_checked: 1779030564.322988
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:24.322988+02:00'
   last_ai_eval: null
@@ -227794,7 +228594,7 @@ https://github.com/pipe-cd/pipecd:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779130494.958993
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:01:15Z'
   last_ai_eval: null
@@ -227831,7 +228631,7 @@ https://github.com/pixie-io/pixie:
   addition_method: manual
   content_hash: 02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227
   health_score: 100.0
-  last_checked: 1779029247.122971
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T08:28:04Z'
   last_ai_eval: null
@@ -227865,7 +228665,7 @@ https://github.com/pixie-labs/pixie:
   addition_method: manual
   content_hash: 02266d95e66c012c7eb772198747f3995b13c271ca458ee0d64ccdf96261d227
   health_score: 100.0
-  last_checked: 1779031382.133261
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:02.133261+02:00'
   last_ai_eval: null
@@ -227895,7 +228695,7 @@ https://github.com/planetlabs/draino:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029472.966393
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   needs_ai_refresh: true
   discovered_at: '2024-03-26T15:33:02Z'
   last_ai_eval: null
@@ -227932,7 +228732,7 @@ https://github.com/plexsystems/konstraint:
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   health_score: 100.0
-  last_checked: 1779030012.288517
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   needs_ai_refresh: true
   discovered_at: '2025-11-20T02:18:14Z'
   last_ai_eval: null
@@ -227968,7 +228768,7 @@ https://github.com/plexsystems/sinker:
   addition_method: manual
   content_hash: f7dacf65025e43daa871debccfd55ef08dfb3c1ee67db9f835119185970fadf9
   health_score: 100.0
-  last_checked: 1779030052.525123
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   needs_ai_refresh: true
   discovered_at: '2024-06-13T22:25:52Z'
   last_ai_eval: null
@@ -228002,7 +228802,7 @@ https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/param
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   content_hash: 13f515a8fbdb8c2673cac406bb85dde5012f2f6a9e0b8cd98bc9ff64a83e7da3
   health_score: 100.0
-  last_checked: 1779032613.717987
+  last_checked: 1779032613
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:43:33.717987+02:00'
   last_ai_eval: null
@@ -228032,7 +228832,7 @@ https://github.com/policy-hub/policy-hub-cli:
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   health_score: 100.0
-  last_checked: 1781736154.414368
+  last_checked: 1781736154
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:34.414368+02:00'
   last_ai_eval: null
@@ -228070,7 +228870,7 @@ https://github.com/pomerium/pomerium:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031190.532646
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T02:36:05Z'
   last_ai_eval: null
@@ -228107,7 +228907,7 @@ https://github.com/porscheofficial/terraform-aws-ecr-watch:
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   content_hash: aa8b24b93f36f3a334885d2229bbf0f69d345c321a70d514216b65d2eaa1e120
   health_score: 100.0
-  last_checked: 1779032035.086911
+  last_checked: 1779032035
   needs_ai_refresh: true
   discovered_at: '2024-08-20T08:42:35Z'
   last_ai_eval: null
@@ -228144,7 +228944,7 @@ https://github.com/portainer/portainer:
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-  last_checked: 1779030983.214358
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:30:22Z'
   last_ai_eval: null
@@ -228182,7 +228982,7 @@ https://github.com/poseidon/typhoon:
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-  last_checked: 1779034373.48772
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T05:09:05Z'
   last_ai_eval: null
@@ -228224,7 +229024,7 @@ https://github.com/postfinance/kubectl-sudo:
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   health_score: 100.0
-  last_checked: 1779030526.03525
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   needs_ai_refresh: true
   discovered_at: '2026-02-13T09:21:55Z'
   last_ai_eval: null
@@ -228261,7 +229061,7 @@ https://github.com/postgresml/postgresml:
   addition_method: manual
   content_hash: cc93e4a2d033d514f1eae5f0194a1174771e1a3c09454486240577573b8de316
   health_score: 100.0
-  last_checked: 1779032153.247844
+  last_checked: 1779032153
   needs_ai_refresh: true
   discovered_at: '2025-07-01T12:26:02Z'
   last_ai_eval: null
@@ -228297,7 +229097,7 @@ https://github.com/postmanlabs/newman:
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   health_score: 100.0
-  last_checked: 1779034296.130974
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   needs_ai_refresh: true
   discovered_at: '2026-03-17T21:17:20Z'
   last_ai_eval: null
@@ -228334,7 +229134,7 @@ https://github.com/powerfulseal/powerfulseal:
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   health_score: 100.0
-  last_checked: 1779030327.30863
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   needs_ai_refresh: true
   discovered_at: '2023-11-10T18:28:39Z'
   last_ai_eval: null
@@ -228370,7 +229170,7 @@ https://github.com/prabhatsharma/kubernetes-the-hard-way-aws:
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   health_score: 100.0
-  last_checked: 1779032383.731548
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   needs_ai_refresh: true
   discovered_at: '2024-07-14T14:00:19Z'
   last_ai_eval: null
@@ -228407,7 +229207,7 @@ https://github.com/practo/k8s-worker-pod-autoscaler:
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   health_score: 100.0
-  last_checked: 1779031850.49453
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   needs_ai_refresh: true
   discovered_at: '2024-02-28T00:17:55Z'
   last_ai_eval: null
@@ -228441,7 +229241,7 @@ https://github.com/prae1809/PowerShell-Scripts/tree/master/OperationalCollection
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:31.292432+02:00'
   last_ai_eval: null
@@ -228468,7 +229268,7 @@ https://github.com/pravega/pravega-operator:
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   health_score: 100.0
-  last_checked: 1779030952.272151
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   needs_ai_refresh: true
   discovered_at: '2024-04-19T12:27:01Z'
   last_ai_eval: null
@@ -228507,7 +229307,7 @@ https://github.com/predatorray/kubectl-tmux-exec:
   addition_method: manual
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   needs_ai_refresh: true
   discovered_at: '2026-03-01T04:27:56Z'
   last_ai_eval: null
@@ -228541,7 +229341,7 @@ https://github.com/presslabs/silver:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:27.207535+02:00'
   last_ai_eval: null
@@ -228571,7 +229371,7 @@ https://github.com/priyankavergadia/google-cloud-4-words:
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   needs_ai_refresh: true
   discovered_at: '2024-04-06T10:56:15Z'
   last_ai_eval: null
@@ -228608,7 +229408,7 @@ https://github.com/proferosec/log4jScanner:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2023-02-25T10:43:55Z'
   last_ai_eval: null
@@ -228645,7 +229445,7 @@ https://github.com/projectcapsule/capsule:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:26:28Z'
   last_ai_eval: null
@@ -228682,7 +229482,7 @@ https://github.com/projectsveltos/sveltosctl:
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   health_score: 100.0
-  last_checked: 1779030732.681719
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T09:07:49Z'
   last_ai_eval: null
@@ -228716,7 +229516,7 @@ https://github.com/prometheus:
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   health_score: 100.0
-  last_checked: 1779032977.633814
+  last_checked: 1779032977
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:49:37.633814+02:00'
   last_ai_eval: null
@@ -228743,7 +229543,7 @@ https://github.com/prometheus-community/elasticsearch_exporter:
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   health_score: 100.0
-  last_checked: 1779029609.896277
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T10:41:55Z'
   last_ai_eval: null
@@ -228779,7 +229579,7 @@ https://github.com/prometheus-community/yet-another-cloudwatch-exporter:
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   health_score: 100.0
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+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-08T19:50:05Z'
   last_ai_eval: null
@@ -228817,7 +229617,7 @@ https://github.com/prometheus-operator:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031782
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:29:42.521890+02:00'
   last_ai_eval: null
@@ -228855,7 +229655,7 @@ https://github.com/prometheus-operator/kube-prometheus:
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   health_score: 100.0
-  last_checked: 1779031902.857322
+  last_checked: 1779031902
   needs_ai_refresh: true
   discovered_at: '2026-06-12T22:52:29Z'
   last_ai_eval: null
@@ -228894,7 +229694,7 @@ https://github.com/prometheus/alertmanager/releases/tag/v0.23.0-rc.0:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779034423
   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:32:45Z'
   last_ai_eval: null
@@ -228930,7 +229730,7 @@ https://github.com/prometheus/blackbox_exporter:
   addition_method: manual
   content_hash: 593cd7935bbae878959967e6d90470e74ff717ddd0ff1285d86c06a2d19e60ef
   health_score: 100.0
-  last_checked: 1779031302.611831
+  last_checked: 1779031302
   needs_ai_refresh: true
   discovered_at: '2026-06-08T09:42:48Z'
   last_ai_eval: null
@@ -228964,7 +229764,7 @@ https://github.com/prometheus/client_java:
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   content_hash: f3d4393ef91ccea663a5d12780f661a9e5593af1855be923b21cd269a117131e
   health_score: 100.0
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+  last_checked: 1779033416
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:56.184323+02:00'
   last_ai_eval: null
@@ -228993,7 +229793,7 @@ https://github.com/prometheus/jmx_exporter:
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   health_score: 100.0
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+  last_checked: 1779032219
   needs_ai_refresh: true
   discovered_at: '2026-06-13T13:55:29Z'
   last_ai_eval: null
@@ -229032,7 +229832,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/activemq.
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030368.059173
+  last_checked: 1779030368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:08.059173+02:00'
   last_ai_eval: null
@@ -229058,7 +229858,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/artemis-2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029566.202379
+  last_checked: 1779029566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:46.202379+02:00'
   last_ai_eval: null
@@ -229084,7 +229884,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-2_0
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032338.325393
+  last_checked: 1779032338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:58.325393+02:00'
   last_ai_eval: null
@@ -229110,7 +229910,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/kafka-con
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034521.794722
+  last_checked: 1779034521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:21.794722+02:00'
   last_ai_eval: null
@@ -229136,7 +229936,7 @@ https://github.com/prometheus/jmx_exporter/blob/master/example_configs/zookeeper
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032786.3845
+  last_checked: 1779032786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:26.384500+02:00'
   last_ai_eval: null
@@ -229164,7 +229964,7 @@ https://github.com/prometheus/prometheus:
   addition_method: manual
   content_hash: 68afc308fd62f428764a67989913c76f6d0795ab2641a601ea7210ba3e1eea40
   health_score: 100.0
-  last_checked: 1779033040.797472
+  last_checked: 1779033040
   needs_ai_refresh: true
   discovered_at: '2026-06-13T16:55:03Z'
   last_ai_eval: null
@@ -229201,7 +230001,7 @@ https://github.com/prometheus/pushgateway:
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   health_score: 100.0
-  last_checked: 1779032793.778703
+  last_checked: 1779032793
   needs_ai_refresh: true
   discovered_at: '2026-06-02T14:21:05Z'
   last_ai_eval: null
@@ -229240,7 +230040,7 @@ https://github.com/prosimcorp/reforma:
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   health_score: 100.0
-  last_checked: 1779029121.407969
+  last_checked: 1779029121
   needs_ai_refresh: true
   discovered_at: '2024-12-31T19:15:47Z'
   last_ai_eval: null
@@ -229278,7 +230078,7 @@ https://github.com/prowler-cloud/prowler:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034373.312223
+  last_checked: 1779034373
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:21:08Z'
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@@ -229314,7 +230114,7 @@ https://github.com/prymitive/karma:
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@@ -231074,7 +231874,7 @@ https://github.com/readme/guides/functional-programming-basics:
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   content_hash: afd9489bdfa752ab9ca6826f631c613c2b02b4b784201432ee74070e1fb4742f
   health_score: 100.0
-  last_checked: 1781735920.949179
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:40.949179+02:00'
   last_ai_eval: null
@@ -231111,7 +231911,7 @@ https://github.com/realopslabs/kubeledger:
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-  last_checked: 1779130495.020595
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   needs_ai_refresh: true
   discovered_at: '2026-05-26T10:12:20Z'
   last_ai_eval: null
@@ -231149,7 +231949,7 @@ https://github.com/realvz/awesome-eks:
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   content_hash: fe1dfcd49bc327b98bfe470c7186fce0688f9e9660d4964902d0588b9ceda250
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   needs_ai_refresh: true
   discovered_at: '2026-04-26T01:57:01Z'
   last_ai_eval: null
@@ -231186,7 +231986,7 @@ https://github.com/rebataur/djkube:
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   health_score: 100.0
-  last_checked: 1779032106.347269
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:06.347269+02:00'
   last_ai_eval: null
@@ -231216,7 +232016,7 @@ https://github.com/rebataur/fskube:
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   health_score: 100.0
-  last_checked: 1779130494.974282
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   needs_ai_refresh: true
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@@ -231251,7 +232051,7 @@ https://github.com/recognai/rubrix:
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   content_hash: 0690f80fc36f4cb02ed029bc6c5b938ec4b294dd307407b331f0c511d5180aba
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-  last_checked: 1779031825.908133
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@@ -231282,7 +232082,7 @@ https://github.com/reconquest/tubekit:
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-  last_checked: 1779033583.979132
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   needs_ai_refresh: true
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@@ -231316,7 +232116,7 @@ https://github.com/red-hat-storage/ocs-operator:
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   health_score: 100.0
-  last_checked: 1779130494.938295
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.938295+02:00'
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@@ -231347,7 +232147,7 @@ https://github.com/reddec/keycloak-ext-operator:
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   needs_ai_refresh: true
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@@ -231384,7 +232184,7 @@ https://github.com/redhat-actions:
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   discovered_at: '2026-05-17T17:06:47.638449+02:00'
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@@ -231420,7 +232220,7 @@ https://github.com/redhat-actions/openshift-actions-runner:
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   discovered_at: '2026-05-17T17:18:17.439840+02:00'
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@@ -231448,7 +232248,7 @@ https://github.com/redhat-actions/openshift-actions-runner-chart:
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   discovered_at: '2026-05-17T17:24:21.162574+02:00'
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@@ -231478,7 +232278,7 @@ https://github.com/redhat-actions/openshift-actions-runners:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:10.776138+02:00'
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@@ -231515,7 +232315,7 @@ https://github.com/redhat-actions/openshift-actions-runners-chart:
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@@ -231556,7 +232356,7 @@ https://github.com/redhat-actions/spring-petclinic:
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   discovered_at: '2022-09-27T21:10:26Z'
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@@ -231593,7 +232393,7 @@ https://github.com/redhat-certification/chart-verifier:
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   discovered_at: '2026-06-12T17:15:56Z'
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@@ -231631,7 +232431,7 @@ https://github.com/redhat-cop:
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@@ -231667,7 +232467,7 @@ https://github.com/redhat-cop/container-pipelines:
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   discovered_at: '2026-06-03T15:07:08Z'
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@@ -231703,7 +232503,7 @@ https://github.com/redhat-cop/dynamic-rbac-operator:
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@@ -231740,7 +232540,7 @@ https://github.com/redhat-cop/gitops-catalog:
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@@ -231776,7 +232576,7 @@ https://github.com/redhat-cop/infra-ansible:
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   discovered_at: '2024-12-25T00:34:57Z'
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@@ -231810,7 +232610,7 @@ https://github.com/redhat-cop/infra-ansible:
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   health_score: 100.0
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@@ -231838,7 +232638,7 @@ https://github.com/redhat-cop/keepalived-operator:
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@@ -231876,7 +232676,7 @@ https://github.com/redhat-cop/openshift-applier:
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@@ -231911,7 +232711,7 @@ https://github.com/redhat-cop/openshift-playbooks:
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@@ -231938,7 +232738,7 @@ https://github.com/redhat-cop/openshift-toolkit:
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@@ -231965,7 +232765,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/capacity-dashboard:
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@@ -231992,7 +232792,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/custom-dashboards:
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@@ -232022,7 +232822,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/networkpolicy:
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@@ -232058,7 +232858,7 @@ https://github.com/redhat-cop/openshift-toolkit/tree/master/quota-management:
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@@ -232093,7 +232893,7 @@ https://github.com/redhat-cop/pelorus:
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@@ -232121,7 +232921,7 @@ https://github.com/redhat-cop/pipeline-library:
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@@ -232156,7 +232956,7 @@ https://github.com/redhat-cop/quay-operator:
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@@ -232185,7 +232985,7 @@ https://github.com/redhat-developer-demos:
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@@ -232219,7 +233019,7 @@ https://github.com/redhat-developer-demos/istio-tutorial:
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@@ -232248,7 +233048,7 @@ https://github.com/redhat-developer-demos/knative-tutorial:
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@@ -232286,7 +233086,7 @@ https://github.com/redhat-developer-demos/spring-petclinic:
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@@ -232323,7 +233123,7 @@ https://github.com/redhat-developer/odo:
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@@ -232362,7 +233162,7 @@ https://github.com/redhat-gpte-devopsautomation/ocp4_app_deploy_homework_grading
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@@ -232399,7 +233199,7 @@ https://github.com/redhat-scholars/istio-tutorial:
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@@ -232438,7 +233238,7 @@ https://github.com/redhatdemocentral/ocp-install-demo:
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@@ -232472,7 +233272,7 @@ https://github.com/redhatspain/apache-reverse-proxy-jenkins:
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   discovered_at: '2026-05-17T17:32:25.427720+02:00'
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@@ -232499,7 +233299,7 @@ https://github.com/redhatspain/awesome-kubernetes/blob/master/pdf/dynatrace_demo
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   discovered_at: '2026-05-17T17:12:12.465121+02:00'
   last_ai_eval: null
@@ -232526,7 +233326,7 @@ https://github.com/redhatspain/awesome-kubernetes/tree/master/pdf:
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   discovered_at: '2026-05-17T17:39:00.215629+02:00'
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@@ -232552,7 +233352,7 @@ https://github.com/redhatspain/confluence6-atlassian:
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   discovered_at: '2026-05-17T18:06:14.423001+02:00'
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@@ -232579,7 +233379,7 @@ https://github.com/redhatspain/jenkins-CasC-kubernetes-demo:
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   health_score: 100.0
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+  last_checked: 1779031181
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   discovered_at: '2026-05-17T17:19:41.947357+02:00'
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@@ -232606,7 +233406,7 @@ https://github.com/redhatspain/nexus3-helm-chart:
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+  last_checked: 1779031865
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   discovered_at: '2026-05-17T17:31:05.850186+02:00'
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@@ -232633,7 +233433,7 @@ https://github.com/redkubes/otomi-core:
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+  last_checked: 1779033904
   needs_ai_refresh: false
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@@ -232662,7 +233462,7 @@ https://github.com/redpanda-data/console:
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@@ -232696,7 +233496,7 @@ https://github.com/redpanda-data/kowl:
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@@ -232727,7 +233527,7 @@ https://github.com/reetasingh/CKAD-Bookmarks:
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@@ -232767,7 +233567,7 @@ https://github.com/regret546/AzureBlueprints/tree/main/iac-azure-bastion-hub-spo
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@@ -232807,7 +233607,7 @@ https://github.com/rehacktive/caffeine:
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@@ -232842,7 +233642,7 @@ https://github.com/rekon-oss/portfall:
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@@ -232873,7 +233673,7 @@ https://github.com/rene6502/keepass-secret:
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@@ -232910,7 +233710,7 @@ https://github.com/reneaudain/jenkins_tf_repo:
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@@ -232946,7 +233746,7 @@ https://github.com/replicatedhq/troubleshoot:
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@@ -232985,7 +233785,7 @@ https://github.com/resmoio/kubernetes-event-exporter:
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@@ -233027,7 +233827,7 @@ https://github.com/resources/events/github-microsoft-build26:
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@@ -233070,7 +233870,7 @@ https://github.com/resources/whitepapers/actions:
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@@ -233106,7 +233906,7 @@ https://github.com/reviewdog/reviewdog:
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@@ -233142,7 +233942,7 @@ https://github.com/rh-messaging/artemis-prometheus-metrics-plugin:
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@@ -233181,7 +233981,7 @@ https://github.com/ricardomaraschini/tagger:
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@@ -233218,7 +234018,7 @@ https://github.com/ricoberger/vault-secrets-operator:
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@@ -233254,7 +234054,7 @@ https://github.com/rmb938/hostport-allocator:
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@@ -233292,7 +234092,7 @@ https://github.com/robscott/kube-capacity/releases:
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@@ -233328,7 +234128,7 @@ https://github.com/robusta-dev/chatgpt-yaml-generator:
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@@ -233362,7 +234162,7 @@ https://github.com/robusta-dev/holmesgpt:
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@@ -233394,7 +234194,7 @@ https://github.com/robusta-dev/krr:
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@@ -233430,7 +234230,7 @@ https://github.com/robusta-dev/kubernetes-chatgpt-bot:
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@@ -233466,7 +234266,7 @@ https://github.com/robzienert/awesome-spinnaker:
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@@ -233510,7 +234310,7 @@ https://github.com/rohitg00/ai-engineering-from-scratch:
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@@ -233555,7 +234355,7 @@ https://github.com/roib20/terraform-provision-gke-cloudflare:
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@@ -233593,7 +234393,7 @@ https://github.com/rootless-containers/usernetes:
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@@ -233627,7 +234427,7 @@ https://github.com/rootsongjc:
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@@ -233656,7 +234456,7 @@ https://github.com/rootsongjc/awesome-cloud-native:
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@@ -233695,7 +234495,7 @@ https://github.com/rosehgal/k8s-In-30Mins:
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@@ -233731,7 +234531,7 @@ https://github.com/rossmcdonald/telegraf:
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@@ -233768,7 +234568,7 @@ https://github.com/rothgar/bashScheduler:
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@@ -233805,7 +234605,7 @@ https://github.com/rottencandy/vimkubectl:
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@@ -233841,7 +234641,7 @@ https://github.com/roubles/kubeshell:
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@@ -233878,7 +234678,7 @@ https://github.com/rromannissen/rhoar-microservices-demo:
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@@ -233914,7 +234714,7 @@ https://github.com/ruanbekker/thanos-cluster-setup:
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@@ -233950,7 +234750,7 @@ https://github.com/run-x/awesome-kubernetes:
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@@ -233990,7 +234790,7 @@ https://github.com/run-x/opta:
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@@ -234028,7 +234828,7 @@ https://github.com/runacapital/awesome-oss-alternatives:
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@@ -234067,7 +234867,7 @@ https://github.com/ruoshan/autoportforward:
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@@ -234103,7 +234903,7 @@ https://github.com/ryane/kfilt:
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@@ -234137,7 +234937,7 @@ https://github.com/ryanmcdermott/clean-code-javascript:
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@@ -234167,7 +234967,7 @@ https://github.com/rydogs/kubecle:
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@@ -234203,7 +235003,7 @@ https://github.com/sa-mw-dach/podium:
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@@ -234237,7 +235037,7 @@ https://github.com/sageteam-org/django-sage-painless:
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@@ -234267,7 +235067,7 @@ https://github.com/sageteamorg/django-sage-painless:
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@@ -234301,7 +235101,7 @@ https://github.com/sagittaros/terraform-k3s-private-cloud:
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@@ -234330,7 +235130,7 @@ https://github.com/sahilsk/awesome-jenkins:
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@@ -234370,7 +235170,7 @@ https://github.com/sajeetharan/azure-mindmap:
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@@ -234407,7 +235207,7 @@ https://github.com/sajeetharan/azure-mindmap/blob/master/azure-fundamentals/AZ-9
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   content_hash: 84b4bd58ed14b2aba03676af5bb6abd2981e801a7f8d0679aa82e42a9e3f50cd
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:37:59.841050+02:00'
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@@ -234443,7 +235243,7 @@ https://github.com/salesforce/craft:
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   content_hash: 225dc0a4e87f67e6ba5854b6819142f49d370fb12f0631bd187a54734d8cdd8f
   health_score: 100.0
-  last_checked: 1779031407.032272
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   needs_ai_refresh: true
   discovered_at: '2026-06-02T18:07:50Z'
   last_ai_eval: null
@@ -234481,7 +235281,7 @@ https://github.com/salesforce/metabadger:
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   needs_ai_refresh: true
   discovered_at: '2025-05-01T17:30:23Z'
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@@ -234519,7 +235319,7 @@ https://github.com/salesforce/sloop:
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   needs_ai_refresh: true
   discovered_at: '2026-02-17T16:38:56Z'
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@@ -234557,7 +235357,7 @@ https://github.com/saml-to/assume-aws-role-action:
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   needs_ai_refresh: true
   discovered_at: '2024-01-09T14:28:52Z'
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@@ -234591,7 +235391,7 @@ https://github.com/samrocketman:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.414075+02:00'
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@@ -234617,7 +235417,7 @@ https://github.com/samrocketman/docker-jenkins-jervis/blob/main/README.md:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.993925+02:00'
   last_ai_eval: null
@@ -234643,7 +235443,7 @@ https://github.com/samrocketman/docker-jenkins-jervis/blob/master/README.md:
   addition_method: manual
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   discovered_at: '2026-05-17T17:14:25.596695+02:00'
   last_ai_eval: null
@@ -234669,7 +235469,7 @@ https://github.com/samrocketman/jenkins-script-console-scripts:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -234698,7 +235498,7 @@ https://github.com/samrocketman/jervis/wiki:
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@@ -234736,7 +235536,7 @@ https://github.com/samrocketman/nexus3-config-as-code:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -234772,7 +235572,7 @@ https://github.com/samyfodil/taubyte-llama-satellite:
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   needs_ai_refresh: true
   discovered_at: '2024-02-02T22:23:10Z'
   last_ai_eval: null
@@ -234809,7 +235609,7 @@ https://github.com/saturnism/awesome-cloud-native-java:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.211691+02:00'
   last_ai_eval: null
@@ -234847,7 +235647,7 @@ https://github.com/saturnism/spring-petclinic-gcp:
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   discovered_at: '2026-05-17T17:16:19.826770+02:00'
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@@ -234877,7 +235677,7 @@ https://github.com/sauljabin/kaskade:
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   needs_ai_refresh: true
   discovered_at: '2026-03-02T15:21:33Z'
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@@ -234912,7 +235712,7 @@ https://github.com/savecost/datav:
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   discovered_at: '2026-05-17T17:33:54.978096+02:00'
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@@ -234942,7 +235742,7 @@ https://github.com/sbilly/awesome-security:
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   needs_ai_refresh: true
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@@ -234980,7 +235780,7 @@ https://github.com/sclorg:
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   discovered_at: '2026-05-17T17:28:16.993094+02:00'
   last_ai_eval: null
@@ -235016,7 +235816,7 @@ https://github.com/sclorg/mariadb-container:
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@@ -235052,7 +235852,7 @@ https://github.com/scorputty/packer-centos-awx:
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@@ -235089,7 +235889,7 @@ https://github.com/scraly/terraform-cheat-sheet/blob/master/terraform-cheat-shee
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@@ -235125,7 +235925,7 @@ https://github.com/screwdriver-cd/screwdriver:
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@@ -235159,7 +235959,7 @@ https://github.com/scriptcamp/kubernetes-serviceaccount-example:
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@@ -235188,7 +235988,7 @@ https://github.com/scylladb/scylla-operator:
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@@ -235224,7 +236024,7 @@ https://github.com/sdduursma/github-merge-bot:
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@@ -235260,7 +236060,7 @@ https://github.com/sdras/awesome-actions:
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@@ -235301,7 +236101,7 @@ https://github.com/seal-io/tap:
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@@ -235336,7 +236136,7 @@ https://github.com/search?l=powershell&q=stars%3A%3E1&type=Repositories:
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@@ -235373,7 +236173,7 @@ https://github.com/search?q=org%3Alightstep+launcher:
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@@ -235410,7 +236210,7 @@ https://github.com/segmentio/kubectl-curl:
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@@ -235446,7 +236246,7 @@ https://github.com/segmentio/stack:
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@@ -235485,7 +236285,7 @@ https://github.com/selefra/selefra:
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@@ -235523,7 +236323,7 @@ https://github.com/seligman/aws-ip-ranges:
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@@ -235561,7 +236361,7 @@ https://github.com/sematext/cheatsheets/blob/master/docker-swarm-cheatsheet.md:
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@@ -235597,7 +236397,7 @@ https://github.com/senthilrch/kube-fledged:
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@@ -235635,7 +236435,7 @@ https://github.com/serenakeyitan/awesome-notebookLM-prompts:
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@@ -235679,7 +236479,7 @@ https://github.com/serkan-ozal/jillegal:
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@@ -235716,7 +236516,7 @@ https://github.com/shahedbd/awesome-project-management:
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@@ -235754,7 +236554,7 @@ https://github.com/shank-git/metal-kubes:
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@@ -235791,7 +236591,7 @@ https://github.com/shanraisshan/claude-code-best-practice:
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   last_ai_eval: null
@@ -235834,7 +236634,7 @@ https://github.com/sharadbhat/KubernetesPatterns:
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@@ -235870,7 +236670,7 @@ https://github.com/sheehan/job-dsl-gradle-example:
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@@ -235909,7 +236709,7 @@ https://github.com/sherifabdlnaby/kubephp:
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   needs_ai_refresh: true
   discovered_at: '2026-02-28T20:47:55Z'
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@@ -235944,7 +236744,7 @@ https://github.com/sherifabdlnaby/phpdocker:
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   discovered_at: '2026-05-17T17:26:40.861847+02:00'
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@@ -235971,7 +236771,7 @@ https://github.com/shipa-corp/ketch:
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   discovered_at: '2026-05-17T17:22:40.819209+02:00'
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@@ -236002,7 +236802,7 @@ https://github.com/shipwright-io/build:
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@@ -236036,7 +236836,7 @@ https://github.com/shuaibiyy/awesome-terraform:
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   discovered_at: '2026-05-17T17:23:26.912448+02:00'
   last_ai_eval: null
@@ -236065,7 +236865,7 @@ https://github.com/shuaibiyy/awesome-tf:
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+  last_checked: 1779130494
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   discovered_at: '2026-06-13T23:22:19Z'
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@@ -236104,7 +236904,7 @@ https://github.com/shurshun/domain-harvester:
   addition_method: manual
   content_hash: fe32d799be81bc627d249a9d9c759158a15cf8a49fdabbc1548f65ddf97bb38b
   health_score: 100.0
-  last_checked: 1781736026.316112
+  last_checked: 1781736026
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:26.316112+02:00'
   last_ai_eval: null
@@ -236140,7 +236940,7 @@ https://github.com/siamaksade/jenkins-blueocean:
   addition_method: manual
   content_hash: 8ae8694d0e6b687c92b0601c720e176357d2ef7c2cc1b564df31283a6f997758
   health_score: 100.0
-  last_checked: 1781735910.853436
+  last_checked: 1781735910
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.853436+02:00'
   last_ai_eval: null
@@ -236178,7 +236978,7 @@ https://github.com/siamaksade/mapit-spring:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1781735911.004634
+  last_checked: 1781735911
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:31.004634+02:00'
   last_ai_eval: null
@@ -236215,7 +237015,7 @@ https://github.com/sieve-project/sieve:
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   content_hash: f4d9136fc65098acc53e581910d0f10b08376a14c680ffa9cd77da27d0e101cd
   health_score: 100.0
-  last_checked: 1779033130.296854
+  last_checked: 1779033130
   needs_ai_refresh: true
   discovered_at: '2024-09-26T03:49:27Z'
   last_ai_eval: null
@@ -236252,7 +237052,7 @@ https://github.com/sighupio/permission-manager:
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   content_hash: 2f0669cf07fdd602ed1f85aa8f6f18e459180e0c2f0e04399fd8a521e3e11dca
   health_score: 100.0
-  last_checked: 1779030300.261161
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   needs_ai_refresh: true
   discovered_at: '2024-05-12T17:36:11Z'
   last_ai_eval: null
@@ -236289,7 +237089,7 @@ https://github.com/sigstore/cosign:
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   health_score: 100.0
-  last_checked: 1779030569.974052
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:12:47Z'
   last_ai_eval: null
@@ -236326,7 +237126,7 @@ https://github.com/sigstore/k8s-manifest-sigstore:
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   health_score: 100.0
-  last_checked: 1779032889.551978
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   needs_ai_refresh: true
   discovered_at: '2026-05-28T07:08:10Z'
   last_ai_eval: null
@@ -236363,7 +237163,7 @@ https://github.com/silverapp/silver:
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   health_score: 100.0
-  last_checked: 1779130494.945144
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T14:01:00Z'
   last_ai_eval: null
@@ -236400,7 +237200,7 @@ https://github.com/simhol/awesome-azure:
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   health_score: 100.0
-  last_checked: 1781736123.21074
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.210740+02:00'
   last_ai_eval: null
@@ -236439,7 +237239,7 @@ https://github.com/similarweb/statusbay:
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   health_score: 100.0
-  last_checked: 1779030739.814795
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   needs_ai_refresh: true
   discovered_at: '2024-07-02T11:10:26Z'
   last_ai_eval: null
@@ -236475,7 +237275,7 @@ https://github.com/simplenetes-io/simplenetes:
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   health_score: 100.0
-  last_checked: 1779034273.493288
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   needs_ai_refresh: true
   discovered_at: '2021-04-13T11:01:55Z'
   last_ai_eval: null
@@ -236514,7 +237314,7 @@ https://github.com/sinaptik-ai/pandas-ai:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779130494.97052
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   needs_ai_refresh: true
   discovered_at: '2025-10-28T10:02:13Z'
   last_ai_eval: null
@@ -236550,7 +237350,7 @@ https://github.com/sindresorhus/awesome:
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   health_score: 100.0
-  last_checked: 1779030958.203966
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   needs_ai_refresh: true
   discovered_at: '2026-06-02T12:50:13Z'
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@@ -236586,7 +237386,7 @@ https://github.com/sirech/example-concourse-pipeline:
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   health_score: 100.0
-  last_checked: 1779033187.748102
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:53:07.748102+02:00'
   last_ai_eval: null
@@ -236615,7 +237415,7 @@ https://github.com/skooner-k8s/skooner:
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   health_score: 100.0
-  last_checked: 1779032935.084897
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   needs_ai_refresh: true
   discovered_at: '2024-06-30T11:31:54Z'
   last_ai_eval: null
@@ -236653,7 +237453,7 @@ https://github.com/sl1pm4t/k2tf:
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-  last_checked: 1779031389.720847
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   needs_ai_refresh: true
   discovered_at: '2025-12-12T14:11:18Z'
   last_ai_eval: null
@@ -236690,7 +237490,7 @@ https://github.com/slackhq/nebula:
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   health_score: 100.0
-  last_checked: 1779031333.874969
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:52:59Z'
   last_ai_eval: null
@@ -236727,7 +237527,7 @@ https://github.com/slawekradzyminski/AwesomeTesting:
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   health_score: 100.0
-  last_checked: 1781736123.254112
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.254112+02:00'
   last_ai_eval: null
@@ -236766,7 +237566,7 @@ https://github.com/slipway-gitops/slipway:
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   health_score: 100.0
-  last_checked: 1779033922.33129
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   needs_ai_refresh: true
   discovered_at: '2020-05-05T20:37:13Z'
   last_ai_eval: null
@@ -236803,7 +237603,7 @@ https://github.com/slok/kubewebhook:
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   health_score: 100.0
-  last_checked: 1779034502.551788
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   discovered_at: '2025-04-16T22:56:45Z'
   last_ai_eval: null
@@ -236839,7 +237639,7 @@ https://github.com/slok/sloth:
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   needs_ai_refresh: true
   discovered_at: '2026-06-08T07:22:17Z'
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@@ -236876,7 +237676,7 @@ https://github.com/sls-dev1/openshift-elastic-apm-server:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:41.888902+02:00'
   last_ai_eval: null
@@ -236913,7 +237713,7 @@ https://github.com/smarkets/marge-bot:
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   needs_ai_refresh: true
   discovered_at: '2023-07-26T19:54:30Z'
   last_ai_eval: null
@@ -236950,7 +237750,7 @@ https://github.com/smartxworks/knest:
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   health_score: 100.0
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   discovered_at: '2023-05-25T10:36:03Z'
   last_ai_eval: null
@@ -236987,7 +237787,7 @@ https://github.com/smartxworks/virtink:
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   discovered_at: '2025-10-09T02:47:43Z'
   last_ai_eval: null
@@ -237023,7 +237823,7 @@ https://github.com/smocker-dev/smocker:
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   discovered_at: '2026-02-28T20:09:21Z'
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@@ -237060,7 +237860,7 @@ https://github.com/sngular/kloadgen:
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   discovered_at: '2024-11-19T18:12:19Z'
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@@ -237097,7 +237897,7 @@ https://github.com/softonic/node-policy-webhook:
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   discovered_at: '2022-12-21T09:05:46Z'
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@@ -237135,7 +237935,7 @@ https://github.com/solarwinds/rkubelog:
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   needs_ai_refresh: true
   discovered_at: '2023-08-09T08:39:10Z'
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@@ -237173,7 +237973,7 @@ https://github.com/sonatype-nexus-community:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:55.965368+02:00'
   last_ai_eval: null
@@ -237211,7 +238011,7 @@ https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift:
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@@ -237249,7 +238049,7 @@ https://github.com/sottlmarek/DevSecOps:
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   needs_ai_refresh: true
   discovered_at: '2026-06-01T22:09:57Z'
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@@ -237288,7 +238088,7 @@ https://github.com/spacecloud-io/space-cloud:
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   discovered_at: '2024-07-04T10:03:27Z'
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@@ -237325,7 +238125,7 @@ https://github.com/spotify/flink-on-k8s-operator:
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   needs_ai_refresh: true
   discovered_at: '2026-05-22T21:23:25Z'
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@@ -237364,7 +238164,7 @@ https://github.com/spring-cloud/spring-cloud-kubernetes:
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T15:01:18Z'
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@@ -237403,7 +238203,7 @@ https://github.com/spring-petclinic/spring-petclinic-cloud:
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   discovered_at: '2024-08-01T21:32:43Z'
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@@ -237437,7 +238237,7 @@ https://github.com/spring-petclinic/spring-petclinic-kubernetes:
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   discovered_at: '2026-05-17T17:46:42.601412+02:00'
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@@ -237466,7 +238266,7 @@ https://github.com/spring-petclinic/spring-petclinic-microservices:
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   discovered_at: '2026-05-17T18:20:40Z'
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@@ -237506,7 +238306,7 @@ https://github.com/spring-projects/spring-boot#L73:
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   needs_ai_refresh: true
   discovered_at: '2026-06-13T20:30:20Z'
   last_ai_eval: null
@@ -237544,7 +238344,7 @@ https://github.com/spring-projects/spring-petclinic:
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   discovered_at: '2026-06-09T07:57:57Z'
   last_ai_eval: null
@@ -237581,7 +238381,7 @@ https://github.com/spring-projects/spring-petclinic/issues/339:
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T07:57:57Z'
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@@ -237617,7 +238417,7 @@ https://github.com/squalrus/merge-bot:
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   needs_ai_refresh: true
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@@ -237653,7 +238453,7 @@ https://github.com/squareops/terraform-aws-vpc:
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   needs_ai_refresh: true
   discovered_at: '2024-08-20T08:58:21Z'
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@@ -237690,7 +238490,7 @@ https://github.com/squat/kilo:
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T19:30:00Z'
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@@ -237728,7 +238528,7 @@ https://github.com/srfrnk/jabos:
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   health_score: 100.0
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+  last_checked: 1779033002
   needs_ai_refresh: true
   discovered_at: '2024-12-19T14:53:48Z'
   last_ai_eval: null
@@ -237765,7 +238565,7 @@ https://github.com/ssbostan/jenkins-stack-docker:
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   health_score: 100.0
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+  last_checked: 1779034484
   needs_ai_refresh: true
   discovered_at: '2024-12-05T18:44:06Z'
   last_ai_eval: null
@@ -237802,7 +238602,7 @@ https://github.com/ssbostan/jenkins-stack-kubernetes:
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   health_score: 100.0
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+  last_checked: 1779029715
   needs_ai_refresh: true
   discovered_at: '2024-02-06T19:26:58Z'
   last_ai_eval: null
@@ -237838,7 +238638,7 @@ https://github.com/ssbostan/jenkins-tutorial:
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   health_score: 100.0
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+  last_checked: 1779030615
   needs_ai_refresh: true
   discovered_at: '2024-05-30T13:35:18Z'
   last_ai_eval: null
@@ -237876,7 +238676,7 @@ https://github.com/sse-secure-systems/connaisseur:
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   discovered_at: '2026-06-09T03:24:19Z'
   last_ai_eval: null
@@ -237912,7 +238712,7 @@ https://github.com/sstarcher/helm-exporter:
   addition_method: manual
   content_hash: 6ae8fc7fd5b441812529a0ace3e5c8f67debaba58c566331f6c86b74de01c42b
   health_score: 100.0
-  last_checked: 1779033795.215417
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   needs_ai_refresh: true
   discovered_at: '2026-05-26T00:13:35Z'
   last_ai_eval: null
@@ -237948,7 +238748,7 @@ https://github.com/sstephenson/rbenv:
   addition_method: manual
   content_hash: 7230c8f09965fdd1335a4b58dfd69622da22ebce1867df704cb63b6409efb458
   health_score: 100.0
-  last_checked: 1779029502.948293
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.948293+02:00'
   last_ai_eval: null
@@ -237978,7 +238778,7 @@ https://github.com/ssup2/kpexec:
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   content_hash: ca0af37133071db91f9ed23ea3af9925e5c5046d0d7d3034c5ea71c6d923bd43
   health_score: 100.0
-  last_checked: 1779030473.577256
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   needs_ai_refresh: true
   discovered_at: '2025-12-04T16:16:48Z'
   last_ai_eval: null
@@ -238015,7 +238815,7 @@ https://github.com/stackrox/Kubernetes_Security_Specialist_Study_Guide:
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   content_hash: 86c89cb5887c180508ab7bf1a604414960b4f9dfb0e2537bfc58c0f2c1ffda7a
   health_score: 100.0
-  last_checked: 1779033925.756738
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   needs_ai_refresh: true
   discovered_at: '2021-01-04T22:33:10Z'
   last_ai_eval: null
@@ -238051,7 +238851,7 @@ https://github.com/stackrox/kube-linter:
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   content_hash: cf47d7e9192f9651776ea67292bafba150cb7605adf555664bce2ffeeaf80c52
   health_score: 100.0
-  last_checked: 1779030736.970507
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   needs_ai_refresh: true
   discovered_at: '2026-06-10T16:20:01Z'
   last_ai_eval: null
@@ -238094,7 +238894,7 @@ https://github.com/stacksimplify/aws-eks-kubernetes-masterclass:
   addition_method: manual
   content_hash: d5163f19d2b40ed07e72bcf44900e6342df8f5f0792555c8753298823ff51f0c
   health_score: 100.0
-  last_checked: 1781735910.826364
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.826364+02:00'
   last_ai_eval: null
@@ -238131,7 +238931,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass:
   addition_method: manual
   content_hash: 5aa5f77ffa2cb7e6a5b6b7b247da6e75b951ea474975085f85c4ebd117f52a18
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.696183+02:00'
   last_ai_eval: null
@@ -238167,7 +238967,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/25
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   discovered_at: '2026-05-17T16:58:03.778285+02:00'
   last_ai_eval: null
@@ -238193,7 +238993,7 @@ https://github.com/stacksimplify/azure-aks-kubernetes-masterclass/tree/master/pp
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -238222,7 +239022,7 @@ https://github.com/stakater/Forecastle:
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   health_score: 100.0
-  last_checked: 1779032098.169983
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   needs_ai_refresh: true
   discovered_at: '2026-06-12T21:05:30Z'
   last_ai_eval: null
@@ -238258,7 +239058,7 @@ https://github.com/stakater/IngressMonitorController:
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   health_score: 100.0
-  last_checked: 1779034306.753081
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   needs_ai_refresh: true
   discovered_at: '2026-06-09T21:10:31Z'
   last_ai_eval: null
@@ -238296,7 +239096,7 @@ https://github.com/stakater/Reloader:
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   health_score: 100.0
-  last_checked: 1779034479.830412
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -238331,7 +239131,7 @@ https://github.com/stakater/Xposer:
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   health_score: 100.0
-  last_checked: 1779033477.393068
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   discovered_at: '2023-12-16T14:20:38Z'
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@@ -238368,7 +239168,7 @@ https://github.com/stan-smith/FossFLOW:
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   discovered_at: '2026-05-17T17:23:21.448770+02:00'
   last_ai_eval: null
@@ -238409,7 +239209,7 @@ https://github.com/stashed/stash:
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   needs_ai_refresh: true
   discovered_at: '2026-05-15T12:08:49Z'
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@@ -238446,7 +239246,7 @@ https://github.com/steamhaus/kubeswitch:
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@@ -238480,7 +239280,7 @@ https://github.com/stedolan/jq:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:58.162187+02:00'
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@@ -238510,7 +239310,7 @@ https://github.com/stefanprodan/gitops-istio:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-19T09:04:02Z'
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@@ -238547,7 +239347,7 @@ https://github.com/stefanprodan/podinfo:
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@@ -238586,7 +239386,7 @@ https://github.com/stepchowfun/docuum:
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@@ -238624,7 +239424,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.358286+02:00'
   last_ai_eval: null
@@ -238661,7 +239461,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md:
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   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:41:18.320651+02:00'
   last_ai_eval: null
@@ -238697,7 +239497,7 @@ https://github.com/stephaneey/azure-and-k8s-architecture/blob/main/maps/apim.md:
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@@ -238726,7 +239526,7 @@ https://github.com/stern/stern:
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@@ -238763,7 +239563,7 @@ https://github.com/steve-mt/awesome-slo:
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@@ -238799,7 +239599,7 @@ https://github.com/steveazz/awesome-slo:
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@@ -238829,7 +239629,7 @@ https://github.com/steveteuber/kubectl-graph:
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   discovered_at: '2026-05-19T02:00:05Z'
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@@ -238867,7 +239667,7 @@ https://github.com/strimzi/kafka-kubernetes-config-provider:
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@@ -238905,7 +239705,7 @@ https://github.com/strimzi/strimzi-canary:
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@@ -238943,7 +239743,7 @@ https://github.com/sukeesh/k8s-job-notify:
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@@ -238977,7 +239777,7 @@ https://github.com/summerwind/actions-runner-controller:
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   discovered_at: '2026-05-17T18:16:04.995839+02:00'
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@@ -239005,7 +239805,7 @@ https://github.com/superbrothers/zsh-kubectl-prompt:
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@@ -239045,7 +239845,7 @@ https://github.com/superlinked/sie:
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@@ -239092,7 +239892,7 @@ https://github.com/suraksha-123/Grant-Revoke-ssh-access:
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@@ -239129,7 +239929,7 @@ https://github.com/swade1987/deprek8ion:
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@@ -239166,7 +239966,7 @@ https://github.com/swagger-api/swagger-codegen:
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@@ -239204,7 +240004,7 @@ https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQ
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   needs_ai_refresh: true
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@@ -239240,7 +240040,7 @@ https://github.com/swarmlet/swarmlet:
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@@ -239284,7 +240084,7 @@ https://github.com/swyxio/skills/tree/main:
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@@ -239330,7 +240130,7 @@ https://github.com/swyxio/skills/tree/main/twitter-x-scraping:
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@@ -239374,7 +240174,7 @@ https://github.com/syntasso/kratix:
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@@ -239410,7 +240210,7 @@ https://github.com/systemcraftsman/lab-tekton-pipelines:
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@@ -239447,7 +240247,7 @@ https://github.com/taosdata/TDengine:
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   needs_ai_refresh: true
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   last_ai_eval: null
@@ -239482,7 +240282,7 @@ https://github.com/target/pod-reaper:
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+  last_checked: 1779031541
   needs_ai_refresh: true
   discovered_at: '2026-06-01T14:31:25Z'
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@@ -239518,7 +240318,7 @@ https://github.com/taubyte/dream:
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+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-04-07T05:00:04Z'
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@@ -239552,7 +240352,7 @@ https://github.com/taubyte/dreamland:
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+  last_checked: 1779032820
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   discovered_at: '2026-05-17T17:47:00.368091+02:00'
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@@ -239581,7 +240381,7 @@ https://github.com/taubyte/tau:
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-  last_checked: 1779031032.063214
+  last_checked: 1779031032
   needs_ai_refresh: true
   discovered_at: '2026-05-07T14:02:50Z'
   last_ai_eval: null
@@ -239621,7 +240421,7 @@ https://github.com/tchiotludo/akhq:
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+  last_checked: 1779029472
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:16:31Z'
   last_ai_eval: null
@@ -239658,7 +240458,7 @@ https://github.com/tcnksm/awesome-container:
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@@ -241421,7 +242221,7 @@ https://github.com/tokarev-artem/auto-ec2-setup:
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@@ -241458,7 +242258,7 @@ https://github.com/tom-256/ansible-awx-packer:
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@@ -241495,7 +242295,7 @@ https://github.com/tomhuang12/awesome-k8s-resources:
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@@ -241533,7 +242333,7 @@ https://github.com/tommeramber/ocp-automations:
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@@ -241569,7 +242369,7 @@ https://github.com/tomnomnom/gron:
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@@ -241608,7 +242408,7 @@ https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate:
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@@ -241646,7 +242446,7 @@ https://github.com/toniblyx/my-arsenal-of-aws-security-tools:
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@@ -241685,7 +242485,7 @@ https://github.com/topics/gitops:
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@@ -241723,7 +242523,7 @@ https://github.com/topics/yaml-processor:
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@@ -241761,7 +242561,7 @@ https://github.com/topolvm/pvc-autoresizer:
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@@ -241798,7 +242598,7 @@ https://github.com/towardsthecloud/cloudburn:
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@@ -241839,7 +242639,7 @@ https://github.com/trimstray/test-your-sysadmin-skills:
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@@ -241879,7 +242679,7 @@ https://github.com/trimstray/the-book-of-secret-knowledge:
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@@ -241918,7 +242718,7 @@ https://github.com/trisberg/spring-petclinic:
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@@ -241955,7 +242755,7 @@ https://github.com/trstringer/kubectl-example:
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@@ -241992,7 +242792,7 @@ https://github.com/tsenart/vegeta:
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@@ -242028,7 +242828,7 @@ https://github.com/tutorialworks/pipeline-library-demo:
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@@ -242065,7 +242865,7 @@ https://github.com/twintproject/twint:
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@@ -242103,7 +242903,7 @@ https://github.com/txn2/kubefwd:
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@@ -242330,7 +243130,7 @@ https://github.com/unitypark/aws-serverless-demos:
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@@ -242570,7 +243370,7 @@ https://github.com/upgundecha/howtheysre:
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@@ -242610,7 +243410,7 @@ https://github.com/upmc-enterprises/registry-creds:
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@@ -242736,7 +243536,7 @@ https://github.com/vchinnipilli/kubestriker:
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@@ -242772,7 +243572,7 @@ https://github.com/veggiemonk/awesome-docker:
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@@ -242812,7 +243612,7 @@ https://github.com/velero-io/velero:
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@@ -242850,7 +243650,7 @@ https://github.com/venkateshk111/terraform-beginners-guide:
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@@ -242886,7 +243686,7 @@ https://github.com/vetyy/helm-ecr:
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@@ -242923,7 +243723,7 @@ https://github.com/viaduct-ai/kustomize-sops:
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@@ -242960,7 +243760,7 @@ https://github.com/viatsko/awesome-vscode:
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@@ -243001,7 +243801,7 @@ https://github.com/vidispine/hull:
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@@ -243039,7 +243839,7 @@ https://github.com/vijaykedar/jenkins-setup-using-terraform:
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@@ -243078,7 +243878,7 @@ https://github.com/vimwiki/vimwiki:
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@@ -243113,7 +243913,7 @@ https://github.com/vincentserpoul/kubench:
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@@ -243149,7 +243949,7 @@ https://github.com/vinta/awesome-python:
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@@ -243190,7 +243990,7 @@ https://github.com/viralpoetry/kubesurveyor:
   addition_method: manual
   content_hash: 228c7ac748e747f91e740e3252504ca50af675968c35204b11fefa0015e0d1de
   health_score: 100.0
-  last_checked: 1781736046.742569
+  last_checked: 1781736046
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.742569+02:00'
   last_ai_eval: null
@@ -243227,7 +244027,7 @@ https://github.com/visenger/awesome-mlops:
   addition_method: manual
   content_hash: 74e8d0bc6f88778e87c6e2231b41a1e4504cba02393fa9be2d2502da4f7c6644
   health_score: 100.0
-  last_checked: 1781736123.282704
+  last_checked: 1781736123
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:42:03.282704+02:00'
   last_ai_eval: null
@@ -243266,7 +244066,7 @@ https://github.com/vitobotta/velero-notifications:
   addition_method: manual
   content_hash: 7b97042cdcb35fc0de9a6ce154eecbed5f4ec0b921a618e69260f00985167271
   health_score: 100.0
-  last_checked: 1779032587.42561
+  last_checked: 1779032587
   needs_ai_refresh: true
   discovered_at: '2023-12-28T14:37:29Z'
   last_ai_eval: null
@@ -243302,7 +244102,7 @@ https://github.com/vivekagate/yakiapp:
   addition_method: manual
   content_hash: 175e549b01241094b70c17e5aff56537776273e0ce13feec7fbe035d4095ecb8
   health_score: 100.0
-  last_checked: 1779130495.019636
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2022-09-03T16:26:36Z'
   last_ai_eval: null
@@ -243338,7 +244138,7 @@ https://github.com/viveksinghggits/kuui:
   addition_method: manual
   content_hash: 6788c7bb55f35cf572d0841ab584dac6f461ce624cb61b36426e8c941337652a
   health_score: 100.0
-  last_checked: 1779030928.325095
+  last_checked: 1779030928
   needs_ai_refresh: true
   discovered_at: '2023-02-06T23:50:25Z'
   last_ai_eval: null
@@ -243377,7 +244177,7 @@ https://github.com/vladimirvivien/ktop:
   addition_method: manual
   content_hash: a16c596f0b8d1c73a1f8e27a7f11b226c5637771f32b0bceb412119b3ede29f0
   health_score: 100.0
-  last_checked: 1779030611.183478
+  last_checked: 1779030611
   needs_ai_refresh: true
   discovered_at: '2026-05-16T15:49:51Z'
   last_ai_eval: null
@@ -243414,7 +244214,7 @@ https://github.com/vllm-project/vllm:
   addition_method: manual
   content_hash: abfd3d7ffbe9328f492535dfc208fdb36fe7c845798cd6700fc6c8e4b47e466d
   health_score: 100.0
-  last_checked: 1779031802.392609
+  last_checked: 1779031802
   needs_ai_refresh: true
   discovered_at: '2026-06-14T08:44:57Z'
   last_ai_eval: null
@@ -243450,7 +244250,7 @@ https://github.com/vmware-archive/buildkit-cli-for-kubectl:
   addition_method: manual
   content_hash: 35c19c8e640735ba6ff2a7908a40fbbd61533c1daa91b034f8fb9f440ff0964e
   health_score: 100.0
-  last_checked: 1779130494.940469
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-09-28T03:00:47Z'
   last_ai_eval: null
@@ -243489,7 +244289,7 @@ https://github.com/vmware-archive/ktx:
   addition_method: manual
   content_hash: d31edd7b5a04464fb8efb9a77ce0abee5fa9685551cd504140c11d4a73864f1f
   health_score: 100.0
-  last_checked: 1779130494.946415
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2021-09-28T00:05:59Z'
   last_ai_eval: null
@@ -243526,7 +244326,7 @@ https://github.com/vmware-archive/kube-fluentd-operator:
   addition_method: manual
   content_hash: 228db722cc7cfe844a1e96caae6ee58f8b37ee09f6807b470ec7eb8f345199b4
   health_score: 100.0
-  last_checked: 1779130495.011276
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2025-12-18T19:17:59Z'
   last_ai_eval: null
@@ -243560,7 +244360,7 @@ https://github.com/vmware-archive/kubecfg:
   addition_method: manual
   content_hash: f2d2fc37ea444a3c4110a4b9bc0e83230545947f7e964f819106edb6e720833a
   health_score: 100.0
-  last_checked: 1779130494.929915
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.929915+02:00'
   last_ai_eval: null
@@ -243590,7 +244390,7 @@ https://github.com/vmware-archive/kubewatch:
   addition_method: manual
   content_hash: 7e55730487f021d5ef54e438e2225afd74a4a845ba1e29b7954221e7cd54078e
   health_score: 100.0
-  last_checked: 1779130494.939999
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2022-09-17T08:58:53Z'
   last_ai_eval: null
@@ -243627,7 +244427,7 @@ https://github.com/vmware-archive/octant:
   addition_method: manual
   content_hash: 557115c7f1f7f1d60f2d28fc1bb886e8de0988caee9fa553bf16edaf70be4fcc
   health_score: 100.0
-  last_checked: 1779130495.01089
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2023-01-19T20:55:03Z'
   last_ai_eval: null
@@ -243664,7 +244464,7 @@ https://github.com/vmware-tanzu/antrea:
   addition_method: manual
   content_hash: 9bf5509121e1f02344fc0b7940d0ae4254283aec31ad23ef434c8ca11f65f3a8
   health_score: 100.0
-  last_checked: 1779033158.581993
+  last_checked: 1779033158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:38.581993+02:00'
   last_ai_eval: null
@@ -243690,7 +244490,7 @@ https://github.com/vmware-tanzu/buildkit-cli-for-kubectl:
   addition_method: manual
   content_hash: 1f222d3e28b5c40bb71cc05c93efb05ad089bcf96a1cc7a93455a1a2051c094e
   health_score: 100.0
-  last_checked: 1779029422.121405
+  last_checked: 1779029422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:22.121405+02:00'
   last_ai_eval: null
@@ -243718,7 +244518,7 @@ https://github.com/vmware-tanzu/k-bench:
   addition_method: manual
   content_hash: dc9e83bcf59d12281d71dd6306c42cc3517d338a31e01967b538352cf4f304d4
   health_score: 100.0
-  last_checked: 1779033163.317665
+  last_checked: 1779033163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:43.317665+02:00'
   last_ai_eval: null
@@ -243745,7 +244545,7 @@ https://github.com/vmware-tanzu/octant:
   addition_method: manual
   content_hash: 542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921
   health_score: 100.0
-  last_checked: 1779033615.528236
+  last_checked: 1779033615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.528236+02:00'
   last_ai_eval: null
@@ -243773,7 +244573,7 @@ https://github.com/vmware-tanzu/pinniped:
   addition_method: manual
   content_hash: 661fa35ea5636cb1668aa573444690a764339f9ccfa53cbb7369b42419e3e5dc
   health_score: 100.0
-  last_checked: 1779034105.704689
+  last_checked: 1779034105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.704689+02:00'
   last_ai_eval: null
@@ -243801,7 +244601,7 @@ https://github.com/vmware-tanzu/sonobuoy:
   addition_method: manual
   content_hash: 2f20624a434d9ecd04f9519fa8395820867fc9fc4d0febaead59b6cb07b75767
   health_score: 100.0
-  last_checked: 1779031910.553352
+  last_checked: 1779031910
   needs_ai_refresh: true
   discovered_at: '2025-11-25T23:13:32Z'
   last_ai_eval: null
@@ -243835,7 +244635,7 @@ https://github.com/vmware-tanzu/velero:
   addition_method: manual
   content_hash: 0078c52bf3b08aaf10d444c0f65ee0aebc3ebff65ac9f49eacde1febe8b12b00
   health_score: 100.0
-  last_checked: 1779029061.427641
+  last_checked: 1779029061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:21.427641+02:00'
   last_ai_eval: null
@@ -243865,7 +244665,7 @@ https://github.com/vmware/k-bench:
   addition_method: manual
   content_hash: d7291e919a819ac3438a5c3a6f32d74d5df2efd07e1f3b24c4e3e0627d6b461f
   health_score: 100.0
-  last_checked: 1779130495.026438
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-03-12T03:44:16Z'
   last_ai_eval: null
@@ -243899,7 +244699,7 @@ https://github.com/vmware/kube-fluentd-operator:
   addition_method: manual
   content_hash: b35a102eb9d881d4f01ac6369fc4a528130abeffc552c314da5ad6291892f32d
   health_score: 100.0
-  last_checked: 1779031645.904386
+  last_checked: 1779031645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.904386+02:00'
   last_ai_eval: null
@@ -243926,7 +244726,7 @@ https://github.com/vmware/octant:
   addition_method: manual
   content_hash: 542bedab216c3f66466fe63164e80299b5c4e0ce3a5539ecadd620c90ee4f921
   health_score: 100.0
-  last_checked: 1779031850.729639
+  last_checked: 1779031850
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:50.729639+02:00'
   last_ai_eval: null
@@ -243953,7 +244753,7 @@ https://github.com/vmware/pinniped:
   addition_method: manual
   content_hash: febd0a05d74d6b53d2e642fb8c17c27d61ab5b483f60a66c877f544d89c10bbe
   health_score: 100.0
-  last_checked: 1779130494.948989
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.948989+02:00'
   last_ai_eval: null
@@ -243980,7 +244780,7 @@ https://github.com/volatiletech/sqlboiler:
   addition_method: manual
   content_hash: 87c8942edba2b92c75468c2d02bb3394489c1e9782a58312d3a19cdc51b50f3a
   health_score: 100.0
-  last_checked: 1779032589.318702
+  last_checked: 1779032589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:09.318702+02:00'
   last_ai_eval: null
@@ -244009,7 +244809,7 @@ https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools:
   addition_method: manual
   content_hash: 648ef2b897f1fd389d81aa2bbb2513f28cc3326b3ed407bd0a9b8ac7cb47956e
   health_score: 100.0
-  last_checked: 1779130495.019565
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-06-13T01:13:50Z'
   last_ai_eval: null
@@ -244048,7 +244848,7 @@ https://github.com/wagoodman/dive:
   addition_method: manual
   content_hash: c1155c8f1bc813e276d2dda0671128eb0419a310d3cfe74945163603212b7240
   health_score: 100.0
-  last_checked: 1779030779.580848
+  last_checked: 1779030779
   needs_ai_refresh: true
   discovered_at: '2025-12-15T17:20:36Z'
   last_ai_eval: null
@@ -244084,7 +244884,7 @@ https://github.com/wallarm/sysbindings:
   addition_method: manual
   content_hash: f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef
   health_score: 100.0
-  last_checked: 1779031576.672589
+  last_checked: 1779031576
   needs_ai_refresh: true
   discovered_at: '2022-08-24T04:45:13Z'
   last_ai_eval: null
@@ -244120,7 +244920,7 @@ https://github.com/wangjia184/pod-inspector:
   addition_method: manual
   content_hash: 8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878
   health_score: 100.0
-  last_checked: 1781736046.860483
+  last_checked: 1781736046
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:40:46.860483+02:00'
   last_ai_eval: null
@@ -244158,7 +244958,7 @@ https://github.com/wardviaene:
   addition_method: manual
   content_hash: 447179f1e113a43ea28a199a27e97a83c8c4c2f3c3a2eb66e570539391e4a55c
   health_score: 100.0
-  last_checked: 1779029513.691228
+  last_checked: 1779029513
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:53.691228+02:00'
   last_ai_eval: null
@@ -244192,7 +244992,7 @@ https://github.com/wardviaene/advanced-kubernetes-course:
   addition_method: manual
   content_hash: f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f
   health_score: 100.0
-  last_checked: 1779032579.138742
+  last_checked: 1779032579
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:59.138742+02:00'
   last_ai_eval: null
@@ -244223,7 +245023,7 @@ https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker:
   addition_method: manual
   content_hash: 00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3
   health_score: 100.0
-  last_checked: 1781735910.785017
+  last_checked: 1781735910
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:38:30.785017+02:00'
   last_ai_eval: null
@@ -244261,7 +245061,7 @@ https://github.com/wardviaene/jenkins-course:
   addition_method: manual
   content_hash: ca038c96e82bd2f05ad48674b128ec330a3cb2a4b1f0485555a9a0bcd60e8dfa
   health_score: 100.0
-  last_checked: 1781735992.205152
+  last_checked: 1781735992
   needs_ai_refresh: true
   discovered_at: '2026-06-18T00:39:52.205152+02:00'
   last_ai_eval: null
@@ -244300,7 +245100,7 @@ https://github.com/wardviaene/kubernetes-course:
   addition_method: manual
   content_hash: 155e7375547c1616e34a4f6c86e5469a201d48f1daed273856ae084cf677328d
   health_score: 100.0
-  last_checked: 1779030587.862347
+  last_checked: 1779030587
   needs_ai_refresh: true
   discovered_at: '2023-03-17T15:48:10Z'
   last_ai_eval: null
@@ -244340,7 +245140,7 @@ https://github.com/we-dcode/kubetunnel:
   addition_method: manual
   content_hash: 9d4d5b0269e92c304f9ef91f3529cf29605a82113d23d6d6914e8ec2d4457ca9
   health_score: 100.0
-  last_checked: 1779031898.347543
+  last_checked: 1779031898
   needs_ai_refresh: true
   discovered_at: '2023-02-21T10:26:19Z'
   last_ai_eval: null
@@ -244378,7 +245178,7 @@ https://github.com/weaveworks-experiments/kspan:
   addition_method: manual
   content_hash: e3d1e2e3c362d84d8e03336b387691b0561644dd4882705a8f2aa7b05cf23392
   health_score: 100.0
-  last_checked: 1779030739.75657
+  last_checked: 1779030739
   needs_ai_refresh: true
   discovered_at: '2023-06-24T11:56:27Z'
   last_ai_eval: null
@@ -244415,7 +245215,7 @@ https://github.com/weaveworks/awesome-gitops:
   addition_method: manual
   content_hash: 14e7315e6fe04f90d20b18a9d4fb9c9996736db192364f9fa3554bb6e86c62d7
   health_score: 100.0
-  last_checked: 1779031266.765939
+  last_checked: 1779031266
   needs_ai_refresh: true
   discovered_at: '2025-12-10T07:29:20Z'
   last_ai_eval: null
@@ -244455,7 +245255,7 @@ https://github.com/weaveworks/cluster-api-provider-existinginfra:
   addition_method: manual
   content_hash: 2f84416867b5e9b16beac4486022391f29edb9661db5636b2f733ccd76cbbc55
   health_score: 100.0
-  last_checked: 1779032793.626429
+  last_checked: 1779032793
   needs_ai_refresh: true
   discovered_at: '2022-09-23T16:07:25Z'
   last_ai_eval: null
@@ -244490,7 +245290,7 @@ https://github.com/weaveworks/eksctl:
   addition_method: manual
   content_hash: 95e763d5c392dfca92162a2287805a43b0a40517f9818c4cb07ddef48cb2b47b
   health_score: 100.0
-  last_checked: 1779032383.794579
+  last_checked: 1779032383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.794579+02:00'
   last_ai_eval: null
@@ -244519,7 +245319,7 @@ https://github.com/weaveworks/kubediff:
   addition_method: manual
   content_hash: adc1dca09a4aba6f33c26682b72ea20b995e5c267076ea7569d6d463c1d0589c
   health_score: 100.0
-  last_checked: 1779033704.924692
+  last_checked: 1779033704
   needs_ai_refresh: true
   discovered_at: '2023-10-24T15:14:24Z'
   last_ai_eval: null
@@ -244553,7 +245353,7 @@ https://github.com/weaveworks/kured:
   addition_method: manual
   content_hash: 08fd05371ed694fe460e32a28d52b40bdef0ff8b63d69ee62cc2a4a8016bd7bc
   health_score: 100.0
-  last_checked: 1779032800.755641
+  last_checked: 1779032800
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:40.755641+02:00'
   last_ai_eval: null
@@ -244580,7 +245380,7 @@ https://github.com/weaveworks/tf-controller:
   addition_method: manual
   content_hash: fdf5961adf936014db589efc9c5ee27ba146b1616205da70fc26040b3c007c42
   health_score: 100.0
-  last_checked: 1779032290.306712
+  last_checked: 1779032290
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:10.306712+02:00'
   last_ai_eval: null
@@ -244610,7 +245410,7 @@ https://github.com/weaveworks/weave:
   addition_method: manual
   content_hash: 1f69911f39474f4490279732d9001d534358fb2dcce5a45d4763660c952008df
   health_score: 100.0
-  last_checked: 1779032587.496616
+  last_checked: 1779032587
   needs_ai_refresh: true
   discovered_at: '2024-08-09T08:45:55Z'
   last_ai_eval: null
@@ -244651,7 +245451,7 @@ https://github.com/weaveworks/wksctl:
   addition_method: manual
   content_hash: d25ae3245b5037cb51e5ff35f8e9c8da2923268e8149a3dc7af46358dfe60703
   health_score: 100.0
-  last_checked: 1779030865.435851
+  last_checked: 1779030865
   needs_ai_refresh: true
   discovered_at: '2023-03-31T12:32:52Z'
   last_ai_eval: null
@@ -244692,7 +245492,7 @@ https://github.com/webmeshproj/webmesh-vdi:
   addition_method: manual
   content_hash: b33746153e732c810999240e093ebfdbe7489d0348fc6fde2fbc78d253880650
   health_score: 100.0
-  last_checked: 1779130494.967165
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2023-10-20T18:30:30Z'
   last_ai_eval: null
@@ -244730,7 +245530,7 @@ https://github.com/welldone-cloud/aws-list-resources:
   addition_method: manual
   content_hash: 6eaff4e9e8e0115065c334f50c585f49ef824d7c1dcf9d4b823f397cd8ec28d8
   health_score: 100.0
-  last_checked: 1779033906.803493
+  last_checked: 1779033906
   needs_ai_refresh: true
   discovered_at: '2025-12-21T19:45:27Z'
   last_ai_eval: null
@@ -244768,7 +245568,7 @@ https://github.com/werf/kubedog:
   addition_method: manual
   content_hash: 4d23eeed18c53fb55c029d3b4be0be9f75dd5283873de96af2fc3fd999b7e6f7
   health_score: 100.0
-  last_checked: 1779029705.031636
+  last_checked: 1779029705
   needs_ai_refresh: true
   discovered_at: '2026-05-26T15:26:53Z'
   last_ai_eval: null
@@ -244805,7 +245605,7 @@ https://github.com/werf/nelm:
   addition_method: manual
   content_hash: cac2c808282f7ec7c8cfe05e75cbab1f2dd41cc01763c93e962c302aa642032f
   health_score: 100.0
-  last_checked: 1779030323.511338
+  last_checked: 1779030323
   needs_ai_refresh: true
   discovered_at: '2026-06-11T11:21:07Z'
   last_ai_eval: null
@@ -244848,7 +245648,7 @@ https://github.com/werf/werf:
   addition_method: manual
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   discovered_at: '2026-06-11T21:18:12Z'
   last_ai_eval: null
@@ -244882,7 +245682,7 @@ https://github.com/widdix/aws-cf-templates:
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   discovered_at: '2026-05-17T18:11:59.326296+02:00'
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@@ -244913,7 +245713,7 @@ https://github.com/willdady/aws-resource-based-policy-collector:
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   needs_ai_refresh: true
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@@ -244951,7 +245751,7 @@ https://github.com/willdady/cdk-iam-credentials-rotator:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2022-08-28T12:14:19Z'
   last_ai_eval: null
@@ -244988,7 +245788,7 @@ https://github.com/wincent/git-cipher:
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   health_score: 100.0
-  last_checked: 1779030674.098511
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   needs_ai_refresh: true
   discovered_at: '2025-12-29T11:35:38Z'
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@@ -245025,7 +245825,7 @@ https://github.com/windup:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:56.988024+02:00'
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@@ -245061,7 +245861,7 @@ https://github.com/winfordlin/Compass:
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@@ -245097,7 +245897,7 @@ https://github.com/witchery-project/witchery:
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@@ -245131,7 +245931,7 @@ https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman:
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   discovered_at: '2026-05-17T17:41:58.979681+02:00'
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@@ -245160,7 +245960,7 @@ https://github.com/wongcyrus/aws-account-cloud9-visualizer:
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@@ -245197,7 +245997,7 @@ https://github.com/wsargent/docker-cheat-sheet:
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@@ -245235,7 +246035,7 @@ https://github.com/wunderio/csi-rclone:
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@@ -245272,7 +246072,7 @@ https://github.com/xUnholy/k8s-gitops:
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@@ -245308,7 +246108,7 @@ https://github.com/xavier-mt/kerbi:
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@@ -245345,7 +246145,7 @@ https://github.com/xiaods/k8e:
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   discovered_at: '2026-06-06T10:04:34Z'
   last_ai_eval: null
@@ -245384,7 +246184,7 @@ https://github.com/xiaopeng163/docker-compose-tpg:
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   needs_ai_refresh: true
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@@ -245421,7 +246221,7 @@ https://github.com/yahoo/check-log4j:
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@@ -245459,7 +246259,7 @@ https://github.com/yandex-cloud/k8s-csi-s3:
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@@ -245497,7 +246297,7 @@ https://github.com/yangshun/tech-interview-handbook:
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@@ -245536,7 +246336,7 @@ https://github.com/yangtao309/awesome-api-gateway:
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@@ -245575,7 +246375,7 @@ https://github.com/yankils/Simple-DevOps-Project:
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@@ -245612,7 +246412,7 @@ https://github.com/yannh/kubeconform:
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@@ -245650,7 +246450,7 @@ https://github.com/yashvardhan-kukreja/kube-bench-exporter:
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@@ -245687,7 +246487,7 @@ https://github.com/ynqa/bul:
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@@ -245727,7 +246527,7 @@ https://github.com/ynqa/jnv:
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@@ -245766,7 +246566,7 @@ https://github.com/yogeshkk/K8sPurger:
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@@ -245802,7 +246602,7 @@ https://github.com/yokawasa/action-setup-kube-tools:
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@@ -245839,7 +246639,7 @@ https://github.com/yonahd/kor:
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@@ -245876,7 +246676,7 @@ https://github.com/yonahd/orphaned-configmaps:
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@@ -245912,7 +246712,7 @@ https://github.com/yteraoka/kubectl-isolate:
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@@ -245948,7 +246748,7 @@ https://github.com/zakkg3/ClusterSecret:
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@@ -245985,7 +246785,7 @@ https://github.com/zalando/logbook:
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@@ -246019,7 +246819,7 @@ https://github.com/zalando/patroni:
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@@ -246047,7 +246847,7 @@ https://github.com/zalando/postgres-operator:
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@@ -246083,7 +246883,7 @@ https://github.com/zalando/spilo:
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@@ -246121,7 +246921,7 @@ https://github.com/zarf-dev/zarf:
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@@ -246155,7 +246955,7 @@ https://github.com/zaynali53/DotENV:
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@@ -246181,7 +246981,7 @@ https://github.com/zegl/kube-score:
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   discovered_at: '2026-05-17T17:34:34.800198+02:00'
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@@ -246212,7 +247012,7 @@ https://github.com/zsh-users/zsh-autosuggestions:
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   discovered_at: '2025-06-24T16:15:03Z'
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@@ -246248,7 +247048,7 @@ https://github.comjoshmsmith/monkey-ops:
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   health_score: 100.0
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+  last_checked: 1779029513
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   discovered_at: '2026-05-17T16:51:53.500661+02:00'
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@@ -246282,7 +247082,7 @@ https://github.dev:
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@@ -246311,7 +247111,7 @@ https://github.dev/github/dev:
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@@ -246374,7 +247174,7 @@ https://github.github.com/training-kit/downloads/github-git-cheat-sheet.pdf:
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@@ -246403,7 +247203,7 @@ https://github1s.com:
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+  last_checked: 1779029640
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:00.695212+02:00'
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@@ -246434,7 +247234,7 @@ https://githubcom/OctopusDeploy/terraform-provider-octopusdeploy:
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   health_score: 100.0
-  last_checked: 1779033591.607068
+  last_checked: 1779033591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.607068+02:00'
   last_ai_eval: null
@@ -246460,7 +247260,7 @@ https://gitlab.beuth-hochschule.de/s70178/petclinic-ansible-jenkins-ci-cd:
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+  last_checked: 1779029111
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   discovered_at: '2026-05-17T16:45:11.445587+02:00'
   last_ai_eval: null
@@ -246486,7 +247286,7 @@ https://gitlab.beuth-hochschule.de/users/sign_in:
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+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026579+02:00'
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@@ -246512,7 +247312,7 @@ https://gitlab.com:
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+  last_checked: 1779030335
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   discovered_at: '2026-05-17T17:05:35.486377+02:00'
   last_ai_eval: null
@@ -246573,7 +247373,7 @@ https://gitlab.com/gitlab-org/gitlab/-/issues/14595:
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+  last_checked: 1779029138
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   discovered_at: '2026-05-17T16:45:38.545690+02:00'
   last_ai_eval: null
@@ -246599,7 +247399,7 @@ https://gitlab.com/gitlab-org/gitlab/-/issues/2785:
   addition_method: manual
   content_hash: ac7652f42c9a1fd557c23bbd302b6e95308b053d488952b6251f7dabb50f7a15
   health_score: 100.0
-  last_checked: 1779034101.979153
+  last_checked: 1779034101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.979153+02:00'
   last_ai_eval: null
@@ -246627,7 +247427,7 @@ https://gitlab.com/jackatbancast/manifesto:
   addition_method: manual
   content_hash: e33a57ba47b0cb2eb9f9d6d94d58d7d4975c4e8d0dcfddd00db51a0733545a36
   health_score: 100.0
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+  last_checked: 1779034041
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:21.767323+02:00'
   last_ai_eval: null
@@ -246728,7 +247528,7 @@ https://gitlab.com/purelb/purelb:
   addition_method: manual
   content_hash: 5191c3ded57a8caa89741912bfcb4164bb9af2bd32f2f26e059d11a8c636b0ad
   health_score: 100.0
-  last_checked: 1779029475.609095
+  last_checked: 1779029475
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:51:15.609095+02:00'
   last_ai_eval: null
@@ -246923,7 +247723,7 @@ https://gitlab.com/xavki/devopsland/-/tree/master/ansible:
   addition_method: manual
   content_hash: cface6a334618d78d8fa110d8b352156fd2340e2a9eca9e4ad934617535df54b
   health_score: 100.0
-  last_checked: 1779030172.354789
+  last_checked: 1779030172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.354789+02:00'
   last_ai_eval: null
@@ -246949,7 +247749,7 @@ https://gitlab.comquent.de/petclinic/spring-petclinic-microservices:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031422.534282
+  last_checked: 1779031422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.534282+02:00'
   last_ai_eval: null
@@ -247007,7 +247807,7 @@ https://gitlab.gnome.org/marge-merge-bot:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030569.848707
+  last_checked: 1779030569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.848707+02:00'
   last_ai_eval: null
@@ -247068,7 +247868,7 @@ https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-18487155
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029374.221917
+  last_checked: 1779029374
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.221917+02:00'
   last_ai_eval: null
@@ -247099,7 +247899,7 @@ https://gizmodo.com/google-calendar-debuts-appointment-schedule-feature-18487155
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033619.072073
+  last_checked: 1779033619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.072073+02:00'
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@@ -247163,7 +247963,7 @@ https://globaldatanet.com/blog/terraform-cicd-best-practices:
   addition_method: manual
   content_hash: ef33ef977bd6ec471c10e6b89f1892deb6f4d7a7c1f9971a8e733610c93e00c4
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.451953+02:00'
   last_ai_eval: null
@@ -247333,7 +248133,7 @@ https://go.atlassian.com/ijvzec:
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780401152.315702
+  last_checked: 1780401152
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315702+02:00'
   last_ai_eval: null
@@ -247372,7 +248172,7 @@ https://go.atomist.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030981.195083
+  last_checked: 1779030981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.195083+02:00'
   last_ai_eval: null
@@ -247404,7 +248204,7 @@ https://go.aws/4eFRwIt:
   addition_method: manual
   content_hash: c4f1476a4b8059ed580129ef95bd2856b0876fe260c1eaece06da8eef147564d
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.720267+02:00'
   last_ai_eval: null
@@ -247465,7 +248265,7 @@ https://go.dev/blog/gopls-vscode-go:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.023184+02:00'
   last_ai_eval: null
@@ -247498,7 +248298,7 @@ https://go.dev/blog/pkgsite-search-redesign:
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   content_hash: 1c3e6ab66eddcc9c2833200aff84633a04e137831e101117ae7029571eeeec52
   health_score: 100.0
-  last_checked: 1779031535.51647
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:35.516470+02:00'
   last_ai_eval: null
@@ -247530,7 +248330,7 @@ https://go.digitalocean.com/cicd-on-k8s:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029270.149523
+  last_checked: 1779029270
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:50.149523+02:00'
   last_ai_eval: null
@@ -247557,7 +248357,7 @@ https://go.weave.works/2021_GitOps_Maturity_Model.html:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:42.409510+02:00'
   last_ai_eval: null
@@ -247617,7 +248417,7 @@ https://go.weave.works/gitops-ebook.html:
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   content_hash: 091412b47e174c316006481c48b92256957365c7790fb29edb04c77f85eafff9
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:54.822667+02:00'
   last_ai_eval: null
@@ -247712,7 +248512,7 @@ https://goglides.io/running-openebs-in-kubernetes/371:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033258.672503
+  last_checked: 1779033258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.672503+02:00'
   last_ai_eval: null
@@ -247811,7 +248611,7 @@ https://gokatalyst.io/blog/2023/12/06/katalyst-a-qos-based-resource-management-s
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:58:06.746723+02:00'
   last_ai_eval: null
@@ -247838,7 +248638,7 @@ https://gokhan-karadas1992.medium.com/argocd-kubevela-integration-eb88dc0484e0:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033218.040237
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.040237+02:00'
   last_ai_eval: null
@@ -247870,7 +248670,7 @@ https://gokulchandrapr.medium.com/amazon-eks-anywhere-eks-connector-600953aaa42d
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   health_score: 100.0
-  last_checked: 1779029128.485128
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.485128+02:00'
   last_ai_eval: null
@@ -247902,7 +248702,7 @@ https://gokuldevops.medium.com/argo-cdsample-app-deployment-56b36601f279:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030322.826107
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:22.826107+02:00'
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@@ -247933,7 +248733,7 @@ https://golang.org:
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   discovered_at: '2026-05-17T16:45:32.692355+02:00'
   last_ai_eval: null
@@ -247960,7 +248760,7 @@ https://golangrepo.com:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:22.253843+02:00'
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@@ -247987,7 +248787,7 @@ https://googlecloudcheatsheet.withgoogle.com:
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   last_ai_eval: null
@@ -248247,7 +249047,7 @@ https://goteleport.com/blog/ssh-vs-kubectl:
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@@ -248377,7 +249177,7 @@ https://grafana.com/about/press/2021/11/10/grafana-labs-and-microsoft-partner-to
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@@ -248406,7 +249206,7 @@ https://grafana.com/blog/2020/07/22/introducing-the-new-and-improved-new-relic-p
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@@ -248437,7 +249237,7 @@ https://grafana.com/blog/2020/08/26/popular-community-plugins-that-can-improve-y
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@@ -248475,7 +249275,7 @@ https://grafana.com/blog/2020/09/21/how-we-use-the-grafana-github-plugin-to-trac
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@@ -248508,7 +249308,7 @@ https://grafana.com/blog/2020/10/27/announcing-grafana-tempo-a-massively-scalabl
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@@ -248542,7 +249342,7 @@ https://grafana.com/blog/2021/01/08/get-started-with-prometheus-with-these-three
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   discovered_at: '2026-05-17T17:11:52.166021+02:00'
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@@ -248574,7 +249374,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
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@@ -248711,7 +249511,7 @@ https://grafana.com/blog/2021/01/25/a-beginners-guide-to-distributed-tracing-and
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@@ -248778,7 +249578,7 @@ https://grafana.com/blog/2021/08/31/how-istio-tempo-and-loki-speed-up-debugging-
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@@ -248812,7 +249612,7 @@ https://grafana.com/blog/2021/11/16/why-we-created-a-prometheus-agent-mode-from-
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@@ -248844,7 +249644,7 @@ https://grafana.com/blog/2021/11/17/2021/11/17/grafana-aws-cloudwatch-integratio
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:31:23.702377+02:00'
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@@ -248871,7 +249671,7 @@ https://grafana.com/blog/2021/11/17/grafana-aws-cloudwatch-integration:
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@@ -248905,7 +249705,7 @@ https://grafana.com/blog/2021/11/19/a-3-step-guide-to-troubleshooting-and-visual
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@@ -248937,7 +249737,7 @@ https://grafana.com/blog/2021/11/29/how-to-build-performance-tests-into-your-ci-
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   discovered_at: '2026-05-17T17:24:02.999613+02:00'
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@@ -248966,7 +249766,7 @@ https://grafana.com/blog/2021/12/06/testing-shift-left-observability-with-the-gr
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   discovered_at: '2026-05-17T17:40:58.102519+02:00'
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@@ -249000,7 +249800,7 @@ https://grafana.com/blog/2022/01/11/top-5-user-requested-synthetic-monitoring-al
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   discovered_at: '2026-05-17T17:34:58.527183+02:00'
   last_ai_eval: null
@@ -249035,7 +249835,7 @@ https://grafana.com/blog/2022/01/19/a-beginners-guide-to-network-monitoring-with
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:38:13.839692+02:00'
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@@ -249067,7 +249867,7 @@ https://grafana.com/blog/2022/01/27/video-how-to-build-a-prometheus-query-in-gra
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@@ -250371,7 +251171,7 @@ https://grokkinginterview.com/13-rest-api-interview-questions-you-need-to-know-f
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@@ -250747,7 +251547,7 @@ https://guyzsarun.medium.com/kubernetes-liveness-readiness-probe-explained-35269
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   health_score: 100.0
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@@ -253765,7 +254565,7 @@ https://heka-ai.medium.com/introduction-to-debugging-locally-and-live-on-kuberne
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033781.924209
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@@ -253800,7 +254600,7 @@ https://helidon.io:
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@@ -253832,7 +254632,7 @@ https://hellotestworld.com/2016/02/02/cheatsheet-for-jmeter-__time-function-call
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@@ -253966,7 +254766,7 @@ https://helm.sh/docs:
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@@ -253992,7 +254792,7 @@ https://helm.sh/docs/chart_template_guide/getting_started:
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@@ -254019,7 +254819,7 @@ https://help.github.com/en/github:
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@@ -254046,7 +254846,7 @@ https://help.github.com/en/github/administering-a-repository/enabling-required-s
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@@ -254074,7 +254874,7 @@ https://help.sonatype.com/en/404-page.html:
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@@ -254106,7 +254906,7 @@ https://help.sonatype.com/en/404-page.html?_ga=2.250230211.411976214.1575978022-
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@@ -254235,7 +255035,7 @@ https://help.sonatype.com/en/sonatype-nexus-repository.html:
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@@ -254266,7 +255066,7 @@ https://help.sonatype.com/integrations/nexus-and-continuous-integration/nexus-pl
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@@ -254293,7 +255093,7 @@ https://help.sonatype.com/repomanager3:
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@@ -254320,7 +255120,7 @@ https://help.sonatype.com/repomanager3/formats/docker-registry:
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@@ -254347,7 +255147,7 @@ https://help.sonatype.com/repomanager3/security/configuring-ssl?_ga=2.250230211.
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@@ -254453,7 +255253,7 @@ https://hermes-agent.nousresearch.com/docs:
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@@ -254492,7 +255292,7 @@ https://hernan-david-hd.medium.com/5-pilares-del-sre-devops-f16e45f8d3fd:
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   health_score: 100.0
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@@ -254524,7 +255324,7 @@ https://hernan-david-hd.medium.com/breaking-down-sre-devops-into-5-key-areas-5aa
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   health_score: 100.0
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@@ -254556,7 +255356,7 @@ https://hervekhg.medium.com/3-years-managing-kubernetes-clusters-my-10-lessons-b
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   health_score: 100.0
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@@ -254624,7 +255424,7 @@ https://hewi.blog/deploying-an-eks-cluster-using-terraform:
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   health_score: 100.0
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@@ -254811,7 +255611,7 @@ https://hipertextual.com/2023/02/diferencias-ia-machine-learning:
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@@ -254845,7 +255645,7 @@ https://hipertextual.com/2024/03/devin-inteligencia-artificial-programa-software
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@@ -254878,7 +255678,7 @@ https://hiralee.medium.com/software-design-vs-architecture-1da0a94322a4:
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@@ -254938,7 +255738,7 @@ https://hitesh-pattanayak.medium.com/observability-in-kubernetes-b53d6ea1b37d:
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   health_score: 100.0
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@@ -255002,7 +255802,7 @@ https://hjrocha.medium.com/add-a-custom-host-to-kubernetes-a06472cedccb:
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@@ -255632,7 +256432,7 @@ https://horizons.carrefour.com/efficient-java-in-the-cloud-with-quarkus:
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@@ -255664,7 +256464,7 @@ https://horovits.medium.com/prometheus-now-supports-opentelemetry-metrics-83f858
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@@ -256821,7 +257621,7 @@ https://hub.helm.sh/charts/choerodon/nexus3:
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@@ -256848,7 +257648,7 @@ https://hub.helm.sh/charts/oteemo/sonarqube:
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@@ -256875,7 +257675,7 @@ https://hub.helm.sh/charts/stable/cluster-autoscaler:
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@@ -256902,7 +257702,7 @@ https://hub.kubeapps.com:
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   health_score: 100.0
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@@ -256928,7 +257728,7 @@ https://hub.qovery.com/guides/engineering/terraform-not-the-golden-hammer:
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@@ -256956,7 +257756,7 @@ https://hub.tinztwins.de/7-hidden-python-tips-for-2024:
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   health_score: 100.0
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@@ -257286,7 +258086,7 @@ https://huryn.substack.com/p/3-ways-to-create-10x-better-product:
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   health_score: 100.0
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@@ -257386,7 +258186,7 @@ https://hwchiu.medium.com/docker-networking-model-introduction-194a2a2c9b68:
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   health_score: 100.0
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@@ -257419,7 +258219,7 @@ https://hwchiu.medium.com/kubernetes-network-troubleshooting-approach-701de94634
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   health_score: 100.0
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@@ -257453,7 +258253,7 @@ https://hwchiu.medium.com/why-does-my-2vcpu-application-run-faster-in-a-vm-than-
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   health_score: 100.0
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@@ -257551,7 +258351,7 @@ https://iamitcohen.medium.com/dns-in-kubernetes-how-does-it-work-7c4690fd813e:
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   health_score: 100.0
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@@ -257583,7 +258383,7 @@ https://iamunnip.medium.com/merging-kubeconfig-files-c9e0f340a71c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032952.463181
+  last_checked: 1779032952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.463181+02:00'
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@@ -257615,7 +258415,7 @@ https://iaviral.medium.com/most-used-functions-in-pandas-7c12ae238185:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032582.980085
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:02.980085+02:00'
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@@ -257647,7 +258447,7 @@ https://ibrahims.medium.com/azure-terraform-pipeline-devops-b57005a37936:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030957.605735
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.605735+02:00'
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@@ -257679,7 +258479,7 @@ https://ibrahims.medium.com/security-context-kubernetes-9672ae2380f9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029487.036176
+  last_checked: 1779029487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.036176+02:00'
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@@ -257711,7 +258511,7 @@ https://iceburn.medium.com/jenkins-configuration-as-code-afd9031a42c9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033510.956026
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.956026+02:00'
   last_ai_eval: null
@@ -257744,7 +258544,7 @@ https://iceburn.medium.com/kubernetes-resource-requests-and-resource-limits-99c5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031537.802423
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.802423+02:00'
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@@ -257776,7 +258576,7 @@ https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:24.973302+02:00'
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@@ -257838,7 +258638,7 @@ https://ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt:
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   health_score: 100.0
-  last_checked: 1779130494.932245
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.932245+02:00'
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@@ -257931,7 +258731,7 @@ https://igboie.medium.com/kubernetes-ci-cd-with-github-github-actions-and-argo-c
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031497.084039
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:57.084039+02:00'
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@@ -257997,7 +258797,7 @@ https://ikunalsingh.hashnode.dev/dynamic-operations-in-terraform-with-functions:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030711.019728
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.019728+02:00'
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@@ -258029,7 +258829,7 @@ https://images.linoxide.com/ebook-kubernetes-essentials.pdf:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.914947+02:00'
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@@ -258063,7 +258863,7 @@ https://imanishchaudhary.medium.com/secure-kubernetes-dashboards-with-sso-authen
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029573.102686
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.102686+02:00'
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@@ -258096,7 +258896,7 @@ https://imoisharma.medium.com/how-leader-election-works-in-kubernetes-by-m-sharm
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.009199+02:00'
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@@ -258165,7 +258965,7 @@ https://imsundeep8.medium.com/deploy-production-grade-kubernetes-cluster-using-k
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.012192+02:00'
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@@ -258196,7 +258996,7 @@ https://incepto-medical.com/en:
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@@ -258225,7 +259025,7 @@ https://inder-devops.medium.com/aks-networking-deep-dive-kubenet-vs-azure-cni-vs
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   health_score: 100.0
-  last_checked: 1779032699.165768
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.165768+02:00'
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@@ -258258,7 +259058,7 @@ https://inder-devops.medium.com/ci-cd-setup-in-just-5-mins-with-basic-yaml-confi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.330703+02:00'
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@@ -258292,7 +259092,7 @@ https://inder-devops.medium.com/its-time-to-migrate-your-container-runtime-kuber
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   health_score: 100.0
-  last_checked: 1779033488.694909
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:08.694909+02:00'
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@@ -258324,7 +259124,7 @@ https://inder-devops.medium.com/kafka-best-practices-lessons-learned-by-inder-43
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.448849+02:00'
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@@ -258358,7 +259158,7 @@ https://inder-devops.medium.com/on-premise-to-cloud-migration-mock-drills-using-
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   health_score: 100.0
-  last_checked: 1779033421.619332
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.619332+02:00'
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@@ -258458,7 +259258,7 @@ https://info.acloud.guru/resources/brazeal-how-your-org-predicts-your-ci/cd-pipe
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   health_score: 100.0
-  last_checked: 1779031414.449301
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.449301+02:00'
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@@ -258491,7 +259291,7 @@ https://info.acloud.guru/resources/deploy-kubernetes-app-with-azure-devops:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030720.599603
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.599603+02:00'
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@@ -258523,7 +259323,7 @@ https://info.acloud.guru/resources/deploying-kubernetes-with-gitops:
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   health_score: 100.0
-  last_checked: 1779030802.995985
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.995985+02:00'
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@@ -258556,7 +259356,7 @@ https://info.acloud.guru/resources/kubernetes-aws-cloud-scaling-hey:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.874204+02:00'
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@@ -258587,7 +259387,7 @@ https://info.crunchydata.com/blog/active-active-on-kubernetes:
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   discovered_at: '2026-05-17T17:06:34.494615+02:00'
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@@ -258614,7 +259414,7 @@ https://info.crunchydata.com/blog/an-easy-recipe-for-creating-a-postgresql-clust
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@@ -258641,7 +259441,7 @@ https://info.crunchydata.com/blog/announcing-the-crunchy-data-developer-portal:
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@@ -258668,7 +259468,7 @@ https://info.crunchydata.com/blog/composite-primary-keys-postgresql-and-django:
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@@ -258722,7 +259522,7 @@ https://info.crunchydata.com/blog/crunchy-postgresql-operator-with-rook-ceph-sto
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@@ -258805,7 +259605,7 @@ https://info.crunchydata.com/blog/deploy-pgadmin4-with-postgresql-on-kubernetes:
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@@ -259160,7 +259960,7 @@ https://info.crunchydata.com/blog/setup-ora2pg-for-oracle-to-postgres-migration:
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@@ -259269,7 +260069,7 @@ https://info.crunchydata.com/blog/using-postgres-to-back-prometheus-for-your-pos
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@@ -259296,7 +260096,7 @@ https://info.crunchydata.com/news/crunchy-postgresql-for-kuberenetes-4.3:
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@@ -259327,7 +260127,7 @@ https://info.microsoft.com/ww-landing-ai-made-simple.html:
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@@ -259428,7 +260228,7 @@ https://infoq.com/news/2023/11/azure-well-architected-framework:
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@@ -259456,7 +260256,7 @@ https://infosecwriteups.com/attacking-and-securing-docker-containers-cc8c80f05b5
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   health_score: 100.0
-  last_checked: 1779032834.776587
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@@ -259489,7 +260289,7 @@ https://infosecwriteups.com/how-i-discovered-thousands-of-open-databases-on-aws-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031564.007364
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@@ -259653,7 +260453,7 @@ https://inlets.dev/blog/2022/06/24/fixing-kubectl-port-forward.html:
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@@ -259751,7 +260551,7 @@ https://insight-services-apac.github.io/2023/12/04/getting-started-bicep:
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@@ -259779,7 +260579,7 @@ https://insights.project-a.com/using-github-actions-to-deploy-to-kubernetes-122c
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@@ -259857,7 +260657,7 @@ https://inspektor.cloud/blog/evaluating-open-policy-agent-in-rust-using-wasm:
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   health_score: 100.0
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@@ -260740,7 +261540,7 @@ https://intellipaat.com/blog/what-is-amazon-web-services-aws:
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@@ -260773,7 +261573,7 @@ https://intellipaat.com/blog/what-is-penetration-testing:
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@@ -260804,7 +261604,7 @@ https://intellipaat.com/mediaFiles/2019/03/docker-cheat-sheet.pdf:
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@@ -260864,7 +261664,7 @@ https://intezer.com/blog/research/new-attacks-on-kubernetes-via-misconfigured-ar
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@@ -260890,7 +261690,7 @@ https://inthecloud.withgoogle.com/free-training-21/register.html:
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@@ -261001,7 +261801,7 @@ https://iopshub.medium.com/terraform-best-practices-everyone-should-know-a7c76ba
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   health_score: 100.0
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@@ -261067,7 +261867,7 @@ https://irfanyusanif.medium.com/how-to-communicate-between-microservices-7956ed6
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   health_score: 100.0
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@@ -261099,7 +261899,7 @@ https://ishantgaurav.in/2021/06/22/complete-application-deployment-using-kuberne
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   health_score: 100.0
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@@ -261131,7 +261931,7 @@ https://ishantgaurav.in/2021/07/18/kubernetes-sidecar-container-pattern:
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   health_score: 100.0
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@@ -261618,7 +262418,7 @@ https://istiobyexample.dev:
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@@ -261650,7 +262450,7 @@ https://istiobyexample.dev/fault-injection:
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@@ -262548,7 +263348,7 @@ https://itnext.io/breaking-down-and-fixing-etcd-cluster-d81e35b9260d:
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@@ -262580,7 +263380,7 @@ https://itnext.io/breaking-down-and-fixing-kubernetes-4df2f22f87c3:
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   health_score: 100.0
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@@ -263826,7 +264626,7 @@ https://itnext.io/extending-kubernetes-cluster-kubectl-plugins-and-krew-547a8bc8
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   health_score: 100.0
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@@ -265178,7 +265978,7 @@ https://itnext.io/in-search-of-converged-usage-analytics-for-multiple-managed-ku
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@@ -265475,7 +266275,7 @@ https://itnext.io/jenkins-tutorial-part-2-pipeline-variables-5e4783aa2c07:
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@@ -265528,7 +266328,7 @@ https://itnext.io/jenkins-tutorial-part-7-interactive-pipelines-a739b23ac41c:
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@@ -265816,7 +266616,7 @@ https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de
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@@ -265852,7 +266652,7 @@ https://itnext.io/karpenter-open-source-high-performance-kubernetes-cluster-auto
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@@ -273429,7 +274229,7 @@ https://jenkins-x.io/blog/2019/07/23/serverless-deployments:
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@@ -273456,7 +274256,7 @@ https://jenkins-x.io/blog/2021/04/08/jx3-pipeline-trace:
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@@ -273565,7 +274365,7 @@ https://jenkins.io/blog/2019/11/22/welcome-to-the-matrix:
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@@ -273592,7 +274392,7 @@ https://jenkins.io/blog/2020/01/08/atlassians-new-bitbucket-server-integration-f
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@@ -273646,7 +274446,7 @@ https://jenkins.io/doc/book/pipeline:
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@@ -273673,7 +274473,7 @@ https://jenkins.io/doc/book/pipeline/jenkinsfile:
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@@ -273700,7 +274500,7 @@ https://jenkins.io/solutions/pipeline:
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@@ -273788,7 +274588,7 @@ https://jenkinsistheway.io:
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   health_score: 100.0
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@@ -273822,7 +274622,7 @@ https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-fintech-excellence:
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   health_score: 100.0
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@@ -273854,7 +274654,7 @@ https://jenkinsistheway.io/user-story/jenkins-is-the-way-to-improve-solution-dev
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   health_score: 100.0
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@@ -273888,7 +274688,7 @@ https://jenkinsistheway.io/user-story/to-build-ci-cd-that-fits-advanced-and-uniq
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   health_score: 100.0
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@@ -273920,7 +274720,7 @@ https://jenkinsistheway.io/user-story/to-devsecops:
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   health_score: 100.0
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@@ -273985,7 +274785,7 @@ https://jeromevdl.medium.com/when-to-use-a-lambda-function-and-when-not-9a225e6d
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   health_score: 100.0
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@@ -274017,7 +274817,7 @@ https://jet-start.sh:
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   health_score: 100.0
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@@ -274053,7 +274853,7 @@ https://jet-start.sh/blog/2020/06/09/jdk-gc-benchmarks-part1:
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   health_score: 100.0
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@@ -274748,7 +275548,7 @@ https://jfrog.com/whitepaper/gigaom-radar-for-enterprise-ci-cd:
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@@ -274811,7 +275611,7 @@ https://jhhemal.medium.com/some-essential-built-in-tools-for-working-with-lists-
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   health_score: 100.0
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@@ -274844,7 +275644,7 @@ https://jhhemal.medium.com/some-tips-and-tricks-for-writing-better-code-in-pytho
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@@ -274878,7 +275678,7 @@ https://jijujacob27.medium.com/sharded-saas-applications-on-kubernetes-using-hel
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   health_score: 100.0
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@@ -275157,7 +275957,7 @@ https://jinwookim928.medium.com/automation-script-for-git-flow-on-powershell-70d
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   health_score: 100.0
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@@ -275255,7 +276055,7 @@ https://jjba.dev/posts/jenkins-shared-library:
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   health_score: 100.0
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@@ -275313,7 +276113,7 @@ https://jkebertz.medium.com/the-art-of-writing-amazing-rest-apis-dc4c4100478d:
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   health_score: 100.0
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@@ -275508,7 +276308,7 @@ https://jmrobles.medium.com/how-to-setup-hetzner-load-balancer-on-a-kubernetes-c
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   health_score: 100.0
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@@ -275540,7 +276340,7 @@ https://joachim8675309.medium.com/aks-with-grpc-and-ingress-nginx-32481a792a1:
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   health_score: 100.0
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@@ -275572,7 +276372,7 @@ https://joachim8675309.medium.com/externaldns-with-aks-azure-dns-941a1804dc88:
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   health_score: 100.0
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@@ -275604,7 +276404,7 @@ https://joachim8675309.medium.com/externaldns-with-eks-and-route53-90aa23fa3aba:
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   health_score: 100.0
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@@ -275636,7 +276436,7 @@ https://joachim8675309.medium.com/istio-service-mesh-on-aks-1b6ed16f6890:
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   health_score: 100.0
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@@ -275668,7 +276468,7 @@ https://jobs.rekruuto.com:
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   health_score: 100.0
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@@ -275733,7 +276533,7 @@ https://joereis.substack.com/p/data-engineering-in-2024-what-im:
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   health_score: 100.0
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@@ -275765,7 +276565,7 @@ https://john-tucker.medium.com/kubernetes-cpu-resource-requests-at-runtime-c4df6
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   health_score: 100.0
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@@ -275797,7 +276597,7 @@ https://johnclarke73.medium.com/our-continuous-delivery-journey-11d86dd68a49:
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   health_score: 100.0
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@@ -275894,7 +276694,7 @@ https://jonbc.medium.com/hacking-your-way-to-observability-part-1-cf4cd42fb4dc:
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   health_score: 100.0
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   health_score: 100.0
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@@ -275993,7 +276793,7 @@ https://josephrodriguezg.medium.com/deploying-a-spring-boot-application-in-kuber
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@@ -276026,7 +276826,7 @@ https://joseprsm.medium.com/how-to-build-machine-learning-models-that-train-them
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@@ -276318,7 +277118,7 @@ https://jsonformatter.org/yaml-validator:
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   health_score: 100.0
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   health_score: 100.0
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@@ -276988,7 +277788,7 @@ https://k21academy.com/ansible/day2-live-session-review-and-q-a:
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@@ -278228,7 +279028,7 @@ https://k8spharos.dev:
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@@ -278548,7 +279348,7 @@ https://kafka-tutorials.confluent.io/join-a-stream-to-a-table/kstreams.html:
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@@ -278641,7 +279441,7 @@ https://kaleshreya907.medium.com/step2a-install-docker-and-run-sonarqube-contain
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   health_score: 100.0
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@@ -278741,7 +279541,7 @@ https://kalm.dev:
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@@ -278773,7 +279573,7 @@ https://kamsjec.medium.com/argocd-setup-on-kubernetes-openshift-cluster-f7340344
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@@ -278805,7 +279605,7 @@ https://kamsjec.medium.com/kubernetes-taints-and-tolerations-18727f618d01:
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@@ -278837,7 +279637,7 @@ https://kamsjec.medium.com/liveness-and-readiness-probes-91919f24e305:
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   health_score: 100.0
-  last_checked: 1779032039.035077
+  last_checked: 1779032039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.035077+02:00'
   last_ai_eval: null
@@ -278868,7 +279668,7 @@ https://kanakinfosystems.com/blog/sql-cheat-sheet:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029371.373218
+  last_checked: 1779029371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.373218+02:00'
   last_ai_eval: null
@@ -278894,7 +279694,7 @@ https://kanister.io:
   addition_method: manual
   content_hash: f8cd2ccca3740391ade2febf08f26396e4c8b8eccce8d8057fb88d5769e25ce3
   health_score: 100.0
-  last_checked: 1779031507.488672
+  last_checked: 1779031507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.488672+02:00'
   last_ai_eval: null
@@ -279116,7 +279916,7 @@ https://kargo.akuity.io:
   addition_method: manual
   content_hash: 20c9faca08485292e66dc1b1f3e470296759a36ece518a7d9549424e5d198e50
   health_score: 100.0
-  last_checked: 1779030727.109897
+  last_checked: 1779030727
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:07.109897+02:00'
   last_ai_eval: null
@@ -279142,7 +279942,7 @@ https://karlstoney.com/2019/05/31/istio-503s-ucs-and-tcp-fun-times:
   addition_method: manual
   content_hash: d1362fbdee11110a1600d59d9add81f078a1c1afedbce49e5215c92fa59d9cd1
   health_score: 100.0
-  last_checked: 1779029991.705688
+  last_checked: 1779029991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:51.705688+02:00'
   last_ai_eval: null
@@ -279274,7 +280074,7 @@ https://karpenter.sh:
   addition_method: manual
   content_hash: 23ba7268d0b96c505cffae3ee0bf9a8a841c41958d145628ac18cd4995a6470b
   health_score: 100.0
-  last_checked: 1779034049.202647
+  last_checked: 1779034049
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:29.202647+02:00'
   last_ai_eval: null
@@ -279340,7 +280140,7 @@ https://kb.wisc.edu/ns/page.php?id=3493:
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779029631.184283
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.184283+02:00'
   last_ai_eval: null
@@ -279372,7 +280172,7 @@ https://kb.wisc.edu/ns/page.php?id=3493:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736012.710013
+  last_checked: 1781736012
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.710013+02:00'
   last_ai_eval: null
@@ -279470,7 +280270,7 @@ https://kean.github.io/post/trunk-based-development:
   addition_method: manual
   content_hash: 661f2f465cbec17ffb636d8b221b0a905ddf611f4bc61a2f096ce074f1f0434d
   health_score: 100.0
-  last_checked: 1779034461.710723
+  last_checked: 1779034461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.710723+02:00'
   last_ai_eval: null
@@ -279532,7 +280332,7 @@ https://keepler.io/2021/03/gestionando-el-control-de-accesos-en-nuestro-data-lak
   addition_method: manual
   content_hash: c59d253a5e81c27921a261395e22de1d7b794bf842be6593aace2dc52766cad5
   health_score: 100.0
-  last_checked: 1779031433.200557
+  last_checked: 1779031433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:53.200557+02:00'
   last_ai_eval: null
@@ -279592,7 +280392,7 @@ https://keithtenzer.com/openshift/openshift-4-aws-ipi-installation-getting-start
   addition_method: manual
   content_hash: d75c703f3e8d2a66f0c9cc643dc6771f2da8c5abd84ae44d34156e5698d59abb
   health_score: 100.0
-  last_checked: 1779033923.445988
+  last_checked: 1779033923
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:23.445988+02:00'
   last_ai_eval: null
@@ -279620,7 +280420,7 @@ https://kelda.io/blog/sres-should-manage-development-environments:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030683.043997
+  last_checked: 1779030683
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:23.043997+02:00'
   last_ai_eval: null
@@ -279656,7 +280456,7 @@ https://kemilad.medium.com/monitoring-stack-deployment-to-a-kubernetes-cluster-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031902.437555
+  last_checked: 1779031902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.437555+02:00'
   last_ai_eval: null
@@ -279687,7 +280487,7 @@ https://kenmugrage.com/2017/05/05/my-new-definition-of-devops:
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779030433.996905
+  last_checked: 1779030433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.996905+02:00'
   last_ai_eval: null
@@ -279716,7 +280516,7 @@ https://kenneth.io/post/introducing-remote-debugging-of-nodejs-apps-on-azure-app
   addition_method: manual
   content_hash: 942f9acb7c007c73c06941094b8c7e50beaec483f676332156a91693d3bb5fc1
   health_score: 100.0
-  last_checked: 1779030604.79815
+  last_checked: 1779030604
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:04.798150+02:00'
   last_ai_eval: null
@@ -279748,7 +280548,7 @@ https://kennybrast.medium.com/how-i-used-docker-to-create-a-python-dev-environme
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030028.836946
+  last_checked: 1779030028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.836946+02:00'
   last_ai_eval: null
@@ -279779,7 +280579,7 @@ https://keptn.sh/docs/quickstart:
   addition_method: manual
   content_hash: cd29d29c2233e5519805eb281e43eee51d3ad3e50cd64323e0a85201374ea2ab
   health_score: 100.0
-  last_checked: 1779034350.241137
+  last_checked: 1779034350
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:30.241137+02:00'
   last_ai_eval: null
@@ -279875,7 +280675,7 @@ https://kevintuei.medium.com/a-deep-dive-into-logs-and-metrics-for-aws-observabi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030951.645039
+  last_checked: 1779030951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.645039+02:00'
   last_ai_eval: null
@@ -279907,7 +280707,7 @@ https://khainas.dev/create-ssh-tunnel-in-aws-with-terraform-62d1f6968e5d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032149.980996
+  last_checked: 1779032149
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.980996+02:00'
   last_ai_eval: null
@@ -280068,7 +280868,7 @@ https://kie.org:
   addition_method: manual
   content_hash: 26ff3169fedac63681fe62fe725c66ea870be33fb9af1a98f614d8dcd48af7bf
   health_score: 100.0
-  last_checked: 1779032972.52266
+  last_checked: 1779032972
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:32.522660+02:00'
   last_ai_eval: null
@@ -280160,7 +280960,7 @@ https://kinsta.com/blog/google-cloud-hosting:
   addition_method: manual
   content_hash: c3679a2c61bf746bfa38bd02d90ee6ba4b46fb1aca126b84b76a6e131c5d9649
   health_score: 100.0
-  last_checked: 1779032832.968904
+  last_checked: 1779032832
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:12.968904+02:00'
   last_ai_eval: null
@@ -280252,7 +281052,7 @@ https://kinvolk.io/docs/headlamp/latest:
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779029128.652966
+  last_checked: 1779029128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.652966+02:00'
   last_ai_eval: null
@@ -280383,7 +281183,7 @@ https://kitploit.com/2021/12/mesh-kridik-open-source-security.html:
   addition_method: manual
   content_hash: 205026fa6800a38501dbaccd8d1aa988064fe2efcbe2cc7a7ecbc23c30ffca60
   health_score: 100.0
-  last_checked: 1779130495.020615
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.020615+02:00'
   last_ai_eval: null
@@ -280417,7 +281217,7 @@ https://kkamalesh117.medium.com/setting-up-prometheus-and-grafana-integration-on
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033617.160991
+  last_checked: 1779033617
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.160991+02:00'
   last_ai_eval: null
@@ -280448,7 +281248,7 @@ https://kkamalesh117.medium.com/terraform-variables-part-2-75ef8543fb2f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029132.413888
+  last_checked: 1779029132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.413888+02:00'
   last_ai_eval: null
@@ -280475,7 +281275,7 @@ https://kkamalesh117.medium.com/terraform-variables-providers-c66f68747050:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031693.866178
+  last_checked: 1779031693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.866178+02:00'
   last_ai_eval: null
@@ -280507,7 +281307,7 @@ https://klaushofrichter.medium.com/using-windows-subsystem-for-linux-for-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030285.041556
+  last_checked: 1779030285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.041556+02:00'
   last_ai_eval: null
@@ -280543,7 +281343,7 @@ https://kluctl.io:
   addition_method: manual
   content_hash: af026454bd8536accb12ab35878110cdb37b854ba77987f4676cc6e6a8f5d03b
   health_score: 100.0
-  last_checked: 1779033572.795198
+  last_checked: 1779033572
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:59:32.795198+02:00'
   last_ai_eval: null
@@ -280577,7 +281377,7 @@ https://kluctl.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029165.155642
+  last_checked: 1779029165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.155642+02:00'
   last_ai_eval: null
@@ -280674,7 +281474,7 @@ https://koa:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030403.65132
+  last_checked: 1779030403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.651320+02:00'
   last_ai_eval: null
@@ -280808,7 +281608,7 @@ https://kodekloud.com/cka-vs-ckad-vs-cks-what-is-the-difference:
   addition_method: manual
   content_hash: 4799e32a89c7712559eac22601bd2f9ec82a2a93b8b6d00f9e3ebba3f24ea8f8
   health_score: 100.0
-  last_checked: 1779033655.56711
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.567110+02:00'
   last_ai_eval: null
@@ -280835,7 +281635,7 @@ https://kodekloud.com/what-is-ci-cd-pipeline-in-devops:
   addition_method: manual
   content_hash: 725c14acba78d51402864b8f300e07162aab0c9f7414c3ba7afde790182dd91f
   health_score: 100.0
-  last_checked: 1779033074.438204
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.438204+02:00'
   last_ai_eval: null
@@ -280898,7 +281698,7 @@ https://kogito.kie.org:
   addition_method: manual
   content_hash: d0e83f90a4daa572bacd9c30d176d228981c6a2e6ec5be4b3d4b27981c8f4bdd
   health_score: 100.0
-  last_checked: 1779033663.273188
+  last_checked: 1779033663
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:03.273188+02:00'
   last_ai_eval: null
@@ -280961,7 +281761,7 @@ https://komodor.com/blog/5-kubernetes-deployment-best-practices:
   addition_method: manual
   content_hash: 6ee75906ab6bfc661c8ab95acddb2e72eeb2b39ca468e8972bae5349ccfa9127
   health_score: 100.0
-  last_checked: 1779033361.626467
+  last_checked: 1779033361
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:01.626467+02:00'
   last_ai_eval: null
@@ -281029,7 +281829,7 @@ https://komodor.com/blog/using-workflows-to-troubleshoot-like-a-pro:
   addition_method: manual
   content_hash: eab3d121e00dad3df0218a89e9fa8b24e737914be9ff2fa57c64a9e65ba5e85c
   health_score: 100.0
-  last_checked: 1779031698.010009
+  last_checked: 1779031698
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:28:18.010009+02:00'
   last_ai_eval: null
@@ -281301,7 +282101,7 @@ https://konghq.com/blog/kong-and-red-hat-collaboration:
   addition_method: manual
   content_hash: c955e113b4951c5ccb63181f04b25370ce7fbe0374e352e9807a844a49ff391c
   health_score: 100.0
-  last_checked: 1779030332.139395
+  last_checked: 1779030332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:32.139395+02:00'
   last_ai_eval: null
@@ -281360,7 +282160,7 @@ https://konghq.com/kong:
   addition_method: manual
   content_hash: e0ada3da20bd0bc385f4875caa7b8341a299aa8ee60c7111c6488788a2a6646e
   health_score: 100.0
-  last_checked: 1779032457.503011
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.503011+02:00'
   last_ai_eval: null
@@ -281422,7 +282222,7 @@ https://konstruktoid.medium.com/running-a-nginx-container-using-rootless-docker-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031825.065612
+  last_checked: 1779031825
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.065612+02:00'
   last_ai_eval: null
@@ -281456,7 +282256,7 @@ https://konveyor.io:
   addition_method: manual
   content_hash: f1540d5f630ec14e8cb2faaf29828e4560a57bb1401401dc0759b9caadb8bb9d
   health_score: 100.0
-  last_checked: 1779130494.967527
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.967527+02:00'
   last_ai_eval: null
@@ -281526,7 +282326,7 @@ https://kothiyal-anuj.medium.com/serverless-diary-the-ultimate-guide-to-caching-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031086.612575
+  last_checked: 1779031086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:06.612575+02:00'
   last_ai_eval: null
@@ -281560,7 +282360,7 @@ https://kpatronas.medium.com/docker-swarm-high-availability-36ea7ee7f9e8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030597.316365
+  last_checked: 1779030597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.316365+02:00'
   last_ai_eval: null
@@ -281591,7 +282391,7 @@ https://kpi.org/KPI-Basics:
   addition_method: manual
   content_hash: 8d2d7824976db48bc1afb21d78b89d92ed47c612fa40c34b813d9aaab7f2f4d4
   health_score: 100.0
-  last_checked: 1779030824.994748
+  last_checked: 1779030824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.994748+02:00'
   last_ai_eval: null
@@ -281685,7 +282485,7 @@ https://kristhecodingunicorn.com/post/k8s_nginx_oauth:
   addition_method: manual
   content_hash: a97d6471e5a6a166f19494bce7df6d00d3e010b8e2beaef4195cb4786f005576
   health_score: 100.0
-  last_checked: 1779033925.776079
+  last_checked: 1779033925
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.776079+02:00'
   last_ai_eval: null
@@ -281715,7 +282515,7 @@ https://krossboard.app:
   addition_method: manual
   content_hash: af8b10c44e51ab4c1e8b2dd6c84949a5a414fcfbaca76798a0f49caf221ab6a4
   health_score: 100.0
-  last_checked: 1779033806.252007
+  last_checked: 1779033806
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:03:26.252007+02:00'
   last_ai_eval: null
@@ -281746,7 +282546,7 @@ https://kruschecompany.com/kubernetes-operator:
   addition_method: manual
   content_hash: a6e1fab2fe910c7daa2c13b9f62b27f37b2fd915117fdaa63e8c06f0054c1e0e
   health_score: 100.0
-  last_checked: 1779029367.806288
+  last_checked: 1779029367
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.806288+02:00'
   last_ai_eval: null
@@ -281774,7 +282574,7 @@ https://kruschecompany.com/kubernetes-prometheus-operator:
   addition_method: manual
   content_hash: be3d469da51ca884879c630bdf6b2d1e49c7b582629598790ebd7915a574e293
   health_score: 100.0
-  last_checked: 1779030505.130086
+  last_checked: 1779030505
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:25.130086+02:00'
   last_ai_eval: null
@@ -281801,7 +282601,7 @@ https://kruschecompany.com/page-not-found:
   addition_method: manual
   content_hash: ce851e7b5ff66f7dfbb438a253139fffef6b178d8c19fdadafc28766fdb403f8
   health_score: 100.0
-  last_checked: 1779130495.008333
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.008333+02:00'
   last_ai_eval: null
@@ -281933,7 +282733,7 @@ https://ksingh7.medium.com/kubernetes-endpoint-object-your-bridge-to-external-se
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032236.060737
+  last_checked: 1779032236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.060737+02:00'
   last_ai_eval: null
@@ -281964,7 +282764,7 @@ https://ksqldb.io:
   addition_method: manual
   content_hash: aeb3d85d7a5845d81f6104eb0625bfe7c34680c78373b39e9d7717cfb6153517
   health_score: 100.0
-  last_checked: 1779033477.151951
+  last_checked: 1779033477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:57.151951+02:00'
   last_ai_eval: null
@@ -282157,7 +282957,7 @@ https://kube.careers/kubernetes-trend-report-2022-q2:
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
-  last_checked: 1779033118.725427
+  last_checked: 1779033118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.725427+02:00'
   last_ai_eval: null
@@ -282184,7 +282984,7 @@ https://kube.careers/kubernetes-trend-report-2022-q3:
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
-  last_checked: 1779030229.209226
+  last_checked: 1779030229
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:49.209226+02:00'
   last_ai_eval: null
@@ -282211,7 +283011,7 @@ https://kube.careers/kubernetes-trend-report-2022-q4:
   addition_method: manual
   content_hash: daf02e04494410ab869a0d3ad35e3d07e75b0d32f6274fb6c0b13bf6131e241a
   health_score: 100.0
-  last_checked: 1779031516.620437
+  last_checked: 1779031516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:16.620437+02:00'
   last_ai_eval: null
@@ -282338,7 +283138,7 @@ https://kube.events/newsletter:
   addition_method: manual
   content_hash: 97cd769e83cb40fcb4cc31fa0c5988677ccd304b05d0b46d11eac3a790ab3916
   health_score: 100.0
-  last_checked: 1779034224.228515
+  last_checked: 1779034224
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:24.228515+02:00'
   last_ai_eval: null
@@ -282372,7 +283172,7 @@ https://kube.fm/capi-100s-clusters-zain:
   addition_method: automatic
   content_hash: daccee2dc7bd86651ae4e65a9b0abf5c9597b1e14cde543972bcae03461536bc
   health_score: null
-  last_checked: 1780352003.689879
+  last_checked: 1780352003
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:23.689879+02:00'
   last_ai_eval: null
@@ -282410,7 +283210,7 @@ https://kube.today/learn-kubernetes-weekly:
   addition_method: manual
   content_hash: 86368a6d8bbe9589b75dea0658042f8561b53690b25f6e3c7e0663e5a305b424
   health_score: 100.0
-  last_checked: 1779130494.973235
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.973235+02:00'
   last_ai_eval: null
@@ -282572,7 +283372,7 @@ https://kubebyexample.com/en/community/blog/migrating-to-kubernetes-with-open-so
   addition_method: manual
   content_hash: a039b165e8efc94a30c50f03567972f7fe5bd0772408605a292e9d7f5053e8fb
   health_score: 100.0
-  last_checked: 1779029679.607411
+  last_checked: 1779029679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:39.607411+02:00'
   last_ai_eval: null
@@ -282665,7 +283465,7 @@ https://kubedex.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032781.927532
+  last_checked: 1779032781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:21.927532+02:00'
   last_ai_eval: null
@@ -282697,7 +283497,7 @@ https://kubedex.com/autoscaling:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033791.181485
+  last_checked: 1779033791
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:11.181485+02:00'
   last_ai_eval: null
@@ -282729,7 +283529,7 @@ https://kubedex.com/base-images:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030031.931733
+  last_checked: 1779030031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:31.931733+02:00'
   last_ai_eval: null
@@ -282761,7 +283561,7 @@ https://kubedex.com/kubernetes-operating-systems:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034112.476591
+  last_checked: 1779034112
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:32.476591+02:00'
   last_ai_eval: null
@@ -282793,7 +283593,7 @@ https://kubedex.com/redhat-openshift-vs-pivotal-pks-vs-rancher:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031844.790505
+  last_checked: 1779031844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.790505+02:00'
   last_ai_eval: null
@@ -282825,7 +283625,7 @@ https://kubeip.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033794.836564
+  last_checked: 1779033794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.836564+02:00'
   last_ai_eval: null
@@ -282857,7 +283657,7 @@ https://kubeless.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032872.791974
+  last_checked: 1779032872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:52.791974+02:00'
   last_ai_eval: null
@@ -282888,7 +283688,7 @@ https://kubelist.com:
   addition_method: manual
   content_hash: 06d73c7acadecebd77a2e79b27dd265f6f34eb26477b58e943cc559deea13077
   health_score: 100.0
-  last_checked: 1779032524.723841
+  last_checked: 1779032524
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:04.723841+02:00'
   last_ai_eval: null
@@ -283044,7 +283844,7 @@ https://kubernauts.sh:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031671.734803
+  last_checked: 1779031671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.734803+02:00'
   last_ai_eval: null
@@ -283076,7 +283876,7 @@ https://kubernetes-advocate.medium.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030356.153019
+  last_checked: 1779030356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.153019+02:00'
   last_ai_eval: null
@@ -283108,7 +283908,7 @@ https://kubernetes-advocate.medium.com/ci-cd-with-dockers-and-jenkins-70b6f801f9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033973.732169
+  last_checked: 1779033973
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:13.732169+02:00'
   last_ai_eval: null
@@ -283140,7 +283940,7 @@ https://kubernetes-advocate.medium.com/how-to-deploy-a-website-to-aws-with-ansib
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032293.047627
+  last_checked: 1779032293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.047627+02:00'
   last_ai_eval: null
@@ -283204,7 +284004,7 @@ https://kubernetes-on-aws.readthedocs.io:
   addition_method: manual
   content_hash: 60a2577b48dae0528fb6cf9762aeea5b318467997fb61b4ee39c27ee9e13b4d9
   health_score: 100.0
-  last_checked: 1779030531.296233
+  last_checked: 1779030531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:51.296233+02:00'
   last_ai_eval: null
@@ -283297,7 +284097,7 @@ https://kubernetes-sigs.github.io/aws-load-balancer-controller/v2.4/guide/integr
   addition_method: manual
   content_hash: aa823103d58803c854cd607b406e4ab9dfc21af321892fa5e301b9ee88fe1718
   health_score: 100.0
-  last_checked: 1779034318.860009
+  last_checked: 1779034318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.860009+02:00'
   last_ai_eval: null
@@ -283494,7 +284294,7 @@ https://kubernetes.io/blog/2020/05/21/wsl-docker-kubernetes-on-the-windows-deskt
   addition_method: manual
   content_hash: c762c40b55f6cc66d870c68afec6e24a393b96898c6051fd94b3527bbbfcd4c9
   health_score: 100.0
-  last_checked: 1779031431.423156
+  last_checked: 1779031431
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.423156+02:00'
   last_ai_eval: null
@@ -284340,7 +285140,7 @@ https://kubernetes.io/blog/2021/10/18/use-kpng-to-write-specialized-kube-proxier
   addition_method: manual
   content_hash: 73d7bac095489fe9a11474a524c606f073dc596b964d0119efd86bad39fb2a53
   health_score: 100.0
-  last_checked: 1779032080.881724
+  last_checked: 1779032080
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:40.881724+02:00'
   last_ai_eval: null
@@ -285124,7 +285924,7 @@ https://kubernetes.io/blog/2026/05/15/ccm-new-metric-route-sync-total:
   addition_method: automatic
   content_hash: dbc9d6838b2707a36356b2e119c5c5c2fadcbdccb822cde5a7d522364a03e61f
   health_score: null
-  last_checked: 1780352037.401639
+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401639+02:00'
   last_ai_eval: null
@@ -285167,7 +285967,7 @@ https://kubernetes.io/blog/2026/05/15/kubernetes-1-36-feature-mixed-version-prox
   addition_method: automatic
   content_hash: 4f92eaecea5b657a67aedaaa6df62b17923b080c08a3ed8ad06a56f6e79d6655
   health_score: null
-  last_checked: 1780352037.401437
+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401437+02:00'
   last_ai_eval: null
@@ -285211,7 +286011,7 @@ https://kubernetes.io/blog/2026/05/20/etcd-370-beta:
   addition_method: automatic
   content_hash: 46f2f0e84e0b8a9f6ad68653bbecd214ae2d15efe741086adc5db811d45d90ce
   health_score: null
-  last_checked: 1780352424.113325
+  last_checked: 1780352424
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113325+02:00'
   last_ai_eval: null
@@ -285254,7 +286054,7 @@ https://kubernetes.io/blog/2026/05/26/reconciling-unfixed-kubernetes-cves:
   addition_method: automatic
   content_hash: a881c6a7904960d275eee24cfd97d4a3c2c5d9f70e6687cefdd56f6c9980c32b
   health_score: null
-  last_checked: 1780352720.351704
+  last_checked: 1780352720
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351704+02:00'
   last_ai_eval: null
@@ -285326,7 +286126,7 @@ https://kubernetes.io/docs/concepts/configuration/assign-pod-node:
   addition_method: manual
   content_hash: a4eeda3d6c9481f783d99e59017fe277a78f30b83b717a4f83c6ae6f3e5fb7e8
   health_score: 100.0
-  last_checked: 1779034208.059684
+  last_checked: 1779034208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.059684+02:00'
   last_ai_eval: null
@@ -285485,7 +286285,7 @@ https://kubernetes.io/docs/concepts/policy/pod-security-policy:
   addition_method: manual
   content_hash: 866f23a6ee6d1dbf146ad2c7ebfb83f42a35d81c47e9d82cc3ed95ec37a64ab3
   health_score: 100.0
-  last_checked: 1779030779.518937
+  last_checked: 1779030779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:59.518937+02:00'
   last_ai_eval: null
@@ -285644,7 +286444,7 @@ https://kubernetes.io/docs/concepts/security/overview:
   addition_method: manual
   content_hash: c0cc3baba8eaaedaf83082627126f9515a0d70d869abf3f3a2863ec5b6a51feb
   health_score: 100.0
-  last_checked: 1779030954.422644
+  last_checked: 1779030954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:54.422644+02:00'
   last_ai_eval: null
@@ -285770,7 +286570,7 @@ https://kubernetes.io/docs/concepts/services-networking/service:
   addition_method: manual
   content_hash: b0dda1b40053837e7ae4793158903472024ed6ad6b7c153b65d992144d85e092
   health_score: 100.0
-  last_checked: 1779029459.285103
+  last_checked: 1779029459
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:59.285103+02:00'
   last_ai_eval: null
@@ -285828,7 +286628,7 @@ https://kubernetes.io/docs/concepts/workloads/pods/pod-topology-spread-constrain
   addition_method: manual
   content_hash: f2f96449f340b343a8c77814bce0118affd23cfa93ebc60d4890900459d8a894
   health_score: 100.0
-  last_checked: 1779031460.7002
+  last_checked: 1779031460
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.700200+02:00'
   last_ai_eval: null
@@ -285953,7 +286753,7 @@ https://kubernetes.io/docs/reference/kubectl/cheatsheet:
   addition_method: manual
   content_hash: 1c9904d1fbd88b549d1db4cd7ad2ab386f8cd50b2eb83cfdc193f64458402e1d
   health_score: 100.0
-  last_checked: 1779029985.002475
+  last_checked: 1779029985
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:45.002475+02:00'
   last_ai_eval: null
@@ -286080,7 +286880,7 @@ https://kubernetes.io/docs/reference/scheduling/config:
   addition_method: manual
   content_hash: db6f8da36d2ea48c1c42d30dda6bc112c4c1e27302d4bb5331245394834ace2c
   health_score: 100.0
-  last_checked: 1779130495.032002
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.032002+02:00'
   last_ai_eval: null
@@ -286406,7 +287206,7 @@ https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale:
   addition_method: manual
   content_hash: a9f935606a84432161200b555014e250514cde637c24d1469af74122161a686b
   health_score: 100.0
-  last_checked: 1779034049.420531
+  last_checked: 1779034049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.420531+02:00'
   last_ai_eval: null
@@ -286500,7 +287300,7 @@ https://kubernetesbyexample.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.758453
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.758453+02:00'
   last_ai_eval: null
@@ -286633,7 +287433,7 @@ https://kubernetestutorials.com/install-and-deploy-kubernetes-on-centos-7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029124.140051
+  last_checked: 1779029124
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:24.140051+02:00'
   last_ai_eval: null
@@ -286665,7 +287465,7 @@ https://kubernetestutorials.com/kubernetes-tutorials/kubernetes-introduction-to-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031446.259072
+  last_checked: 1779031446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:06.259072+02:00'
   last_ai_eval: null
@@ -286697,7 +287497,7 @@ https://kubeshark.co:
   addition_method: manual
   content_hash: cd0b8278ff0a583c223d90cc249ad0e5566011eb797776cab27baea084ca366b
   health_score: 100.0
-  last_checked: 1779030175.100772
+  last_checked: 1779030175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:55.100772+02:00'
   last_ai_eval: null
@@ -286724,7 +287524,7 @@ https://kubeshop.github.io/monokle:
   addition_method: manual
   content_hash: fc36c6ea851ec23ab441534181bc6559afa3f355651d8847c75faa89a99aa413
   health_score: 100.0
-  last_checked: 1779034394.490386
+  last_checked: 1779034394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.490386+02:00'
   last_ai_eval: null
@@ -286754,7 +287554,7 @@ https://kubeshop.io:
   addition_method: manual
   content_hash: 3e56ce5bd69843e7ceeca13d67b2d1ea1e7e5f9a96fed6dbfaf3762c97d21fc8
   health_score: 100.0
-  last_checked: 1779031351.805853
+  last_checked: 1779031351
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:22:31.805853+02:00'
   last_ai_eval: null
@@ -286893,7 +287693,7 @@ https://kubesphere.io/blogs/kubeeye-automatic-cluster-diagnostic-tool:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030996.177435
+  last_checked: 1779030996
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:36.177435+02:00'
   last_ai_eval: null
@@ -287032,7 +287832,7 @@ https://kubetools.io/kopylot-an-ai-powered-kubernetes-assistant-for-devops-devel
   addition_method: manual
   content_hash: 22c69347e82d8379e814782608caba158101c76c2d5feac3d1945a86a11b43ff
   health_score: 100.0
-  last_checked: 1779130495.010793
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.010793+02:00'
   last_ai_eval: null
@@ -287098,7 +287898,7 @@ https://kubetools.io/why-k9s-should-be-your-go-to-tool-for-kubernetes-management
   addition_method: manual
   content_hash: cde5cfc6d33fcfe7c8abab886d8e6304febb2c0a00f5f35c5e291a78cabb7819
   health_score: 100.0
-  last_checked: 1779130494.997096
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.997096+02:00'
   last_ai_eval: null
@@ -287132,7 +287932,7 @@ https://kubevela.io:
   addition_method: manual
   content_hash: b10c4920a3537933054ad09966865a1a9bd15cae560745b814a6c971c3bd29d8
   health_score: 100.0
-  last_checked: 1779029689.288522
+  last_checked: 1779029689
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:49.288522+02:00'
   last_ai_eval: null
@@ -287166,7 +287966,7 @@ https://kubevious.io:
   addition_method: manual
   content_hash: 2899deb33300e3afe59adf9a12f316a46d28dde8f291b1b7804e61d78e8b25e3
   health_score: 100.0
-  last_checked: 1779030220.239399
+  last_checked: 1779030220
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:40.239399+02:00'
   last_ai_eval: null
@@ -287197,7 +287997,7 @@ https://kubevious.io/blog/post/kubevious-saas-beta-launch:
   addition_method: manual
   content_hash: edbf936550f176276e57f481a3c9fb467317a9ba206234a4caa00860128fb6b5
   health_score: 100.0
-  last_checked: 1779032900.650901
+  last_checked: 1779032900
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:48:20.650901+02:00'
   last_ai_eval: null
@@ -287256,7 +288056,7 @@ https://kubevious.io/docs/built-in-validators:
   addition_method: manual
   content_hash: 093799c23e29835a8e9e30f40da4c4b60a422c2c16d0bd0ee37bff70264ed3a6
   health_score: 100.0
-  last_checked: 1779030296.052338
+  last_checked: 1779030296
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:56.052338+02:00'
   last_ai_eval: null
@@ -287314,7 +288114,7 @@ https://kubezilla.com/tools:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030482.417033
+  last_checked: 1779030482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:02.417033+02:00'
   last_ai_eval: null
@@ -287348,7 +288148,7 @@ https://kuderko.medium.com/fixing-bad-cpu-usage-distribution-in-kubernetes-e1e43
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030854.232914
+  last_checked: 1779030854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.232914+02:00'
   last_ai_eval: null
@@ -287381,7 +288181,7 @@ https://kudo.dev:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.583098
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.583098+02:00'
   last_ai_eval: null
@@ -287449,7 +288249,7 @@ https://kumomind.medium.com/should-i-consider-the-gitops-methodology-f49e042b8c2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029988.664804
+  last_checked: 1779029988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.664804+02:00'
   last_ai_eval: null
@@ -287555,7 +288355,7 @@ https://kustomizer.dev:
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@@ -297133,7 +297933,7 @@ https://levelup.gitconnected.com/continuous-integration-continuous-deployment-wi
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -297165,7 +297965,7 @@ https://levelup.gitconnected.com/deploying-simple-golang-webapp-to-kubernetes-25
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   content_hash: N/A
   health_score: 100.0
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@@ -297197,7 +297997,7 @@ https://levelup.gitconnected.com/digestible-devops-the-7-devops-practices-8bd8b3
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   health_score: 100.0
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@@ -297231,7 +298031,7 @@ https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-micro
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:21:42.168021+02:00'
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@@ -297265,7 +298065,7 @@ https://levelup.gitconnected.com/do-you-know-distributed-job-scheduling-in-micro
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   content_hash: N/A
   health_score: 100.0
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@@ -297297,7 +298097,7 @@ https://levelup.gitconnected.com/enforce-audit-policy-in-kubernetes-k8s-34e50473
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   health_score: 100.0
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   content_hash: N/A
   health_score: 100.0
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:53:25.876547+02:00'
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@@ -297427,7 +298227,7 @@ https://levelup.gitconnected.com/flux-cd-getting-started-1a06671d718f:
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   health_score: 100.0
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   health_score: 100.0
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@@ -297525,7 +298325,7 @@ https://levelup.gitconnected.com/getting-started-with-argocd-on-your-kubernetes-
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@@ -297559,7 +298359,7 @@ https://levelup.gitconnected.com/github-actions-self-hosted-runners-on-amazon-ek
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@@ -297591,7 +298391,7 @@ https://levelup.gitconnected.com/github-may-replace-dockerhub-a5da5e547f01:
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@@ -297625,7 +298425,7 @@ https://levelup.gitconnected.com/gitops-ci-cd-using-github-actions-and-argocd-on
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@@ -297657,7 +298457,7 @@ https://levelup.gitconnected.com/helm-101-for-developers-1c28e734937e:
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   content_hash: N/A
   health_score: 100.0
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@@ -297721,7 +298521,7 @@ https://levelup.gitconnected.com/helm-named-templates-de2efc3875d0:
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   discovered_at: '2026-05-17T17:00:34.509989+02:00'
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@@ -297755,7 +298555,7 @@ https://levelup.gitconnected.com/helm-vs-kustomize-navigating-kubernetes-configu
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@@ -297825,7 +298625,7 @@ https://levelup.gitconnected.com/how-to-guess-the-right-size-for-your-kubernetes
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@@ -297921,7 +298721,7 @@ https://levelup.gitconnected.com/introduction-to-helm-dashboard-dddf43e38cc2:
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@@ -297985,7 +298785,7 @@ https://levelup.gitconnected.com/kubernetes-101-secrets-20d068ab0563:
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@@ -298053,7 +298853,7 @@ https://levelup.gitconnected.com/kubernetes-101-understanding-the-basics-of-cont
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@@ -298119,7 +298919,7 @@ https://levelup.gitconnected.com/kubernetes-planternetes-v1-28-non-graceful-node
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   health_score: 100.0
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   health_score: 100.0
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@@ -298281,7 +299081,7 @@ https://levelup.gitconnected.com/nestjs-microservices-with-grpc-api-gateway-and-
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   health_score: 100.0
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@@ -298313,7 +299113,7 @@ https://levelup.gitconnected.com/openshift-the-next-level-of-kubernetes-6d58ad72
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   health_score: 100.0
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   health_score: 100.0
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@@ -298411,7 +299211,7 @@ https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f214
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   health_score: 100.0
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@@ -298445,7 +299245,7 @@ https://levelup.gitconnected.com/scale-your-apps-using-keda-in-kubernetes-a1f214
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   health_score: 100.0
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   health_score: 100.0
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@@ -298545,7 +299345,7 @@ https://levelup.gitconnected.com/step-by-step-slow-guide-kubernetes-dashboard-on
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   health_score: 100.0
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@@ -298577,7 +299377,7 @@ https://levelup.gitconnected.com/the-core-of-kubernetes-security-clusters-5d9a69
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@@ -298611,7 +299411,7 @@ https://levelup.gitconnected.com/top-30-git-commands-you-should-know-to-master-g
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   health_score: 100.0
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@@ -298710,7 +299510,7 @@ https://levelup.gitconnected.com/whats-wrong-with-your-crudy-interfaces-besides-
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   health_score: 100.0
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@@ -298742,7 +299542,7 @@ https://liavyona09.medium.com/spice-up-your-kubernetes-environment-with-aws-lamb
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   health_score: 100.0
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@@ -298900,7 +299700,7 @@ https://lightstep.com:
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   content_hash: N/A
   health_score: 100.0
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@@ -299024,7 +299824,7 @@ https://linkerd.io/2020/06/09/announcing-linkerd-2.8:
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@@ -299116,7 +299916,7 @@ https://linkerd.io/2021/07/28/announcing-cncf-graduation:
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@@ -299209,7 +300009,7 @@ https://linkerd.io/2021/12/28/using-kubernetess-new-bound-service-account-tokens
   addition_method: manual
   content_hash: ec9d042e3c08dbd75b50b0c7e5508936b905256309179f75431203eb23e2f976
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   discovered_at: '2026-05-17T17:25:43.692146+02:00'
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@@ -299270,7 +300070,7 @@ https://linkerd.io/2022/03/09/announcing-automated-multi-cluster-failover-for-ku
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:34:51.253984+02:00'
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@@ -299331,7 +300131,7 @@ https://linoxide.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029899.104247
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.104247+02:00'
   last_ai_eval: null
@@ -299364,7 +300164,7 @@ https://linoxide.com/linux-command/use-ip-command-linux:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032361.028584
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:21.028584+02:00'
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@@ -299496,7 +300296,7 @@ https://linuxacademy.com/blog/containers/kubernetes-cheat-sheet:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030882.650531
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.650531+02:00'
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@@ -299528,7 +300328,7 @@ https://linuxacademy.com/blog/red-hat/ansible-roles-explained:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033222.610395
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.610395+02:00'
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@@ -299560,7 +300360,7 @@ https://linuxconfig.org/python-tuples:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.487960+02:00'
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@@ -299791,7 +300591,7 @@ https://linuxhandbook.com/yum-cheatsheet:
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@@ -299819,7 +300619,7 @@ https://linuxjourney.com:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -299851,7 +300651,7 @@ https://linuxjourney.com/lesson/the-shell:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029878.216581
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:58.216581+02:00'
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@@ -300055,7 +300855,7 @@ https://liquidat.wordpress.com/2016/06/27/howto-writing-an-ansible-module-for-a-
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   needs_ai_refresh: true
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@@ -300117,7 +300917,7 @@ https://lisowski0925.medium.com/using-kubernetes-csrs-and-rbac-for-cluster-user-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029371.125907
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.125907+02:00'
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@@ -300148,7 +300948,7 @@ https://livecodestream.dev/post/2020-08-21-git-concepts-and-workflow-for-beginne
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   discovered_at: '2026-05-17T17:16:11.164697+02:00'
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@@ -300175,7 +300975,7 @@ https://livecodestream.dev/post/five-advanced-git-concepts-that-make-you-look-li
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@@ -300237,7 +301037,7 @@ https://localstack.cloud:
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@@ -300299,7 +301099,7 @@ https://loft-sh.medium.com/10-essentials-for-kubernetes-access-control-a67ae7297
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.174398+02:00'
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@@ -300333,7 +301133,7 @@ https://loft-sh.medium.com/how-virtual-kubernetes-clusters-can-speed-up-your-loc
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   health_score: 100.0
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@@ -300367,7 +301167,7 @@ https://loft-sh.medium.com/kubernetes-network-policies-a-practitioners-guide-c9b
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:53:14.225599+02:00'
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@@ -300398,7 +301198,7 @@ https://loft-sh.medium.com/kubernetes-statefulset-examples-best-practices-902cd5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033663.21966
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@@ -300425,7 +301225,7 @@ https://loft.sh/blog/10-essentials-for-kubernetes-multi-tenancy:
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@@ -300452,7 +301252,7 @@ https://loft.sh/blog/checklist-for-kubernetes-based-development:
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@@ -300479,7 +301279,7 @@ https://loft.sh/blog/docker-compose-to-kubernetes-step-by-step-migration:
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@@ -300506,7 +301306,7 @@ https://loft.sh/blog/gitops-kubernetes-explained:
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@@ -300533,7 +301333,7 @@ https://loft.sh/blog/how-to-set-up-kubernetes-requests-and-limits:
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@@ -300560,7 +301360,7 @@ https://loft.sh/blog/kubernetes-admission-controllers-what-they-are-and-why-they
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@@ -300614,7 +301414,7 @@ https://loft.sh/blog/kubernetes-cost-monitoring-with-prometheus-and-grafana:
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@@ -300668,7 +301468,7 @@ https://loft.sh/blog/kubernetes-dashboards-headlamp:
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@@ -300695,7 +301495,7 @@ https://loft.sh/blog/kubernetes-development-environments-comparison:
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@@ -300722,7 +301522,7 @@ https://loft.sh/blog/kubernetes-monitoring-dashboards-5-best-open-source-tools:
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@@ -300749,7 +301549,7 @@ https://loft.sh/blog/kubernetes-multi-tenancy-why-virtual-clusters-are-the-best-
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@@ -300803,7 +301603,7 @@ https://loft.sh/blog/kubernetes-network-policies-for-isolating-namespaces:
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@@ -300992,7 +301792,7 @@ https://loft.sh/blog/multi-tenant-kubernetes-clusters-challenges-and-useful-tool
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@@ -301019,7 +301819,7 @@ https://loft.sh/blog/platform-engineering-the-definitive-guide:
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@@ -301073,7 +301873,7 @@ https://loft.sh/blog/self-service-kubernetes-namespaces-are-a-game-changer:
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@@ -301100,7 +301900,7 @@ https://loft.sh/blog/skaffold-vs-tilt-vs-devspace:
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@@ -301127,7 +301927,7 @@ https://loft.sh/blog/the-cost-of-managed-kubernetes-a-comparison:
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@@ -301154,7 +301954,7 @@ https://loft.sh/blog/using-kubernetes-ephemeral-containers-for-troubleshooting:
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@@ -301180,7 +301980,7 @@ https://logging.apache.org/log4j/2.x/security.html:
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   discovered_at: '2026-05-17T17:03:24.261516+02:00'
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@@ -301242,7 +302042,7 @@ https://logging.apache.org/security.html:
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   discovered_at: '2026-05-18T20:54:55.023288+02:00'
   last_ai_eval: null
@@ -301274,7 +302074,7 @@ https://logz.io:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736142
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:22.840231+02:00'
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@@ -301308,7 +302108,7 @@ https://logz.io/blog/aws-ec2-metrics:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735876.136949
+  last_checked: 1781735876
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.136949+02:00'
   last_ai_eval: null
@@ -301341,7 +302141,7 @@ https://logz.io/blog/aws-lambda-metrics-monitoring-guide:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735876.271815
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:56.271815+02:00'
   last_ai_eval: null
@@ -301375,7 +302175,7 @@ https://logz.io/blog/finops-observability-monitoring-kubernetes-cost:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.222784+02:00'
   last_ai_eval: null
@@ -301407,7 +302207,7 @@ https://logz.io/blog/grok-pattern-examples-for-log-parsing:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736101.636582
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.636582+02:00'
   last_ai_eval: null
@@ -301438,7 +302238,7 @@ https://logz.io/blog/kibana-tutorial-2:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.887992+02:00'
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@@ -301465,7 +302265,7 @@ https://logz.io/blog/logstash-grok:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -301498,7 +302298,7 @@ https://logz.io/blog/monitoring-reality-check:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -301531,7 +302331,7 @@ https://logz.io/blog/open-source-monitoring-tools-for-kubernetes:
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@@ -301564,7 +302364,7 @@ https://logz.io/blog/open-source-observability-adoption-migration-curve:
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@@ -301596,7 +302396,7 @@ https://logz.io/blog/opensearch-1-0-ga-generally-available-elasticsearch-kibana-
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   health_score: 100.0
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@@ -301627,7 +302427,7 @@ https://logz.io/blog/prometheus-as-a-service-launch:
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   health_score: 100.0
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@@ -301653,7 +302453,7 @@ https://logz.io/blog/unified-observability-kubernetes-360:
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@@ -301681,7 +302481,7 @@ https://logz.io/blog/windows-kubernetes-nodes-aks-metrics:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -301712,7 +302512,7 @@ https://logz.io/learn/opentelemetry-guide:
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   health_score: 100.0
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@@ -301741,7 +302541,7 @@ https://logz.io/learn/opentelemetry-guide:
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@@ -302067,7 +302867,7 @@ https://lucid.co/lucidscale:
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@@ -302125,7 +302925,7 @@ https://lucidscale.com:
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@@ -302185,7 +302985,7 @@ https://luis-sena.medium.com/automated-aws-load-balancer-warm-up-d0b4084c8bbc:
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   health_score: 100.0
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@@ -302485,7 +303285,7 @@ https://lwkd.info/2026/20260514:
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@@ -302531,7 +303331,7 @@ https://lwkd.info/2026/20260522:
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@@ -302646,7 +303446,7 @@ https://lynnlangit.medium.com/tech-anti-interviewing-106674655ea0:
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   health_score: 100.0
-  last_checked: 1779029294.352886
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@@ -302709,7 +303509,7 @@ https://lzone.de/cheat-sheet/Docker%20Swarm:
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@@ -302736,7 +303536,7 @@ https://lzone.de/cheat-sheet/Maven:
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@@ -302763,7 +303563,7 @@ https://lzone.de/cheat-sheet/SSH:
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@@ -302790,7 +303590,7 @@ https://lzone.de/cheat-sheet/Terraform:
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@@ -302817,7 +303617,7 @@ https://m.signalvnoise.com/running-spot-instances-effectively-with-amazon-eks:
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@@ -302944,7 +303744,7 @@ https://mad.firstmark.com:
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@@ -303009,7 +303809,7 @@ https://madokai.medium.com/why-i-dont-consider-your-certifications-during-an-int
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@@ -303074,7 +303874,7 @@ https://magnet.xataka.com/en-diez-minutos/esclavos-improductividad-70-reuniones-
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@@ -303132,7 +303932,7 @@ https://maheshwari-bittu.medium.com/why-event-driven-architecture-eda-is-needed-
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@@ -303166,7 +303966,7 @@ https://mahira-technology.medium.com/deploying-aws-codepipeline-with-terraform-d
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@@ -303346,7 +304146,7 @@ https://makendran.hashnode.dev/just-in-time-worker-nodes-with-karpenter:
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   health_score: 100.0
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@@ -303478,7 +304278,7 @@ https://manfredmlange.medium.com/containerized-keycloak-in-development-2f9d079ec
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@@ -303510,7 +304310,7 @@ https://manifests.io:
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@@ -303573,7 +304373,7 @@ https://manz.dev/cheatsheets:
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@@ -303600,7 +304400,7 @@ https://marcincuber.medium.com/amazon-eks-upgrade-journey-from-1-24-to-1-25-e1bc
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   health_score: 100.0
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@@ -303670,7 +304470,7 @@ https://marcofranssen.nl/install-hashicorp-vault-on-kubernetes-using-helm-part-1
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@@ -303958,7 +304758,7 @@ https://marketplace.redhat.com:
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@@ -303989,7 +304789,7 @@ https://marketplace.redhat.com/en-us/blog/dont-treat-kubernetes-storage-as-an-af
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@@ -304057,7 +304857,7 @@ https://marketplace.visualstudio.com:
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@@ -304091,7 +304891,7 @@ https://marketplace.visualstudio.com/azuredevops:
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@@ -304124,7 +304924,7 @@ https://marketplace.visualstudio.com/items&itemName=Tim-Koehler.helm-intellisens
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:02.380435+02:00'
   last_ai_eval: null
@@ -309099,7 +309899,7 @@ https://mbuffett.com/posts/ktunnel-ngrok-replace:
   addition_method: manual
   content_hash: 1a4aaab7001c467742b5189a9e4e94a11e9cb4aa8d0dcaff043256ed97876ea4
   health_score: 100.0
-  last_checked: 1779032000.018332
+  last_checked: 1779032000
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:20.018332+02:00'
   last_ai_eval: null
@@ -309131,7 +309931,7 @@ https://mckornfield.medium.com/working-with-hpas-in-kubernetes-ced39263b596:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033240.271134
+  last_checked: 1779033240
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.271134+02:00'
   last_ai_eval: null
@@ -309162,7 +309962,7 @@ https://mcpbundles.com:
   addition_method: manual
   content_hash: 73ad596127eb3ef2efeae8037ac84e803f38e2fac0cb28dcdcfce00431d3896a
   health_score: 100.0
-  last_checked: 1779034132.234026
+  last_checked: 1779034132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:52.234026+02:00'
   last_ai_eval: null
@@ -309190,7 +309990,7 @@ https://media.defense.gov/2021/Aug/03/2002820425/-1/-1/1/CTR_KUBERNETES%20HARDEN
   addition_method: manual
   content_hash: null
   health_score: 80.0
-  last_checked: 1779032874.431616
+  last_checked: 1779032874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.431616+02:00'
   last_ai_eval: null
@@ -309260,7 +310060,7 @@ https://mediatemple.net/blog/cloud-hosting/cicd-workflows-aws-3-use-cases:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030422.718375
+  last_checked: 1779030422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.718375+02:00'
   last_ai_eval: null
@@ -309325,7 +310125,7 @@ https://medium.com/01001101/using-terraform-with-azure-the-right-way-35af3b51a6b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033507.743222
+  last_checked: 1779033507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.743222+02:00'
   last_ai_eval: null
@@ -309357,7 +310157,7 @@ https://medium.com/4th-coffee/10-best-devops-tools-for-start-ups-91eb69bc3128:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029552.35408
+  last_checked: 1779029552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:32.354080+02:00'
   last_ai_eval: null
@@ -309389,7 +310189,7 @@ https://medium.com/4th-coffee/10-new-devops-tools-to-watch-in-2023-e974dbb1f1bb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031647.231364
+  last_checked: 1779031647
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.231364+02:00'
   last_ai_eval: null
@@ -309423,7 +310223,7 @@ https://medium.com/4th-coffee/a-comprehensive-tutorial-on-service-mesh-istio-env
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029609.295731
+  last_checked: 1779029609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.295731+02:00'
   last_ai_eval: null
@@ -309455,7 +310255,7 @@ https://medium.com/4th-coffee/state-of-kubernetes-secrets-management-in-2022-614
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033671.555246
+  last_checked: 1779033671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.555246+02:00'
   last_ai_eval: null
@@ -309489,7 +310289,7 @@ https://medium.com/4th-coffee/what-is-policy-as-code-an-introduction-to-open-pol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033030.234887
+  last_checked: 1779033030
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.234887+02:00'
   last_ai_eval: null
@@ -309523,7 +310323,7 @@ https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031450.783296
+  last_checked: 1779031450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.783296+02:00'
   last_ai_eval: null
@@ -309559,7 +310359,7 @@ https://medium.com/99dotco/a-detail-guide-to-deploying-elasticsearch-on-elastic-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029634.072413
+  last_checked: 1779029634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.072413+02:00'
   last_ai_eval: null
@@ -309591,7 +310391,7 @@ https://medium.com/@15daniel10/yoyo-attack-on-a-k8s-cluster-102bc1d5ca3e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034090.305844
+  last_checked: 1779034090
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.305844+02:00'
   last_ai_eval: null
@@ -309623,7 +310423,7 @@ https://medium.com/@AceTheCloud-Abhishek/50-shades-of-containers-and-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030525.384847
+  last_checked: 1779030525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:45.384847+02:00'
   last_ai_eval: null
@@ -309655,7 +310455,7 @@ https://medium.com/@Alibaba_Cloud/getting-started-with-kubernetes-etcd-a26cba0b4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033655.370317
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.370317+02:00'
   last_ai_eval: null
@@ -309687,7 +310487,7 @@ https://medium.com/@BeNitinAgarwal/lifecycle-of-docker-container-d2da9f85959:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031548.17818
+  last_checked: 1779031548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:48.178180+02:00'
   last_ai_eval: null
@@ -309721,7 +310521,7 @@ https://medium.com/@CloudifyOps/setting-up-a-horizontal-pod-autoscaler-for-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032231.938339
+  last_checked: 1779032231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.938339+02:00'
   last_ai_eval: null
@@ -309753,7 +310553,7 @@ https://medium.com/@CuriousLearner/deploying-efk-stack-on-kubernetes-c25ba2682c9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029063.260983
+  last_checked: 1779029063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:23.260983+02:00'
   last_ai_eval: null
@@ -309785,7 +310585,7 @@ https://medium.com/@DevOps-Diva.o/implementing-security-on-azure-devops-pipeline
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033024.776805
+  last_checked: 1779033024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.776805+02:00'
   last_ai_eval: null
@@ -309819,7 +310619,7 @@ https://medium.com/@DevOpsfreak/top-12-kubernetes-installation-errors-you-cant-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032236.03232
+  last_checked: 1779032236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.032320+02:00'
   last_ai_eval: null
@@ -309851,7 +310651,7 @@ https://medium.com/@ElizAyer/meetings-are-the-work-9e429dde6aa3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.526538
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.526538+02:00'
   last_ai_eval: null
@@ -309883,7 +310683,7 @@ https://medium.com/@GiantSwarm/deep-dive-into-kubernetes-networking-in-azure-9f0
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033735.318063
+  last_checked: 1779033735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.318063+02:00'
   last_ai_eval: null
@@ -309917,7 +310717,7 @@ https://medium.com/@GranulateIntel/the-fundamental-principles-of-kubernetes-capa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030731.860266
+  last_checked: 1779030731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:11.860266+02:00'
   last_ai_eval: null
@@ -309951,7 +310751,7 @@ https://medium.com/@HirenDhaduk1/best-choice-to-run-your-containers-aws-fargate-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033764.913194
+  last_checked: 1779033764
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:44.913194+02:00'
   last_ai_eval: null
@@ -309983,7 +310783,7 @@ https://medium.com/@HirenDhaduk1/top-kubernetes-observability-tools-and-their-us
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031435.486365
+  last_checked: 1779031435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:55.486365+02:00'
   last_ai_eval: null
@@ -310014,7 +310814,7 @@ https://medium.com/@KarlKFI/yaml-sh-yaml-sans-helm-e983a3dfdaec:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032076.655032
+  last_checked: 1779032076
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.655032+02:00'
   last_ai_eval: null
@@ -310042,7 +310842,7 @@ https://medium.com/@Kubernetes_Advocate:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030005.384735
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.384735+02:00'
   last_ai_eval: null
@@ -310076,7 +310876,7 @@ https://medium.com/@Kubernetes_Advocate:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033213.016423
+  last_checked: 1779033213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.016423+02:00'
   last_ai_eval: null
@@ -310108,7 +310908,7 @@ https://medium.com/@LachlanEvenson/mutating-kubernetes-resources-with-gatekeeper
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031110.846425
+  last_checked: 1779031110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.846425+02:00'
   last_ai_eval: null
@@ -310141,7 +310941,7 @@ https://medium.com/@LachlanEvenson/verifying-container-signatures-on-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031327.06646
+  last_checked: 1779031327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.066460+02:00'
   last_ai_eval: null
@@ -310175,7 +310975,7 @@ https://medium.com/@MetricFire/monitoring-kubernetes-tutorial-using-grafana-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029938.817495
+  last_checked: 1779029938
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.817495+02:00'
   last_ai_eval: null
@@ -310209,7 +311009,7 @@ https://medium.com/@Mohamed-ElEmam/build-docker-images-in-kubernetes-pod-without
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031215.609739
+  last_checked: 1779031215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.609739+02:00'
   last_ai_eval: null
@@ -310243,7 +311043,7 @@ https://medium.com/@Paddy_Adallah/how-to-choose-kubernetes-platforms-for-enterpr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.04817
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.048170+02:00'
   last_ai_eval: null
@@ -310276,7 +311076,7 @@ https://medium.com/@Platform9Sys/kubernetes-cloud-services-comparing-gke-eks-and
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034482.25414
+  last_checked: 1779034482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.254140+02:00'
   last_ai_eval: null
@@ -310310,7 +311110,7 @@ https://medium.com/@RoussiAbel/optimizing-java-base-docker-images-size-from-674m
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032251.795242
+  last_checked: 1779032251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.795242+02:00'
   last_ai_eval: null
@@ -310342,7 +311142,7 @@ https://medium.com/@Sandeepkallazhi/velero-backup-restore-for-k8s-stateful-appli
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031061.127293
+  last_checked: 1779031061
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:41.127293+02:00'
   last_ai_eval: null
@@ -310376,7 +311176,7 @@ https://medium.com/@ScrumPokerPro/cloud-native-architecture-with-kubernetes-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033715.601731
+  last_checked: 1779033715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.601731+02:00'
   last_ai_eval: null
@@ -310408,7 +311208,7 @@ https://medium.com/@Techie1/networking-tasks-in-production-using-ansible-b09d0a6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031796.264776
+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.264776+02:00'
   last_ai_eval: null
@@ -310440,7 +311240,7 @@ https://medium.com/@TimvanBaarsen/maven-cheat-sheet-45942d8c0b86:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.690171
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.690171+02:00'
   last_ai_eval: null
@@ -310474,7 +311274,7 @@ https://medium.com/@TonyBologni/4-reasons-why-4-is-the-perfect-team-size-for-agi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034499.436767
+  last_checked: 1779034499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.436767+02:00'
   last_ai_eval: null
@@ -310508,7 +311308,7 @@ https://medium.com/@Tyler.Gallimore/deploying-apache-web-server-on-aws-ec2-with-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033510.950322
+  last_checked: 1779033510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.950322+02:00'
   last_ai_eval: null
@@ -310542,7 +311342,7 @@ https://medium.com/@ZiXianZeroX/setting-up-an-on-premise-kubernetes-cluster-from
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031388.844332
+  last_checked: 1779031388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.844332+02:00'
   last_ai_eval: null
@@ -310576,7 +311376,7 @@ https://medium.com/@_gdantas/backstage-and-terraform-a-powerful-combination-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033794.810447
+  last_checked: 1779033794
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.810447+02:00'
   last_ai_eval: null
@@ -310608,7 +311408,7 @@ https://medium.com/@a.j.abbott24/kubernetes-multi-environment-config-management-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034134.342316
+  last_checked: 1779034134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.342316+02:00'
   last_ai_eval: null
@@ -310641,7 +311441,7 @@ https://medium.com/@abdelrhmanahmed131/longhorn-distributed-block-storage-for-k8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031552.684973
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.684973+02:00'
   last_ai_eval: null
@@ -310673,7 +311473,7 @@ https://medium.com/@abdulfayis/storage-orchestration-for-kubernetes-c6370f943e23
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029123.633869
+  last_checked: 1779029123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.633869+02:00'
   last_ai_eval: null
@@ -310707,7 +311507,7 @@ https://medium.com/@abhimanyubajaj98/deploying-kubernetes-from-scratch-with-terr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030572.404825
+  last_checked: 1779030572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.404825+02:00'
   last_ai_eval: null
@@ -310740,7 +311540,7 @@ https://medium.com/@abhinav.ittekot/granting-iam-permissions-to-pods-in-eks-usin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031327.101634
+  last_checked: 1779031327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.101634+02:00'
   last_ai_eval: null
@@ -310772,7 +311572,7 @@ https://medium.com/@abhinav.ittekot/running-kubernetes-jobs-with-sidecar-contain
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030172.040379
+  last_checked: 1779030172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.040379+02:00'
   last_ai_eval: null
@@ -310804,7 +311604,7 @@ https://medium.com/@abhishekbhardwaj510/gitops-with-jenkins-and-kubernetes-c2042
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031752.448725
+  last_checked: 1779031752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.448725+02:00'
   last_ai_eval: null
@@ -310838,7 +311638,7 @@ https://medium.com/@abhisman.sarkar/kubernetes-monitoring-effective-cluster-trac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033037.067823
+  last_checked: 1779033037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.067823+02:00'
   last_ai_eval: null
@@ -310871,7 +311671,7 @@ https://medium.com/@adarsh.prabhu/microservices-and-the-world-with-a-service-mes
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031122.186216
+  last_checked: 1779031122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.186216+02:00'
   last_ai_eval: null
@@ -310903,7 +311703,7 @@ https://medium.com/@adeelsubhan25/how-to-setup-and-build-docker-images-on-window
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034520.697114
+  last_checked: 1779034520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.697114+02:00'
   last_ai_eval: null
@@ -310935,7 +311735,7 @@ https://medium.com/@adityadhopade18/mastering-k8s-event-driven-autoscaling-cd1b9
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.455709+02:00'
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@@ -310967,7 +311767,7 @@ https://medium.com/@adnn.selimovic/creating-kubernetes-operator-using-kubebuilde
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:22.281294+02:00'
   last_ai_eval: null
@@ -310999,7 +311799,7 @@ https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.278385+02:00'
   last_ai_eval: null
@@ -311033,7 +311833,7 @@ https://medium.com/@adolfo.diaz.zar/secret-management-with-terraform-6b5e02f9437
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:08:19.558951+02:00'
   last_ai_eval: null
@@ -311067,7 +311867,7 @@ https://medium.com/@ahmed.farhan/kafka-setup-in-kubernetes-using-strimzi-k8s-ope
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:07.136392+02:00'
   last_ai_eval: null
@@ -311099,7 +311899,7 @@ https://medium.com/@ahmed.fathy.elayaat/gitops-fc27ef5a7836:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.197021+02:00'
   last_ai_eval: null
@@ -311133,7 +311933,7 @@ https://medium.com/@ahmet16ck/what-is-load-balancer-and-how-does-it-work-in-kube
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:05:47.447517+02:00'
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@@ -311165,7 +311965,7 @@ https://medium.com/@ahmetb/mastering-kubeconfig-4e447aa32c75:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.280539+02:00'
   last_ai_eval: null
@@ -311197,7 +311997,7 @@ https://medium.com/@ajin.sunny/rate-limiting-in-distributed-systems-bbeca0c47b96
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.294126+02:00'
   last_ai_eval: null
@@ -311231,7 +312031,7 @@ https://medium.com/@ajin.sunny/system-design-architecture-stateful-vs-stateless-
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.357764+02:00'
   last_ai_eval: null
@@ -311263,7 +312063,7 @@ https://medium.com/@ajin.sunny/system-design-concept-rate-limiting-f4da72371533:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.945206+02:00'
   last_ai_eval: null
@@ -311295,7 +312095,7 @@ https://medium.com/@akamenev/running-sonarqube-on-azure-kubernetes-92a1b9051120:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.632522+02:00'
   last_ai_eval: null
@@ -311329,7 +312129,7 @@ https://medium.com/@akashjoffical08/monitor-uptime-of-endpoints-in-k8s-using-bla
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.390307+02:00'
   last_ai_eval: null
@@ -311363,7 +312163,7 @@ https://medium.com/@akshayavb99/integration-of-aws-terraform-and-github-for-auto
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:08.915071+02:00'
   last_ai_eval: null
@@ -311395,7 +312195,7 @@ https://medium.com/@akshitverma8191/prometheus-grafana-node-monitoring-on-kubern
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:11.440280+02:00'
   last_ai_eval: null
@@ -311427,7 +312227,7 @@ https://medium.com/@alamdar.hussain0007/gitops-with-kubernetes-f0912b644925:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:21.107914+02:00'
   last_ai_eval: null
@@ -311459,7 +312259,7 @@ https://medium.com/@alex.ivenin/chaos-engineering-in-kubernetes-4de425132ba1:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.168184+02:00'
   last_ai_eval: null
@@ -311492,7 +312292,7 @@ https://medium.com/@alex.ivenin/exploring-ephemeral-containers-in-kubernetes-bcc
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.461848+02:00'
   last_ai_eval: null
@@ -311524,7 +312324,7 @@ https://medium.com/@alexellisuk/5-tips-for-troubleshooting-apps-on-kubernetes-83
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   discovered_at: '2026-05-17T17:35:52.570357+02:00'
   last_ai_eval: null
@@ -311556,7 +312356,7 @@ https://medium.com/@alexellisuk/then-he-asked-me-is-kubernetes-right-for-us-7869
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.307416+02:00'
   last_ai_eval: null
@@ -311588,7 +312388,7 @@ https://medium.com/@alexellisuk/walk-through-install-kubernetes-to-your-raspberr
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.176148+02:00'
   last_ai_eval: null
@@ -311622,7 +312422,7 @@ https://medium.com/@alexmogfr/zevent-place-how-we-handled-100k-ccu-on-a-real-tim
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   discovered_at: '2026-05-17T17:28:34.532154+02:00'
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@@ -311654,7 +312454,7 @@ https://medium.com/@alextheedom/eclipse-microprofile-5-things-you-need-to-know-e
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:46.868226+02:00'
   last_ai_eval: null
@@ -311688,7 +312488,7 @@ https://medium.com/@alfahreiza/building-an-elt-pipeline-from-csv-to-bigquery-usi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.044094+02:00'
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@@ -311720,7 +312520,7 @@ https://medium.com/@amid.ukr/agile-git-branching-strategies-in-2023-caeead79ddd:
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   discovered_at: '2026-05-17T17:06:04.676915+02:00'
   last_ai_eval: null
@@ -311752,7 +312552,7 @@ https://medium.com/@amir.ilw/kubernetes-storage-migration-ac48f6f9f5a5:
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   discovered_at: '2026-05-17T18:10:28.811998+02:00'
   last_ai_eval: null
@@ -311784,7 +312584,7 @@ https://medium.com/@amirhosseineidy/kubernetes-authentication-with-keycloak-oidc
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.256129+02:00'
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@@ -311816,7 +312616,7 @@ https://medium.com/@amitabhprasad/kubernetes-volume-backup-for-disaster-recovery
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   discovered_at: '2026-05-17T17:51:40.790155+02:00'
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@@ -311848,7 +312648,7 @@ https://medium.com/@anatoliydadashev/terraform-aws-decoupled-architecture-9135df
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   discovered_at: '2026-05-17T17:24:02.143399+02:00'
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@@ -311881,7 +312681,7 @@ https://medium.com/@andreas.soularidis/a-simple-guide-to-handle-text-files-in-py
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.576312+02:00'
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@@ -311913,7 +312713,7 @@ https://medium.com/@andreas.soularidis/learn-about-exceptions-in-python-fef309f6
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   discovered_at: '2026-05-17T17:49:28.814464+02:00'
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@@ -311945,7 +312745,7 @@ https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-opensh
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.346522+02:00'
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@@ -311979,7 +312779,7 @@ https://medium.com/@andrewachraf/detect-crashes-in-your-cluster-using-kwatch-an-
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:38:53.343598+02:00'
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@@ -312011,7 +312811,7 @@ https://medium.com/@andrewjr350/misunderstanding-of-serverless-aws-835c7076ea4c:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:04.681016+02:00'
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@@ -312043,7 +312843,7 @@ https://medium.com/@andriikrymus/dns-config-for-eks-61eb70c3e31e:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.230519+02:00'
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@@ -312075,7 +312875,7 @@ https://medium.com/@andriisumko/single-sign-on-in-kubernetes-1ad9528350ed:
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   discovered_at: '2026-05-17T17:36:35.529142+02:00'
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@@ -312109,7 +312909,7 @@ https://medium.com/@andy.bryant/processing-guarantees-in-kafka-12dd2e30be0e:
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   discovered_at: '2026-05-17T17:01:30.944940+02:00'
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@@ -312143,7 +312943,7 @@ https://medium.com/@anjkeesari/install-grafana-loki-stack-helmchart-in-azure-kub
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:57:00.498829+02:00'
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@@ -312177,7 +312977,7 @@ https://medium.com/@ankit.wal/the-how-of-iam-roles-for-service-accounts-irsa-on-
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:55.722222+02:00'
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@@ -312209,7 +313009,7 @@ https://medium.com/@ankitrai_13207/kubernetes-deployment-service-6f32b7e63f16:
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@@ -312241,7 +313041,7 @@ https://medium.com/@anshuman2121/devsecops-implement-security-on-cicd-pipeline-1
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   health_score: 100.0
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@@ -312273,7 +313073,7 @@ https://medium.com/@antoine.loizeau/add-a-switch-to-simplify-terraform-debugging
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:47:49.744591+02:00'
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@@ -312305,7 +313105,7 @@ https://medium.com/@anujsharma12feb/devops-tools-handbook-b42487a53353:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:53:33.012870+02:00'
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@@ -312337,7 +313137,7 @@ https://medium.com/@anupam.s1602/aws-app-mesh-with-eks-and-canary-deployment-550
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   health_score: 100.0
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@@ -312373,7 +313173,7 @@ https://medium.com/@anurag2397/solving-javas-core-problems-around-memory-and-cpu
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   discovered_at: '2026-05-17T17:56:40.214664+02:00'
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@@ -312405,7 +313205,7 @@ https://medium.com/@aqsarahman71/introduction-to-kaniko-912e0f494570:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:01:03.180439+02:00'
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@@ -312439,7 +313239,7 @@ https://medium.com/@arbnair97/introduction-to-kubernetes-network-policy-and-cali
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:30.966232+02:00'
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@@ -312471,7 +313271,7 @@ https://medium.com/@aritra.chatterjee_/hexagonal-architecture-in-java-7ac8f4bea7
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@@ -312505,7 +313305,7 @@ https://medium.com/@arton.demaku/managing-stateful-applications-with-kubernetes-
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.375894+02:00'
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@@ -312537,7 +313337,7 @@ https://medium.com/@arunksingh16/azure-devops-handbook-d6dcd82da1b7:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:11:02.459801+02:00'
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@@ -312569,7 +313369,7 @@ https://medium.com/@ashish_fagna/aws-services-every-developer-should-be-aware-of
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:44:30.205211+02:00'
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@@ -312602,7 +313402,7 @@ https://medium.com/@atif.ramzan89/top-7-cloud-source-code-management-tools-featu
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   health_score: 100.0
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@@ -312636,7 +313436,7 @@ https://medium.com/@avyanab/deploy-a-two-tier-architecture-with-aws-and-terrafor
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:00:55.372349+02:00'
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@@ -312669,7 +313469,7 @@ https://medium.com/@ayushsingh1525/aws-configuration-with-apache-server-in-ec2-u
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:44:41.664502+02:00'
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@@ -312701,7 +313501,7 @@ https://medium.com/@badawekoo/helm-theory-demo-and-commands-you-need-to-know-628
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   health_score: 100.0
-  last_checked: 1779031900.549987
+  last_checked: 1779031900
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.549987+02:00'
   last_ai_eval: null
@@ -312735,7 +313535,7 @@ https://medium.com/@badawekoo/limit-number-of-processes-running-in-a-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029507.181792
+  last_checked: 1779029507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.181792+02:00'
   last_ai_eval: null
@@ -312767,7 +313567,7 @@ https://medium.com/@badawekoo/monitoring-in-devops-lifecycle-4d9a2f277eb0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029118.632101
+  last_checked: 1779029118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.632101+02:00'
   last_ai_eval: null
@@ -312799,7 +313599,7 @@ https://medium.com/@badawekoo/scaling-in-kubernetes-what-why-and-how-d120e99be07
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032613.205319
+  last_checked: 1779032613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.205319+02:00'
   last_ai_eval: null
@@ -312833,7 +313633,7 @@ https://medium.com/@badawekoo/using-rbac-in-kubernetes-for-authorization-complet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031796.249149
+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.249149+02:00'
   last_ai_eval: null
@@ -312867,7 +313667,7 @@ https://medium.com/@bareckidarek/tcp-packets-traffic-visualization-for-kubernete
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029940.738233
+  last_checked: 1779029940
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.738233+02:00'
   last_ai_eval: null
@@ -312899,7 +313699,7 @@ https://medium.com/@bchenjh/full-fine-tuning-of-llama2-on-kubernetes-a983e1eb225
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032181.874484
+  last_checked: 1779032181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.874484+02:00'
   last_ai_eval: null
@@ -312931,7 +313731,7 @@ https://medium.com/@ben11kehoe/aws-configuration-files-explained-9a7ea7a5b42e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032622.457829
+  last_checked: 1779032622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:42.457829+02:00'
   last_ai_eval: null
@@ -312965,7 +313765,7 @@ https://medium.com/@benjamin.christmann_12432/setting-up-your-first-eks-cluster-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031102.988616
+  last_checked: 1779031102
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:22.988616+02:00'
   last_ai_eval: null
@@ -312998,7 +313798,7 @@ https://medium.com/@benjaminacar.private/a-comprehensive-guide-to-setup-a-new-k8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032457.067154
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.067154+02:00'
   last_ai_eval: null
@@ -313031,7 +313831,7 @@ https://medium.com/@betz.mark/understanding-resource-limits-in-kubernetes-cpu-ti
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032877.754591
+  last_checked: 1779032877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.754591+02:00'
   last_ai_eval: null
@@ -313065,7 +313865,7 @@ https://medium.com/@bgrant0607/advantages-of-storing-configuration-in-container-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032888.913187
+  last_checked: 1779032888
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:08.913187+02:00'
   last_ai_eval: null
@@ -313098,7 +313898,7 @@ https://medium.com/@bherta/using-kubernetes-operators-to-manage-the-lifecycle-of
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030346.166637
+  last_checked: 1779030346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.166637+02:00'
   last_ai_eval: null
@@ -313131,7 +313931,7 @@ https://medium.com/@bijit211987/devsecops-approach-with-terraform-and-ci-cd-pipe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030710.979301
+  last_checked: 1779030710
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.979301+02:00'
   last_ai_eval: null
@@ -313165,7 +313965,7 @@ https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-op
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031796.27698
+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.276980+02:00'
   last_ai_eval: null
@@ -313199,7 +313999,7 @@ https://medium.com/@bijit211987/grafana-with-opentelemetry-vendor-neutral-and-op
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033157.891887
+  last_checked: 1779033157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.891887+02:00'
   last_ai_eval: null
@@ -313231,7 +314031,7 @@ https://medium.com/@bijit211987/kubernetes-roadmap-edd06067fa72:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033500.316393
+  last_checked: 1779033500
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:20.316393+02:00'
   last_ai_eval: null
@@ -313265,7 +314065,7 @@ https://medium.com/@bijit211987/observability-driven-development-2bc2cdde8661:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033479.071849
+  last_checked: 1779033479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.071849+02:00'
   last_ai_eval: null
@@ -313297,7 +314097,7 @@ https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-c5c0c6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034041.408237
+  last_checked: 1779034041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.408237+02:00'
   last_ai_eval: null
@@ -313328,7 +314128,7 @@ https://medium.com/@bill.salvaggio/the-aws-cloud-resume-challenge-project-part-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030685.009382
+  last_checked: 1779030685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.009382+02:00'
   last_ai_eval: null
@@ -313355,7 +314155,7 @@ https://medium.com/@blgreco72/debugging-kubernetes-services-locally-8cb14bf8745a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032639.813014
+  last_checked: 1779032639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.813014+02:00'
   last_ai_eval: null
@@ -313389,7 +314189,7 @@ https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029132.402133
+  last_checked: 1779029132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.402133+02:00'
   last_ai_eval: null
@@ -313421,7 +314221,7 @@ https://medium.com/@bm54cloud/stressing-a-kubernetes-pod-to-induce-an-oomkilled-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029246.4059
+  last_checked: 1779029246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.405900+02:00'
   last_ai_eval: null
@@ -313448,7 +314248,7 @@ https://medium.com/@brightzheng100/kubernetes-the-hard-way-on-docker-f512bae734a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030412.963943
+  last_checked: 1779030412
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:52.963943+02:00'
   last_ai_eval: null
@@ -313482,7 +314282,7 @@ https://medium.com/@brunoolimpio/kubernetes-deepdive-parte-2-a65ffdce596d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030589.137049
+  last_checked: 1779030589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.137049+02:00'
   last_ai_eval: null
@@ -313513,7 +314313,7 @@ https://medium.com/@brunosquassoni/creating-a-kubernetes-cluster-step-by-step-bd
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029609.292226
+  last_checked: 1779029609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.292226+02:00'
   last_ai_eval: null
@@ -313540,7 +314340,7 @@ https://medium.com/@bubu.tripathy/blue-green-deployment-using-kubernetes-be994df
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029374.187696
+  last_checked: 1779029374
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.187696+02:00'
   last_ai_eval: null
@@ -313572,7 +314372,7 @@ https://medium.com/@bubu.tripathy/headless-k8s-service-924c689607a7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032421.011674
+  last_checked: 1779032421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:21.011674+02:00'
   last_ai_eval: null
@@ -313605,7 +314405,7 @@ https://medium.com/@bunnyshell/how-to-overcome-infrastructure-as-code-iac-challe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030295.736368
+  last_checked: 1779030295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.736368+02:00'
   last_ai_eval: null
@@ -313637,7 +314437,7 @@ https://medium.com/@buraktahtacioglu/aws-well-architected-framework-aws-roadmap-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031460.470481
+  last_checked: 1779031460
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.470481+02:00'
   last_ai_eval: null
@@ -313669,7 +314469,7 @@ https://medium.com/@buraktahtacioglu/gitops-fundamentals-cncf-roadmap-fa686dbced
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.648653
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.648653+02:00'
   last_ai_eval: null
@@ -313702,7 +314502,7 @@ https://medium.com/@calvineotieno010/managing-application-secrets-with-hashicorp
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033903.303685
+  last_checked: 1779033903
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.303685+02:00'
   last_ai_eval: null
@@ -313735,7 +314535,7 @@ https://medium.com/@carlosedp/red-hat-openshift-virtualization-in-nested-vmware-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.519122
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.519122+02:00'
   last_ai_eval: null
@@ -313767,7 +314567,7 @@ https://medium.com/@casperrubaek/why-keda-is-a-game-changer-for-scaling-in-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031460.50071
+  last_checked: 1779031460
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.500710+02:00'
   last_ai_eval: null
@@ -313799,7 +314599,7 @@ https://medium.com/@cbkwgl/continuous-monitoring-in-devops-8d4db48a0e24:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033071.767592
+  last_checked: 1779033071
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:11.767592+02:00'
   last_ai_eval: null
@@ -313830,7 +314630,7 @@ https://medium.com/@cdoan/ibm-multicloud-manager-cluster-sizing-bc3b609b7de9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034557.870955
+  last_checked: 1779034557
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.870955+02:00'
   last_ai_eval: null
@@ -313859,7 +314659,7 @@ https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034486.848634
+  last_checked: 1779034486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.848634+02:00'
   last_ai_eval: null
@@ -313893,7 +314693,7 @@ https://medium.com/@chamakenjefi/kubernetes-deployments-using-a-configmap-with-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033713.516154
+  last_checked: 1779033713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.516154+02:00'
   last_ai_eval: null
@@ -313925,7 +314725,7 @@ https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029060.744027
+  last_checked: 1779029060
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.744027+02:00'
   last_ai_eval: null
@@ -313959,7 +314759,7 @@ https://medium.com/@charled.breteche/kind-cilium-metallb-and-no-kube-proxy-a9fe6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032371.442842
+  last_checked: 1779032371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.442842+02:00'
   last_ai_eval: null
@@ -313991,7 +314791,7 @@ https://medium.com/@charled.breteche/securing-grafana-with-keycloak-sso-d01fec05
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031696.479804
+  last_checked: 1779031696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.479804+02:00'
   last_ai_eval: null
@@ -314023,7 +314823,7 @@ https://medium.com/@chrisedrego/kubernetes-monitoring-kube-state-metrics-df6546a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029628.480961
+  last_checked: 1779029628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.480961+02:00'
   last_ai_eval: null
@@ -314055,7 +314855,7 @@ https://medium.com/@claudio.domingos/ansible-awx-from-scratch-to-rest-api-part-4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031460.479426
+  last_checked: 1779031460
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.479426+02:00'
   last_ai_eval: null
@@ -314087,7 +314887,7 @@ https://medium.com/@cloud_tips/kubernetes-incident-response-94daac6d7a2b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031520.695443
+  last_checked: 1779031520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.695443+02:00'
   last_ai_eval: null
@@ -314119,7 +314919,7 @@ https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031981.114863
+  last_checked: 1779031981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.114863+02:00'
   last_ai_eval: null
@@ -314153,7 +314953,7 @@ https://medium.com/@cloud_tips/kubernetes-security-best-practices-ea1e3913c001:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032080.278156
+  last_checked: 1779032080
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.278156+02:00'
   last_ai_eval: null
@@ -314187,7 +314987,7 @@ https://medium.com/@codebob75/application-network-security-in-azure-subnets-endp
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033187.033858
+  last_checked: 1779033187
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:07.033858+02:00'
   last_ai_eval: null
@@ -314223,7 +315023,7 @@ https://medium.com/@codingkarma/kubernetes-goat-part-1-8718b1345a42:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030267.643257
+  last_checked: 1779030267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:27.643257+02:00'
   last_ai_eval: null
@@ -314255,7 +315055,7 @@ https://medium.com/@connect.hashblock/learn-how-you-can-create-a-chatbot-in-pyth
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029163.303002
+  last_checked: 1779029163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.303002+02:00'
   last_ai_eval: null
@@ -314287,7 +315087,7 @@ https://medium.com/@craig_robinson/guide-installing-an-okd-4-5-cluster-508a2631c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030589.130614
+  last_checked: 1779030589
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.130614+02:00'
   last_ai_eval: null
@@ -314318,7 +315118,7 @@ https://medium.com/@cyber-security/devops-01-example-project-with-terraform-ade5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030220.125676
+  last_checked: 1779030220
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.125676+02:00'
   last_ai_eval: null
@@ -314347,7 +315147,7 @@ https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-pytho
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032333.338369
+  last_checked: 1779032333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.338369+02:00'
   last_ai_eval: null
@@ -314379,7 +315179,7 @@ https://medium.com/@d.kumarkaran12/devsecops-with-aws-codepipeline-and-ecs-c800f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032388.299949
+  last_checked: 1779032388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.299949+02:00'
   last_ai_eval: null
@@ -314413,7 +315213,7 @@ https://medium.com/@dan.avila7/prueba-tus-proyectos-serverless-de-forma-local-co
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033157.911514
+  last_checked: 1779033157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.911514+02:00'
   last_ai_eval: null
@@ -314445,7 +315245,7 @@ https://medium.com/@danielaaronw/k8s-pod-anti-affinity-dd2667a20c5f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032551.96164
+  last_checked: 1779032551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.961640+02:00'
   last_ai_eval: null
@@ -314479,7 +315279,7 @@ https://medium.com/@danielepolencic/binding-aws-iam-roles-to-kubernetes-service-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031552.687289
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.687289+02:00'
   last_ai_eval: null
@@ -314511,7 +315311,7 @@ https://medium.com/@danielepolencic/challenge-16-throttled-93133f8fd0ad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033801.71776
+  last_checked: 1779033801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.717760+02:00'
   last_ai_eval: null
@@ -314543,7 +315343,7 @@ https://medium.com/@danielepolencic/how-does-rbac-work-in-kubernetes-d50dd34771c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030326.607701
+  last_checked: 1779030326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.607701+02:00'
   last_ai_eval: null
@@ -314575,7 +315375,7 @@ https://medium.com/@danielepolencic/isolating-kubernetes-pods-for-debugging-5fe4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031896.220969
+  last_checked: 1779031896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.220969+02:00'
   last_ai_eval: null
@@ -314609,7 +315409,7 @@ https://medium.com/@danielepolencic/reserved-cpu-and-memory-in-kubernetes-nodes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030957.648497
+  last_checked: 1779030957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.648497+02:00'
   last_ai_eval: null
@@ -314645,7 +315445,7 @@ https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030299.706455
+  last_checked: 1779030299
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:59.706455+02:00'
   last_ai_eval: null
@@ -314679,7 +315479,7 @@ https://medium.com/@danieljimgarcia/the-application-gateway-ingress-controller-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032097.574967
+  last_checked: 1779032097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.574967+02:00'
   last_ai_eval: null
@@ -314712,7 +315512,7 @@ https://medium.com/@dast04/writing-custom-prometheus-exporters-in-python-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032681.622571
+  last_checked: 1779032681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.622571+02:00'
   last_ai_eval: null
@@ -314746,7 +315546,7 @@ https://medium.com/@database-mesh/database-mesh-2-0-database-governance-in-a-clo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029575.28146
+  last_checked: 1779029575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:55.281460+02:00'
   last_ai_eval: null
@@ -314778,7 +315578,7 @@ https://medium.com/@datosh18/gitsign-in-remote-environments-6f40f47d289f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032699.144677
+  last_checked: 1779032699
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.144677+02:00'
   last_ai_eval: null
@@ -314812,7 +315612,7 @@ https://medium.com/@deejiw/test-helm-release-in-production-environment-with-zero
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031796.263732
+  last_checked: 1779031796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:56.263732+02:00'
   last_ai_eval: null
@@ -314846,7 +315646,7 @@ https://medium.com/@deepanshuyadavv11/task1-integrating-github-jenkins-and-docke
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030119.150605
+  last_checked: 1779030119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.150605+02:00'
   last_ai_eval: null
@@ -314880,7 +315680,7 @@ https://medium.com/@deepeshjaiswal6734/an-introduction-to-kubernetes-architectur
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030951.650767
+  last_checked: 1779030951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.650767+02:00'
   last_ai_eval: null
@@ -314912,7 +315712,7 @@ https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032639.810408
+  last_checked: 1779032639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.810408+02:00'
   last_ai_eval: null
@@ -314946,7 +315746,7 @@ https://medium.com/@denhox/sharing-data-between-microservices-fe7fb9471208:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030538.451767
+  last_checked: 1779030538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:58.451767+02:00'
   last_ai_eval: null
@@ -314980,7 +315780,7 @@ https://medium.com/@devfire/how-to-become-a-devops-engineer-in-six-months-or-les
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031257.897867
+  last_checked: 1779031257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.897867+02:00'
   last_ai_eval: null
@@ -315012,7 +315812,7 @@ https://medium.com/@devml2016/lets-start-automation-using-jenkins-docker-github-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032337.337137
+  last_checked: 1779032337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.337137+02:00'
   last_ai_eval: null
@@ -315046,7 +315846,7 @@ https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.650373
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.650373+02:00'
   last_ai_eval: null
@@ -315082,7 +315882,7 @@ https://medium.com/@devopsfolks8546/1-pods-c3d1a9349ba0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032872.662743
+  last_checked: 1779032872
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:52.662743+02:00'
   last_ai_eval: null
@@ -315116,7 +315916,7 @@ https://medium.com/@dfrancisczok/introduction-to-kubernetes-other-kubernetes-com
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029478.311483
+  last_checked: 1779029478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.311483+02:00'
   last_ai_eval: null
@@ -315148,7 +315948,7 @@ https://medium.com/@dima.statz_89242/no-code-data-collect-api-on-aws-d79e3681d20
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031108.780562
+  last_checked: 1779031108
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:28.780562+02:00'
   last_ai_eval: null
@@ -315182,7 +315982,7 @@ https://medium.com/@dimitrijevskiv/monitor-kubernetes-pod-status-from-a-jenkins-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029377.66755
+  last_checked: 1779029377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.667550+02:00'
   last_ai_eval: null
@@ -315214,7 +316014,7 @@ https://medium.com/@dius_au/delivering-value-on-kubernetes-8d5c5655c1b4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.527864
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.527864+02:00'
   last_ai_eval: null
@@ -315248,7 +316048,7 @@ https://medium.com/@dmglascoe/deploying-iam-users-and-s3-buckets-using-boto3-and
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030346.174152
+  last_checked: 1779030346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.174152+02:00'
   last_ai_eval: null
@@ -315282,7 +316082,7 @@ https://medium.com/@dominik.tornow/the-kubernetes-scheduler-cd429abac02f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031844.269556
+  last_checked: 1779031844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.269556+02:00'
   last_ai_eval: null
@@ -315315,7 +316115,7 @@ https://medium.com/@dotdc/a-set-of-modern-grafana-dashboards-for-kubernetes-4b98
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033594.563798
+  last_checked: 1779033594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.563798+02:00'
   last_ai_eval: null
@@ -315348,7 +316148,7 @@ https://medium.com/@dotdc/how-to-find-unused-prometheus-metrics-using-mimirtool-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.745381
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.745381+02:00'
   last_ai_eval: null
@@ -315382,7 +316182,7 @@ https://medium.com/@dotdc/is-your-kubernetes-api-server-exposed-learn-how-to-che
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030534.133389
+  last_checked: 1779030534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.133389+02:00'
   last_ai_eval: null
@@ -315415,7 +316215,7 @@ https://medium.com/@dsdatsme/terraform-gitops-ci-cd-with-approval-notifications-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032080.313668
+  last_checked: 1779032080
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.313668+02:00'
   last_ai_eval: null
@@ -315447,7 +316247,7 @@ https://medium.com/@dugouchet.a/manage-your-terraform-like-a-container-d2acbc46d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030084.558231
+  last_checked: 1779030084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.558231+02:00'
   last_ai_eval: null
@@ -315480,7 +316280,7 @@ https://medium.com/@duplocloud/infrastructure-as-code-but-you-dont-have-to-write
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032343.931914
+  last_checked: 1779032343
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:03.931914+02:00'
   last_ai_eval: null
@@ -315512,7 +316312,7 @@ https://medium.com/@ebin/stop-you-dont-need-microservices-dc732d70b3e0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033503.662602
+  last_checked: 1779033503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.662602+02:00'
   last_ai_eval: null
@@ -315544,7 +316344,7 @@ https://medium.com/@ebonyymonae/github-actions-and-automation-9637aa06af64:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032966.261369
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.261369+02:00'
   last_ai_eval: null
@@ -315576,7 +316376,7 @@ https://medium.com/@ebonyymonae/terraform-for-newbies-1f4c4bcd2ace:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034094.243459
+  last_checked: 1779034094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.243459+02:00'
   last_ai_eval: null
@@ -315608,7 +316408,7 @@ https://medium.com/@eduard.mihai.lemnaru/auto-update-helm-chart-version-using-ar
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029251.720975
+  last_checked: 1779029251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.720975+02:00'
   last_ai_eval: null
@@ -315642,7 +316442,7 @@ https://medium.com/@eduardo854/building-your-gitops-pipeline-with-github-actions
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029060.717414
+  last_checked: 1779029060
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.717414+02:00'
   last_ai_eval: null
@@ -315676,7 +316476,7 @@ https://medium.com/@ehsan-khodadadi/patterns-and-anti-patterns-for-a-reliable-ku
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032034.464201
+  last_checked: 1779032034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.464201+02:00'
   last_ai_eval: null
@@ -315710,7 +316510,7 @@ https://medium.com/@ehsan-khodadadi/prometheus-multi-cluster-monitoring-using-pr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034347.679707
+  last_checked: 1779034347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.679707+02:00'
   last_ai_eval: null
@@ -315744,7 +316544,7 @@ https://medium.com/@ej.sta.ana/easy-blue-green-deployment-on-openshift-container
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034134.32029
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.320290+02:00'
   last_ai_eval: null
@@ -315778,7 +316578,7 @@ https://medium.com/@eliran89c/for-the-love-of-god-learn-when-to-use-cpu-limits-o
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033575.326227
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.326227+02:00'
   last_ai_eval: null
@@ -315812,7 +316612,7 @@ https://medium.com/@elliotgraebert/four-great-alternatives-to-hashicorps-terrafo
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031739.601304
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.601304+02:00'
   last_ai_eval: null
@@ -315845,7 +316645,7 @@ https://medium.com/@emmaliaocode/kubectl-create-vs-kubectl-apply-whats-the-diffe
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034579.864266
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.864266+02:00'
   last_ai_eval: null
@@ -315878,7 +316678,7 @@ https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030250.299664
+  last_checked: 1779030250
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.299664+02:00'
   last_ai_eval: null
@@ -315912,7 +316712,7 @@ https://medium.com/@eoneoff/installing-istio-multicluster-deployment-with-terraf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030204.216403
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.216403+02:00'
   last_ai_eval: null
@@ -315946,7 +316746,7 @@ https://medium.com/@eriky/copilot-is-genuinely-scary-and-fascinating-at-the-same
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029552.305203
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:32.305203+02:00'
   last_ai_eval: null
@@ -315980,7 +316780,7 @@ https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-servic
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032117.180281
+  last_checked: 1779032117
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:17.180281+02:00'
   last_ai_eval: null
@@ -316014,7 +316814,7 @@ https://medium.com/@ernestkwashie3/provisioning-amazon-elastic-kubernetes-servic
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030868.32886
+  last_checked: 1779030868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.328860+02:00'
   last_ai_eval: null
@@ -316046,7 +316846,7 @@ https://medium.com/@eshiett314/mutual-tls-with-emissary-ingress-and-linkerd-4aa3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034049.166499
+  last_checked: 1779034049
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:29.166499+02:00'
   last_ai_eval: null
@@ -316078,7 +316878,7 @@ https://medium.com/@espringe/amazon-s-customer-service-backdoor-be375b3428c4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032339.739086
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:59.739086+02:00'
   last_ai_eval: null
@@ -316112,7 +316912,7 @@ https://medium.com/@eumaho/setting-up-readiness-and-liveness-health-check-probes
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033068.032778
+  last_checked: 1779033068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.032778+02:00'
   last_ai_eval: null
@@ -316146,7 +316946,7 @@ https://medium.com/@extio/understanding-kubernetes-annotations-enhancing-flexibi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030658.199701
+  last_checked: 1779030658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:58.199701+02:00'
   last_ai_eval: null
@@ -316178,7 +316978,7 @@ https://medium.com/@ezinneanne/best-api-documentation-tools-you-need-cf3ef2c47e8
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033764.917611
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:44.917611+02:00'
   last_ai_eval: null
@@ -316212,7 +317012,7 @@ https://medium.com/@fabrizio-cafolla/dockerize-python-for-aws-lambda-deploy-with
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031600.298511
+  last_checked: 1779031600
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.298511+02:00'
   last_ai_eval: null
@@ -316244,7 +317044,7 @@ https://medium.com/@faisalkuzhan/day-43-90-infrastructure-as-code-iac-5a826258ee
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031185.89877
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.898770+02:00'
   last_ai_eval: null
@@ -316276,7 +317076,7 @@ https://medium.com/@far3ns/kong-the-microservice-api-gateway-526c4ca0cfa6:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034581.709531
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:21.709531+02:00'
   last_ai_eval: null
@@ -316308,7 +317108,7 @@ https://medium.com/@fengruohang/database-in-kubernetes-is-that-a-good-idea-daf57
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029704.34759
+  last_checked: 1779029704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:04.347590+02:00'
   last_ai_eval: null
@@ -316340,7 +317140,7 @@ https://medium.com/@firat.yasar/backup-restore-kubernetes-resources-with-velero-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031142.590042
+  last_checked: 1779031142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.590042+02:00'
   last_ai_eval: null
@@ -316374,7 +317174,7 @@ https://medium.com/@florian.rieger/if-you-haven-t-heard-of-descriptors-you-don-t
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032100.160725
+  last_checked: 1779032100
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.160725+02:00'
   last_ai_eval: null
@@ -316407,7 +317207,7 @@ https://medium.com/@franoisdagostini/gitops-build-infrastructure-resilient-appli
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031999.840298
+  last_checked: 1779031999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.840298+02:00'
   last_ai_eval: null
@@ -316441,7 +317241,7 @@ https://medium.com/@frommeyerc/containers-and-the-jvm-about-cfs-and-how-to-deal-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030741.910528
+  last_checked: 1779030741
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:21.910528+02:00'
   last_ai_eval: null
@@ -316473,7 +317273,7 @@ https://medium.com/@fvtool/jenkins-cicd-getting-started-with-groovy-and-docker-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032966.266496
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.266496+02:00'
   last_ai_eval: null
@@ -316508,7 +317308,7 @@ https://medium.com/@fwiles/k9s-eks-context-error-7ff18df7547f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032966.275447
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.275447+02:00'
   last_ai_eval: null
@@ -316542,7 +317342,7 @@ https://medium.com/@gajaoncloud/demystifying-karpenters-advanced-features-consol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033788.655044
+  last_checked: 1779033788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.655044+02:00'
   last_ai_eval: null
@@ -316576,7 +317376,7 @@ https://medium.com/@gajaoncloud/karpenter-mastery-nodepools-nodeclasses-for-work
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031494.404789
+  last_checked: 1779031494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:54.404789+02:00'
   last_ai_eval: null
@@ -316610,7 +317410,7 @@ https://medium.com/@gajaoncloud/unleash-the-power-of-karpenter-automating-aws-ek
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034015.277106
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.277106+02:00'
   last_ai_eval: null
@@ -316642,7 +317442,7 @@ https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033591.642162
+  last_checked: 1779033591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.642162+02:00'
   last_ai_eval: null
@@ -316676,7 +317476,7 @@ https://medium.com/@gangsta_black/grafana-cool-dashboard-for-monitoring-jenkins-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029631.069059
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.069059+02:00'
   last_ai_eval: null
@@ -316708,7 +317508,7 @@ https://medium.com/@gdiener/how-to-build-a-smaller-docker-image-76779e18d48a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032922.3446
+  last_checked: 1779032922
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.344600+02:00'
   last_ai_eval: null
@@ -316742,7 +317542,7 @@ https://medium.com/@geoffrey.muselli/argocd-multi-cluster-helm-charts-installati
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030478.934656
+  last_checked: 1779030478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:58.934656+02:00'
   last_ai_eval: null
@@ -316776,7 +317576,7 @@ https://medium.com/@george_bakas/mastering-github-actions-environment-variables-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033397.784736
+  last_checked: 1779033397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.784736+02:00'
   last_ai_eval: null
@@ -316809,7 +317609,7 @@ https://medium.com/@ghumare64/deploying-infrastructure-frontend-backend-on-aws-u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031537.785877
+  last_checked: 1779031537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.785877+02:00'
   last_ai_eval: null
@@ -316843,7 +317643,7 @@ https://medium.com/@gjoshevski/reduce-the-cost-of-running-aks-cluster-by-leverag
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033078.860814
+  last_checked: 1779033078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.860814+02:00'
   last_ai_eval: null
@@ -316875,7 +317675,7 @@ https://medium.com/@glen.yu/getting-started-with-ebpf-and-cilium-on-gke-6553c5d7
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032661.69148
+  last_checked: 1779032661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.691480+02:00'
   last_ai_eval: null
@@ -316907,7 +317707,7 @@ https://medium.com/@glen.yu/nginx-ingress-or-gke-ingress-d87dd9db504c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030708.290549
+  last_checked: 1779030708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.290549+02:00'
   last_ai_eval: null
@@ -316941,7 +317741,7 @@ https://medium.com/@glen.yu/why-i-prefer-kyverno-over-gatekeeper-for-native-kube
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030429.922418
+  last_checked: 1779030429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:09.922418+02:00'
   last_ai_eval: null
@@ -316973,7 +317773,7 @@ https://medium.com/@griggheo/initial-experiences-with-the-prometheus-monitoring-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031084.634477
+  last_checked: 1779031084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.634477+02:00'
   last_ai_eval: null
@@ -317007,7 +317807,7 @@ https://medium.com/@hammadsaif061/simplifying-microservices-management-with-kube
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029710.121518
+  last_checked: 1779029710
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.121518+02:00'
   last_ai_eval: null
@@ -317038,7 +317838,7 @@ https://medium.com/@haozhao_2156/rescue-my-openshift-cluster-from-loss-of-2-mast
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033575.333108
+  last_checked: 1779033575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.333108+02:00'
   last_ai_eval: null
@@ -317067,7 +317867,7 @@ https://medium.com/@hardiktaneja_99752/lessons-after-running-kafka-in-production
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031064.297708
+  last_checked: 1779031064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.297708+02:00'
   last_ai_eval: null
@@ -317101,7 +317901,7 @@ https://medium.com/@hari.balagopal/create-a-helm-chart-automatically-from-kubern
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030461.883979
+  last_checked: 1779030461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:41.883979+02:00'
   last_ai_eval: null
@@ -317135,7 +317935,7 @@ https://medium.com/@harmonh/solutions-to-communication-problems-in-microservices
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033617.143858
+  last_checked: 1779033617
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.143858+02:00'
   last_ai_eval: null
@@ -317169,7 +317969,7 @@ https://medium.com/@harsh.manvar111/dont-confuse-the-difference-between-stateles
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033074.301425
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.301425+02:00'
   last_ai_eval: null
@@ -317201,7 +318001,7 @@ https://medium.com/@harshvijaythakkar/creating-ci-cd-pipeline-for-aws-ecs-part-i
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.508477
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.508477+02:00'
   last_ai_eval: null
@@ -317235,7 +318035,7 @@ https://medium.com/@haseebshaukat2/kyverno-policy-engine-for-kubernetes-b49f3fac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032817.247466
+  last_checked: 1779032817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.247466+02:00'
   last_ai_eval: null
@@ -317267,7 +318067,7 @@ https://medium.com/@hashiroulap/terraform-aws-api-gateway-6d86a010f359:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031122.157004
+  last_checked: 1779031122
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:42.157004+02:00'
   last_ai_eval: null
@@ -317299,7 +318099,7 @@ https://medium.com/@hello_9187/why-we-are-not-supporting-opentf-a46855f52dc4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032054.408577
+  last_checked: 1779032054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.408577+02:00'
   last_ai_eval: null
@@ -317331,7 +318131,7 @@ https://medium.com/@het.trivedi05/designing-multi-tenant-applications-on-kuberne
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034094.264819
+  last_checked: 1779034094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.264819+02:00'
   last_ai_eval: null
@@ -317363,7 +318163,7 @@ https://medium.com/@hinsulak/multi-node-lightweight-kubernetes-setup-using-k3s-4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034456.272671
+  last_checked: 1779034456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.272671+02:00'
   last_ai_eval: null
@@ -317397,7 +318197,7 @@ https://medium.com/@hirushanonline/dynamic-scaling-with-kubernetes-event-driven-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029174.099981
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.099981+02:00'
   last_ai_eval: null
@@ -317431,7 +318231,7 @@ https://medium.com/@hmquan08011996/set-up-microservice-on-kubernetes-write-confi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032549.483355
+  last_checked: 1779032549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.483355+02:00'
   last_ai_eval: null
@@ -317465,7 +318265,7 @@ https://medium.com/@hmquan08011996/setup-microservices-on-kubernetes-automating-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029056.335197
+  last_checked: 1779029056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.335197+02:00'
   last_ai_eval: null
@@ -317497,7 +318297,7 @@ https://medium.com/@hnaveed221/starting-out-with-kubernetes-21d0bd03c956:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029171.932364
+  last_checked: 1779029171
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:11.932364+02:00'
   last_ai_eval: null
@@ -317530,7 +318330,7 @@ https://medium.com/@hubian/16-best-practices-in-spring-boot-production-62c065a61
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031552.670152
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.670152+02:00'
   last_ai_eval: null
@@ -317562,7 +318362,7 @@ https://medium.com/@hunkarbozkurt/what-is-devops-how-was-devops-derived-660ef47d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032683.768975
+  last_checked: 1779032683
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.768975+02:00'
   last_ai_eval: null
@@ -317594,7 +318394,7 @@ https://medium.com/@i180826/using-docker-to-build-react-app-49862615e6f8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030360.445122
+  last_checked: 1779030360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.445122+02:00'
   last_ai_eval: null
@@ -317626,7 +318426,7 @@ https://medium.com/@icheko/wordpress-high-availability-on-kubernetes-f6c0bcc2f28
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031898.059579
+  last_checked: 1779031898
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:38.059579+02:00'
   last_ai_eval: null
@@ -317658,7 +318458,7 @@ https://medium.com/@imarunrk/continuous-gitops-the-way-to-do-devops-in-kubernete
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030034.532851
+  last_checked: 1779030034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:34.532851+02:00'
   last_ai_eval: null
@@ -317693,7 +318493,7 @@ https://medium.com/@imaze.enabulele/autoscaling-ec2-instances-for-high-availabil
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033024.773804
+  last_checked: 1779033024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.773804+02:00'
   last_ai_eval: null
@@ -317725,7 +318525,7 @@ https://medium.com/@interviewready/data-replication-in-distributed-system-87f7d2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033040.438979
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.438979+02:00'
   last_ai_eval: null
@@ -317759,7 +318559,7 @@ https://medium.com/@isalapiyarisi/getting-started-on-kubernetes-observability-wi
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032184.705278
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.705278+02:00'
   last_ai_eval: null
@@ -317793,7 +318593,7 @@ https://medium.com/@ishana98dadhich/integrating-aws-secret-manager-with-eks-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029151.227749
+  last_checked: 1779029151
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:51.227749+02:00'
   last_ai_eval: null
@@ -317827,7 +318627,7 @@ https://medium.com/@ismailyenigul/how-to-enable-openshift-oc-bash-auto-completio
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029590.129449
+  last_checked: 1779029590
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.129449+02:00'
   last_ai_eval: null
@@ -317860,7 +318660,7 @@ https://medium.com/@issy972/balancing-reliability-cost-and-performance-with-kube
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034564.162966
+  last_checked: 1779034564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.162966+02:00'
   last_ai_eval: null
@@ -317894,7 +318694,7 @@ https://medium.com/@it-craftsman/how-to-fix-kubernetes-namespaces-stuck-in-termi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033947.442879
+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.442879+02:00'
   last_ai_eval: null
@@ -317928,7 +318728,7 @@ https://medium.com/@jainal/mastering-graceful-shutdown-in-distributed-systems-an
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033424.413323
+  last_checked: 1779033424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.413323+02:00'
   last_ai_eval: null
@@ -317960,7 +318760,7 @@ https://medium.com/@jake.page91/the-guide-to-kubectl-i-never-had-3874cc6074ff:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033240.232301
+  last_checked: 1779033240
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.232301+02:00'
   last_ai_eval: null
@@ -317994,7 +318794,7 @@ https://medium.com/@jasonmfehr/inspecting-kubernetes-client-to-api-server-networ
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032683.773218
+  last_checked: 1779032683
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.773218+02:00'
   last_ai_eval: null
@@ -318026,7 +318826,7 @@ https://medium.com/@jasonmfehr/kubernetes-informers-opening-the-mystery-box-4cd6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030346.186988
+  last_checked: 1779030346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.186988+02:00'
   last_ai_eval: null
@@ -318058,7 +318858,7 @@ https://medium.com/@javachampions/java-is-still-free-2-0-0-6b9aa8d6d244:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033586.276343
+  last_checked: 1779033586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.276343+02:00'
   last_ai_eval: null
@@ -318090,7 +318890,7 @@ https://medium.com/@jdxcode/12-factor-cli-apps-dd3c227a0e46:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030856.460385
+  last_checked: 1779030856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.460385+02:00'
   last_ai_eval: null
@@ -318122,7 +318922,7 @@ https://medium.com/@jeevansathisocial/high-performance-api-gateway-3661d5a2fee0s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032977.285373
+  last_checked: 1779032977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.285373+02:00'
   last_ai_eval: null
@@ -318153,7 +318953,7 @@ https://medium.com/@jeremyaherzog/cicada-an-integration-testing-framework-for-do
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032282.248114
+  last_checked: 1779032282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.248114+02:00'
   last_ai_eval: null
@@ -318182,7 +318982,7 @@ https://medium.com/@jerome.decoster/create-temporary-environment-from-pull-reque
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030951.627175
+  last_checked: 1779030951
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:51.627175+02:00'
   last_ai_eval: null
@@ -318214,7 +319014,7 @@ https://medium.com/@jerome.decoster/kubernetes-eks-canary-deployment-1ef79ae89df
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029056.353509
+  last_checked: 1779029056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:16.353509+02:00'
   last_ai_eval: null
@@ -318246,7 +319046,7 @@ https://medium.com/@jerome_tarte/extend-your-toolset-with-kubectl-plugin-5559606
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029340.766499
+  last_checked: 1779029340
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:00.766499+02:00'
   last_ai_eval: null
@@ -318280,7 +319080,7 @@ https://medium.com/@jerome_tarte/managing-your-sensitive-information-during-gito
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029563.442662
+  last_checked: 1779029563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.442662+02:00'
   last_ai_eval: null
@@ -318312,7 +319112,7 @@ https://medium.com/@jettycloud/making-sense-of-kubernetes-cpu-requests-and-limit
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031758.969273
+  last_checked: 1779031758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.969273+02:00'
   last_ai_eval: null
@@ -318344,7 +319144,7 @@ https://medium.com/@jjlakis/gcp-secret-manager-with-self-hosted-kubernetes-db35d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034394.366238
+  last_checked: 1779034394
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.366238+02:00'
   last_ai_eval: null
@@ -318377,7 +319177,7 @@ https://medium.com/@jlamillan/rancher-deployed-kubernetes-on-oracle-cloud-infras
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031844.256988
+  last_checked: 1779031844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.256988+02:00'
   last_ai_eval: null
@@ -318410,7 +319210,7 @@ https://medium.com/@jmrobles/how-to-setup-hetzner-load-balancer-on-a-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029251.748891
+  last_checked: 1779029251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.748891+02:00'
   last_ai_eval: null
@@ -318444,7 +319244,7 @@ https://medium.com/@joelbelton/optimising-docker-performance-the-key-4-technique
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030346.194608
+  last_checked: 1779030346
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:46.194608+02:00'
   last_ai_eval: null
@@ -318477,7 +319277,7 @@ https://medium.com/@joelkaplan1/gitops-with-istio-tekton-and-argo-cd-on-openshif
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034012.430355
+  last_checked: 1779034012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:52.430355+02:00'
   last_ai_eval: null
@@ -318509,7 +319309,7 @@ https://medium.com/@jon.mclean/argocd-the-gitops-way-90f7eb0d2606:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033328.848941
+  last_checked: 1779033328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.848941+02:00'
   last_ai_eval: null
@@ -318542,7 +319342,7 @@ https://medium.com/@jonathan_37674/comparing-kubernetes-security-frameworks-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.570185
+  last_checked: 1779032779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.570185+02:00'
   last_ai_eval: null
@@ -318574,7 +319374,7 @@ https://medium.com/@jonathan_37674/how-to-keep-your-ci-cd-pipelines-secure-armo-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034330.382532
+  last_checked: 1779034330
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.382532+02:00'
   last_ai_eval: null
@@ -318606,7 +319406,7 @@ https://medium.com/@jonathan_37674/how-to-secure-kubernetes-ingress-by-armo-cb86
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030132.287858
+  last_checked: 1779030132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.287858+02:00'
   last_ai_eval: null
@@ -318638,7 +319438,7 @@ https://medium.com/@jonathan_37674/how-to-validate-kubernetes-yaml-files-armo-e4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031801.741793
+  last_checked: 1779031801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.741793+02:00'
   last_ai_eval: null
@@ -318672,7 +319472,7 @@ https://medium.com/@jonathan_37674/kubernetes-1-27-everything-you-should-know-ar
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031181.204179
+  last_checked: 1779031181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.204179+02:00'
   last_ai_eval: null
@@ -318706,7 +319506,7 @@ https://medium.com/@jonathan_37674/kubernetes-admission-controller-the-definitiv
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032242.874504
+  last_checked: 1779032242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.874504+02:00'
   last_ai_eval: null
@@ -318740,7 +319540,7 @@ https://medium.com/@jonathan_37674/kubernetes-security-best-practices-definitive
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030384.451785
+  last_checked: 1779030384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.451785+02:00'
   last_ai_eval: null
@@ -318774,7 +319574,7 @@ https://medium.com/@jonathan_37674/what-have-we-learned-from-scanning-over-10k-k
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029948.052041
+  last_checked: 1779029948
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:08.052041+02:00'
   last_ai_eval: null
@@ -318808,7 +319608,7 @@ https://medium.com/@jpcontad/a-year-of-running-kubernetes-as-a-product-7eed1204e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034172.805851
+  last_checked: 1779034172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.805851+02:00'
   last_ai_eval: null
@@ -318841,7 +319641,7 @@ https://medium.com/@jportasa/ecs-jenkins-plugin-to-create-ephemeral-slaves-in-fa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033903.359483
+  last_checked: 1779033903
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.359483+02:00'
   last_ai_eval: null
@@ -318873,7 +319673,7 @@ https://medium.com/@jstrachan/fabric8-please-check-out-jenkins-x-instead-8295a02
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032296.514845
+  last_checked: 1779032296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.514845+02:00'
   last_ai_eval: null
@@ -318907,7 +319707,7 @@ https://medium.com/@jtdv01/kubernetes-authorization-and-role-based-access-contro
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031620.063769
+  last_checked: 1779031620
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.063769+02:00'
   last_ai_eval: null
@@ -318939,7 +319739,7 @@ https://medium.com/@juliorenner123/k8s-creating-a-kube-scheduler-plugin-8a826c48
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030390.647642
+  last_checked: 1779030390
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:30.647642+02:00'
   last_ai_eval: null
@@ -318971,7 +319771,7 @@ https://medium.com/@junjun231953_53717/terraform-best-practices-737153356d41:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033704.279467
+  last_checked: 1779033704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.279467+02:00'
   last_ai_eval: null
@@ -319004,7 +319804,7 @@ https://medium.com/@jweng1/setting-up-kafkasource-to-send-data-and-displayed-wit
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031944.807702
+  last_checked: 1779031944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.807702+02:00'
   last_ai_eval: null
@@ -319038,7 +319838,7 @@ https://medium.com/@kachidude007/setting-up-an-access-token-in-gitlab-for-a-jenk
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030199.056839
+  last_checked: 1779030199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.056839+02:00'
   last_ai_eval: null
@@ -319070,7 +319870,7 @@ https://medium.com/@kajan26/the-myth-of-scalability-in-kubernetes-e49953944b8e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032920.302734
+  last_checked: 1779032920
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.302734+02:00'
   last_ai_eval: null
@@ -319104,7 +319904,7 @@ https://medium.com/@karanshingde/machine-learning-in-production-your-comprehensi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034454.127812
+  last_checked: 1779034454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.127812+02:00'
   last_ai_eval: null
@@ -319138,7 +319938,7 @@ https://medium.com/@kennethtcp/how-to-spread-replica-pods-into-nodes-evenly-by-t
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029565.149677
+  last_checked: 1779029565
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:45.149677+02:00'
   last_ai_eval: null
@@ -319172,7 +319972,7 @@ https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032289.682439
+  last_checked: 1779032289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.682439+02:00'
   last_ai_eval: null
@@ -319206,7 +320006,7 @@ https://medium.com/@kevin30101999/machine-learning-pipeline-using-argo-workflow-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032420.900594
+  last_checked: 1779032420
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.900594+02:00'
   last_ai_eval: null
@@ -319240,7 +320040,7 @@ https://medium.com/@kinghuang/docker-compose-anchors-aliases-extensions-a1e4105d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030014.691964
+  last_checked: 1779030014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:14.691964+02:00'
   last_ai_eval: null
@@ -319274,7 +320074,7 @@ https://medium.com/@knoldus/configure-ssl-certificate-with-cert-manager-on-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031676.554534
+  last_checked: 1779031676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.554534+02:00'
   last_ai_eval: null
@@ -319306,7 +320106,7 @@ https://medium.com/@knoldus/how-to-schedule-pods-on-nodes-in-kubernetes-af321d8e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029269.742196
+  last_checked: 1779029269
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:49.742196+02:00'
   last_ai_eval: null
@@ -319338,7 +320138,7 @@ https://medium.com/@knoldus/introduction-to-kubernetes-deployment-strategies-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033432.048373
+  last_checked: 1779033432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.048373+02:00'
   last_ai_eval: null
@@ -319364,7 +320164,7 @@ https://medium.com/@knoldus/introduction-to-sealed-secrets-in-kubernetes-7857b36
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033788.670834
+  last_checked: 1779033788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.670834+02:00'
   last_ai_eval: null
@@ -319392,7 +320192,7 @@ https://medium.com/@knoldus/using-sealed-secrets-in-kubernetes-7f7518d4c984:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033572.542768
+  last_checked: 1779033572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.542768+02:00'
   last_ai_eval: null
@@ -319426,7 +320226,7 @@ https://medium.com/@krishnendupatra/best-practices-to-achieve-zero-downtime-on-k
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031535.470635
+  last_checked: 1779031535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:35.470635+02:00'
   last_ai_eval: null
@@ -319458,7 +320258,7 @@ https://medium.com/@kylekhunter/kubernetes-monitoring-with-prometheus-a149c35694
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030009.182451
+  last_checked: 1779030009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.182451+02:00'
   last_ai_eval: null
@@ -319492,7 +320292,7 @@ https://medium.com/@kylelzk/kubernetes-theory-understanding-kubernetes-component
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033384.451316
+  last_checked: 1779033384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:24.451316+02:00'
   last_ai_eval: null
@@ -319525,7 +320325,7 @@ https://medium.com/@ladoui.bilal/10-git-commands-should-every-devops-should-know
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030335.205309
+  last_checked: 1779030335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.205309+02:00'
   last_ai_eval: null
@@ -319559,7 +320359,7 @@ https://medium.com/@lambdaEranga/monitor-kubernets-services-endpoints-with-prome
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032902.041171
+  last_checked: 1779032902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.041171+02:00'
   last_ai_eval: null
@@ -319591,7 +320391,7 @@ https://medium.com/@leocherian/simple-cdk-app-to-create-eks-cluster-06f651a12ccd
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034424.546344
+  last_checked: 1779034424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.546344+02:00'
   last_ai_eval: null
@@ -319624,7 +320424,7 @@ https://medium.com/@lessandro.ugulino/securing-the-kubernetes-cluster-c5ab43fe0d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031328.916588
+  last_checked: 1779031328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.916588+02:00'
   last_ai_eval: null
@@ -319658,7 +320458,7 @@ https://medium.com/@lfoster49203/kubernetes-on-azure-setting-up-a-cluster-on-mic
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032539.912231
+  last_checked: 1779032539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.912231+02:00'
   last_ai_eval: null
@@ -319690,7 +320490,7 @@ https://medium.com/@litombeg/kubernetes-high-level-architecture-8a39456c2023:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030726.957195
+  last_checked: 1779030726
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:06.957195+02:00'
   last_ai_eval: null
@@ -319722,7 +320522,7 @@ https://medium.com/@lucapompei91/kubernetes-observability-17a7875a38f6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030528.894036
+  last_checked: 1779030528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.894036+02:00'
   last_ai_eval: null
@@ -319756,7 +320556,7 @@ https://medium.com/@lupass93/zero-trust-architecture-on-kubernetes-with-istio-se
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031445.851556
+  last_checked: 1779031445
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.851556+02:00'
   last_ai_eval: null
@@ -319788,7 +320588,7 @@ https://medium.com/@m.json/the-kubernetes-cloud-controller-manager-d440af0d2be5:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030119.138915
+  last_checked: 1779030119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.138915+02:00'
   last_ai_eval: null
@@ -319820,7 +320620,7 @@ https://medium.com/@madhankannan7/kubernetes-in-production-key-considerations-b2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031349.200381
+  last_checked: 1779031349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.200381+02:00'
   last_ai_eval: null
@@ -319853,7 +320653,7 @@ https://medium.com/@maggarwa/part-1-why-red-hat-openshift-service-mesh-54b8b6ae1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030403.673567
+  last_checked: 1779030403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.673567+02:00'
   last_ai_eval: null
@@ -319885,7 +320685,7 @@ https://medium.com/@magstherdev/opentelemetry-on-kubernetes-c167f024b35f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031442.142284
+  last_checked: 1779031442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:02.142284+02:00'
   last_ai_eval: null
@@ -319917,7 +320717,7 @@ https://medium.com/@magstherdev/opentelemetry-operator-d3d407354cbf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032622.458912
+  last_checked: 1779032622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:42.458912+02:00'
   last_ai_eval: null
@@ -319952,7 +320752,7 @@ https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031377.617343
+  last_checked: 1779031377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.617343+02:00'
   last_ai_eval: null
@@ -319986,7 +320786,7 @@ https://medium.com/@maneesha649nirman/design-patterns-for-microservices-30bed0d2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033772.782319
+  last_checked: 1779033772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.782319+02:00'
   last_ai_eval: null
@@ -320018,7 +320818,7 @@ https://medium.com/@marc.guerrini/diy-istio-validate-jwt-1ffbd488b1f3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034372.698739
+  last_checked: 1779034372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:52.698739+02:00'
   last_ai_eval: null
@@ -320050,7 +320850,7 @@ https://medium.com/@marc.khouzam/shell-completion-for-plugins-with-helm-3-8-7cb0
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030230.379164
+  last_checked: 1779030230
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.379164+02:00'
   last_ai_eval: null
@@ -320082,7 +320882,7 @@ https://medium.com/@marco.franssen/gitops-using-helmsman-to-apply-helm-charts-to
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033309.107364
+  last_checked: 1779033309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.107364+02:00'
   last_ai_eval: null
@@ -320114,7 +320914,7 @@ https://medium.com/@marco.franssen/install-hashicorp-vault-on-kubernetes-using-h
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031896.219976
+  last_checked: 1779031896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.219976+02:00'
   last_ai_eval: null
@@ -320144,7 +320944,7 @@ https://medium.com/@marinradjenovic/why-do-you-still-need-to-think-of-scalabilit
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029899.073319
+  last_checked: 1779029899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.073319+02:00'
   last_ai_eval: null
@@ -320176,7 +320976,7 @@ https://medium.com/@mariusz_kujawski/terraform-for-a-data-engineer-553f7538fec8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032287.584444
+  last_checked: 1779032287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.584444+02:00'
   last_ai_eval: null
@@ -320210,7 +321010,7 @@ https://medium.com/@mark.andreev/how-to-configure-kubernetes-memory-limits-for-j
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029356.188684
+  last_checked: 1779029356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:16.188684+02:00'
   last_ai_eval: null
@@ -320242,7 +321042,7 @@ https://medium.com/@markcallen_devops/setup-kubernetes-admin-on-linux-with-brew-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032751.444563
+  last_checked: 1779032751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.444563+02:00'
   last_ai_eval: null
@@ -320274,7 +321074,7 @@ https://medium.com/@marko.luksa/delaying-application-start-until-sidecar-is-read
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031416.253116
+  last_checked: 1779031416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.253116+02:00'
   last_ai_eval: null
@@ -320308,7 +321108,7 @@ https://medium.com/@marom.itamar/kubernetes-controllers-custom-resources-and-ope
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030196.218631
+  last_checked: 1779030196
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:16.218631+02:00'
   last_ai_eval: null
@@ -320342,7 +321142,7 @@ https://medium.com/@martin.hodges/adding-observability-to-a-kubernetes-cluster-u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033157.868372
+  last_checked: 1779033157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.868372+02:00'
   last_ai_eval: null
@@ -320374,7 +321174,7 @@ https://medium.com/@martin.hodges/enabling-tls-on-your-vault-cluster-on-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031541.288398
+  last_checked: 1779031541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.288398+02:00'
   last_ai_eval: null
@@ -320408,7 +321208,7 @@ https://medium.com/@martin.hodges/how-to-install-keycloak-iam-on-your-kubernetes
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031896.232083
+  last_checked: 1779031896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.232083+02:00'
   last_ai_eval: null
@@ -320442,7 +321242,7 @@ https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-manage
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032869.050703
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.050703+02:00'
   last_ai_eval: null
@@ -320476,7 +321276,7 @@ https://medium.com/@martin.hodges/introduction-to-vault-to-provide-secret-manage
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031844.316104
+  last_checked: 1779031844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:44.316104+02:00'
   last_ai_eval: null
@@ -320510,7 +321310,7 @@ https://medium.com/@martin.hodges/using-a-wildcard-certificate-within-your-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032642.420397
+  last_checked: 1779032642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.420397+02:00'
   last_ai_eval: null
@@ -320544,7 +321344,7 @@ https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032966.263089
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.263089+02:00'
   last_ai_eval: null
@@ -320577,7 +321377,7 @@ https://medium.com/@martin.hodges/why-do-i-need-an-api-gateway-on-a-kubernetes-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032368.388018
+  last_checked: 1779032368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.388018+02:00'
   last_ai_eval: null
@@ -320611,7 +321411,7 @@ https://medium.com/@mathieuces/how-to-calculate-cpu-for-containers-in-k8s-dynami
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034232.485011
+  last_checked: 1779034232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.485011+02:00'
   last_ai_eval: null
@@ -320645,7 +321445,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030119.171872
+  last_checked: 1779030119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.171872+02:00'
   last_ai_eval: null
@@ -320679,7 +321479,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033619.15322
+  last_checked: 1779033619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.153220+02:00'
   last_ai_eval: null
@@ -320713,7 +321513,7 @@ https://medium.com/@mbarkin.narin/problem-solving-strategies-for-microservice-ar
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031999.82984
+  last_checked: 1779031999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.829840+02:00'
   last_ai_eval: null
@@ -320745,7 +321545,7 @@ https://medium.com/@meng.yan/what-happens-when-deleting-a-pod-d1219c7e1b53:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034265.00945
+  last_checked: 1779034265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.009450+02:00'
   last_ai_eval: null
@@ -320777,7 +321577,7 @@ https://medium.com/@mertmengu/aws-sam-cli-advanced-serverless-deployments-07432f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031981.13288
+  last_checked: 1779031981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.132880+02:00'
   last_ai_eval: null
@@ -320809,7 +321609,7 @@ https://medium.com/@mfsilv/kubernetes-a-gentle-introduction-9d23de7f00e0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032157.07266
+  last_checked: 1779032157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.072660+02:00'
   last_ai_eval: null
@@ -320840,7 +321640,7 @@ https://medium.com/@mfsilv/kubernetes-for-dummies-the-cluster-7cf6a7b5532:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033486.697646
+  last_checked: 1779033486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.697646+02:00'
   last_ai_eval: null
@@ -320867,7 +321667,7 @@ https://medium.com/@michaeljguarino/how-we-created-an-in-browser-kubernetes-expe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033917.104319
+  last_checked: 1779033917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.104319+02:00'
   last_ai_eval: null
@@ -320898,7 +321698,7 @@ https://medium.com/@michaelkm03/api-testing-with-postman-build-a-dynamic-test-su
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029369.329864
+  last_checked: 1779029369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.329864+02:00'
   last_ai_eval: null
@@ -320924,7 +321724,7 @@ https://medium.com/@michaelkm03/rest-api-test-automation-with-postman-jenkins-1-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032462.022954
+  last_checked: 1779032462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.022954+02:00'
   last_ai_eval: null
@@ -320951,7 +321751,7 @@ https://medium.com/@micheldirk/on-amazon-eks-and-karpenter-2b84e75e254e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033757.299393
+  last_checked: 1779033757
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:37.299393+02:00'
   last_ai_eval: null
@@ -320983,7 +321783,7 @@ https://medium.com/@mikakrief/using-azure-service-operator-v2-4a1fa1f5e3b8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032254.673857
+  last_checked: 1779032254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.673857+02:00'
   last_ai_eval: null
@@ -321019,7 +321819,7 @@ https://medium.com/@mike_tyson_cloud/aws-landing-zone-mastering-the-architecture
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030846.497745
+  last_checked: 1779030846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.497745+02:00'
   last_ai_eval: null
@@ -321051,7 +321851,7 @@ https://medium.com/@mike_tyson_cloud/it-automation-10-alternatives-to-terraform-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030433.684105
+  last_checked: 1779030433
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:13.684105+02:00'
   last_ai_eval: null
@@ -321083,7 +321883,7 @@ https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030028.680706
+  last_checked: 1779030028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.680706+02:00'
   last_ai_eval: null
@@ -321117,7 +321917,7 @@ https://medium.com/@mjkool/kubernetes-operator-simplified-96b8c8f7e627:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031539.734656
+  last_checked: 1779031539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.734656+02:00'
   last_ai_eval: null
@@ -321149,7 +321949,7 @@ https://medium.com/@moep_moep/test-driven-development-with-ansible-using-molecul
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031099.07979
+  last_checked: 1779031099
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:19.079790+02:00'
   last_ai_eval: null
@@ -321181,7 +321981,7 @@ https://medium.com/@mohaamer5/kubernetes-pod-priority-and-preemption-943c58aee07
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033479.070737
+  last_checked: 1779033479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.070737+02:00'
   last_ai_eval: null
@@ -321214,7 +322014,7 @@ https://medium.com/@moshe.beladev.mb/better-debugging-environment-for-your-micro
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030522.170144
+  last_checked: 1779030522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.170144+02:00'
   last_ai_eval: null
@@ -321246,7 +322046,7 @@ https://medium.com/@muhidabid.cs/why-does-kubernetes-need-ingress-73d969fb6ffe:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033569.95399
+  last_checked: 1779033569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.953990+02:00'
   last_ai_eval: null
@@ -321278,7 +322078,7 @@ https://medium.com/@muppedaanvesh/a-hand-on-guide-to-vault-in-kubernetes-%EF%B8%
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032877.756724
+  last_checked: 1779032877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.756724+02:00'
   last_ai_eval: null
@@ -321312,7 +322112,7 @@ https://medium.com/@muppedaanvesh/a-hands-on-guide-to-kubernetes-monitoring-usin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032360.926772
+  last_checked: 1779032360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:20.926772+02:00'
   last_ai_eval: null
@@ -321346,7 +322146,7 @@ https://medium.com/@muppedaanvesh/azure-devops-self-hosted-agents-on-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029502.36134
+  last_checked: 1779029502
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.361340+02:00'
   last_ai_eval: null
@@ -321380,7 +322180,7 @@ https://medium.com/@mustafaaltunok/how-ingress-service-deployment-and-pod-link-t
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029805.136
+  last_checked: 1779029805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.136000+02:00'
   last_ai_eval: null
@@ -321412,7 +322212,7 @@ https://medium.com/@nadinCodeHat/http-based-microservices-is-a-bad-idea-670d3db2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032368.379902
+  last_checked: 1779032368
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.379902+02:00'
   last_ai_eval: null
@@ -321446,7 +322246,7 @@ https://medium.com/@nanditasahu031/devsecops-implementing-secure-ci-cd-pipelines
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033713.533902
+  last_checked: 1779033713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.533902+02:00'
   last_ai_eval: null
@@ -321478,7 +322278,7 @@ https://medium.com/@nanditasahu031/how-to-integrate-hashicorp-vault-with-jenkins
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031649.432503
+  last_checked: 1779031649
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:29.432503+02:00'
   last_ai_eval: null
@@ -321505,7 +322305,7 @@ https://medium.com/@nanditasahu031/how-to-start-with-kustomize-its-features-dd54
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029899.053317
+  last_checked: 1779029899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.053317+02:00'
   last_ai_eval: null
@@ -321537,7 +322337,7 @@ https://medium.com/@nanditasahu031/how-to-start-with-terragrunt-5cd1a842088a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031226.32207
+  last_checked: 1779031226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:26.322070+02:00'
   last_ai_eval: null
@@ -321569,7 +322369,7 @@ https://medium.com/@nanditasahu031/istio-service-mesh-a11654f90ed9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031142.592492
+  last_checked: 1779031142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.592492+02:00'
   last_ai_eval: null
@@ -321601,7 +322401,7 @@ https://medium.com/@nanditasahu031/terraform-with-gcp-cloud-d25d60a6e740:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031987.519978
+  last_checked: 1779031987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.519978+02:00'
   last_ai_eval: null
@@ -321635,7 +322435,7 @@ https://medium.com/@nanditasahu031/terraformer-generate-terraform-files-from-exi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032239.300954
+  last_checked: 1779032239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.300954+02:00'
   last_ai_eval: null
@@ -321666,7 +322466,7 @@ https://medium.com/@nblaye/exporting-kafka-jmx-metrics-to-grafana-1b9d32fe900a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032731.773289
+  last_checked: 1779032731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.773289+02:00'
   last_ai_eval: null
@@ -321693,7 +322493,7 @@ https://medium.com/@neonforge/why-you-shouldnt-use-aws-managed-kms-keys-83d9eb9d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034326.322793
+  last_checked: 1779034326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.322793+02:00'
   last_ai_eval: null
@@ -321726,7 +322526,7 @@ https://medium.com/@nidhibansal26/iac-and-openshift-virtualization-handshake-c0a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029067.850496
+  last_checked: 1779029067
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:27.850496+02:00'
   last_ai_eval: null
@@ -321758,7 +322558,7 @@ https://medium.com/@nikhil.purva/securing-kubernetes-secrets-with-hashicorp-vaul
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029487.026816
+  last_checked: 1779029487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.026816+02:00'
   last_ai_eval: null
@@ -321792,7 +322592,7 @@ https://medium.com/@niklas.uhrberg/auto-scaling-in-kubernetes-using-kafka-and-ap
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.069585
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.069585+02:00'
   last_ai_eval: null
@@ -321860,7 +322660,7 @@ https://medium.com/@nomulex/how-to-create-an-ssh-tunnel-to-a-remote-database-in-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032388.300992
+  last_checked: 1779032388
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:48.300992+02:00'
   last_ai_eval: null
@@ -321894,7 +322694,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031438.016198
+  last_checked: 1779031438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.016198+02:00'
   last_ai_eval: null
@@ -321926,7 +322726,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030384.508601
+  last_checked: 1779030384
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:24.508601+02:00'
   last_ai_eval: null
@@ -321954,7 +322754,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034104.964906
+  last_checked: 1779034104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.964906+02:00'
   last_ai_eval: null
@@ -321982,7 +322782,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029374.19733
+  last_checked: 1779029374
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.197330+02:00'
   last_ai_eval: null
@@ -322010,7 +322810,7 @@ https://medium.com/@norlin.t/build-a-managed-kubernetes-cluster-from-scratch-par
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034347.669808
+  last_checked: 1779034347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.669808+02:00'
   last_ai_eval: null
@@ -322038,7 +322838,7 @@ https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-c4b45a080bac:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033187.035086
+  last_checked: 1779033187
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:07.035086+02:00'
   last_ai_eval: null
@@ -322070,7 +322870,7 @@ https://medium.com/@norlin.t/kubernetes-the-hard-illumos-way-last-part-c68ca71bc
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034131.339149
+  last_checked: 1779034131
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:51.339149+02:00'
   last_ai_eval: null
@@ -322103,7 +322903,7 @@ https://medium.com/@nsfabrice2009/how-to-install-argocd-on-k8s-cluster-ad9084c71
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031849.919748
+  last_checked: 1779031849
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:49.919748+02:00'
   last_ai_eval: null
@@ -322136,7 +322936,7 @@ https://medium.com/@oamdev2020/glue-terraform-ecosystem-into-kubernetes-world-3e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033579.275747
+  last_checked: 1779033579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:39.275747+02:00'
   last_ai_eval: null
@@ -322168,7 +322968,7 @@ https://medium.com/@okandavut/what-is-gitflow-c0be7a659992:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032017.117705
+  last_checked: 1779032017
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.117705+02:00'
   last_ai_eval: null
@@ -322202,7 +323002,7 @@ https://medium.com/@okandavut/what-is-gitflow-c0be7a659992:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029513.462402
+  last_checked: 1779029513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.462402+02:00'
   last_ai_eval: null
@@ -322236,7 +323036,7 @@ https://medium.com/@onai.rotich/4-tools-that-make-it-easy-to-manage-your-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032100.163651
+  last_checked: 1779032100
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:00.163651+02:00'
   last_ai_eval: null
@@ -322268,7 +323068,7 @@ https://medium.com/@onai.rotich/understand-container-metrics-and-why-they-matter
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031676.546383
+  last_checked: 1779031676
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:56.546383+02:00'
   last_ai_eval: null
@@ -322300,7 +323100,7 @@ https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a6510
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032134.575536
+  last_checked: 1779032134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.575536+02:00'
   last_ai_eval: null
@@ -322334,7 +323134,7 @@ https://medium.com/@orangecola3/understanding-podsecurity-in-kubernetes-e58a6510
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033309.100274
+  last_checked: 1779033309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.100274+02:00'
   last_ai_eval: null
@@ -322366,7 +323166,7 @@ https://medium.com/@ospalaemon/introducing-palaemon-the-savior-of-kubernetes-pod
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031438.018866
+  last_checked: 1779031438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.018866+02:00'
   last_ai_eval: null
@@ -322398,7 +323198,7 @@ https://medium.com/@ostridelabs/k8s-vs-k3s-the-comprehensive-difference-f7667d14
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029634.053842
+  last_checked: 1779029634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.053842+02:00'
   last_ai_eval: null
@@ -322432,7 +323232,7 @@ https://medium.com/@outlier.developer/getting-started-with-argocd-for-gitops-kub
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031398.872122
+  last_checked: 1779031398
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:18.872122+02:00'
   last_ai_eval: null
@@ -322466,7 +323266,7 @@ https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031559.170504
+  last_checked: 1779031559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.170504+02:00'
   last_ai_eval: null
@@ -322500,7 +323300,7 @@ https://medium.com/@paolo.gallina/releasing-helm-charts-maintaining-your-mental-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033583.482056
+  last_checked: 1779033583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.482056+02:00'
   last_ai_eval: null
@@ -322566,7 +323366,7 @@ https://medium.com/@pauldotyu/service-mesh-considerations-117561f30295:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030534.138498
+  last_checked: 1779030534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:54.138498+02:00'
   last_ai_eval: null
@@ -322598,7 +323398,7 @@ https://medium.com/@pavanbelagatti/kubernetes-service-types-explained-2709cde3bc
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033947.441837
+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.441837+02:00'
   last_ai_eval: null
@@ -322632,7 +323432,7 @@ https://medium.com/@pbijjala/considerations-for-hardening-your-gke-a-workload-pe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031410.217121
+  last_checked: 1779031410
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.217121+02:00'
   last_ai_eval: null
@@ -322664,7 +323464,7 @@ https://medium.com/@pbijjala/container-security-an-eco-system-183dbffdf2d8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033844.627251
+  last_checked: 1779033844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.627251+02:00'
   last_ai_eval: null
@@ -322697,7 +323497,7 @@ https://medium.com/@pbijjala/recap-elasticity-in-kubernetes-gke-543d8523d3c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033715.602813
+  last_checked: 1779033715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:55.602813+02:00'
   last_ai_eval: null
@@ -322729,7 +323529,7 @@ https://medium.com/@pbijjala/recap-kube-vrs-cloud-dns-in-gke-b8d1d407e00d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031807.83641
+  last_checked: 1779031807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.836410+02:00'
   last_ai_eval: null
@@ -322762,7 +323562,7 @@ https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029120.71703
+  last_checked: 1779029120
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.717030+02:00'
   last_ai_eval: null
@@ -322796,7 +323596,7 @@ https://medium.com/@peiruwang/build-ci-cd-multibranch-pipeline-with-jenkins-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031944.850107
+  last_checked: 1779031944
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:24.850107+02:00'
   last_ai_eval: null
@@ -322830,7 +323630,7 @@ https://medium.com/@percenuage/my-adventure-with-helm-as-gitops-in-a-distributed
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030802.959124
+  last_checked: 1779030802
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:22.959124+02:00'
   last_ai_eval: null
@@ -322864,7 +323664,7 @@ https://medium.com/@perspectivementor/6-essential-skills-for-landing-a-devops-jo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034045.342358
+  last_checked: 1779034045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:25.342358+02:00'
   last_ai_eval: null
@@ -322898,7 +323698,7 @@ https://medium.com/@pflooky/intro-to-kubernetes-mutating-webhooks-even-if-you-do
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034506.915448
+  last_checked: 1779034506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:06.915448+02:00'
   last_ai_eval: null
@@ -322930,7 +323730,7 @@ https://medium.com/@pittar/running-oracle-12c-on-openshift-container-platform-ca
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034391.811562
+  last_checked: 1779034391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.811562+02:00'
   last_ai_eval: null
@@ -322962,7 +323762,7 @@ https://medium.com/@piyush.sachdeva055/deploy-aks-cluster-in-azure-with-terrafor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034568.803401
+  last_checked: 1779034568
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.803401+02:00'
   last_ai_eval: null
@@ -322996,7 +323796,7 @@ https://medium.com/@piyush_74867/apache-airflow-on-kubernetes-at-scale-a-peak-un
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030348.021398
+  last_checked: 1779030348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.021398+02:00'
   last_ai_eval: null
@@ -323028,7 +323828,7 @@ https://medium.com/@pleasingsmoke/graceful-shutdown-of-pods-in-kubernetes-6da558
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034581.731126
+  last_checked: 1779034581
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:21.731126+02:00'
   last_ai_eval: null
@@ -323060,7 +323860,7 @@ https://medium.com/@polatatc/terraform-the-most-demanded-devops-skill-88c461641e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030736.406247
+  last_checked: 1779030736
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:16.406247+02:00'
   last_ai_eval: null
@@ -323092,7 +323892,7 @@ https://medium.com/@portainerio/kubernetes-the-ultimate-enabler-of-automation-27
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031645.252226
+  last_checked: 1779031645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.252226+02:00'
   last_ai_eval: null
@@ -323126,7 +323926,7 @@ https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030685.018275
+  last_checked: 1779030685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.018275+02:00'
   last_ai_eval: null
@@ -323160,7 +323960,7 @@ https://medium.com/@poseidon.os/poseidon-a-kubernetes-cluster-visualization-cost
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029826.288246
+  last_checked: 1779029826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.288246+02:00'
   last_ai_eval: null
@@ -323192,7 +323992,7 @@ https://medium.com/@pratyush.mathur/kubernetes-architecture-82e9bc8324f1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032103.687278
+  last_checked: 1779032103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:03.687278+02:00'
   last_ai_eval: null
@@ -323224,7 +324024,7 @@ https://medium.com/@pratyush.mathur/kubernetes-resources-c09d172dbdc5:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.580837
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.580837+02:00'
   last_ai_eval: null
@@ -323256,7 +324056,7 @@ https://medium.com/@pratyush.mathur/logging-with-efk-1c2e131496d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030000.200589
+  last_checked: 1779030000
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.200589+02:00'
   last_ai_eval: null
@@ -323288,7 +324088,7 @@ https://medium.com/@pratyush.mathur/secrets-management-using-vault-in-k8s-272462
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033258.66249
+  last_checked: 1779033258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.662490+02:00'
   last_ai_eval: null
@@ -323322,7 +324122,7 @@ https://medium.com/@pratzy99/adoption-of-finops-for-kubernetes-cost-optimization
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029990.911486
+  last_checked: 1779029990
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:50.911486+02:00'
   last_ai_eval: null
@@ -323354,7 +324154,7 @@ https://medium.com/@r_chan/kubernetes-pods-termination-lifecycle-fd2926c4611a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030442.973306
+  last_checked: 1779030442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.973306+02:00'
   last_ai_eval: null
@@ -323388,7 +324188,7 @@ https://medium.com/@radha.sable25/enabling-iam-users-roles-access-on-amazon-eks-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033309.11067
+  last_checked: 1779033309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.110670+02:00'
   last_ai_eval: null
@@ -323420,7 +324220,7 @@ https://medium.com/@rafavinnce/gitflow-branch-guide-8a523360c053:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030982.643789
+  last_checked: 1779030982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.643789+02:00'
   last_ai_eval: null
@@ -323452,7 +324252,7 @@ https://medium.com/@raghavendraguttur/podman-containers-beginners-guide-830b931e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031401.291313
+  last_checked: 1779031401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:21.291313+02:00'
   last_ai_eval: null
@@ -323484,7 +324284,7 @@ https://medium.com/@rahul.fiem/opentelemetry-otel-vs-application-performance-mon
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033129.710721
+  last_checked: 1779033129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:09.710721+02:00'
   last_ai_eval: null
@@ -323518,7 +324318,7 @@ https://medium.com/@randhirthakur076/optimizing-kubernetes-cost-management-a-dee
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.549985
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.549985+02:00'
   last_ai_eval: null
@@ -323550,7 +324350,7 @@ https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terrafor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033240.21949
+  last_checked: 1779033240
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.219490+02:00'
   last_ai_eval: null
@@ -323584,7 +324384,7 @@ https://medium.com/@ranjana-jha/infrastructure-as-a-code-best-practices-terrafor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031541.291061
+  last_checked: 1779031541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.291061+02:00'
   last_ai_eval: null
@@ -323618,7 +324418,7 @@ https://medium.com/@ravindursr/automated-manifest-file-validation-using-open-pol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031902.45284
+  last_checked: 1779031902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:42.452840+02:00'
   last_ai_eval: null
@@ -323649,7 +324449,7 @@ https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-rep
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029168.879238
+  last_checked: 1779029168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.879238+02:00'
   last_ai_eval: null
@@ -323679,7 +324479,7 @@ https://medium.com/@raymon_dut/whats-the-relationship-between-pod-deployment-rep
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029251.68329
+  last_checked: 1779029251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.683290+02:00'
   last_ai_eval: null
@@ -323712,7 +324512,7 @@ https://medium.com/@reefland/access-pvc-data-without-the-pod-troubleshooting-kub
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032251.796307
+  last_checked: 1779032251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:31.796307+02:00'
   last_ai_eval: null
@@ -323744,7 +324544,7 @@ https://medium.com/@reefland/tracking-down-invisible-oom-kills-in-kubernetes-192
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033671.551553
+  last_checked: 1779033671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.551553+02:00'
   last_ai_eval: null
@@ -323776,7 +324576,7 @@ https://medium.com/@rghetia/distributed-tracing-and-monitoring-using-opencensus-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034291.684991
+  last_checked: 1779034291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.684991+02:00'
   last_ai_eval: null
@@ -323810,7 +324610,7 @@ https://medium.com/@rifkikarimr/continuous-integration-and-continuous-deployment
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034450.0732
+  last_checked: 1779034450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.073200+02:00'
   last_ai_eval: null
@@ -323842,7 +324642,7 @@ https://medium.com/@rishabh1799/building-pipeline-and-launching-jenkins-in-conta
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030084.621115
+  last_checked: 1779030084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:24.621115+02:00'
   last_ai_eval: null
@@ -323876,7 +324676,7 @@ https://medium.com/@rizkiprass/beginner-terraform-tutorial-launching-ec2-in-aws-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031163.870669
+  last_checked: 1779031163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:23.870669+02:00'
   last_ai_eval: null
@@ -323909,7 +324709,7 @@ https://medium.com/@rosaniline/setup-chained-jenkins-declarative-pipeline-projec
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033925.027182
+  last_checked: 1779033925
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.027182+02:00'
   last_ai_eval: null
@@ -323943,7 +324743,7 @@ https://medium.com/@rphilogene/platform-engineering-7-internal-developer-platfor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029482.637942
+  last_checked: 1779029482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.637942+02:00'
   last_ai_eval: null
@@ -323977,7 +324777,7 @@ https://medium.com/@rphilogene/top-10-platform-engineering-tools-you-should-cons
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033770.331095
+  last_checked: 1779033770
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.331095+02:00'
   last_ai_eval: null
@@ -324009,7 +324809,7 @@ https://medium.com/@rphilogene/turning-kubernetes-into-a-developer-friendly-prod
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030965.907263
+  last_checked: 1779030965
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:05.907263+02:00'
   last_ai_eval: null
@@ -324041,7 +324841,7 @@ https://medium.com/@rphilogene/whats-an-internal-developer-platform-8f52fb367552
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034533.309254
+  last_checked: 1779034533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.309254+02:00'
   last_ai_eval: null
@@ -324075,7 +324875,7 @@ https://medium.com/@rramiz.rraza/kafka-metrics-integration-with-prometheus-and-g
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030720.582511
+  last_checked: 1779030720
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.582511+02:00'
   last_ai_eval: null
@@ -324107,7 +324907,7 @@ https://medium.com/@rsk.saikrishna/when-to-use-mongodb-rather-than-mysql-d03ceff
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033486.674033
+  last_checked: 1779033486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.674033+02:00'
   last_ai_eval: null
@@ -324141,7 +324941,7 @@ https://medium.com/@rtaplamaci/horizontal-scaling-on-kubernetes-clusters-based-o
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031543.508616
+  last_checked: 1779031543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.508616+02:00'
   last_ai_eval: null
@@ -324173,7 +324973,7 @@ https://medium.com/@ruxijitianu/database-version-control-liquibase-versus-flyway
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031693.82686
+  last_checked: 1779031693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.826860+02:00'
   last_ai_eval: null
@@ -324207,7 +325007,7 @@ https://medium.com/@ryan.dardis/kubeclarity-cloud-native-security-scanning-for-y
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030086.639237
+  last_checked: 1779030086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:26.639237+02:00'
   last_ai_eval: null
@@ -324239,7 +325039,7 @@ https://medium.com/@sachem2015/kubermetrics-cluster-visualization-made-simple-d2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031801.72954
+  last_checked: 1779031801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.729540+02:00'
   last_ai_eval: null
@@ -324273,7 +325073,7 @@ https://medium.com/@sajjadfazlani/how-to-protect-your-apis-and-microservices-f22
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030561.555309
+  last_checked: 1779030561
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.555309+02:00'
   last_ai_eval: null
@@ -324305,7 +325105,7 @@ https://medium.com/@sakshampaliwal/what-is-kubernetes-in-short-e92f2b81248a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034349.480107
+  last_checked: 1779034349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.480107+02:00'
   last_ai_eval: null
@@ -324339,7 +325139,7 @@ https://medium.com/@sam.euchaliptus/tolerations-nodeaffinity-for-deterministic-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032952.4012
+  last_checked: 1779032952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.401200+02:00'
   last_ai_eval: null
@@ -324371,7 +325171,7 @@ https://medium.com/@samiullah6799/different-roles-in-mlops-0918de5321a4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032383.20579
+  last_checked: 1779032383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.205790+02:00'
   last_ai_eval: null
@@ -324405,7 +325205,7 @@ https://medium.com/@samng1991216/building-kubernetes-operator-application-from-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031608.927556
+  last_checked: 1779031608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:48.927556+02:00'
   last_ai_eval: null
@@ -324439,7 +325239,7 @@ https://medium.com/@samuelbagattin/partial-helm-values-encryption-using-aws-kms-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034295.397168
+  last_checked: 1779034295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.397168+02:00'
   last_ai_eval: null
@@ -324473,7 +325273,7 @@ https://medium.com/@sandeepsharmaster/modernize-your-cloud-microservices-apps-he
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033169.715064
+  last_checked: 1779033169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.715064+02:00'
   last_ai_eval: null
@@ -324505,7 +325305,7 @@ https://medium.com/@sandupatlaabhilash1747/automation-of-cloud-terraform-5a299fb
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031510.428648
+  last_checked: 1779031510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.428648+02:00'
   last_ai_eval: null
@@ -324539,7 +325339,7 @@ https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-1-serv
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031801.735717
+  last_checked: 1779031801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:01.735717+02:00'
   last_ai_eval: null
@@ -324571,7 +325371,7 @@ https://medium.com/@sangjinn/how-to-communicate-with-kubernetes-workloads-2-ingr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033479.079077
+  last_checked: 1779033479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.079077+02:00'
   last_ai_eval: null
@@ -324600,7 +325400,7 @@ https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032371.441759
+  last_checked: 1779032371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:31.441759+02:00'
   last_ai_eval: null
@@ -324634,7 +325434,7 @@ https://medium.com/@sanjayaben/how-to-build-an-efficient-ci-cd-pipeline-b5738ad5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.657821
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.657821+02:00'
   last_ai_eval: null
@@ -324666,7 +325466,7 @@ https://medium.com/@satyakommula/deploy-kubernetes-dashboard-with-nodeport-382f4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030787.585786
+  last_checked: 1779030787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.585786+02:00'
   last_ai_eval: null
@@ -324698,7 +325498,7 @@ https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029325.396054
+  last_checked: 1779029325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.396054+02:00'
   last_ai_eval: null
@@ -324732,7 +325532,7 @@ https://medium.com/@saurabhdahibhate50/devops-day-04-task-e51d64ffbf16:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033913.539908
+  last_checked: 1779033913
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.539908+02:00'
   last_ai_eval: null
@@ -324764,7 +325564,7 @@ https://medium.com/@sdhah1999/prometheus-grafana-on-k8s-6efee4af4036:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032539.982153
+  last_checked: 1779032539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:19.982153+02:00'
   last_ai_eval: null
@@ -324796,7 +325596,7 @@ https://medium.com/@sebagomez/windows-containers-personal-cheat-sheet-95c1c4d6bd
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030934.258997
+  last_checked: 1779030934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.258997+02:00'
   last_ai_eval: null
@@ -324828,7 +325628,7 @@ https://medium.com/@selvamraju007/git-branching-strategies-a6eafe4541ae:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031106.942405
+  last_checked: 1779031106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:26.942405+02:00'
   last_ai_eval: null
@@ -324862,7 +325662,7 @@ https://medium.com/@senjutide2000/designing-a-controller-for-custom-resources-fr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029640.573441
+  last_checked: 1779029640
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:00.573441+02:00'
   last_ai_eval: null
@@ -324894,7 +325694,7 @@ https://medium.com/@senthilrch/api-access-control-using-istio-ingress-gateway-44
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031466.559557
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.559557+02:00'
   last_ai_eval: null
@@ -324926,7 +325726,7 @@ https://medium.com/@senthilrch/kubernetes-network-polices-are-they-really-useful
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031539.724138
+  last_checked: 1779031539
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.724138+02:00'
   last_ai_eval: null
@@ -324959,7 +325759,7 @@ https://medium.com/@shahinghasemy/what-is-docker-why-should-you-use-it-in-simple
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033078.906218
+  last_checked: 1779033078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:18.906218+02:00'
   last_ai_eval: null
@@ -324993,7 +325793,7 @@ https://medium.com/@sharprazor.app/memory-settings-for-java-process-running-in-k
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033586.175566
+  last_checked: 1779033586
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:46.175566+02:00'
   last_ai_eval: null
@@ -325025,7 +325825,7 @@ https://medium.com/@sheraznadeem1/kubescape-kubernetes-hardening-demystified-87f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032644.308094
+  last_checked: 1779032644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.308094+02:00'
   last_ai_eval: null
@@ -325059,7 +325859,7 @@ https://medium.com/@shrishs/application-backup-and-restore-using-openshift-api-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032551.950472
+  last_checked: 1779032551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.950472+02:00'
   last_ai_eval: null
@@ -325091,7 +325891,7 @@ https://medium.com/@shrishtishreya/kubernetes-configmaps-explained-c6e7c9a6e6a6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029142.326703
+  last_checked: 1779029142
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:42.326703+02:00'
   last_ai_eval: null
@@ -325123,7 +325923,7 @@ https://medium.com/@shubhadeepchat/best-practices-for-good-rest-api-design-b5fae
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032639.826123
+  last_checked: 1779032639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.826123+02:00'
   last_ai_eval: null
@@ -325157,7 +325957,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032184.732064
+  last_checked: 1779032184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.732064+02:00'
   last_ai_eval: null
@@ -325189,7 +325989,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031507.234651
+  last_checked: 1779031507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.234651+02:00'
   last_ai_eval: null
@@ -325220,7 +326020,7 @@ https://medium.com/@siegert.maximilian/ensure-content-trust-on-kubernetes-using-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030934.266247
+  last_checked: 1779030934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.266247+02:00'
   last_ai_eval: null
@@ -325248,7 +326048,7 @@ https://medium.com/@sindhujacynixit/fighting-service-latency-in-microservices-wi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033735.328823
+  last_checked: 1779033735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.328823+02:00'
   last_ai_eval: null
@@ -325280,7 +326080,7 @@ https://medium.com/@slashben81/how-to-write-a-yaml-file-for-kubernetes-armo-76f2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030805.686294
+  last_checked: 1779030805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.686294+02:00'
   last_ai_eval: null
@@ -325313,7 +326113,7 @@ https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029123.59952
+  last_checked: 1779029123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.599520+02:00'
   last_ai_eval: null
@@ -325347,7 +326147,7 @@ https://medium.com/@slimm609/secure-image-signing-with-cosign-and-aws-kms-82bc25
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033622.679331
+  last_checked: 1779033622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.679331+02:00'
   last_ai_eval: null
@@ -325379,7 +326179,7 @@ https://medium.com/@study.uttam/main-challenges-of-machine-learning-eb06dffac3da
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033037.140788
+  last_checked: 1779033037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.140788+02:00'
   last_ai_eval: null
@@ -325411,7 +326211,7 @@ https://medium.com/@suleimanabualrob/kubernetes-cost-optimisation-9e81b76814f6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.505038
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.505038+02:00'
   last_ai_eval: null
@@ -325443,7 +326243,7 @@ https://medium.com/@sumudu_liyan/how-to-install-istio-on-kubernetes-cluster-e831
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030587.385973
+  last_checked: 1779030587
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:47.385973+02:00'
   last_ai_eval: null
@@ -325476,7 +326276,7 @@ https://medium.com/@sureshpalemoni/kubernetes-authentication-and-authorization-w
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029899.066594
+  last_checked: 1779029899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.066594+02:00'
   last_ai_eval: null
@@ -325508,7 +326308,7 @@ https://medium.com/@suvankar.dey80/time-series-sql-vs-no-sql-a8c7f40d80a8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034309.073583
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.073583+02:00'
   last_ai_eval: null
@@ -325541,7 +326341,7 @@ https://medium.com/@swain.dennis1/forking-github-repository-with-git-and-vim-542
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033313.444158
+  last_checked: 1779033313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.444158+02:00'
   last_ai_eval: null
@@ -325573,7 +326373,7 @@ https://medium.com/@swapnasagarpradhan/simplifying-orchestration-with-kubernetes
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030285.06542
+  last_checked: 1779030285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.065420+02:00'
   last_ai_eval: null
@@ -325605,7 +326405,7 @@ https://medium.com/@ta.abhisingh/agile-vs-devops-vs-sre-its-not-or-it-s-and-aa31
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031758.966188
+  last_checked: 1779031758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.966188+02:00'
   last_ai_eval: null
@@ -325637,7 +326437,7 @@ https://medium.com/@tamerberatcelik/when-and-why-to-use-kubernetes-fface756859f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030561.5425
+  last_checked: 1779030561
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.542500+02:00'
   last_ai_eval: null
@@ -325670,7 +326470,7 @@ https://medium.com/@tanmay.avinash.deshpande/the-easiest-way-to-remove-checked-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033213.034657
+  last_checked: 1779033213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:33.034657+02:00'
   last_ai_eval: null
@@ -325703,7 +326503,7 @@ https://medium.com/@tarekbecker/serverless-enterprise-grade-multi-tenancy-using-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030250.301192
+  last_checked: 1779030250
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.301192+02:00'
   last_ai_eval: null
@@ -325737,7 +326537,7 @@ https://medium.com/@tarikucar/getting-started-with-google-cloud-storage-with-ter
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032819.670428
+  last_checked: 1779032819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.670428+02:00'
   last_ai_eval: null
@@ -325769,7 +326569,7 @@ https://medium.com/@tarunbehal02/aws-cost-optimizations-my-learnings-fcdc14da1f5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029563.454615
+  last_checked: 1779029563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.454615+02:00'
   last_ai_eval: null
@@ -325803,7 +326603,7 @@ https://medium.com/@tathagatapaul7/opentelemetry-in-kubernetes-deploying-your-co
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034041.400118
+  last_checked: 1779034041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.400118+02:00'
   last_ai_eval: null
@@ -325835,7 +326635,7 @@ https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033486.685969
+  last_checked: 1779033486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.685969+02:00'
   last_ai_eval: null
@@ -325869,7 +326669,7 @@ https://medium.com/@tech_18484/simplifying-kubernetes-logging-with-efk-stack-158
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034579.865696
+  last_checked: 1779034579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:19.865696+02:00'
   last_ai_eval: null
@@ -325900,7 +326700,7 @@ https://medium.com/@thapliyal705/create-amazon-eks-cluster-from-scratch-using-ek
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029487.041538
+  last_checked: 1779029487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.041538+02:00'
   last_ai_eval: null
@@ -325927,7 +326727,7 @@ https://medium.com/@the.nick.miller/multi-container-deployments-with-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033788.645328
+  last_checked: 1779033788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.645328+02:00'
   last_ai_eval: null
@@ -325959,7 +326759,7 @@ https://medium.com/@therealjordanlee/azure-devops-tips-each-loops-c082c692d025:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033342.55431
+  last_checked: 1779033342
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:42.554310+02:00'
   last_ai_eval: null
@@ -325991,7 +326791,7 @@ https://medium.com/@thibault60000/git-flow-for-beginners-d7a152b2c1f9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032380.379472
+  last_checked: 1779032380
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.379472+02:00'
   last_ai_eval: null
@@ -326023,7 +326823,7 @@ https://medium.com/@thomaspoignant/starting-with-kubernetes-db121b09fd4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033118.170837
+  last_checked: 1779033118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.170837+02:00'
   last_ai_eval: null
@@ -326057,7 +326857,7 @@ https://medium.com/@timebertt/kubernetes-controllers-at-scale-clients-caches-con
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032785.488984
+  last_checked: 1779032785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.488984+02:00'
   last_ai_eval: null
@@ -326091,7 +326891,7 @@ https://medium.com/@timleonardDS/who-lets-the-dags-out-register-an-external-dag-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031110.849575
+  last_checked: 1779031110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.849575+02:00'
   last_ai_eval: null
@@ -326123,7 +326923,7 @@ https://medium.com/@tom-neal/cto-checklist-1a2ef3d6502:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033359.921692
+  last_checked: 1779033359
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:59.921692+02:00'
   last_ai_eval: null
@@ -326157,7 +326957,7 @@ https://medium.com/@toonvandeuren/kubernetes-scaling-the-event-driven-approach-b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030805.679985
+  last_checked: 1779030805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.679985+02:00'
   last_ai_eval: null
@@ -326189,7 +326989,7 @@ https://medium.com/@vafrcor2009/gitflow-vs-trunk-based-development-3beff578030b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034504.483005
+  last_checked: 1779034504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.483005+02:00'
   last_ai_eval: null
@@ -326222,7 +327022,7 @@ https://medium.com/@vaib16dec/kubesecops-pipeline-container-security-in-a-cloudn
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031460.457298
+  last_checked: 1779031460
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:20.457298+02:00'
   last_ai_eval: null
@@ -326255,7 +327055,7 @@ https://medium.com/@vaibhav176/saving-costs-in-google-kubernetes-engine-using-sp
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030558.347994
+  last_checked: 1779030558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.347994+02:00'
   last_ai_eval: null
@@ -326289,7 +327089,7 @@ https://medium.com/@vajrapuvinod/mastering-ingress-context-path-based-routing-in
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033658.155329
+  last_checked: 1779033658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.155329+02:00'
   last_ai_eval: null
@@ -326321,7 +327121,7 @@ https://medium.com/@valyala/promql-tutorial-for-beginners-9ab455142085:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031719.941777
+  last_checked: 1779031719
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:39.941777+02:00'
   last_ai_eval: null
@@ -326353,7 +327153,7 @@ https://medium.com/@vamshisuram/how-to-crack-ckad-exam-part-2-26330c32a4e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031776.310469
+  last_checked: 1779031776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.310469+02:00'
   last_ai_eval: null
@@ -326419,7 +327219,7 @@ https://medium.com/@vdboor/using-nginx-ingress-as-a-static-cache-91bc27be04a1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031520.698817
+  last_checked: 1779031520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.698817+02:00'
   last_ai_eval: null
@@ -326451,7 +327251,7 @@ https://medium.com/@versentfastforward/gitops-and-argocd-to-automate-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030412.967097
+  last_checked: 1779030412
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:52.967097+02:00'
   last_ai_eval: null
@@ -326483,7 +327283,7 @@ https://medium.com/@versentfastforward/one-click-bootstrap-deployment-of-argocd-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029165.154635
+  last_checked: 1779029165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.154635+02:00'
   last_ai_eval: null
@@ -326515,7 +327315,7 @@ https://medium.com/@versentfastforward/structuring-your-repo-for-argocd-part-1-5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030673.549871
+  last_checked: 1779030673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:13.549871+02:00'
   last_ai_eval: null
@@ -326547,7 +327347,7 @@ https://medium.com/@victor.ronin/design-your-code-for-readability-vs-writability
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030561.541389
+  last_checked: 1779030561
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.541389+02:00'
   last_ai_eval: null
@@ -326579,7 +327379,7 @@ https://medium.com/@victor.ronin/the-dark-side-of-a-cross-functional-team-e0d379
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030403.671827
+  last_checked: 1779030403
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:43.671827+02:00'
   last_ai_eval: null
@@ -326611,7 +327411,7 @@ https://medium.com/@victorpaulo/from-zero-to-kubernetes-operator-dd06436b9d89:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.61269
+  last_checked: 1779032779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.612690+02:00'
   last_ai_eval: null
@@ -326643,7 +327443,7 @@ https://medium.com/@vikram.fugro/container-networking-interface-aka-cni-bdfe23f8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034306.12604
+  last_checked: 1779034306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.126040+02:00'
   last_ai_eval: null
@@ -326677,7 +327477,7 @@ https://medium.com/@vinciabhinav7/microservices-communication-architecture-patte
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029478.329639
+  last_checked: 1779029478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.329639+02:00'
   last_ai_eval: null
@@ -326711,7 +327511,7 @@ https://medium.com/@vinoji2005/using-terraform-with-kubernetes-a-comprehensive-g
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029613.201193
+  last_checked: 1779029613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:33.201193+02:00'
   last_ai_eval: null
@@ -326745,7 +327545,7 @@ https://medium.com/@vinothiniraju/streamlining-kubernetes-deployment-with-ready-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030201.985291
+  last_checked: 1779030201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.985291+02:00'
   last_ai_eval: null
@@ -326778,7 +327578,7 @@ https://medium.com/@vipinagarwal18/install-istio-on-azure-kubernetes-cluster-usi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033611.935872
+  last_checked: 1779033611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:11.935872+02:00'
   last_ai_eval: null
@@ -326812,7 +327612,7 @@ https://medium.com/@visweswara/pod-disruption-budget-budget-that-can-save-you-on
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.052092
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.052092+02:00'
   last_ai_eval: null
@@ -326844,7 +327644,7 @@ https://medium.com/@visweswara/what-are-kubernetes-admission-controllers-let-me-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033002.045198
+  last_checked: 1779033002
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.045198+02:00'
   last_ai_eval: null
@@ -326876,7 +327676,7 @@ https://medium.com/@vrnvav97/canary-deployment-in-kubernetes-a18c81cb9b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031669.290209
+  last_checked: 1779031669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.290209+02:00'
   last_ai_eval: null
@@ -326910,7 +327710,7 @@ https://medium.com/@vvsevel/a-guide-to-kubernetes-application-resource-tuning-pa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029678.531675
+  last_checked: 1779029678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.531675+02:00'
   last_ai_eval: null
@@ -326944,7 +327744,7 @@ https://medium.com/@walissonscd/creating-a-kubernetes-pod-with-multiple-containe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032254.672121
+  last_checked: 1779032254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.672121+02:00'
   last_ai_eval: null
@@ -326978,7 +327778,7 @@ https://medium.com/@walissonscd/monitoring-kubernetes-cluster-resources-using-to
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033435.813454
+  last_checked: 1779033435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.813454+02:00'
   last_ai_eval: null
@@ -327010,7 +327810,7 @@ https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029421.296425
+  last_checked: 1779029421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:21.296425+02:00'
   last_ai_eval: null
@@ -327044,7 +327844,7 @@ https://medium.com/@walissonscd/understanding-your-kubernetes-cluster-16f4b90f3e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031622.327299
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@@ -327076,7 +327876,7 @@ https://medium.com/@willguibr/terraform-1-5-import-and-automatic-code-generation
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@@ -327141,7 +327941,7 @@ https://medium.com/@yankee.exe/how-rolling-and-rollback-deployments-work-in-kube
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@@ -327173,7 +327973,7 @@ https://medium.com/@yogitakothadia/a-manifest-file-in-kubernetes-952183a508d4:
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   health_score: 100.0
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@@ -327241,7 +328041,7 @@ https://medium.com/@yusufkaratoprak/advanced-troubleshooting-techniques-in-kuber
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@@ -327273,7 +328073,7 @@ https://medium.com/@zeloygabri/deploying-2-tier-aws-architecture-using-terraform
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@@ -327527,7 +328327,7 @@ https://medium.com/adeo-tech/multi-cloud-kubernetes-survival-guide-49eee9aa58e2:
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@@ -327559,7 +328359,7 @@ https://medium.com/adessoturkey/azure-devops-agents-on-aks-with-kaniko-option-f6
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@@ -327591,7 +328391,7 @@ https://medium.com/adessoturkey/create-a-windows-vm-in-kubernetes-using-kubevirt
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@@ -327624,7 +328424,7 @@ https://medium.com/adevinta-tech-blog/highway-to-helm-how-to-efficiently-manage-
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@@ -328838,7 +329638,7 @@ https://medium.com/avmconsulting-blog/deploying-statefulsets-in-kubernetes-k8s-5
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   discovered_at: '2026-05-17T16:47:26.417314+02:00'
   last_ai_eval: null
@@ -328870,7 +329670,7 @@ https://medium.com/avmconsulting-blog/deployment-types-in-kubernetes-14b70ca7ef9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029165.156724
+  last_checked: 1779029165
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:05.156724+02:00'
   last_ai_eval: null
@@ -328903,7 +329703,7 @@ https://medium.com/avmconsulting-blog/encrypting-the-certificate-for-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.929121
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.929121+02:00'
   last_ai_eval: null
@@ -328936,7 +329736,7 @@ https://medium.com/avmconsulting-blog/exploring-network-policies-in-kubernetes-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033761.211268
+  last_checked: 1779033761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.211268+02:00'
   last_ai_eval: null
@@ -328968,7 +329768,7 @@ https://medium.com/avmconsulting-blog/how-to-deploy-an-efk-stack-to-kubernetes-e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030005.361458
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.361458+02:00'
   last_ai_eval: null
@@ -329000,7 +329800,7 @@ https://medium.com/avmconsulting-blog/how-to-deploy-an-eks-stack-to-kubernetes-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032869.040438
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.040438+02:00'
   last_ai_eval: null
@@ -329034,7 +329834,7 @@ https://medium.com/avmconsulting-blog/installing-vault-on-eks-with-tls-and-persi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031064.304385
+  last_checked: 1779031064
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.304385+02:00'
   last_ai_eval: null
@@ -329066,7 +329866,7 @@ https://medium.com/avmconsulting-blog/jobs-cronjobs-in-kubernetes-cluster-d0e872
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032642.427732
+  last_checked: 1779032642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.427732+02:00'
   last_ai_eval: null
@@ -329099,7 +329899,7 @@ https://medium.com/avmconsulting-blog/kubernetes-google-kubernetes-engine-gke-99
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030593.798095
+  last_checked: 1779030593
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.798095+02:00'
   last_ai_eval: null
@@ -329132,7 +329932,7 @@ https://medium.com/avmconsulting-blog/managing-microservices-with-istio-service-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034461.407813
+  last_checked: 1779034461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:21.407813+02:00'
   last_ai_eval: null
@@ -329165,7 +329965,7 @@ https://medium.com/avmconsulting-blog/prometheus-monitoring-with-elastic-stack-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031533.420586
+  last_checked: 1779031533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.420586+02:00'
   last_ai_eval: null
@@ -329198,7 +329998,7 @@ https://medium.com/avmconsulting-blog/protecting-your-web-application-or-apis-us
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031804.945082
+  last_checked: 1779031804
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:04.945082+02:00'
   last_ai_eval: null
@@ -329230,7 +330030,7 @@ https://medium.com/avmconsulting-blog/provisioning-storage-in-kubernetes-e1dc561
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030563.618368
+  last_checked: 1779030563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:23.618368+02:00'
   last_ai_eval: null
@@ -329262,7 +330062,7 @@ https://medium.com/avmconsulting-blog/replication-controller-replica-sets-in-kub
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031520.68102
+  last_checked: 1779031520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.681020+02:00'
   last_ai_eval: null
@@ -329296,7 +330096,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029931.818006
+  last_checked: 1779029931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.818006+02:00'
   last_ai_eval: null
@@ -329330,7 +330130,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031910.089702
+  last_checked: 1779031910
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:50.089702+02:00'
   last_ai_eval: null
@@ -329364,7 +330164,7 @@ https://medium.com/awesome-agile/10-ways-managers-are-wasting-their-developers-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034355.352647
+  last_checked: 1779034355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.352647+02:00'
   last_ai_eval: null
@@ -329396,7 +330196,7 @@ https://medium.com/aws-activate-startup-blog/a-better-dev-test-experience-docker
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033761.215853
+  last_checked: 1779033761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.215853+02:00'
   last_ai_eval: null
@@ -329428,7 +330228,7 @@ https://medium.com/aws-activate-startup-blog/bitmovin-improving-video-quality-on
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031987.51112
+  last_checked: 1779031987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.511120+02:00'
   last_ai_eval: null
@@ -329460,7 +330260,7 @@ https://medium.com/aws-activate-startup-blog/building-a-serverless-dynamic-dns-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032970.973101
+  last_checked: 1779032970
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.973101+02:00'
   last_ai_eval: null
@@ -329492,7 +330292,7 @@ https://medium.com/aws-activate-startup-blog/optimizing-latency-and-bandwidth-fo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034564.165258
+  last_checked: 1779034564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.165258+02:00'
   last_ai_eval: null
@@ -329524,7 +330324,7 @@ https://medium.com/aws-activate-startup-blog/scaling-on-aws-part-3-500k-users-37
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029938.819428
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.819428+02:00'
   last_ai_eval: null
@@ -329556,7 +330356,7 @@ https://medium.com/aws-activate-startup-blog/the-top-10-aws-startup-blog-posts-o
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034134.301767
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.301767+02:00'
   last_ai_eval: null
@@ -329588,7 +330388,7 @@ https://medium.com/aws-activate-startup-blog/what-startups-should-know-about-ama
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030856.463038
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.463038+02:00'
   last_ai_eval: null
@@ -329620,7 +330420,7 @@ https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terrafo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031084.668411
+  last_checked: 1779031084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.668411+02:00'
   last_ai_eval: null
@@ -329654,7 +330454,7 @@ https://medium.com/aws-infrastructure/create-aws-vpc-infrastructure-with-terrafo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.930184
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.930184+02:00'
   last_ai_eval: null
@@ -329686,7 +330486,7 @@ https://medium.com/awsblogs/ci-cd-with-kubernetes-3c29e8073c38:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033569.968873
+  last_checked: 1779033569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.968873+02:00'
   last_ai_eval: null
@@ -329720,7 +330520,7 @@ https://medium.com/backstagewitharchitects/how-autoscaling-works-in-kubernetes-w
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034349.481155
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:29.481155+02:00'
   last_ai_eval: null
@@ -329753,7 +330553,7 @@ https://medium.com/bakdata/optimizing-kafka-streams-apps-on-kubernetes-by-splitt
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031758.974694
+  last_checked: 1779031758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.974694+02:00'
   last_ai_eval: null
@@ -329786,7 +330586,7 @@ https://medium.com/bakdata/scalable-machine-learning-with-kafka-streams-and-kser
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030349.939139
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:49.939139+02:00'
   last_ai_eval: null
@@ -329819,7 +330619,7 @@ https://medium.com/bash-tips-and-tricks/how-to-trigger-an-action-at-the-end-of-t
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030954.219422
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:54.219422+02:00'
   last_ai_eval: null
@@ -329853,7 +330653,7 @@ https://medium.com/bb-tutorials-and-thoughts/250-practice-questions-for-terrafor
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033976.380363
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:16.380363+02:00'
   last_ai_eval: null
@@ -329886,7 +330686,7 @@ https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031645.253607
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.253607+02:00'
   last_ai_eval: null
@@ -329920,7 +330720,7 @@ https://medium.com/bb-tutorials-and-thoughts/how-to-build-and-deploy-mern-stack-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032642.444479
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.444479+02:00'
   last_ai_eval: null
@@ -329952,7 +330752,7 @@ https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-init-container-pat
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032549.432356
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.432356+02:00'
   last_ai_eval: null
@@ -329984,7 +330784,7 @@ https://medium.com/bb-tutorials-and-thoughts/kubernetes-learn-sidecar-container-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030360.447705
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.447705+02:00'
   last_ai_eval: null
@@ -330018,7 +330818,7 @@ https://medium.com/beamdental/using-kubernetes-custom-resources-to-manage-our-ep
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029242.823152
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:22.823152+02:00'
   last_ai_eval: null
@@ -330052,7 +330852,7 @@ https://medium.com/better-practices/chaos-d3ef238ec328:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034394.393556
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:14.393556+02:00'
   last_ai_eval: null
@@ -330086,7 +330886,7 @@ https://medium.com/better-practices/kubernetes-tutorial-b6f302a67426:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029609.309484
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.309484+02:00'
   last_ai_eval: null
@@ -330118,7 +330918,7 @@ https://medium.com/better-programming/10-antipatterns-for-kubernetes-deployments
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033794.707085
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:14.707085+02:00'
   last_ai_eval: null
@@ -330151,7 +330951,7 @@ https://medium.com/better-programming/3-years-of-kubernetes-in-production-heres-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031045.70645
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:25.706450+02:00'
   last_ai_eval: null
@@ -330184,7 +330984,7 @@ https://medium.com/better-programming/4-simple-kubernetes-terminal-customization
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031012.12706
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.127060+02:00'
   last_ai_eval: null
@@ -330219,7 +331019,7 @@ https://medium.com/better-programming/a-practical-step-by-step-guide-to-understa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030329.973639
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.973639+02:00'
   last_ai_eval: null
@@ -330251,7 +331051,7 @@ https://medium.com/better-programming/awesome-kubernetes-command-line-hacks-8bd3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034090.288646
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.288646+02:00'
   last_ai_eval: null
@@ -330285,7 +331085,7 @@ https://medium.com/better-programming/build-a-federation-of-multiple-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033100.800876
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.800876+02:00'
   last_ai_eval: null
@@ -330319,7 +331119,7 @@ https://medium.com/better-programming/build-kubernetes-autoscaling-for-cluster-n
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030407.046644
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.046644+02:00'
   last_ai_eval: null
@@ -330352,7 +331152,7 @@ https://medium.com/better-programming/creating-a-custom-annotation-for-the-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032728.540158
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:28.540158+02:00'
   last_ai_eval: null
@@ -330384,7 +331184,7 @@ https://medium.com/better-programming/devop-noops-difference-504dfc4e9faa:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029801.596573
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.596573+02:00'
   last_ai_eval: null
@@ -330416,7 +331216,7 @@ https://medium.com/better-programming/devops-noops-finops-64e0df91bcb8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031339.791048
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:19.791048+02:00'
   last_ai_eval: null
@@ -330449,7 +331249,7 @@ https://medium.com/better-programming/how-to-become-a-devops-engineer-in-2020-76
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032699.13376
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:59.133760+02:00'
   last_ai_eval: null
@@ -330482,7 +331282,7 @@ https://medium.com/better-programming/how-to-harden-your-kubernetes-cluster-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032731.771407
+  last_checked: 1779032731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.771407+02:00'
   last_ai_eval: null
@@ -330514,7 +331314,7 @@ https://medium.com/better-programming/how-to-manage-microservices-on-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.046876
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.046876+02:00'
   last_ai_eval: null
@@ -330547,7 +331347,7 @@ https://medium.com/better-programming/how-to-validate-your-kubernetes-cluster-wi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029132.390381
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.390381+02:00'
   last_ai_eval: null
@@ -330581,7 +331381,7 @@ https://medium.com/better-programming/kubernetes-deployment-connect-your-front-e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030090.943776
+  last_checked: 1779030090
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:30.943776+02:00'
   last_ai_eval: null
@@ -330613,7 +331413,7 @@ https://medium.com/better-programming/kubernetes-lessons-in-alerting-a0b7a455e89
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033704.289916
+  last_checked: 1779033704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.289916+02:00'
   last_ai_eval: null
@@ -330645,7 +331445,7 @@ https://medium.com/better-programming/kubernetes-pod-redundancy-strategies-a6d9b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030349.936259
+  last_checked: 1779030349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:49.936259+02:00'
   last_ai_eval: null
@@ -330678,7 +331478,7 @@ https://medium.com/better-programming/managed-kubernetes-services-compared-gke-v
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030982.654029
+  last_checked: 1779030982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:22.654029+02:00'
   last_ai_eval: null
@@ -330710,7 +331510,7 @@ https://medium.com/better-programming/rabbitmq-vs-kafka-1ef22a041793:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033805.691415
+  last_checked: 1779033805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:25.691415+02:00'
   last_ai_eval: null
@@ -330744,7 +331544,7 @@ https://medium.com/better-programming/the-roles-of-service-mesh-and-api-gateways
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029325.437588
+  last_checked: 1779029325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.437588+02:00'
   last_ai_eval: null
@@ -330776,7 +331576,7 @@ https://medium.com/better-programming/virtual-clusters-for-kubernetes-benefits-u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029267.771112
+  last_checked: 1779029267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.771112+02:00'
   last_ai_eval: null
@@ -330808,7 +331608,7 @@ https://medium.com/better-programming/why-not-use-kubernetes-52a89ada5e22:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033913.550146
+  last_checked: 1779033913
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.550146+02:00'
   last_ai_eval: null
@@ -330842,7 +331642,7 @@ https://medium.com/beyn-technology/is-nginx-dead-is-traefik-v3-20-faster-than-tr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029482.618524
+  last_checked: 1779029482
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:22.618524+02:00'
   last_ai_eval: null
@@ -330875,7 +331675,7 @@ https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030842.244861
+  last_checked: 1779030842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.244861+02:00'
   last_ai_eval: null
@@ -330909,7 +331709,7 @@ https://medium.com/blablacar/leveraging-operator-pattern-and-volumesnapshots-to-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032457.071454
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.071454+02:00'
   last_ai_eval: null
@@ -330942,7 +331742,7 @@ https://medium.com/blablacar/operating-node-js-in-kubernetes-at-scale-at-blablac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030787.610761
+  last_checked: 1779030787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.610761+02:00'
   last_ai_eval: null
@@ -330974,7 +331774,7 @@ https://medium.com/brainyydude/kubernetes-scaling-replicas-69fcd44b0630:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029896.88128
+  last_checked: 1779029896
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:16.881280+02:00'
   last_ai_eval: null
@@ -331008,7 +331808,7 @@ https://medium.com/buildpiper/observability-for-monitoring-microservices-top-5-w
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033921.528037
+  last_checked: 1779033921
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:21.528037+02:00'
   last_ai_eval: null
@@ -331041,7 +331841,7 @@ https://medium.com/bumble-tech/gitops-for-multi-cluster-k8s-environments-d305431
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030438.428769
+  last_checked: 1779030438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.428769+02:00'
   last_ai_eval: null
@@ -331073,7 +331873,7 @@ https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032184.703806
+  last_checked: 1779032184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.703806+02:00'
   last_ai_eval: null
@@ -331107,7 +331907,7 @@ https://medium.com/capital-one-tech/focusing-on-the-devops-pipeline-topo-pal-833
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030506.826334
+  last_checked: 1779030506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:26.826334+02:00'
   last_ai_eval: null
@@ -331139,7 +331939,7 @@ https://medium.com/circuitpeople/aws-cli-with-jq-and-bash-9d54e2eabaf1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029267.772293
+  last_checked: 1779029267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.772293+02:00'
   last_ai_eval: null
@@ -331172,7 +331972,7 @@ https://medium.com/clarusway/how-can-we-easily-and-visually-explain-the-docker-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030472.938887
+  last_checked: 1779030472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.938887+02:00'
   last_ai_eval: null
@@ -331206,7 +332006,7 @@ https://medium.com/cloud-foundry-foundation/installing-cf-for-k8s-on-a-kubernete
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030134.991985
+  last_checked: 1779030134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:14.991985+02:00'
   last_ai_eval: null
@@ -331240,7 +332040,7 @@ https://medium.com/cloud-native-daily/getting-started-with-ansible-a-comprehensi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031185.89254
+  last_checked: 1779031185
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:45.892540+02:00'
   last_ai_eval: null
@@ -331274,7 +332074,7 @@ https://medium.com/cloud-native-daily/how-to-securely-manage-terraform-state-fil
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030986.078233
+  last_checked: 1779030986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.078233+02:00'
   last_ai_eval: null
@@ -331308,7 +332108,7 @@ https://medium.com/cloud-native-daily/why-you-shouldnt-fear-to-adopt-opentelemet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029325.395013
+  last_checked: 1779029325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.395013+02:00'
   last_ai_eval: null
@@ -331340,7 +332140,7 @@ https://medium.com/cloud-techies/application-inventory-using-system-manager-f3ee
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029556.330521
+  last_checked: 1779029556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.330521+02:00'
   last_ai_eval: null
@@ -331372,7 +332172,7 @@ https://medium.com/cloud-techies/blocking-bots-using-aws-waf-d449e6d159ca:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029464.770811
+  last_checked: 1779029464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.770811+02:00'
   last_ai_eval: null
@@ -331404,7 +332204,7 @@ https://medium.com/cloud-techies/useful-commands-solutions-49f1c1b4e033:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029163.312392
+  last_checked: 1779029163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.312392+02:00'
   last_ai_eval: null
@@ -331438,7 +332238,7 @@ https://medium.com/cloudandthings/terraform-git-commit-m-all-the-secrets-5dfea9b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033309.121387
+  last_checked: 1779033309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:09.121387+02:00'
   last_ai_eval: null
@@ -331470,7 +332270,7 @@ https://medium.com/cloudnesil/kafka-streams-state-store-at-scale-390d9717b42a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029161.167159
+  last_checked: 1779029161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.167159+02:00'
   last_ai_eval: null
@@ -331502,7 +332302,7 @@ https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033781.909274
+  last_checked: 1779033781
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:01.909274+02:00'
   last_ai_eval: null
@@ -331536,7 +332336,7 @@ https://medium.com/cloudyrion/kubernetes-end-to-end-chain-exploit-c2be32688fd0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029377.683273
+  last_checked: 1779029377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.683273+02:00'
   last_ai_eval: null
@@ -331569,7 +332369,7 @@ https://medium.com/codemonday/github-actions-for-ci-cd-with-ec2-codedeploy-and-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029128.475722
+  last_checked: 1779029128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.475722+02:00'
   last_ai_eval: null
@@ -331601,7 +332401,7 @@ https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029242.824199
+  last_checked: 1779029242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:22.824199+02:00'
   last_ai_eval: null
@@ -331633,7 +332433,7 @@ https://medium.com/codex/6-key-areas-to-improve-your-devops-performance-f4c4226f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031396.763382
+  last_checked: 1779031396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.763382+02:00'
   last_ai_eval: null
@@ -331665,7 +332465,7 @@ https://medium.com/codex/7-best-practices-for-data-ingestion-f336c6b5128c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029158.501008
+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.501008+02:00'
   last_ai_eval: null
@@ -331699,7 +332499,7 @@ https://medium.com/codex/access-application-externally-in-kubernetes-cluster-usi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029569.587695
+  last_checked: 1779029569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.587695+02:00'
   last_ai_eval: null
@@ -331733,7 +332533,7 @@ https://medium.com/codex/api-authentication-using-istio-ingress-gateway-oauth2-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034291.696818
+  last_checked: 1779034291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.696818+02:00'
   last_ai_eval: null
@@ -331766,7 +332566,7 @@ https://medium.com/codex/capture-tcpdump-with-ksniff-and-wireshark-from-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031012.153783
+  last_checked: 1779031012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.153783+02:00'
   last_ai_eval: null
@@ -331798,7 +332598,7 @@ https://medium.com/codex/create-a-pod-in-kubernetes-cluster-b9e0c33bb904:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033609.451254
+  last_checked: 1779033609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.451254+02:00'
   last_ai_eval: null
@@ -331830,7 +332630,7 @@ https://medium.com/codex/create-kubernetes-cluster-on-aws-eks-6ced4c488e62:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030673.581629
+  last_checked: 1779030673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:13.581629+02:00'
   last_ai_eval: null
@@ -331862,7 +332662,7 @@ https://medium.com/codex/create-kubernetes-cluster-using-linode-lke-4f9c71d03a8d
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029322.491136
+  last_checked: 1779029322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.491136+02:00'
   last_ai_eval: null
@@ -331894,7 +332694,7 @@ https://medium.com/codex/ddd-events-are-complex-db4b1fb57817:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031473.508558
+  last_checked: 1779031473
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.508558+02:00'
   last_ai_eval: null
@@ -331927,7 +332727,7 @@ https://medium.com/codex/deploy-docker-image-to-kubernetes-cluster-using-jenkins
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033258.652844
+  last_checked: 1779033258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.652844+02:00'
   last_ai_eval: null
@@ -331961,7 +332761,7 @@ https://medium.com/codex/egress-traffic-control-for-nginx-ingress-controller-wit
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031752.50195
+  last_checked: 1779031752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.501950+02:00'
   last_ai_eval: null
@@ -331993,7 +332793,7 @@ https://medium.com/codex/explore-client-go-informer-patterns-4415bb5f1fbd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034226.054235
+  last_checked: 1779034226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:26.054235+02:00'
   last_ai_eval: null
@@ -332025,7 +332825,7 @@ https://medium.com/codex/helm-charts-for-kubernetes-developers-dce5719d4c8c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029267.777843
+  last_checked: 1779029267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.777843+02:00'
   last_ai_eval: null
@@ -332057,7 +332857,7 @@ https://medium.com/codex/how-to-deploy-wordpress-on-kubernetes-part-2-df1cc9cbaa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032213.190237
+  last_checked: 1779032213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:53.190237+02:00'
   last_ai_eval: null
@@ -332091,7 +332891,7 @@ https://medium.com/codex/how-to-use-the-if-else-statement-in-terraform-examples-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030561.543466
+  last_checked: 1779030561
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.543466+02:00'
   last_ai_eval: null
@@ -332123,7 +332923,7 @@ https://medium.com/codex/kubectl-output-101-851f8e61fd51:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030339.569426
+  last_checked: 1779030339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.569426+02:00'
   last_ai_eval: null
@@ -332155,7 +332955,7 @@ https://medium.com/codex/kubernetes-configmaps-explained-961cdd23f232:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029130.333983
+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.333983+02:00'
   last_ai_eval: null
@@ -332188,7 +332988,7 @@ https://medium.com/codex/kubernetes-deployment-rolling-updates-and-rollbacks-exp
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031809.664317
+  last_checked: 1779031809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.664317+02:00'
   last_ai_eval: null
@@ -332221,7 +333021,7 @@ https://medium.com/codex/kubernetes-network-polices-are-they-really-useful-c3a15
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030989.352024
+  last_checked: 1779030989
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.352024+02:00'
   last_ai_eval: null
@@ -332254,7 +333054,7 @@ https://medium.com/codex/kubernetes-persistent-volume-explained-fb27df29c393:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031439.952091
+  last_checked: 1779031439
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:59.952091+02:00'
   last_ai_eval: null
@@ -332286,7 +333086,7 @@ https://medium.com/codex/kubernetes-secrets-explained-f45baf8cefa7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030805.690239
+  last_checked: 1779030805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.690239+02:00'
   last_ai_eval: null
@@ -332319,7 +333119,7 @@ https://medium.com/codex/microservices-communication-queues-topics-and-streams-5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031464.486172
+  last_checked: 1779031464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.486172+02:00'
   last_ai_eval: null
@@ -332353,7 +333153,7 @@ https://medium.com/codex/points-to-consider-for-structuring-infrastructure-as-co
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033925.03349
+  last_checked: 1779033925
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.033490+02:00'
   last_ai_eval: null
@@ -332385,7 +333185,7 @@ https://medium.com/codex/push-docker-image-to-docker-hub-acc978c76ad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030970.759558
+  last_checked: 1779030970
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.759558+02:00'
   last_ai_eval: null
@@ -332419,7 +333219,7 @@ https://medium.com/codex/running-jvm-applications-on-kubernetes-beyond-java-jar-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031257.855394
+  last_checked: 1779031257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.855394+02:00'
   last_ai_eval: null
@@ -332451,7 +333251,7 @@ https://medium.com/codex/sealed-secrets-for-kubernetes-722d643eb658:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029487.037585
+  last_checked: 1779029487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.037585+02:00'
   last_ai_eval: null
@@ -332485,7 +333285,7 @@ https://medium.com/codex/simplifying-kubernetes-deployments-with-helm-package-ma
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032223.526112
+  last_checked: 1779032223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:03.526112+02:00'
   last_ai_eval: null
@@ -332519,7 +333319,7 @@ https://medium.com/codex/solving-distributed-transaction-management-problem-in-m
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030824.389668
+  last_checked: 1779030824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.389668+02:00'
   last_ai_eval: null
@@ -332551,7 +333351,7 @@ https://medium.com/codex/the-only-true-agency-a-software-engineer-requires-2c081
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032683.772184
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.772184+02:00'
   last_ai_eval: null
@@ -332583,7 +333383,7 @@ https://medium.com/codezero-reflections/automated-build-and-deploy-pipelines-for
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032679.019373
+  last_checked: 1779032679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.019373+02:00'
   last_ai_eval: null
@@ -332615,7 +333415,7 @@ https://medium.com/codezero-reflections/next-generation-kubernetes-deployments-1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031020.533892
+  last_checked: 1779031020
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:00.533892+02:00'
   last_ai_eval: null
@@ -332649,7 +333449,7 @@ https://medium.com/compass-true-north/governing-multi-tenant-kubernetes-clusters
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029158.491787
+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.491787+02:00'
   last_ai_eval: null
@@ -332683,7 +333483,7 @@ https://medium.com/compass-true-north/halving-kubernetes-compute-costs-with-vert
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030506.823258
+  last_checked: 1779030506
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:26.823258+02:00'
   last_ai_eval: null
@@ -332715,7 +333515,7 @@ https://medium.com/comsystoreply/stream-your-database-into-kafka-with-debezium-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031084.651662
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:04.651662+02:00'
   last_ai_eval: null
@@ -332747,7 +333547,7 @@ https://medium.com/condorlabs-engineering/happy-trip-to-kubernetes-in-our-compan
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.054058
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.054058+02:00'
   last_ai_eval: null
@@ -332779,7 +333579,7 @@ https://medium.com/container-talks/7-tools-to-make-kubernetes-management-easy-ba
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031559.187678
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.187678+02:00'
   last_ai_eval: null
@@ -332811,7 +333611,7 @@ https://medium.com/containers-101/best-practices-for-argo-cd-8253bcd31897:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034232.525335
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.525335+02:00'
   last_ai_eval: null
@@ -332843,7 +333643,7 @@ https://medium.com/containers-101/docker-anti-patterns-ad2a1fcd5ce1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034104.982287
+  last_checked: 1779034104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.982287+02:00'
   last_ai_eval: null
@@ -332875,7 +333675,7 @@ https://medium.com/containers-101/fully-automated-canary-deployments-in-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032097.556576
+  last_checked: 1779032097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.556576+02:00'
   last_ai_eval: null
@@ -332907,7 +333707,7 @@ https://medium.com/containers-101/how-to-handle-secrets-like-a-pro-using-gitops-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032582.833105
+  last_checked: 1779032582
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:02.833105+02:00'
   last_ai_eval: null
@@ -332939,7 +333739,7 @@ https://medium.com/containers-101/how-to-install-and-upgrade-argo-cd-a64f4635f97
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029931.857387
+  last_checked: 1779029931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.857387+02:00'
   last_ai_eval: null
@@ -332971,7 +333771,7 @@ https://medium.com/containers-101/local-kubernetes-for-linux-minikube-vs-microk8
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032254.65958
+  last_checked: 1779032254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.659580+02:00'
   last_ai_eval: null
@@ -333005,7 +333805,7 @@ https://medium.com/containers-101/stop-using-branches-for-deploying-to-different
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034422.643813
+  last_checked: 1779034422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:42.643813+02:00'
   last_ai_eval: null
@@ -333037,7 +333837,7 @@ https://medium.com/containers-101/using-gitops-for-databases-f09a027184bb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030597.286428
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.286428+02:00'
   last_ai_eval: null
@@ -333071,7 +333871,7 @@ https://medium.com/containers-101/using-gitops-multiple-argo-instances-and-envir
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032733.980885
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:33.980885+02:00'
   last_ai_eval: null
@@ -333102,7 +333902,7 @@ https://medium.com/containers-101/using-helm-with-gitops-555443340369:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032920.288294
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.288294+02:00'
   last_ai_eval: null
@@ -333131,7 +333931,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.639274+02:00'
   last_ai_eval: null
@@ -333163,7 +333963,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:48:20.109583+02:00'
   last_ai_eval: null
@@ -333193,7 +333993,7 @@ https://medium.com/contino-engineering/10-things-i-wish-i-knew-before-learning-t
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.482655+02:00'
   last_ai_eval: null
@@ -333226,7 +334026,7 @@ https://medium.com/contino-engineering/integrating-gitops-deployments-in-kuberne
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:08:59.010598+02:00'
   last_ai_eval: null
@@ -333260,7 +334060,7 @@ https://medium.com/contino-engineering/weve-begun-to-move-towards-the-aws-cdk-an
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.813407+02:00'
   last_ai_eval: null
@@ -333293,7 +334093,7 @@ https://medium.com/convoy-tech/logs-offsets-near-real-time-elt-with-apache-kafka
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   health_score: 100.0
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+  last_checked: 1779029487
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   discovered_at: '2026-05-17T16:51:27.019217+02:00'
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@@ -333327,7 +334127,7 @@ https://medium.com/cp-massive-programming/deploying-devtron-in-a-local-k8s-kind-
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:07:17.539540+02:00'
   last_ai_eval: null
@@ -333359,7 +334159,7 @@ https://medium.com/cp-massive-programming/kubernetes-api-server-discovery-ac3b35
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   health_score: 100.0
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@@ -333391,7 +334191,7 @@ https://medium.com/credera-engineering/how-to-blue-green-deploy-an-aks-cluster-a
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:10:08.690245+02:00'
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@@ -333423,7 +334223,7 @@ https://medium.com/criciumadev/its-time-migrating-to-java-11-5eb3868354f9:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:30.958763+02:00'
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@@ -333459,7 +334259,7 @@ https://medium.com/criteo-engineering/how-we-reduced-our-prometheus-infrastructu
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.119895+02:00'
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@@ -333493,7 +334293,7 @@ https://medium.com/dailymotion/deploying-apps-on-multiple-kubernetes-clusters-wi
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   health_score: 100.0
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   last_ai_eval: null
@@ -333525,7 +334325,7 @@ https://medium.com/dailymotion/from-jenkins-to-jenkins-x-604b6cde0ce3:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:43.278394+02:00'
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@@ -333558,7 +334358,7 @@ https://medium.com/datascale/know-gomaxprocs-before-deploying-your-go-app-to-kub
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   health_score: 100.0
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@@ -333591,7 +334391,7 @@ https://medium.com/dataseries/not-using-nosql-is-good-i-stuck-to-sql-4504a67972f
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@@ -333623,7 +334423,7 @@ https://medium.com/dataseries/the-devops-cheat-sheet-3177d6cf361c:
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   discovered_at: '2026-05-17T18:15:57.838165+02:00'
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@@ -333655,7 +334455,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:30:26.915914+02:00'
   last_ai_eval: null
@@ -333689,7 +334489,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T16:54:38.563771+02:00'
   last_ai_eval: null
@@ -333723,7 +334523,7 @@ https://medium.com/design-microservices-architecture-with-patterns/microservices
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:08.955066+02:00'
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@@ -333755,7 +334555,7 @@ https://medium.com/dev-genius/securing-kubernetes-dashboard-on-eks-with-pomerium
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   health_score: 100.0
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@@ -333787,7 +334587,7 @@ https://medium.com/dev-genius/technologies-tools-to-watch-in-2021-a216dfc30f25:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:03:09.388326+02:00'
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@@ -333819,7 +334619,7 @@ https://medium.com/dev-genius/ultimate-kubernetes-resource-planning-guide-449a4f
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@@ -333853,7 +334653,7 @@ https://medium.com/dev-jam/tibco-bw-vs-apache-camel-9552a5f4e6be:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:59:29.943669+02:00'
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@@ -333885,7 +334685,7 @@ https://medium.com/develeap/cutting-down-kubernetes-costs-cast-ai-vs-karpenter-2
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   discovered_at: '2026-05-17T17:44:39.022881+02:00'
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@@ -333919,7 +334719,7 @@ https://medium.com/developer-purpose/think-before-you-code-engineerings-most-und
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   health_score: 100.0
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@@ -333952,7 +334752,7 @@ https://medium.com/devgurus/building-production-grade-eks-clusters-using-terrafo
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:47:12.895648+02:00'
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@@ -333984,7 +334784,7 @@ https://medium.com/devops-dudes/devops-and-databases-the-forgotten-automation-95
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:39:05.564605+02:00'
   last_ai_eval: null
@@ -334016,7 +334816,7 @@ https://medium.com/devops-dudes/do-i-need-to-learn-kubernetes-a3dd9a7f9e9b:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:19:23.865758+02:00'
   last_ai_eval: null
@@ -334049,7 +334849,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.275406+02:00'
   last_ai_eval: null
@@ -334082,7 +334882,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.847877+02:00'
   last_ai_eval: null
@@ -334116,7 +334916,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:12:21.936091+02:00'
   last_ai_eval: null
@@ -334150,7 +334950,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030854.229897
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   discovered_at: '2026-05-17T17:14:14.229897+02:00'
   last_ai_eval: null
@@ -334183,7 +334983,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029487.001507
+  last_checked: 1779029487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:27.001507+02:00'
   last_ai_eval: null
@@ -334216,7 +335016,7 @@ https://medium.com/devops-dudes/top-7-best-ci-cd-tools-you-should-get-your-hands
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031113.213406
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:33.213406+02:00'
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@@ -334248,7 +335048,7 @@ https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terrafor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030882.667348
+  last_checked: 1779030882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:42.667348+02:00'
   last_ai_eval: null
@@ -334280,7 +335080,7 @@ https://medium.com/devops-mojo/terraform-remote-states-overview-what-is-terrafor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033081.355431
+  last_checked: 1779033081
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:21.355431+02:00'
   last_ai_eval: null
@@ -334314,7 +335114,7 @@ https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033510.934505
+  last_checked: 1779033510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:30.934505+02:00'
   last_ai_eval: null
@@ -334348,7 +335148,7 @@ https://medium.com/devops-techable/gitops-with-argocd-running-in-kubernetes-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030339.554745
+  last_checked: 1779030339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.554745+02:00'
   last_ai_eval: null
@@ -334381,7 +335181,7 @@ https://medium.com/devops-techable/up-and-running-with-amazon-managed-service-fo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030528.896174
+  last_checked: 1779030528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.896174+02:00'
   last_ai_eval: null
@@ -334413,7 +335213,7 @@ https://medium.com/devopslinks/why-should-terraform-be-one-of-your-devops-tools-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032287.589772
+  last_checked: 1779032287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.589772+02:00'
   last_ai_eval: null
@@ -334447,7 +335247,7 @@ https://medium.com/devoptimism/devops-platform-engineering-a-necessary-love-stor
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030891.177168
+  last_checked: 1779030891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.177168+02:00'
   last_ai_eval: null
@@ -334479,7 +335279,7 @@ https://medium.com/digitalfrontiers/microservices-in-rust-with-kafka-2b671295b24
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032162.910307
+  last_checked: 1779032162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.910307+02:00'
   last_ai_eval: null
@@ -334512,7 +335312,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-1-4f2400b6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031793.431378
+  last_checked: 1779031793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.431378+02:00'
   last_ai_eval: null
@@ -334543,7 +335343,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-2-6eeb5019
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032074.112731
+  last_checked: 1779032074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.112731+02:00'
   last_ai_eval: null
@@ -334570,7 +335370,7 @@ https://medium.com/directeam/kubernetes-resources-under-the-hood-part-3-6ee7d601
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030525.393715
+  last_checked: 1779030525
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:45.393715+02:00'
   last_ai_eval: null
@@ -334599,7 +335399,7 @@ https://medium.com/dkatalis/component-team-vs-feature-team-in-a-nutshell-60c5867
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033730.961657
+  last_checked: 1779033730
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.961657+02:00'
   last_ai_eval: null
@@ -334633,7 +335433,7 @@ https://medium.com/dkatalis/creating-a-mutating-webhook-for-great-good-b21acb941
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.511853
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.511853+02:00'
   last_ai_eval: null
@@ -334666,7 +335466,7 @@ https://medium.com/dlt-labs-publication/grpc-vs-rest-performance-test-using-jmet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032574.491282
+  last_checked: 1779032574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:54.491282+02:00'
   last_ai_eval: null
@@ -334700,7 +335500,7 @@ https://medium.com/dlt-labs-publication/kubernetes-understanding-pod-affinity-ta
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032970.975845
+  last_checked: 1779032970
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:30.975845+02:00'
   last_ai_eval: null
@@ -334734,7 +335534,7 @@ https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-strea
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034516.764381
+  last_checked: 1779034516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.764381+02:00'
   last_ai_eval: null
@@ -334768,7 +335568,7 @@ https://medium.com/dna-technology/why-we-dropped-event-sourcing-with-kafka-strea
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.695489
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.695489+02:00'
   last_ai_eval: null
@@ -334802,7 +335602,7 @@ https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031608.942053
+  last_checked: 1779031608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:48.942053+02:00'
   last_ai_eval: null
@@ -334836,7 +335636,7 @@ https://medium.com/draftkings-engineering/draftkings-workshop-demystifying-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030931.494985
+  last_checked: 1779030931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.494985+02:00'
   last_ai_eval: null
@@ -334869,7 +335669,7 @@ https://medium.com/dynatrace-engineering/how-we-are-redesigning-our-microservice
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032376.211833
+  last_checked: 1779032376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.211833+02:00'
   last_ai_eval: null
@@ -334903,7 +335703,7 @@ https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031146.503416
+  last_checked: 1779031146
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:06.503416+02:00'
   last_ai_eval: null
@@ -334937,7 +335737,7 @@ https://medium.com/dynatrace-engineering/kubernetes-security-best-practices-part
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030248.433166
+  last_checked: 1779030248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.433166+02:00'
   last_ai_eval: null
@@ -334970,7 +335770,7 @@ https://medium.com/dzerolabs/using-crossplane-to-provision-a-kubernetes-cluster-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034109.309598
+  last_checked: 1779034109
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:29.309598+02:00'
   last_ai_eval: null
@@ -335002,7 +335802,7 @@ https://medium.com/easyread/api-gateway-part-1-7901ba703f9:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030805.710652
+  last_checked: 1779030805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.710652+02:00'
   last_ai_eval: null
@@ -335034,7 +335834,7 @@ https://medium.com/easyread/api-gateway-part-2-7264ee5be187:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032466.03855
+  last_checked: 1779032466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:06.038550+02:00'
   last_ai_eval: null
@@ -335069,7 +335869,7 @@ https://medium.com/edreams-odigeo-tech/tracing-in-edreams-odigeo-lodging-with-op
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030710.969889
+  last_checked: 1779030710
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.969889+02:00'
   last_ai_eval: null
@@ -335102,7 +335902,7 @@ https://medium.com/edureka/aws-vs-azure-1a882339f127:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030705.711353
+  last_checked: 1779030705
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.711353+02:00'
   last_ai_eval: null
@@ -335134,7 +335934,7 @@ https://medium.com/edureka/jenkins-cheat-sheet-e0f7e25558a3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029364.836811
+  last_checked: 1779029364
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:24.836811+02:00'
   last_ai_eval: null
@@ -335168,7 +335968,7 @@ https://medium.com/ekino-france/kubernetes-addressing-private-ipv4-shortage-5-st
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030172.031345
+  last_checked: 1779030172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.031345+02:00'
   last_ai_eval: null
@@ -335202,7 +336002,7 @@ https://medium.com/elca-it/service-mesh-performance-evaluation-istio-linkerd-kum
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033801.751176
+  last_checked: 1779033801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:21.751176+02:00'
   last_ai_eval: null
@@ -335234,7 +336034,7 @@ https://medium.com/empathyco/cloud-finops-part-4-kubernetes-cost-report-b4964be0
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031377.620691
+  last_checked: 1779031377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.620691+02:00'
   last_ai_eval: null
@@ -335266,7 +336066,7 @@ https://medium.com/empathyco/running-apache-flink-on-kubernetes-10815a26559e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029158.497383
+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.497383+02:00'
   last_ai_eval: null
@@ -335298,7 +336098,7 @@ https://medium.com/empathyco/running-apache-spark-on-kubernetes-2e64c73d0bb2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032287.59372
+  last_checked: 1779032287
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:07.593720+02:00'
   last_ai_eval: null
@@ -335331,7 +336131,7 @@ https://medium.com/enjoy-algorithm/caching-system-design-concept-500134cff300:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033415.665031
+  last_checked: 1779033415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.665031+02:00'
   last_ai_eval: null
@@ -335363,7 +336163,7 @@ https://medium.com/event-driven-utopia/a-visual-introduction-to-debezium-32563e2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030201.973516
+  last_checked: 1779030201
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:21.973516+02:00'
   last_ai_eval: null
@@ -335397,7 +336197,7 @@ https://medium.com/event-driven-utopia/comparing-stateful-stream-processing-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034309.107207
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.107207+02:00'
   last_ai_eval: null
@@ -335429,7 +336229,7 @@ https://medium.com/event-driven-utopia/understanding-kafka-topic-partitions-ae40
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031758.983273
+  last_checked: 1779031758
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:18.983273+02:00'
   last_ai_eval: null
@@ -335461,7 +336261,7 @@ https://medium.com/everything-full-stack/deployment-strategies-argo-rollouts-198
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032134.543466
+  last_checked: 1779032134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.543466+02:00'
   last_ai_eval: null
@@ -335494,7 +336294,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-a-primer-on-auto
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030339.55908
+  last_checked: 1779030339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.559080+02:00'
   last_ai_eval: null
@@ -335525,7 +336325,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-options-features
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032095.000124
+  last_checked: 1779032095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.000124+02:00'
   last_ai_eval: null
@@ -335552,7 +336352,7 @@ https://medium.com/expedia-group-tech/autoscaling-in-kubernetes-options-features
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029573.089305
+  last_checked: 1779029573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.089305+02:00'
   last_ai_eval: null
@@ -335581,7 +336381,7 @@ https://medium.com/expedia-group-tech/managing-a-federated-kubernetes-cluster-us
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034041.434625
+  last_checked: 1779034041
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.434625+02:00'
   last_ai_eval: null
@@ -335613,7 +336413,7 @@ https://medium.com/faun/35-advanced-tutorials-to-learn-kubernetes-dae5695b1f18:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029130.335024
+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.335024+02:00'
   last_ai_eval: null
@@ -335645,7 +336445,7 @@ https://medium.com/faun/attacking-kubernetes-clusters-using-the-kubelet-api-abaf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034228.844317
+  last_checked: 1779034228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:28.844317+02:00'
   last_ai_eval: null
@@ -335677,7 +336477,7 @@ https://medium.com/faun/autoscaling-in-kubernetes-cluster-bc55b8393a19:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030979.218468
+  last_checked: 1779030979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.218468+02:00'
   last_ai_eval: null
@@ -335709,7 +336509,7 @@ https://medium.com/faun/be-fast-with-kubectl-1-18-ckad-cka-31be00acc443:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030248.401336
+  last_checked: 1779030248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.401336+02:00'
   last_ai_eval: null
@@ -335741,7 +336541,7 @@ https://medium.com/faun/configmaps-in-kubernetes-k8s-2f2ce79d7e66:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.748207
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.748207+02:00'
   last_ai_eval: null
@@ -335773,7 +336573,7 @@ https://medium.com/faun/create-your-first-application-on-aws-eks-kubernetes-clus
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029634.060233
+  last_checked: 1779029634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.060233+02:00'
   last_ai_eval: null
@@ -335805,7 +336605,7 @@ https://medium.com/faun/do-it-all-kubernetes-dashboard-81375833e01c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034520.643442
+  last_checked: 1779034520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.643442+02:00'
   last_ai_eval: null
@@ -335838,7 +336638,7 @@ https://medium.com/faun/how-to-autoscale-the-dns-service-in-a-kubernetes-cluster
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034030.679396
+  last_checked: 1779034030
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.679396+02:00'
   last_ai_eval: null
@@ -335870,7 +336670,7 @@ https://medium.com/faun/how-to-perform-health-checks-in-kubernetes-k8s-a4e5300b1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029225.489102
+  last_checked: 1779029225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.489102+02:00'
   last_ai_eval: null
@@ -335904,7 +336704,7 @@ https://medium.com/faun/individual-kubernetes-clusters-vs-shared-kubernetes-clus
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034262.44974
+  last_checked: 1779034262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.449740+02:00'
   last_ai_eval: null
@@ -335936,7 +336736,7 @@ https://medium.com/faun/ingress-service-types-in-kubernetes-3e9b68b78307:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032383.212566
+  last_checked: 1779032383
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:43.212566+02:00'
   last_ai_eval: null
@@ -335969,7 +336769,7 @@ https://medium.com/faun/kubernetes-multi-tenancy-a-best-practices-guide-88e37ef2
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033713.531084
+  last_checked: 1779033713
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:53.531084+02:00'
   last_ai_eval: null
@@ -336001,7 +336801,7 @@ https://medium.com/faun/namespaces-in-kubernetes-4bac49414770:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033655.377099
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.377099+02:00'
   last_ai_eval: null
@@ -336033,7 +336833,7 @@ https://medium.com/faun/openshift-4-under-the-hood-ab854c3439dd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033947.446368
+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.446368+02:00'
   last_ai_eval: null
@@ -336066,7 +336866,7 @@ https://medium.com/faun/pod-in-kubernetes-cluster-k8s-adeb5b901153:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031900.557338
+  last_checked: 1779031900
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.557338+02:00'
   last_ai_eval: null
@@ -336099,7 +336899,7 @@ https://medium.com/faun/provisioning-aws-infrastructure-with-terraform-6ab885fb3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033328.840451
+  last_checked: 1779033328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.840451+02:00'
   last_ai_eval: null
@@ -336131,7 +336931,7 @@ https://medium.com/faun/scaling-applications-in-the-cloud-52bb6dfbac4e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031257.862507
+  last_checked: 1779031257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:57.862507+02:00'
   last_ai_eval: null
@@ -336163,7 +336963,7 @@ https://medium.com/faun/service-types-in-kubernetes-24a1587677d6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031554.814862
+  last_checked: 1779031554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.814862+02:00'
   last_ai_eval: null
@@ -336196,7 +336996,7 @@ https://medium.com/faun/what-is-ci-cd-pipeline-in-devops-6fba17a76e73:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029464.775681
+  last_checked: 1779029464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:04.775681+02:00'
   last_ai_eval: null
@@ -336228,7 +337028,7 @@ https://medium.com/faun/writing-your-first-kubernetes-operator-8f3df4453234:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029507.174603
+  last_checked: 1779029507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.174603+02:00'
   last_ai_eval: null
@@ -336260,7 +337060,7 @@ https://medium.com/faun/your-team-might-not-need-kubernetes-57240e8d554a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030202.002888
+  last_checked: 1779030202
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.002888+02:00'
   last_ai_eval: null
@@ -336294,7 +337094,7 @@ https://medium.com/featurepreneur/dont-trash-your-changes-but-stash-em-2091a191f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030553.83336
+  last_checked: 1779030553
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:13.833360+02:00'
   last_ai_eval: null
@@ -336326,7 +337126,7 @@ https://medium.com/fintechexplained/what-is-database-sharding-582b36282f97:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031438.015067
+  last_checked: 1779031438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.015067+02:00'
   last_ai_eval: null
@@ -336360,7 +337160,7 @@ https://medium.com/fiverr-engineering/how-to-share-data-between-microservices-on
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030472.92489
+  last_checked: 1779030472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.924890+02:00'
   last_ai_eval: null
@@ -336393,7 +337193,7 @@ https://medium.com/flant-com/calico-for-kubernetes-networking-792b41e19d69:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032920.271865
+  last_checked: 1779032920
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.271865+02:00'
   last_ai_eval: null
@@ -336427,7 +337227,7 @@ https://medium.com/flant-com/cert-manager-lets-encrypt-ssl-certs-for-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031328.876719
+  last_checked: 1779031328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:08.876719+02:00'
   last_ai_eval: null
@@ -336459,7 +337259,7 @@ https://medium.com/flant-com/kubectl-commands-and-tips-7b33de0c5476:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031537.800635
+  last_checked: 1779031537
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:37.800635+02:00'
   last_ai_eval: null
@@ -336491,7 +337291,7 @@ https://medium.com/flant-com/upgrading-mysql-percona-server-5-to-8-4bce53bdce5c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033218.018276
+  last_checked: 1779033218
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:38.018276+02:00'
   last_ai_eval: null
@@ -336524,7 +337324,7 @@ https://medium.com/flare-systems/connect-services-across-kubernetes-clusters-usi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032195.544297
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.544297+02:00'
   last_ai_eval: null
@@ -336558,7 +337358,7 @@ https://medium.com/formaloo/making-databases-as-easy-as-playing-with-legos-no-co
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033594.562624
+  last_checked: 1779033594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.562624+02:00'
   last_ai_eval: null
@@ -336592,7 +337392,7 @@ https://medium.com/free-code-camp/learn-kubernetes-in-under-3-hours-a-detailed-g
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032337.316013
+  last_checked: 1779032337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.316013+02:00'
   last_ai_eval: null
@@ -336624,7 +337424,7 @@ https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031012.140124
+  last_checked: 1779031012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.140124+02:00'
   last_ai_eval: null
@@ -336658,7 +337458,7 @@ https://medium.com/galvanize/going-serverless-on-aws-116a04a0defd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030220.154594
+  last_checked: 1779030220
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.154594+02:00'
   last_ai_eval: null
@@ -336690,7 +337490,7 @@ https://medium.com/geekculture/a-beginners-guide-to-understanding-microservices-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029556.338098
+  last_checked: 1779029556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.338098+02:00'
   last_ai_eval: null
@@ -336722,7 +337522,7 @@ https://medium.com/geekculture/a-new-pattern-that-simplifies-operator-building-3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034345.585339
+  last_checked: 1779034345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.585339+02:00'
   last_ai_eval: null
@@ -336754,7 +337554,7 @@ https://medium.com/geekculture/aks-with-calico-network-policies-8cdfa996e6bb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032345.56224
+  last_checked: 1779032345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:05.562240+02:00'
   last_ai_eval: null
@@ -336786,7 +337586,7 @@ https://medium.com/geekculture/argo-cd-a-tool-for-kubernetes-devops-c46f2881edfe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033488.693791
+  last_checked: 1779033488
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:08.693791+02:00'
   last_ai_eval: null
@@ -336818,7 +337618,7 @@ https://medium.com/geekculture/change-data-capture-using-debezium-ec48631d643a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034207.9202
+  last_checked: 1779034207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.920200+02:00'
   last_ai_eval: null
@@ -336850,7 +337650,7 @@ https://medium.com/geekculture/common-pod-errors-in-kubernetes-to-watch-out-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033421.617215
+  last_checked: 1779033421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.617215+02:00'
   last_ai_eval: null
@@ -336918,7 +337718,7 @@ https://medium.com/geekculture/convert-kubernetes-yaml-files-into-helm-charts-41
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032166.730576
+  last_checked: 1779032166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.730576+02:00'
   last_ai_eval: null
@@ -336953,7 +337753,7 @@ https://medium.com/geekculture/docker-limit-container-cpu-usage-11eb8ee0de5a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030442.971335
+  last_checked: 1779030442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.971335+02:00'
   last_ai_eval: null
@@ -336985,7 +337785,7 @@ https://medium.com/geekculture/eks-kubernetes-not-ready-nodes-dafb300ed299:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033844.614126
+  last_checked: 1779033844
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:04.614126+02:00'
   last_ai_eval: null
@@ -337017,7 +337817,7 @@ https://medium.com/geekculture/githubs-ai-copilot-might-get-you-sued-if-you-use-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031094.100509
+  last_checked: 1779031094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:14.100509+02:00'
   last_ai_eval: null
@@ -337049,7 +337849,7 @@ https://medium.com/geekculture/gitops-github-actions-k8s-deploy-workflow-54f0d9a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031510.422427
+  last_checked: 1779031510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.422427+02:00'
   last_ai_eval: null
@@ -337081,7 +337881,7 @@ https://medium.com/geekculture/helm-advanced-commands-9365097475b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.737357
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.737357+02:00'
   last_ai_eval: null
@@ -337115,7 +337915,7 @@ https://medium.com/geekculture/helm-chart-wait-for-all-dependencies-before-start
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034152.36136
+  last_checked: 1779034152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.361360+02:00'
   last_ai_eval: null
@@ -337147,7 +337947,7 @@ https://medium.com/geekculture/helm-how-release-information-is-stored-778d7f0b74
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032039.030449
+  last_checked: 1779032039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.030449+02:00'
   last_ai_eval: null
@@ -337179,7 +337979,7 @@ https://medium.com/geekculture/hey-chatgpt-solve-these-coding-tasks-using-python
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032753.879904
+  last_checked: 1779032753
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:53.879904+02:00'
   last_ai_eval: null
@@ -337211,7 +338011,7 @@ https://medium.com/geekculture/k8s-helm-dashboard-d7509c5fee88:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032045.945734
+  last_checked: 1779032045
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:05.945734+02:00'
   last_ai_eval: null
@@ -337243,7 +338043,7 @@ https://medium.com/geekculture/k8s-network-cni-introduction-b035d42ad68f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.382601
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.382601+02:00'
   last_ai_eval: null
@@ -337275,7 +338075,7 @@ https://medium.com/geekculture/k8s-serviceaccount-token-313d62aee119:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033507.718954
+  last_checked: 1779033507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.718954+02:00'
   last_ai_eval: null
@@ -337307,7 +338107,7 @@ https://medium.com/geekculture/k8s-troubleshooting-how-to-debug-coredns-issues-7
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029940.735731
+  last_checked: 1779029940
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.735731+02:00'
   last_ai_eval: null
@@ -337339,7 +338139,7 @@ https://medium.com/geekculture/kubectl-best-practices-c4ff809167dd:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029147.507399
+  last_checked: 1779029147
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:47.507399+02:00'
   last_ai_eval: null
@@ -337371,7 +338171,7 @@ https://medium.com/geekculture/kubernetes-deployment-explained-9b2b89dd3977:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029805.150663
+  last_checked: 1779029805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.150663+02:00'
   last_ai_eval: null
@@ -337405,7 +338205,7 @@ https://medium.com/geekculture/kubernetes-distributing-pods-evenly-across-cluste
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034516.765657
+  last_checked: 1779034516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:16.765657+02:00'
   last_ai_eval: null
@@ -337437,7 +338237,7 @@ https://medium.com/geekculture/kubernetes-gateway-api-the-intro-you-need-to-read
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031031.500913
+  last_checked: 1779031031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.500913+02:00'
   last_ai_eval: null
@@ -337469,7 +338269,7 @@ https://medium.com/geekculture/kubernetes-namespaces-vs-virtual-clusters-cc87317
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032097.565309
+  last_checked: 1779032097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.565309+02:00'
   last_ai_eval: null
@@ -337503,7 +338303,7 @@ https://medium.com/geekculture/monitoring-microservices-part-1-observability-b2b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030461.917509
+  last_checked: 1779030461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:41.917509+02:00'
   last_ai_eval: null
@@ -337537,7 +338337,7 @@ https://medium.com/geekculture/monitoring-your-system-with-docker-grafana-promet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032949.844236
+  last_checked: 1779032949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.844236+02:00'
   last_ai_eval: null
@@ -337571,7 +338371,7 @@ https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034504.511108
+  last_checked: 1779034504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.511108+02:00'
   last_ai_eval: null
@@ -337603,7 +338403,7 @@ https://medium.com/geekculture/provision-resources-on-aws-with-azure-devops-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031807.818288
+  last_checked: 1779031807
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.818288+02:00'
   last_ai_eval: null
@@ -337631,7 +338431,7 @@ https://medium.com/geekculture/replication-controller-vs-replicasets-in-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033503.584498
+  last_checked: 1779033503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.584498+02:00'
   last_ai_eval: null
@@ -337664,7 +338464,7 @@ https://medium.com/geekculture/rest-rpc-graphql-what-to-choose-c57c78c0593d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030705.69642
+  last_checked: 1779030705
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:45.696420+02:00'
   last_ai_eval: null
@@ -337696,7 +338496,7 @@ https://medium.com/geekculture/setup-a-cronjob-to-execute-kubectl-or-aws-command
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031987.512182
+  last_checked: 1779031987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.512182+02:00'
   last_ai_eval: null
@@ -337728,7 +338528,7 @@ https://medium.com/geekculture/storage-kubernetes-92eb3d027282:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030285.008177
+  last_checked: 1779030285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.008177+02:00'
   last_ai_eval: null
@@ -337760,7 +338560,7 @@ https://medium.com/geekculture/terragrunt-cheat-sheet-bedafbf9d61f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034479.216195
+  last_checked: 1779034479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:39.216195+02:00'
   last_ai_eval: null
@@ -337792,7 +338592,7 @@ https://medium.com/geekculture/yakd-yet-another-kubernetes-dashboard-7766bd071f3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033046.476795
+  last_checked: 1779033046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.476795+02:00'
   last_ai_eval: null
@@ -337824,7 +338624,7 @@ https://medium.com/getdefault-in/monoliths-vs-microservices-59cff20bb106:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032181.880047
+  last_checked: 1779032181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:21.880047+02:00'
   last_ai_eval: null
@@ -337858,7 +338658,7 @@ https://medium.com/getindata-blog/oauth2-based-authentication-on-istio-powered-k
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032296.493341
+  last_checked: 1779032296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:16.493341+02:00'
   last_ai_eval: null
@@ -337891,7 +338691,7 @@ https://medium.com/gigasearch/which-elasticsearch-provider-is-right-for-you-3d59
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029988.63108
+  last_checked: 1779029988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.631080+02:00'
   last_ai_eval: null
@@ -337925,7 +338725,7 @@ https://medium.com/gitguardian/what-is-policy-as-code-an-introduction-to-open-po
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031669.278198
+  last_checked: 1779031669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.278198+02:00'
   last_ai_eval: null
@@ -337959,7 +338759,7 @@ https://medium.com/globant/advantages-of-deploying-machine-learning-models-with-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033639.993169
+  last_checked: 1779033639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:39.993169+02:00'
   last_ai_eval: null
@@ -337993,7 +338793,7 @@ https://medium.com/globant/dynamic-and-reactive-parameterization-in-jenkins-pipe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030503.354545
+  last_checked: 1779030503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:23.354545+02:00'
   last_ai_eval: null
@@ -338025,7 +338825,7 @@ https://medium.com/globant/infrastructure-as-code-using-kubernetes-d3d329446517:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032733.983399
+  last_checked: 1779032733
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:33.983399+02:00'
   last_ai_eval: null
@@ -338059,7 +338859,7 @@ https://medium.com/globant/istio-jwt-authentication-authorization-at-the-edge-b3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032162.904014
+  last_checked: 1779032162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.904014+02:00'
   last_ai_eval: null
@@ -338091,7 +338891,7 @@ https://medium.com/globant/monitoring-a-multi-cluster-kubernetes-deployment-9e7a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029322.629706
+  last_checked: 1779029322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.629706+02:00'
   last_ai_eval: null
@@ -338125,7 +338925,7 @@ https://medium.com/globant/using-multiple-sources-for-a-helm-chart-deployment-in
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029070.209261
+  last_checked: 1779029070
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.209261+02:00'
   last_ai_eval: null
@@ -338159,7 +338959,7 @@ https://medium.com/google-cloud/anthos-at-home-spinning-up-a-bare-metal-anthos-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034101.478563
+  last_checked: 1779034101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.478563+02:00'
   last_ai_eval: null
@@ -338191,7 +338991,7 @@ https://medium.com/google-cloud/automate-terraform-documentation-like-a-pro-ed3e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034446.816199
+  last_checked: 1779034446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:06.816199+02:00'
   last_ai_eval: null
@@ -338223,7 +339023,7 @@ https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-is
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.938385
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.938385+02:00'
   last_ai_eval: null
@@ -338257,7 +339057,7 @@ https://medium.com/google-cloud/automated-canary-deployments-with-flagger-and-is
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033424.420509
+  last_checked: 1779033424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.420509+02:00'
   last_ai_eval: null
@@ -338291,7 +339091,7 @@ https://medium.com/google-cloud/gke-monitoring-84170ea44833:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032869.054347
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.054347+02:00'
   last_ai_eval: null
@@ -338323,7 +339123,7 @@ https://medium.com/google-cloud/google-pub-sub-lite-for-kafka-users-dec8a7cfc5e5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033415.630333
+  last_checked: 1779033415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.630333+02:00'
   last_ai_eval: null
@@ -338356,7 +339156,7 @@ https://medium.com/google-cloud/handle-kubernetes-secrets-the-gitops-way-part-1-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030199.058219
+  last_checked: 1779030199
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:19.058219+02:00'
   last_ai_eval: null
@@ -338388,7 +339188,7 @@ https://medium.com/google-cloud/ingress-in-google-kubernetes-products-f22ded21f4
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031466.55852
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.558520+02:00'
   last_ai_eval: null
@@ -338421,7 +339221,7 @@ https://medium.com/google-cloud/kubernetes-101-pods-nodes-containers-and-cluster
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029732.053107
+  last_checked: 1779029732
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:32.053107+02:00'
   last_ai_eval: null
@@ -338453,7 +339253,7 @@ https://medium.com/google-cloud/kubernetes-autoscaling-with-istio-metrics-764422
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032184.693418
+  last_checked: 1779032184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.693418+02:00'
   last_ai_eval: null
@@ -338485,7 +339285,7 @@ https://medium.com/google-cloud/kubernetes-ingress-vs-gateway-api-647ee233693d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033157.890784
+  last_checked: 1779033157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:37.890784+02:00'
   last_ai_eval: null
@@ -338519,7 +339319,7 @@ https://medium.com/google-cloud/kubernetes-nodeport-vs-loadbalancer-vs-ingress-w
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032819.665615
+  last_checked: 1779032819
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:59.665615+02:00'
   last_ai_eval: null
@@ -338551,7 +339351,7 @@ https://medium.com/google-cloud/running-workloads-in-kubernetes-86194d133593:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031110.866461
+  last_checked: 1779031110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.866461+02:00'
   last_ai_eval: null
@@ -338583,7 +339383,7 @@ https://medium.com/google-cloud/security-with-kubernetes-gateway-api-dcbb934ed2a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032731.755482
+  last_checked: 1779032731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:31.755482+02:00'
   last_ai_eval: null
@@ -338615,7 +339415,7 @@ https://medium.com/google-cloud/setting-up-config-connector-with-terraform-helm-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034446.84524
+  last_checked: 1779034446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:06.845240+02:00'
   last_ai_eval: null
@@ -338649,7 +339449,7 @@ https://medium.com/google-cloud/shifting-even-further-left-on-kubernetes-resourc
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029174.09723
+  last_checked: 1779029174
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.097230+02:00'
   last_ai_eval: null
@@ -338681,7 +339481,7 @@ https://medium.com/google-cloud/tagged/devops:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029130.371015
+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.371015+02:00'
   last_ai_eval: null
@@ -338715,7 +339515,7 @@ https://medium.com/google-cloud/understanding-health-checks-in-gke-gateway-api-1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031900.53303
+  last_checked: 1779031900
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:40.533030+02:00'
   last_ai_eval: null
@@ -338747,7 +339547,7 @@ https://medium.com/google-developer-experts/getting-started-with-gke-gateway-con
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030018.86644
+  last_checked: 1779030018
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.866440+02:00'
   last_ai_eval: null
@@ -338779,7 +339579,7 @@ https://medium.com/greenm/top-4-aws-patterns-of-highly-available-api-d34599bfbb9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030285.00414
+  last_checked: 1779030285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.004140+02:00'
   last_ai_eval: null
@@ -338812,7 +339612,7 @@ https://medium.com/groupon-eng/kubernetes-deployment-using-helm-charts-and-krane
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029628.478598
+  last_checked: 1779029628
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:48.478598+02:00'
   last_ai_eval: null
@@ -338846,7 +339646,7 @@ https://medium.com/groupon-eng/loadbalancer-services-using-kubernetes-in-docker-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032219.461772
+  last_checked: 1779032219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.461772+02:00'
   last_ai_eval: null
@@ -338879,7 +339679,7 @@ https://medium.com/groupon-eng/scaling-millions-of-geospatial-queries-per-minute
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033040.421338
+  last_checked: 1779033040
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.421338+02:00'
   last_ai_eval: null
@@ -338912,7 +339712,7 @@ https://medium.com/gumgum-tech/5-things-we-overlooked-when-putting-our-first-app
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031782.045077
+  last_checked: 1779031782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.045077+02:00'
   last_ai_eval: null
@@ -338945,7 +339745,7 @@ https://medium.com/gumgum-tech/how-to-reduce-your-prometheus-cost-6c7cc685e347:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030718.372609
+  last_checked: 1779030718
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:58.372609+02:00'
   last_ai_eval: null
@@ -338979,7 +339779,7 @@ https://medium.com/gumgum-tech/streamlining-your-kubernetes-adoption-with-helmfi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033772.786741
+  last_checked: 1779033772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.786741+02:00'
   last_ai_eval: null
@@ -339012,7 +339812,7 @@ https://medium.com/habasconchocos/instalaci%C3%B3n-de-java-y-visual-studio-code-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030608.677668
+  last_checked: 1779030608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.677668+02:00'
   last_ai_eval: null
@@ -339046,7 +339846,7 @@ https://medium.com/hackernoon/digital-transformation-for-modern-enterprises-thro
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030610.624578
+  last_checked: 1779030610
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:10.624578+02:00'
   last_ai_eval: null
@@ -339078,7 +339878,7 @@ https://medium.com/hackernoon/how-to-hire-a-devops-engineer-4e59e7847e9b:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033037.062037
+  last_checked: 1779033037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:37.062037+02:00'
   last_ai_eval: null
@@ -339110,7 +339910,7 @@ https://medium.com/hackernoon/the-2018-devops-roadmap-31588d8670cb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031333.329008
+  last_checked: 1779031333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.329008+02:00'
   last_ai_eval: null
@@ -339143,7 +339943,7 @@ https://medium.com/hacking-talent/mastering-apache-kafka-on-kubernetes-strimzi-k
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030685.010513
+  last_checked: 1779030685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.010513+02:00'
   last_ai_eval: null
@@ -339175,7 +339975,7 @@ https://medium.com/hamburger-berater-team/varnish-sharding-with-istio-in-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030710.967461
+  last_checked: 1779030710
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:50.967461+02:00'
   last_ai_eval: null
@@ -339207,7 +340007,7 @@ https://medium.com/hashicorp-engineering/coding-for-secrets-reliability-with-has
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034326.300364
+  last_checked: 1779034326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.300364+02:00'
   last_ai_eval: null
@@ -339240,7 +340040,7 @@ https://medium.com/hashicorp-engineering/consul-kubernetes-ingress-gateways-and-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034486.847563
+  last_checked: 1779034486
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:46.847563+02:00'
   last_ai_eval: null
@@ -339273,7 +340073,7 @@ https://medium.com/hashicorp-engineering/dont-forget-to-restrict-outbound-traffi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031414.423002
+  last_checked: 1779031414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.423002+02:00'
   last_ai_eval: null
@@ -339306,7 +340106,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029225.454166
+  last_checked: 1779029225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.454166+02:00'
   last_ai_eval: null
@@ -339340,7 +340140,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030228.350996
+  last_checked: 1779030228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.350996+02:00'
   last_ai_eval: null
@@ -339374,7 +340174,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033788.644226
+  last_checked: 1779033788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:08.644226+02:00'
   last_ai_eval: null
@@ -339408,7 +340208,7 @@ https://medium.com/hashicorp-engineering/hashicorp-consul-multi-cloud-and-multi-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032877.749535
+  last_checked: 1779032877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:57.749535+02:00'
   last_ai_eval: null
@@ -339440,7 +340240,7 @@ https://medium.com/hepsiburadatech/hepsiburada-search-engine-on-kubernetes-1fe03
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033759.136305
+  last_checked: 1779033759
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:39.136305+02:00'
   last_ai_eval: null
@@ -339472,7 +340272,7 @@ https://medium.com/hookdeck/introduction-to-message-queues-20d00373cc1f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032293.125826
+  last_checked: 1779032293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.125826+02:00'
   last_ai_eval: null
@@ -339505,7 +340305,7 @@ https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033655.42912
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.429120+02:00'
   last_ai_eval: null
@@ -339536,7 +340336,7 @@ https://medium.com/how-tos/how-to-provisioning-dashboards-in-grafana-via-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033084.313541
+  last_checked: 1779033084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.313541+02:00'
   last_ai_eval: null
@@ -339563,7 +340363,7 @@ https://medium.com/ibm-cloud-paks-help-and-guidance-from-ibm-cloud/tagged/cp4mcm
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033046.470196
+  last_checked: 1779033046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.470196+02:00'
   last_ai_eval: null
@@ -339596,7 +340396,7 @@ https://medium.com/ibm-garage/its-time-to-stop-making-microservices-the-goal-of-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029138.124794
+  last_checked: 1779029138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.124794+02:00'
   last_ai_eval: null
@@ -339630,7 +340430,7 @@ https://medium.com/illuminations-mirror/basic-networking-and-communication-betwe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029113.097476
+  last_checked: 1779029113
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:13.097476+02:00'
   last_ai_eval: null
@@ -339662,7 +340462,7 @@ https://medium.com/infracloud-technologies/prometheus-ha-with-thanos-sidecar-or-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034322.601064
+  last_checked: 1779034322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:02.601064+02:00'
   last_ai_eval: null
@@ -339694,7 +340494,7 @@ https://medium.com/inside-personio/graceful-shutdown-of-fpm-and-nginx-in-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032968.824116
+  last_checked: 1779032968
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:28.824116+02:00'
   last_ai_eval: null
@@ -339726,7 +340526,7 @@ https://medium.com/interviewnoodle/shift-from-monolith-to-cqrs-a34bab75617e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030934.26114
+  last_checked: 1779030934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:34.261140+02:00'
   last_ai_eval: null
@@ -339758,7 +340558,7 @@ https://medium.com/is-it-observable/how-to-collect-metrics-in-a-kubernetes-clust
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029949.84733
+  last_checked: 1779029949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:09.847330+02:00'
   last_ai_eval: null
@@ -339792,7 +340592,7 @@ https://medium.com/israeli-tech-radar/how-to-create-a-monitoring-stack-using-kub
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031559.175573
+  last_checked: 1779031559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.175573+02:00'
   last_ai_eval: null
@@ -339824,7 +340624,7 @@ https://medium.com/israeli-tech-radar/karpenter-and-the-future-of-kubernetes-4ab
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032134.577397
+  last_checked: 1779032134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.577397+02:00'
   last_ai_eval: null
@@ -339858,7 +340658,7 @@ https://medium.com/itnext/atomic-configmap-updates-in-kubernetes-how-symlinks-an
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034235.002974
+  last_checked: 1779034235
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.002974+02:00'
   last_ai_eval: null
@@ -339890,7 +340690,7 @@ https://medium.com/itnext/introducing-k8studio-v3-the-ultimate-kubernetes-worksp
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030688.347425
+  last_checked: 1779030688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.347425+02:00'
   last_ai_eval: null
@@ -339924,7 +340724,7 @@ https://medium.com/jaegertracing/jaeger-and-opentelemetry-1846f701d9f2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031414.414817
+  last_checked: 1779031414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.414817+02:00'
   last_ai_eval: null
@@ -339958,7 +340758,7 @@ https://medium.com/jaegertracing/jaeger-clients-and-w3c-trace-context-c2ce1b9dc3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032920.299501
+  last_checked: 1779032920
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:40.299501+02:00'
   last_ai_eval: null
@@ -339989,7 +340789,7 @@ https://medium.com/jaegertracing/jaeger-embraces-opentelemetry-collector-90a545c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032162.909293
+  last_checked: 1779032162
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:02.909293+02:00'
   last_ai_eval: null
@@ -340018,7 +340818,7 @@ https://medium.com/jamf-engineering/how-three-lines-of-configuration-solved-our-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033947.433064
+  last_checked: 1779033947
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:47.433064+02:00'
   last_ai_eval: null
@@ -340052,7 +340852,7 @@ https://medium.com/javarevisited/10-best-java-microservices-courses-with-spring-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030230.384258
+  last_checked: 1779030230
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.384258+02:00'
   last_ai_eval: null
@@ -340085,7 +340885,7 @@ https://medium.com/javarevisited/10-free-spring-boot-tutorials-and-courses-for-j
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031982.893385
+  last_checked: 1779031982
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.893385+02:00'
   last_ai_eval: null
@@ -340121,7 +340921,7 @@ https://medium.com/javarevisited/10-microservices-design-principles-every-develo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030688.346456
+  last_checked: 1779030688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:28.346456+02:00'
   last_ai_eval: null
@@ -340154,7 +340954,7 @@ https://medium.com/javarevisited/50-java-collections-interview-questions-for-beg
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031086.59358
+  last_checked: 1779031086
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:06.593580+02:00'
   last_ai_eval: null
@@ -340187,7 +340987,7 @@ https://medium.com/javarevisited/7-best-books-to-learn-design-patterns-for-java-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031031.499786
+  last_checked: 1779031031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.499786+02:00'
   last_ai_eval: null
@@ -340220,7 +341020,7 @@ https://medium.com/javarevisited/7-best-courses-to-master-git-and-github-for-pro
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032254.669663
+  last_checked: 1779032254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.669663+02:00'
   last_ai_eval: null
@@ -340254,7 +341054,7 @@ https://medium.com/javarevisited/7-free-online-courses-to-learn-kubernetes-in-20
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030422.405342
+  last_checked: 1779030422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.405342+02:00'
   last_ai_eval: null
@@ -340290,7 +341090,7 @@ https://medium.com/javarevisited/best-https-ssl-and-tls-courses-for-beginners-44
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031735.332049
+  last_checked: 1779031735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.332049+02:00'
   last_ai_eval: null
@@ -340324,7 +341124,7 @@ https://medium.com/javarevisited/distributed-transaction-management-in-microserv
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.761686
+  last_checked: 1779032216
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.761686+02:00'
   last_ai_eval: null
@@ -340358,7 +341158,7 @@ https://medium.com/javarevisited/do-you-know-about-the-different-microservices-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031190.12138
+  last_checked: 1779031190
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.121380+02:00'
   last_ai_eval: null
@@ -340392,7 +341192,7 @@ https://medium.com/javarevisited/logging-in-java-log4j-vs-logback-vs-slf4j-88c53
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029899.088792
+  last_checked: 1779029899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.088792+02:00'
   last_ai_eval: null
@@ -340426,7 +341226,7 @@ https://medium.com/javarevisited/microservices-communication-part-1-every-progra
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030172.033887
+  last_checked: 1779030172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.033887+02:00'
   last_ai_eval: null
@@ -340460,7 +341260,7 @@ https://medium.com/javarevisited/microservices-communication-part-2-sync-vs-asyn
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031645.256796
+  last_checked: 1779031645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.256796+02:00'
   last_ai_eval: null
@@ -340492,7 +341292,7 @@ https://medium.com/javarevisited/microservices-communication-using-grpc-protocol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031450.785736
+  last_checked: 1779031450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:10.785736+02:00'
   last_ai_eval: null
@@ -340526,7 +341326,7 @@ https://medium.com/javarevisited/podman-getting-started-e7fc06961994:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031499.316163
+  last_checked: 1779031499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:59.316163+02:00'
   last_ai_eval: null
@@ -340560,7 +341360,7 @@ https://medium.com/javarevisited/podman-getting-started-e7fc06961994:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030861.530566
+  last_checked: 1779030861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:21.530566+02:00'
   last_ai_eval: null
@@ -340593,7 +341393,7 @@ https://medium.com/javarevisited/top-5-courses-to-learn-microservices-in-java-an
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032337.34937
+  last_checked: 1779032337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.349370+02:00'
   last_ai_eval: null
@@ -340627,7 +341427,7 @@ https://medium.com/javarevisited/top-5-frameworks-java-developers-can-learn-for-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031793.49865
+  last_checked: 1779031793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:53.498650+02:00'
   last_ai_eval: null
@@ -340661,7 +341461,7 @@ https://medium.com/javarevisited/top-performance-issues-every-developer-architec
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032333.336281
+  last_checked: 1779032333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.336281+02:00'
   last_ai_eval: null
@@ -340695,7 +341495,7 @@ https://medium.com/javarevisited/why-microservices-are-not-silver-bullet-10-reas
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033024.77786
+  last_checked: 1779033024
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:24.777860+02:00'
   last_ai_eval: null
@@ -340727,7 +341527,7 @@ https://medium.com/jumia-tech/immutable-infrastructure-gitops-18d644f9c7cb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029374.191055
+  last_checked: 1779029374
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:34.191055+02:00'
   last_ai_eval: null
@@ -340761,7 +341561,7 @@ https://medium.com/k0sproject/k0s-optimizes-start-time-adds-cluster-level-backup
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031979.494419
+  last_checked: 1779031979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.494419+02:00'
   last_ai_eval: null
@@ -340793,7 +341593,7 @@ https://medium.com/k0sproject/k0s-ready-for-production-20255c4b0791:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032789.773374
+  last_checked: 1779032789
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:29.773374+02:00'
   last_ai_eval: null
@@ -340825,7 +341625,7 @@ https://medium.com/k0sproject/k0s-supports-kubernetes-1-22-a498e41bf5af:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031428.920054
+  last_checked: 1779031428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:48.920054+02:00'
   last_ai_eval: null
@@ -340859,7 +341659,7 @@ https://medium.com/k8slens/eliminating-kubernetes-complexity-for-developers-usin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030207.217132
+  last_checked: 1779030207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.217132+02:00'
   last_ai_eval: null
@@ -340892,7 +341692,7 @@ https://medium.com/k8slens/how-to-give-developers-secure-access-to-kubernetes-cl
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032551.942521
+  last_checked: 1779032551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.942521+02:00'
   last_ai_eval: null
@@ -340924,7 +341724,7 @@ https://medium.com/k8slens/lens-5-released-f7e58e8842cf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030228.322112
+  last_checked: 1779030228
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:48.322112+02:00'
   last_ai_eval: null
@@ -340958,7 +341758,7 @@ https://medium.com/k8slens/lens-6-released-vision-for-the-future-new-subscriptio
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032793.174792
+  last_checked: 1779032793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.174792+02:00'
   last_ai_eval: null
@@ -340992,7 +341792,7 @@ https://medium.com/k8slens/lens-kubernetes-is-all-you-need-in-the-development-en
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030854.219531
+  last_checked: 1779030854
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.219531+02:00'
   last_ai_eval: null
@@ -341025,7 +341825,7 @@ https://medium.com/kapitan-blog/declarative-secret-management-for-gitops-with-ka
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032034.460482
+  last_checked: 1779032034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:54.460482+02:00'
   last_ai_eval: null
@@ -341058,7 +341858,7 @@ https://medium.com/keptn/dora-metrics-automatically-for-all-your-kubernetes-work
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032642.42146
+  last_checked: 1779032642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.421460+02:00'
   last_ai_eval: null
@@ -341090,7 +341890,7 @@ https://medium.com/keptn/keptn-0-6-0-my-top-5-favorite-improvements-242d8ac1abfe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031381.517827
+  last_checked: 1779031381
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:01.517827+02:00'
   last_ai_eval: null
@@ -341122,7 +341922,7 @@ https://medium.com/kernel-space/kubeshark-wireshark-for-kubernetes-4069a5f5aa3d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032337.336042
+  last_checked: 1779032337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.336042+02:00'
   last_ai_eval: null
@@ -341154,7 +341954,7 @@ https://medium.com/kialiproject:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032949.834432
+  last_checked: 1779032949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.834432+02:00'
   last_ai_eval: null
@@ -341187,7 +341987,7 @@ https://medium.com/kialiproject/increasing-observability-on-istio-the-new-kiali-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030970.770221
+  last_checked: 1779030970
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:10.770221+02:00'
   last_ai_eval: null
@@ -341219,7 +342019,7 @@ https://medium.com/kialiproject/troubleshooting-envoy-with-kiali-7f78a57b16ad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030805.692662
+  last_checked: 1779030805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:25.692662+02:00'
   last_ai_eval: null
@@ -341253,7 +342053,7 @@ https://medium.com/kocsistem/installation-internal-nginx-ingress-for-a-private-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033040.448536
+  last_checked: 1779033040
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.448536+02:00'
   last_ai_eval: null
@@ -341287,7 +342087,7 @@ https://medium.com/kubecost/prometheus-grafana-configuration-query-examples-885b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033236.682549
+  last_checked: 1779033236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.682549+02:00'
   last_ai_eval: null
@@ -341319,7 +342119,7 @@ https://medium.com/kubehub/a-series-on-bash-scripting-eecd0293fab5:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029168.829915
+  last_checked: 1779029168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.829915+02:00'
   last_ai_eval: null
@@ -341353,7 +342153,7 @@ https://medium.com/kubernetes-deveops/kubernetes-deploying-application-with-pers
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034330.353293
+  last_checked: 1779034330
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.353293+02:00'
   last_ai_eval: null
@@ -341386,7 +342186,7 @@ https://medium.com/kubernetes-tutorials/cluster-level-logging-in-kubernetes-with
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034326.318007
+  last_checked: 1779034326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:06.318007+02:00'
   last_ai_eval: null
@@ -341419,7 +342219,7 @@ https://medium.com/kubernetes-tutorials/efficient-node-out-of-resource-managemen
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031037.196626
+  last_checked: 1779031037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.196626+02:00'
   last_ai_eval: null
@@ -341451,7 +342251,7 @@ https://medium.com/kubernetes-tutorials/kubernetes-dns-for-services-and-pods-664
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030132.279602
+  last_checked: 1779030132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.279602+02:00'
   last_ai_eval: null
@@ -341483,7 +342283,7 @@ https://medium.com/kubernetes-tutorials/making-sense-of-taints-and-tolerations-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034272.970027
+  last_checked: 1779034272
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:12.970027+02:00'
   last_ai_eval: null
@@ -341515,7 +342315,7 @@ https://medium.com/kubeshop-i/monokle-1-5-0-release-kubeshop-95f574563c79:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030980.927125
+  last_checked: 1779030980
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:20.927125+02:00'
   last_ai_eval: null
@@ -341547,7 +342347,7 @@ https://medium.com/kubeshop-i/monokle-helm-quality-kubernetes-deployments-af050f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031351.781865
+  last_checked: 1779031351
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:31.781865+02:00'
   last_ai_eval: null
@@ -341579,7 +342379,7 @@ https://medium.com/kubeshop-i/monokle-vs-lens-vs-k9s-1d5d94d84b5c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030000.183939
+  last_checked: 1779030000
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.183939+02:00'
   last_ai_eval: null
@@ -341613,7 +342413,7 @@ https://medium.com/kubeshop-i/rapidly-prototype-your-apis-on-kubernetes-with-kus
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.374544
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.374544+02:00'
   last_ai_eval: null
@@ -341645,7 +342445,7 @@ https://medium.com/kubeshop-i/top-8-open-source-observability-testing-tools-9341
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034313.450861
+  last_checked: 1779034313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.450861+02:00'
   last_ai_eval: null
@@ -341677,7 +342477,7 @@ https://medium.com/kudos-engineering/migrating-our-cron-jobs-to-kubernetes-85970
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029992.768421
+  last_checked: 1779029992
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:52.768421+02:00'
   last_ai_eval: null
@@ -341709,7 +342509,7 @@ https://medium.com/leapp-cloud/top-10-uncommon-devops-tools-you-should-know-91da
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033772.784552
+  last_checked: 1779033772
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:52.784552+02:00'
   last_ai_eval: null
@@ -341743,7 +342543,7 @@ https://medium.com/lego-engineering/a-journey-into-serverless-and-handling-step-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031826.932945
+  last_checked: 1779031826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.932945+02:00'
   last_ai_eval: null
@@ -341775,7 +342575,7 @@ https://medium.com/levvel-consulting/the-differences-between-kubernetes-and-open
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033084.300021
+  last_checked: 1779033084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.300021+02:00'
   last_ai_eval: null
@@ -341809,7 +342609,7 @@ https://medium.com/lightricks-tech-blog/step-by-step-guide-how-to-create-a-dynam
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032289.677724
+  last_checked: 1779032289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.677724+02:00'
   last_ai_eval: null
@@ -341841,7 +342641,7 @@ https://medium.com/lightspeed-venture-partners/why-grafana-part-ii-2e7e42e0f7bb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030682.961215
+  last_checked: 1779030682
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:22.961215+02:00'
   last_ai_eval: null
@@ -341875,7 +342675,7 @@ https://medium.com/lightstephq/devops-observability-and-the-need-to-tear-down-or
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032644.306981
+  last_checked: 1779032644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.306981+02:00'
   last_ai_eval: null
@@ -341908,7 +342708,7 @@ https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029369.327958
+  last_checked: 1779029369
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:29.327958+02:00'
   last_ai_eval: null
@@ -341942,7 +342742,7 @@ https://medium.com/linkbynet/deploying-opa-on-a-gke-cluster-da4d3d77812c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031031.512389
+  last_checked: 1779031031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.512389+02:00'
   last_ai_eval: null
@@ -341974,7 +342774,7 @@ https://medium.com/linux-shots/debug-kubernetes-pods-using-ephemeral-container-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034034.51208
+  last_checked: 1779034034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.512080+02:00'
   last_ai_eval: null
@@ -342008,7 +342808,7 @@ https://medium.com/linux-shots/find-deprecated-api-resources-used-in-a-kubernete
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030856.450769
+  last_checked: 1779030856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.450769+02:00'
   last_ai_eval: null
@@ -342043,7 +342843,7 @@ https://medium.com/linux-shots/kubernetes-ingress-as-reverse-proxy-to-applicatio
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034454.090513
+  last_checked: 1779034454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.090513+02:00'
   last_ai_eval: null
@@ -342075,7 +342875,7 @@ https://medium.com/linux-shots/use-postgresql-as-backend-storage-for-helm-de407c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033750.7946
+  last_checked: 1779033750
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:30.794600+02:00'
   last_ai_eval: null
@@ -342109,7 +342909,7 @@ https://medium.com/lonto-digital-services-integrator/why-we-developed-own-kubern
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032922.346871
+  last_checked: 1779032922
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:42.346871+02:00'
   last_ai_eval: null
@@ -342141,7 +342941,7 @@ https://medium.com/marionete/create-helm-charts-to-manage-kubernetes-application
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030189.436504
+  last_checked: 1779030189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:09.436504+02:00'
   last_ai_eval: null
@@ -342175,7 +342975,7 @@ https://medium.com/marionete/how-to-expose-kubernetes-services-to-external-traff
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031752.504065
+  last_checked: 1779031752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.504065+02:00'
   last_ai_eval: null
@@ -342209,7 +343009,7 @@ https://medium.com/mcdonalds-technical-blog/behind-the-scenes-mcdonalds-event-dr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030090.946335
+  last_checked: 1779030090
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:30.946335+02:00'
   last_ai_eval: null
@@ -342243,7 +343043,7 @@ https://medium.com/mcdonalds-technical-blog/mcdonalds-event-driven-architecture-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033040.449549
+  last_checked: 1779033040
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.449549+02:00'
   last_ai_eval: null
@@ -342277,7 +343077,7 @@ https://medium.com/medialesson/assigning-azure-built-in-roles-vs-azure-ad-built-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.680139
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.680139+02:00'
   last_ai_eval: null
@@ -342311,7 +343111,7 @@ https://medium.com/medialesson/create-azure-active-directory-app-registration-wi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032483.457365
+  last_checked: 1779032483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.457365+02:00'
   last_ai_eval: null
@@ -342343,7 +343143,7 @@ https://medium.com/microservicegeeks/introduction-to-event-driven-architecture-e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031554.878398
+  last_checked: 1779031554
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.878398+02:00'
   last_ai_eval: null
@@ -342376,7 +343176,7 @@ https://medium.com/microservices-for-net-developers/what-is-microservices-and-wh
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029883.462349
+  last_checked: 1779029883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:03.462349+02:00'
   last_ai_eval: null
@@ -342408,7 +343208,7 @@ https://medium.com/microservices-in-practice/microservices-in-practice-7a3e85b66
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034504.485847
+  last_checked: 1779034504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.485847+02:00'
   last_ai_eval: null
@@ -342440,7 +343240,7 @@ https://medium.com/microservices-learning/how-to-implement-security-for-microser
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029805.138752
+  last_checked: 1779029805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.138752+02:00'
   last_ai_eval: null
@@ -342473,7 +343273,7 @@ https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-sin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030295.738259
+  last_checked: 1779030295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:55.738259+02:00'
   last_ai_eval: null
@@ -342507,7 +343307,7 @@ https://medium.com/microsoftazure/aks-different-load-balancing-options-for-a-sin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031642.222409
+  last_checked: 1779031642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.222409+02:00'
   last_ai_eval: null
@@ -342540,7 +343340,7 @@ https://medium.com/microsoftazure/going-multicloud-with-kubernetes-and-azure-fro
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031181.217181
+  last_checked: 1779031181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.217181+02:00'
   last_ai_eval: null
@@ -342571,7 +343371,7 @@ https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030787.586878
+  last_checked: 1779030787
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:07.586878+02:00'
   last_ai_eval: null
@@ -342601,7 +343401,7 @@ https://medium.com/microsoftazure/secure-your-microservices-on-aks-part-2-5496bf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034450.048808
+  last_checked: 1779034450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.048808+02:00'
   last_ai_eval: null
@@ -342633,7 +343433,7 @@ https://medium.com/mindboard/what-is-autoscaling-in-kubernetes-109c7b5d321:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030020.590184
+  last_checked: 1779030020
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:20.590184+02:00'
   last_ai_eval: null
@@ -342667,7 +343467,7 @@ https://medium.com/mlearning-ai/the-best-object-detection-libraries-that-i-work-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032166.723394
+  last_checked: 1779032166
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:06.723394+02:00'
   last_ai_eval: null
@@ -342701,7 +343501,7 @@ https://medium.com/mycloudseries/must-haves-for-your-kubernetes-cluster-to-be-pr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030401.010724
+  last_checked: 1779030401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:41.010724+02:00'
   last_ai_eval: null
@@ -342735,7 +343535,7 @@ https://medium.com/nerd-for-tech/building-a-two-tier-architecture-for-high-avail
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033823.353899
+  last_checked: 1779033823
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:43.353899+02:00'
   last_ai_eval: null
@@ -342766,7 +343566,7 @@ https://medium.com/nerd-for-tech/common-kubernetes-errors-made-by-beginners-274b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033118.162451
+  last_checked: 1779033118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.162451+02:00'
   last_ai_eval: null
@@ -342792,7 +343592,7 @@ https://medium.com/nerd-for-tech/deep-dive-into-thanos-part-i-f72ecba39f76:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030577.785007
+  last_checked: 1779030577
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:37.785007+02:00'
   last_ai_eval: null
@@ -342819,7 +343619,7 @@ https://medium.com/nerd-for-tech/etcd-the-easy-way-4c01e243f285:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029116.145952
+  last_checked: 1779029116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.145952+02:00'
   last_ai_eval: null
@@ -342851,7 +343651,7 @@ https://medium.com/nerd-for-tech/exploring-kubernetes-node-architecture-3a36df6a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031106.9435
+  last_checked: 1779031106
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:26.943500+02:00'
   last_ai_eval: null
@@ -342885,7 +343685,7 @@ https://medium.com/nerd-for-tech/kubernetes-declaratively-deploying-infrastructu
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034104.987397
+  last_checked: 1779034104
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:24.987397+02:00'
   last_ai_eval: null
@@ -342919,7 +343719,7 @@ https://medium.com/nerd-for-tech/kubernetes-deploying-nginx-with-a-configmap-e8a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030231.908301
+  last_checked: 1779030231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:51.908301+02:00'
   last_ai_eval: null
@@ -342951,7 +343751,7 @@ https://medium.com/nerd-for-tech/one-cka-ckad-cks-requirement-mastering-kubectl-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034345.596113
+  last_checked: 1779034345
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.596113+02:00'
   last_ai_eval: null
@@ -342983,7 +343783,7 @@ https://medium.com/nerd-for-tech/persistence-with-kubernetes-46f039d9a2ad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032762.222604
+  last_checked: 1779032762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.222604+02:00'
   last_ai_eval: null
@@ -343017,7 +343817,7 @@ https://medium.com/nerd-for-tech/pki-certs-injection-to-k8s-pods-with-vault-agen
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034454.119423
+  last_checked: 1779034454
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:14.119423+02:00'
   last_ai_eval: null
@@ -343049,7 +343849,7 @@ https://medium.com/nerd-for-tech/running-services-with-knative-kong-3135c0d94dfa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030979.220902
+  last_checked: 1779030979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.220902+02:00'
   last_ai_eval: null
@@ -343081,7 +343881,7 @@ https://medium.com/nerd-for-tech/terraforming-the-gitops-way-9417cf4abf58:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033658.159945
+  last_checked: 1779033658
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:58.159945+02:00'
   last_ai_eval: null
@@ -343114,7 +343914,7 @@ https://medium.com/nerds-malt/choosing-a-ci-that-grows-at-the-same-pace-as-a-sca
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033030.217907
+  last_checked: 1779033030
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:30.217907+02:00'
   last_ai_eval: null
@@ -343147,7 +343947,7 @@ https://medium.com/netcracker/version-control-of-configuration-files-using-kuber
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034101.463086
+  last_checked: 1779034101
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.463086+02:00'
   last_ai_eval: null
@@ -343179,7 +343979,7 @@ https://medium.com/netpremacy-global-services/the-beginning-of-the-end-for-terra
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033169.71623
+  last_checked: 1779033169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.716230+02:00'
   last_ai_eval: null
@@ -343211,7 +344011,7 @@ https://medium.com/nexton/kubernetes-a-practical-introduction-18a5b69e7763:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030230.383151
+  last_checked: 1779030230
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:50.383151+02:00'
   last_ai_eval: null
@@ -343245,7 +344045,7 @@ https://medium.com/ni-tech-talk/creating-customized-kubernetes-pod-templates-usi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031799.988429
+  last_checked: 1779031799
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:59.988429+02:00'
   last_ai_eval: null
@@ -343277,7 +344077,7 @@ https://medium.com/nontechcompany/cool-kubernetes-command-line-plugins-4b0e50362
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030028.677964
+  last_checked: 1779030028
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:28.677964+02:00'
   last_ai_eval: null
@@ -343309,7 +344109,7 @@ https://medium.com/nordcloud-engineering/upgrading-kubernetes-the-hard-way-ac533
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029590.098768
+  last_checked: 1779029590
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.098768+02:00'
   last_ai_eval: null
@@ -343341,7 +344141,7 @@ https://medium.com/nordnet-tech/setting-java-heap-size-inside-a-docker-container
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033243.320103
+  last_checked: 1779033243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.320103+02:00'
   last_ai_eval: null
@@ -343375,7 +344175,7 @@ https://medium.com/nordnet-tech/unlocking-kubernetes-performance-with-no-cpu-res
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033617.151304
+  last_checked: 1779033617
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:17.151304+02:00'
   last_ai_eval: null
@@ -343407,7 +344207,7 @@ https://medium.com/nttlabs/buildx-kubernetes-ad0fe59b0c64:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033074.262166
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.262166+02:00'
   last_ai_eval: null
@@ -343439,7 +344239,7 @@ https://medium.com/nttlabs/nerdctl-359311b32d0e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031979.486287
+  last_checked: 1779031979
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:59.486287+02:00'
   last_ai_eval: null
@@ -343473,7 +344273,7 @@ https://medium.com/nycdev/understanding-docker-volumes-mounts-and-layers-9fa17be
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031566.852495
+  last_checked: 1779031566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.852495+02:00'
   last_ai_eval: null
@@ -343505,7 +344305,7 @@ https://medium.com/okteto/beginners-guide-to-kubernetes-deployments-50f066d95d2b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033674.920702
+  last_checked: 1779033674
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:14.920702+02:00'
   last_ai_eval: null
@@ -343537,7 +344337,7 @@ https://medium.com/omio-engineering/cpu-limits-and-aggressive-throttling-in-kube
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032681.623891
+  last_checked: 1779032681
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.623891+02:00'
   last_ai_eval: null
@@ -343571,7 +344371,7 @@ https://medium.com/open-devops-academy/kubernetes-inject-the-values-of-a-configm
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032762.243624
+  last_checked: 1779032762
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:02.243624+02:00'
   last_ai_eval: null
@@ -343603,7 +344403,7 @@ https://medium.com/opentelemetry/opentelemetry-specification-v1-0-0-tracing-edit
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031752.457829
+  last_checked: 1779031752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.457829+02:00'
   last_ai_eval: null
@@ -343636,7 +344436,7 @@ https://medium.com/opstalk/securing-containers-with-red-hat-quay-and-clair-part-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032134.528589
+  last_checked: 1779032134
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:34.528589+02:00'
   last_ai_eval: null
@@ -343668,7 +344468,7 @@ https://medium.com/opstree-technology/ansible-helm-diff-plugin-63e1cda299a3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034347.675135
+  last_checked: 1779034347
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:27.675135+02:00'
   last_ai_eval: null
@@ -343700,7 +344500,7 @@ https://medium.com/otomi-platform/helmfile-and-argocd-better-together-f8d4587263
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033100.784378
+  last_checked: 1779033100
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:40.784378+02:00'
   last_ai_eval: null
@@ -343732,7 +344532,7 @@ https://medium.com/packlinkeng/a-chance-for-newsql-databases-3bba18fea6a1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033397.80283
+  last_checked: 1779033397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.802830+02:00'
   last_ai_eval: null
@@ -343768,7 +344568,7 @@ https://medium.com/pareture/kubernetes-bound-projected-service-account-token-vol
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029325.434249
+  last_checked: 1779029325
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:45.434249+02:00'
   last_ai_eval: null
@@ -343802,7 +344602,7 @@ https://medium.com/pareture/kubernetes-scaling-capacity-and-resource-planning-in
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033068.031723
+  last_checked: 1779033068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.031723+02:00'
   last_ai_eval: null
@@ -343834,7 +344634,7 @@ https://medium.com/path-to-software-architect/cloud-agnostic-design-925c08e1d610
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031416.256396
+  last_checked: 1779031416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.256396+02:00'
   last_ai_eval: null
@@ -343868,7 +344668,7 @@ https://medium.com/patilswapnilv/getting-started-with-kubernetes-networking-7e10
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030069.193292
+  last_checked: 1779030069
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:09.193292+02:00'
   last_ai_eval: null
@@ -343900,7 +344700,7 @@ https://medium.com/paypal-tech/scaling-kubernetes-to-over-4k-nodes-and-200k-pods
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030132.303745
+  last_checked: 1779030132
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:12.303745+02:00'
   last_ai_eval: null
@@ -343969,7 +344769,7 @@ https://medium.com/picsart-engineering/prioritizing-development-efforts-with-slo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034484.247067
+  last_checked: 1779034484
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.247067+02:00'
   last_ai_eval: null
@@ -344001,7 +344801,7 @@ https://medium.com/pinterest-engineering/how-pinterest-runs-kafka-at-scale-ff9c6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033575.358779
+  last_checked: 1779033575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.358779+02:00'
   last_ai_eval: null
@@ -344033,7 +344833,7 @@ https://medium.com/pinterest-engineering/scaling-kubernetes-with-assurance-at-pi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033507.740261
+  last_checked: 1779033507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:27.740261+02:00'
   last_ai_eval: null
@@ -344065,7 +344865,7 @@ https://medium.com/pipedrive-engineering/how-we-choked-our-kubernetes-nodejs-ser
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033503.582362
+  last_checked: 1779033503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.582362+02:00'
   last_ai_eval: null
@@ -344099,7 +344899,7 @@ https://medium.com/platform-engineer/26-terraform-hacks-for-effective-infrastruc
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034391.780858
+  last_checked: 1779034391
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.780858+02:00'
   last_ai_eval: null
@@ -344133,7 +344933,7 @@ https://medium.com/predictivehire/why-we-should-use-terraform-and-terragrunt-to-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034115.938778
+  last_checked: 1779034115
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:35.938778+02:00'
   last_ai_eval: null
@@ -344164,7 +344964,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033622.632094
+  last_checked: 1779033622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.632094+02:00'
   last_ai_eval: null
@@ -344190,7 +344990,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034560.166139
+  last_checked: 1779034560
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.166139+02:00'
   last_ai_eval: null
@@ -344216,7 +345016,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032551.960525
+  last_checked: 1779032551
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:31.960525+02:00'
   last_ai_eval: null
@@ -344243,7 +345043,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032974.740317
+  last_checked: 1779032974
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:34.740317+02:00'
   last_ai_eval: null
@@ -344278,7 +345078,7 @@ https://medium.com/programming-kubernetes/building-stuff-with-the-kubernetes-api
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034211.342714
+  last_checked: 1779034211
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:11.342714+02:00'
   last_ai_eval: null
@@ -344310,7 +345110,7 @@ https://medium.com/promyze/avoid-accidental-complexity-and-technical-debt-2dc2cd
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032462.040376
+  last_checked: 1779032462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.040376+02:00'
   last_ai_eval: null
@@ -344342,7 +345142,7 @@ https://medium.com/python-in-plain-english/testing-apis-with-python-4ca51d604ffe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030220.192863
+  last_checked: 1779030220
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:40.192863+02:00'
   last_ai_eval: null
@@ -344376,7 +345176,7 @@ https://medium.com/pythoneers/mlops-tool-stack-requirement-in-machine-learning-p
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029507.172079
+  last_checked: 1779029507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:47.172079+02:00'
   last_ai_eval: null
@@ -344408,7 +345208,7 @@ https://medium.com/qe-unit/how-google-does-monorepo-revisited-8c793be20344:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033655.419033
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.419033+02:00'
   last_ai_eval: null
@@ -344441,7 +345241,7 @@ https://medium.com/qe-unit/the-microservices-adoption-roadmap-e37f3f32877:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030720.586068
+  last_checked: 1779030720
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.586068+02:00'
   last_ai_eval: null
@@ -344474,7 +345274,7 @@ https://medium.com/riskified-technology/from-aws-cloudformation-to-terraform-mig
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033569.9349
+  last_checked: 1779033569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:29.934900+02:00'
   last_ai_eval: null
@@ -344508,7 +345308,7 @@ https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034291.675746
+  last_checked: 1779034291
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.675746+02:00'
   last_ai_eval: null
@@ -344544,7 +345344,7 @@ https://medium.com/riskified-technology/run-kubernetes-on-aws-ec2-spot-instances
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030597.299639
+  last_checked: 1779030597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.299639+02:00'
   last_ai_eval: null
@@ -344576,7 +345376,7 @@ https://medium.com/rtkal/distributed-cache-design-348cbe334df1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033671.544136
+  last_checked: 1779033671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:11.544136+02:00'
   last_ai_eval: null
@@ -344610,7 +345410,7 @@ https://medium.com/saas-infra/stabilize-your-kubernetes-microservices-with-the-c
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034084.201809
+  last_checked: 1779034084
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:04.201809+02:00'
   last_ai_eval: null
@@ -344642,7 +345442,7 @@ https://medium.com/schibsted-engineering/ultimate-terraform-project-structure-9f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029225.452987
+  last_checked: 1779029225
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:05.452987+02:00'
   last_ai_eval: null
@@ -344674,7 +345474,7 @@ https://medium.com/sciforce/strategies-of-docker-images-optimization-2ca9cc5719b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029563.457759
+  last_checked: 1779029563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:43.457759+02:00'
   last_ai_eval: null
@@ -344708,7 +345508,7 @@ https://medium.com/scout24-engineering/how-did-we-upgrade-our-eks-clusters-from-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032549.476086
+  last_checked: 1779032549
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.476086+02:00'
   last_ai_eval: null
@@ -344742,7 +345542,7 @@ https://medium.com/sda-se/kubernetes-operator-to-the-rescue-how-our-own-mongodb-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031377.613763
+  last_checked: 1779031377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:57.613763+02:00'
   last_ai_eval: null
@@ -344775,7 +345575,7 @@ https://medium.com/searce/gitops-the-next-big-thing-for-devops-and-automation-2a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032054.43926
+  last_checked: 1779032054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.439260+02:00'
   last_ai_eval: null
@@ -344808,7 +345608,7 @@ https://medium.com/searce/multibranch-and-ha-pipeline-in-jenkins-with-kaniko-on-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.576696
+  last_checked: 1779032779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.576696+02:00'
   last_ai_eval: null
@@ -344840,7 +345640,7 @@ https://medium.com/searce/spinnaker-the-hard-way-278913f3f1d8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032543.359541
+  last_checked: 1779032543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:23.359541+02:00'
   last_ai_eval: null
@@ -344872,7 +345672,7 @@ https://medium.com/search?q=cp4mcm:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034309.069831
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.069831+02:00'
   last_ai_eval: null
@@ -344904,7 +345704,7 @@ https://medium.com/seek-blog/microservices-in-go-2fc1570f6800:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034034.47626
+  last_checked: 1779034034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.476260+02:00'
   last_ai_eval: null
@@ -344936,7 +345736,7 @@ https://medium.com/serious-scrum/are-scrum-and-kanban-allies-or-enemies-9d1d2735
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032801.894589
+  last_checked: 1779032801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:41.894589+02:00'
   last_ai_eval: null
@@ -344969,7 +345769,7 @@ https://medium.com/serious-scrum/nine-steps-to-successfully-start-your-new-produ
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032613.186159
+  last_checked: 1779032613
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.186159+02:00'
   last_ai_eval: null
@@ -345003,7 +345803,7 @@ https://medium.com/serious-scrum/scrum-teams-that-dont-verify-their-outcomes-are
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031448.470095
+  last_checked: 1779031448
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:08.470095+02:00'
   last_ai_eval: null
@@ -345036,7 +345836,7 @@ https://medium.com/serverless-transformation/what-a-typical-100-serverless-archi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031215.604723
+  last_checked: 1779031215
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.604723+02:00'
   last_ai_eval: null
@@ -345070,7 +345870,7 @@ https://medium.com/shoutloudz/microservice-developing-an-authentication-service-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033040.414577
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:40.414577+02:00'
   last_ai_eval: null
@@ -345104,7 +345904,7 @@ https://medium.com/simform-engineering/infrastructure-as-code-and-ci-cd-in-pract
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030348.018428
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.018428+02:00'
   last_ai_eval: null
@@ -345136,7 +345936,7 @@ https://medium.com/siot-govtech/kubernetes-from-scratch-35add70e8b7f:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034509.680966
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.680966+02:00'
   last_ai_eval: null
@@ -345170,7 +345970,7 @@ https://medium.com/slalom-build/managing-ingress-traffic-on-kubernetes-platforms
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030991.034026
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.034026+02:00'
   last_ai_eval: null
@@ -345203,7 +346003,7 @@ https://medium.com/softwareimprovementgroup/ci-cd-best-practices-how-to-set-up-y
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033925.058946
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:25.058946+02:00'
   last_ai_eval: null
@@ -345235,7 +346035,7 @@ https://medium.com/solo-io:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:52.601639+02:00'
   last_ai_eval: null
@@ -345267,7 +346067,7 @@ https://medium.com/solo-io/istio-the-easy-way-again-b0504347b7ce:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033435.823542
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.823542+02:00'
   last_ai_eval: null
@@ -345299,7 +346099,7 @@ https://medium.com/solutions-architecture-patterns/multi-cloud-enterprise-deploy
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034288.341613
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:28.341613+02:00'
   last_ai_eval: null
@@ -345331,7 +346131,7 @@ https://medium.com/spacelift/platform-engineering-vs-devops-ade389ce819e:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030235.367387
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:55.367387+02:00'
   last_ai_eval: null
@@ -345365,7 +346165,7 @@ https://medium.com/spacelift/terraform-best-practices-for-better-infrastructure-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031388.85178
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:08.851780+02:00'
   last_ai_eval: null
@@ -345398,7 +346198,7 @@ https://medium.com/spacelift/terraform-vs-kubernetes-key-differences-and-compari
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029366.660153
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.660153+02:00'
   last_ai_eval: null
@@ -345432,7 +346232,7 @@ https://medium.com/sse-blog/verify-container-image-signatures-in-kubernetes-usin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029154.612033
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.612033+02:00'
   last_ai_eval: null
@@ -345466,7 +346266,7 @@ https://medium.com/stakater/efficiently-expose-services-on-kubernetes-494a80f88a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034391.795574
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:11.795574+02:00'
   last_ai_eval: null
@@ -345497,7 +346297,7 @@ https://medium.com/stakater/efficiently-expose-services-on-kubernetes-part-2-c30
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030868.325814
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.325814+02:00'
   last_ai_eval: null
@@ -345525,7 +346325,7 @@ https://medium.com/stakater/gitops-for-kubernetes-with-jenkins-7db6304216e0:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033692.2732
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:32.273200+02:00'
   last_ai_eval: null
@@ -345557,7 +346357,7 @@ https://medium.com/streamotion-tech-blog/visualising-the-cost-of-kubernetes-ca64
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034155.46032
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.460320+02:00'
   last_ai_eval: null
@@ -345590,7 +346390,7 @@ https://medium.com/summit-technology-group/karpenter-autoscaling-and-right-sizin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033583.458251
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.458251+02:00'
   last_ai_eval: null
@@ -345623,7 +346423,7 @@ https://medium.com/swlh/6-lessons-learned-from-migrating-web-application-on-prod
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:08.791983+02:00'
   last_ai_eval: null
@@ -345656,7 +346456,7 @@ https://medium.com/swlh/a-design-analysis-of-cloud-based-microservices-architect
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:23.775724+02:00'
   last_ai_eval: null
@@ -345688,7 +346488,7 @@ https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034041.40281
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.402810+02:00'
   last_ai_eval: null
@@ -345723,7 +346523,7 @@ https://medium.com/swlh/apache-kafka-in-a-nutshell-5782b01d9ffb:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030499.568956
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.568956+02:00'
   last_ai_eval: null
@@ -345755,7 +346555,7 @@ https://medium.com/swlh/aws-account-security-monitoring-d7ca129d52ac:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:14.106144+02:00'
   last_ai_eval: null
@@ -345787,7 +346587,7 @@ https://medium.com/swlh/aws-config-compliance-as-code-9621eb3b7ac7:
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   health_score: 100.0
-  last_checked: 1779030931.490149
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:31.490149+02:00'
   last_ai_eval: null
@@ -345821,7 +346621,7 @@ https://medium.com/swlh/break-down-kubernetes-server-side-apply-5d59f6a14e26:
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   health_score: 100.0
-  last_checked: 1779031392.9116
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:12.911600+02:00'
   last_ai_eval: null
@@ -345854,7 +346654,7 @@ https://medium.com/swlh/building-the-ci-cd-of-the-future-creating-the-eks-cluste
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:33:54.462609+02:00'
   last_ai_eval: null
@@ -345888,7 +346688,7 @@ https://medium.com/swlh/ci-cd-pipeline-of-jenkins-using-groovy-language-with-mon
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:18:16.669592+02:00'
   last_ai_eval: null
@@ -345921,7 +346721,7 @@ https://medium.com/swlh/clusterops-1-line-commit-to-upgrade-your-kubernetes-clus
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:46:41.895713+02:00'
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@@ -345953,7 +346753,7 @@ https://medium.com/swlh/consul-in-kubernetes-pushing-to-production-223506bbe8db:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:19.407450+02:00'
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@@ -345984,7 +346784,7 @@ https://medium.com/swlh/deploy-quarkus-todo-list-app-to-kubernetes-using-eclipse
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:33:19.837329+02:00'
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@@ -346012,7 +346812,7 @@ https://medium.com/swlh/deploy-your-private-docker-registry-as-a-pod-in-kubernet
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.303899+02:00'
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@@ -346045,7 +346845,7 @@ https://medium.com/swlh/deploying-kubernetes-deciding-the-size-of-your-nodes-a11
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:51.143004+02:00'
   last_ai_eval: null
@@ -346078,7 +346878,7 @@ https://medium.com/swlh/discovering-running-pods-by-using-dns-and-headless-servi
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   health_score: 100.0
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@@ -346110,7 +346910,7 @@ https://medium.com/swlh/getting-started-with-istio-524628c025:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:09:53.820468+02:00'
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@@ -346143,7 +346943,7 @@ https://medium.com/swlh/getting-started-with-kafka-on-openshift-c44c0fdec384:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:47:49.741134+02:00'
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@@ -346175,7 +346975,7 @@ https://medium.com/swlh/guide-okd-4-5-single-node-cluster-832693cb752b:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:21.755745+02:00'
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@@ -346207,7 +347007,7 @@ https://medium.com/swlh/helm-chart-development-guide-bbc525d3b448:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:22:31.761784+02:00'
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@@ -346239,7 +347039,7 @@ https://medium.com/swlh/high-priority-request-queue-with-haproxy-9efd639a8992:
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   health_score: 100.0
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@@ -346272,7 +347072,7 @@ https://medium.com/swlh/how-to-become-an-devops-engineer-in-2020-80b8740d5a52:
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@@ -346304,7 +347104,7 @@ https://medium.com/swlh/how-to-deploy-an-asp-net-application-with-kubernetes-3c0
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:47:52.676289+02:00'
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@@ -346336,7 +347136,7 @@ https://medium.com/swlh/how-to-start-working-with-docker-containers-72b73ca60e0c
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   health_score: 100.0
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@@ -346369,7 +347169,7 @@ https://medium.com/swlh/im-so-sorry-openshift-i-ve-taken-you-for-granted-f36fb47
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   health_score: 100.0
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@@ -346403,7 +347203,7 @@ https://medium.com/swlh/introduction-to-istio-traffic-management-6b62c86f8cb4:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:53:42.537218+02:00'
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@@ -346436,7 +347236,7 @@ https://medium.com/swlh/k8s-network-policies-demystified-and-simplified-18f5ea98
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:59:48.637210+02:00'
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@@ -346468,7 +347268,7 @@ https://medium.com/swlh/kong-api-gateway-zero-to-production-5b8431495ee:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:05:49.928346+02:00'
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@@ -346501,7 +347301,7 @@ https://medium.com/swlh/kubernetes-in-a-nutshell-tutorial-for-beginners-caa442df
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   health_score: 100.0
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@@ -346533,7 +347333,7 @@ https://medium.com/swlh/kubernetes-storage-explained-558e85596d0c:
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   content_hash: N/A
   health_score: 100.0
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@@ -346565,7 +347365,7 @@ https://medium.com/swlh/microservices-architecture-from-a-to-z-7287da1c5d28:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:41.875532+02:00'
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@@ -346598,7 +347398,7 @@ https://medium.com/swlh/multi-tenancy-implementation-using-spring-boot-hibernate
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   content_hash: N/A
   health_score: 100.0
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@@ -346631,7 +347431,7 @@ https://medium.com/swlh/mvp-vs-mdp-viability-vs-delight-what-you-really-need-296
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   health_score: 100.0
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   last_ai_eval: null
@@ -346665,7 +347465,7 @@ https://medium.com/swlh/observability-with-istio-kiali-and-grafana-in-kubernetes
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   health_score: 100.0
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@@ -346697,7 +347497,7 @@ https://medium.com/swlh/oke-clusters-from-rancher-2-0-409131ad1293:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:47:49.732474+02:00'
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@@ -346731,7 +347531,7 @@ https://medium.com/swlh/quick-fix-mounting-a-configmap-to-an-existing-volume-in-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034497.314811
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   needs_ai_refresh: false
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@@ -346763,7 +347563,7 @@ https://medium.com/swlh/quickstart-ci-with-jenkins-and-docker-in-docker-c3f7174e
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030655.047309
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.047309+02:00'
   last_ai_eval: null
@@ -346795,7 +347595,7 @@ https://medium.com/swlh/state-of-managed-kubernetes-2020-4be006643360:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031787.791838
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:47.791838+02:00'
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@@ -346828,7 +347628,7 @@ https://medium.com/swlh/terraform-how-to-use-conditionals-for-dynamic-resources-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034235.006702
+  last_checked: 1779034235
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:35.006702+02:00'
   last_ai_eval: null
@@ -346861,7 +347661,7 @@ https://medium.com/sync-computing/top-9-lessons-learned-about-databricks-jobs-se
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032177.525785
+  last_checked: 1779032177
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.525785+02:00'
   last_ai_eval: null
@@ -346893,7 +347693,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030569.290862
+  last_checked: 1779030569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.290862+02:00'
   last_ai_eval: null
@@ -346927,7 +347727,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030561.531976
+  last_checked: 1779030561
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:21.531976+02:00'
   last_ai_eval: null
@@ -346961,7 +347761,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-how-does-oomkilled-work-ba
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029110.338687
+  last_checked: 1779029110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.338687+02:00'
   last_ai_eval: null
@@ -346994,7 +347794,7 @@ https://medium.com/tailwinds-navigator/kubernetes-tip-what-happens-to-pods-runni
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031103.001213
+  last_checked: 1779031103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.001213+02:00'
   last_ai_eval: null
@@ -347026,7 +347826,7 @@ https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.407608
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.407608+02:00'
   last_ai_eval: null
@@ -347060,7 +347860,7 @@ https://medium.com/tea-networks/kubernetes-ci-cd-pipeline-c028aea17535:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033118.150629
+  last_checked: 1779033118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.150629+02:00'
   last_ai_eval: null
@@ -347092,7 +347892,7 @@ https://medium.com/tech-chronicles/helm-test-tested-my-patience-732eeab0e935:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033655.428011
+  last_checked: 1779033655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.428011+02:00'
   last_ai_eval: null
@@ -347124,7 +347924,7 @@ https://medium.com/tech-guides/terraform-zero-to-hero-733f6860bb9a:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032900.067569
+  last_checked: 1779032900
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.067569+02:00'
   last_ai_eval: null
@@ -347156,7 +347956,7 @@ https://medium.com/techbeatly/chain-of-events-behind-a-running-pod-149ebaafbfbc:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032337.317271
+  last_checked: 1779032337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:57.317271+02:00'
   last_ai_eval: null
@@ -347188,7 +347988,7 @@ https://medium.com/techbeatly/container-fundamentals-part-i-445881a81b7:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029710.084766
+  last_checked: 1779029710
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:10.084766+02:00'
   last_ai_eval: null
@@ -347220,7 +348020,7 @@ https://medium.com/techbeatly/exploring-docker-alternative-podman-14674c990311:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034522.652809
+  last_checked: 1779034522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:22.652809+02:00'
   last_ai_eval: null
@@ -347252,7 +348052,7 @@ https://medium.com/techbeatly/kubernetes-networking-fundamentals-d30baf8a28c8:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029128.456747
+  last_checked: 1779029128
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:28.456747+02:00'
   last_ai_eval: null
@@ -347286,7 +348086,7 @@ https://medium.com/technology-hits/incomplete-guide-for-securing-containerized-e
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030329.977908
+  last_checked: 1779030329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.977908+02:00'
   last_ai_eval: null
@@ -347320,7 +348120,7 @@ https://medium.com/techspiration/deploying-prometheus-multi-cluster-monitoring-u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033566.782833
+  last_checked: 1779033566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:26.782833+02:00'
   last_ai_eval: null
@@ -347352,7 +348152,7 @@ https://medium.com/the-ascent/quiet-people-in-meetings-are-incredible-7bb05ef9ac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029940.773362
+  last_checked: 1779029940
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.773362+02:00'
   last_ai_eval: null
@@ -347384,7 +348184,7 @@ https://medium.com/the-innovation/protect-your-terraform-state-a974027a4bb0:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032076.657576
+  last_checked: 1779032076
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:36.657576+02:00'
   last_ai_eval: null
@@ -347418,7 +348218,7 @@ https://medium.com/the-programmer/building-ci-cd-pipeline-with-jenkins-kubernete
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031826.941525
+  last_checked: 1779031826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:26.941525+02:00'
   last_ai_eval: null
@@ -347452,7 +348252,7 @@ https://medium.com/the-programmer/ci-cd-pipeline-with-jenkins-github-part-1-c057
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030608.692113
+  last_checked: 1779030608
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:08.692113+02:00'
   last_ai_eval: null
@@ -347485,7 +348285,7 @@ https://medium.com/the-programmer/kubernetes-fundamentals-for-absolute-beginners
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032097.573832
+  last_checked: 1779032097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:57.573832+02:00'
   last_ai_eval: null
@@ -347517,7 +348317,7 @@ https://medium.com/the-programmer/working-with-clusterip-service-type-in-kuberne
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029366.695103
+  last_checked: 1779029366
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:26.695103+02:00'
   last_ai_eval: null
@@ -347550,7 +348350,7 @@ https://medium.com/the-programmer/working-with-service-account-in-kubernetes-df1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029377.677835
+  last_checked: 1779029377
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:37.677835+02:00'
   last_ai_eval: null
@@ -347582,7 +348382,7 @@ https://medium.com/the-techlife/application-life-cycle-management-kubernetes-4a5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034306.141397
+  last_checked: 1779034306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.141397+02:00'
   last_ai_eval: null
@@ -347615,7 +348415,7 @@ https://medium.com/thepeg/pipeline-performance-testing-with-jenkins-and-gatling-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030436.383123
+  last_checked: 1779030436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.383123+02:00'
   last_ai_eval: null
@@ -347648,7 +348448,7 @@ https://medium.com/thermokline/kubernetes-v1-22-ends-cloud-provider-loadbalancer
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030730.030713
+  last_checked: 1779030730
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.030713+02:00'
   last_ai_eval: null
@@ -347680,7 +348480,7 @@ https://medium.com/tinder-engineering/tinders-move-to-kubernetes-cda2a6372f44:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034226.049679
+  last_checked: 1779034226
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:26.049679+02:00'
   last_ai_eval: null
@@ -347712,7 +348512,7 @@ https://medium.com/tinyclues-vision/4-design-principles-for-robust-data-pipeline
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031552.67534
+  last_checked: 1779031552
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:52.675340+02:00'
   last_ai_eval: null
@@ -347746,7 +348546,7 @@ https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-work
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032457.08008
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.080080+02:00'
   last_ai_eval: null
@@ -347782,7 +348582,7 @@ https://medium.com/towards-cloud-computing/7-free-aws-practice-labs-and-aws-work
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030438.435019
+  last_checked: 1779030438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:18.435019+02:00'
   last_ai_eval: null
@@ -347814,7 +348614,7 @@ https://medium.com/trendyol-tech/configure-rbac-in-kubernetes-like-a-boss-665e2a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032244.658566
+  last_checked: 1779032244
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:24.658566+02:00'
   last_ai_eval: null
@@ -347847,7 +348647,7 @@ https://medium.com/trendyol-tech/kubernetes-io-problem-investigation-1e8aa0cf490
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034295.381366
+  last_checked: 1779034295
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:35.381366+02:00'
   last_ai_eval: null
@@ -347881,7 +348681,7 @@ https://medium.com/trendyol-tech/transaction-log-tailing-with-debezium-part-1-ae
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032170.84078
+  last_checked: 1779032170
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:10.840780+02:00'
   last_ai_eval: null
@@ -347915,7 +348715,7 @@ https://medium.com/udemy-engineering/introducing-hot-and-cold-retries-on-apache-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033611.955189
+  last_checked: 1779033611
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:11.955189+02:00'
   last_ai_eval: null
@@ -347949,7 +348749,7 @@ https://medium.com/vantageai/how-to-make-your-python-docker-images-secure-fast-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032420.908995
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:20.908995+02:00'
   last_ai_eval: null
@@ -347981,7 +348781,7 @@ https://medium.com/vedcraft/top-microservices-frameworks-in-go-762445c30dd6:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034506.92866
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:06.928660+02:00'
   last_ai_eval: null
@@ -348014,7 +348814,7 @@ https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-pa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033435.832426
+  last_checked: 1779033435
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.832426+02:00'
   last_ai_eval: null
@@ -348045,7 +348845,7 @@ https://medium.com/velotio-perspectives/a-practical-guide-to-hashicorp-consul-pa
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029938.824605
+  last_checked: 1779029938
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:58.824605+02:00'
   last_ai_eval: null
@@ -348074,7 +348874,7 @@ https://medium.com/velotio-perspectives/demystifying-high-availability-in-kubern
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030018.850962
+  last_checked: 1779030018
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:18.850962+02:00'
   last_ai_eval: null
@@ -348106,7 +348906,7 @@ https://medium.com/velotio-perspectives/getting-started-with-kubernetes-operator
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032751.398934
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.398934+02:00'
   last_ai_eval: null
@@ -348134,7 +348934,7 @@ https://medium.com/version-1/terraform-in-real-life-lessons-learned-2469e3fe74e6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033222.51042
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.510420+02:00'
   last_ai_eval: null
@@ -348167,7 +348967,7 @@ https://medium.com/vmacwrites/kubernetes-audit-logs-who-created-or-deleted-a-nam
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032681.65432
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:41.654320+02:00'
   last_ai_eval: null
@@ -348200,7 +349000,7 @@ https://medium.com/vmacwrites/multizone-kubernetes-and-vpc-load-balancer-setup-9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032149.96474
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:49.964740+02:00'
   last_ai_eval: null
@@ -348233,7 +349033,7 @@ https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033359.910732
+  last_checked: 1779033359
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:59.910732+02:00'
   last_ai_eval: null
@@ -348267,7 +349067,7 @@ https://medium.com/volterra-io/kubernetes-storage-performance-comparison-v2-2020
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030868.095584
+  last_checked: 1779030868
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:28.095584+02:00'
   last_ai_eval: null
@@ -348300,7 +349100,7 @@ https://medium.com/weareservian/solution-architects-guide-to-kubernetes-persista
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030390.644818
+  last_checked: 1779030390
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:30.644818+02:00'
   last_ai_eval: null
@@ -348332,7 +349132,7 @@ https://medium.com/whispering-data/the-state-of-data-engineering-2022-d6ef0f7cf6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030720.570441
+  last_checked: 1779030720
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:00.570441+02:00'
   last_ai_eval: null
@@ -348364,7 +349164,7 @@ https://medium.com/wind-of-change/creating-a-ci-cd-pipeline-6ff9aeb0848c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031865.33023
+  last_checked: 1779031865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.330230+02:00'
   last_ai_eval: null
@@ -348396,7 +349196,7 @@ https://medium.com/wix-engineering/4-microservices-caching-patterns-at-wix-b4dfe
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033328.844044
+  last_checked: 1779033328
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:28.844044+02:00'
   last_ai_eval: null
@@ -348429,7 +349229,7 @@ https://medium.com/wix-engineering/how-to-choose-the-right-database-for-your-ser
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033572.528677
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.528677+02:00'
   last_ai_eval: null
@@ -348463,7 +349263,7 @@ https://medium.com/wix-engineering/how-to-reduce-your-jvm-app-memory-footprint-i
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032333.363421
+  last_checked: 1779032333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.363421+02:00'
   last_ai_eval: null
@@ -348497,7 +349297,7 @@ https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032159.105854
+  last_checked: 1779032159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.105854+02:00'
   last_ai_eval: null
@@ -348531,7 +349331,7 @@ https://medium.com/wix-engineering/troubleshooting-kafka-for-2000-microservices-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033240.231275
+  last_checked: 1779033240
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:00.231275+02:00'
   last_ai_eval: null
@@ -348563,7 +349363,7 @@ https://medium.com/xgeeks/kubernetes-dummy-operator-in-java-6b2f26198a55:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030192.522589
+  last_checked: 1779030192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.522589+02:00'
   last_ai_eval: null
@@ -348595,7 +349395,7 @@ https://medium.com/zeals-tech-blog/helm-your-kubernetes-application-7af6293bcfcf
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034217.233441
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.233441+02:00'
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@@ -348627,7 +349427,7 @@ https://medium.com/zencore/looking-for-gpu-capacity-dws-got-you-covered-d736b8c6
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030478.946744
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:58.946744+02:00'
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@@ -348661,7 +349461,7 @@ https://medium.datadriveninvestor.com/everything-you-wanted-to-know-about-graphq
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034273.073035
+  last_checked: 1779034273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.073035+02:00'
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@@ -348727,7 +349527,7 @@ https://medium.freecodecamp.com/a-beginner-friendly-introduction-to-containers-v
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@@ -348755,7 +349555,7 @@ https://medium.parttimepolymath.net/no-more-aws-access-keys-13a3c3f2337a:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034319.02987
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:59.029870+02:00'
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@@ -348786,7 +349586,7 @@ https://meet.google.com:
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   discovered_at: '2026-05-17T17:10:04.933708+02:00'
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@@ -348845,7 +349645,7 @@ https://meet.new:
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@@ -348873,7 +349673,7 @@ https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032642.441859
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.441859+02:00'
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@@ -348909,7 +349709,7 @@ https://mehighlow.medium.com/hardened-aks-secrets-82351c43eac4:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034482.275325
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   needs_ai_refresh: false
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@@ -348974,7 +349774,7 @@ https://mergify.io:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031554.888177
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:54.888177+02:00'
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@@ -349006,7 +349806,7 @@ https://merikan.com/2019/04/jvm-in-a-container:
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@@ -349129,7 +349929,7 @@ https://metal3.io:
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@@ -349155,7 +349955,7 @@ https://metalbear.co/blog/writing-a-kubernetes-operator:
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@@ -349216,7 +350016,7 @@ https://metallb.io:
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   discovered_at: '2026-05-18T20:54:54.975208+02:00'
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@@ -349242,7 +350042,7 @@ https://metallb.universe.tf:
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@@ -349337,7 +350137,7 @@ https://mholt.github.io/curl-to-go:
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   last_ai_eval: null
@@ -349371,7 +350171,7 @@ https://mholt.github.io/curl-to-go:
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   health_score: 100.0
-  last_checked: 1779034564.316836
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.316836+02:00'
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@@ -349517,7 +350317,7 @@ https://microcks.io/documentation/guides/avro-messaging:
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   discovered_at: '2026-05-17T16:58:16.907857+02:00'
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@@ -349543,7 +350343,7 @@ https://microk8s.io:
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@@ -349602,7 +350402,7 @@ https://micrometer.io/docs/registry/prometheus:
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   discovered_at: '2026-05-17T18:09:15.697971+02:00'
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@@ -349661,7 +350461,7 @@ https://microservices.io:
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@@ -349690,7 +350490,7 @@ https://microshift.io:
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@@ -349753,7 +350553,7 @@ https://middleware.io/blog/kubernetes-monitoring-tools:
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@@ -349913,7 +350713,7 @@ https://migrateup.com/main-difference-python-3:
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   health_score: 100.0
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@@ -349976,7 +350776,7 @@ https://milindasenaka96.medium.com/setup-prometheus-and-grafana-to-monitor-the-k
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   health_score: 100.0
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@@ -350041,7 +350841,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-2-Local-deve
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@@ -350067,7 +350867,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-3-kubectl-cl
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@@ -350093,7 +350893,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-4-kubectl-au
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@@ -350119,7 +350919,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-5-webui-dash
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@@ -350145,7 +350945,7 @@ https://millionvisit.blogspot.com/2020/12/kubernetes-for-developers-6-Kubernetes
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@@ -350171,7 +350971,7 @@ https://millionvisit.blogspot.com/2021/01/kubernetes-for-developers-7-imperative
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@@ -350289,7 +351089,7 @@ https://millionvisit.blogspot.com/2021/03/kubernetes-for-developers-9-Kubernetes
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@@ -350384,7 +351184,7 @@ https://millionvisit.blogspot.com/2021/05/kubernetes-for-developers-14-Kubernete
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@@ -350473,7 +351273,7 @@ https://mingliang.me/blog/gradle-cheatsheet:
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   health_score: 100.0
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@@ -350624,7 +351424,7 @@ https://mishra-praveen.medium.com/comprehensive-guide-to-jenkins-declarative-pip
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   health_score: 100.0
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@@ -350689,7 +351489,7 @@ https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc:
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   health_score: 100.0
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@@ -350724,7 +351524,7 @@ https://mixi-developers.mixi.co.jp/compare-eso-with-secret-csi-402bf37f20bc?gi=a
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   health_score: 100.0
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@@ -350790,7 +351590,7 @@ https://mjovanc.com/get-started-with-docker-and-docker-compose-cddcb5a3f3b9:
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   health_score: 100.0
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@@ -350822,7 +351622,7 @@ https://mkaschke.medium.com/cloud-native-part-1-what-is-cloud-native-40640f12883
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   health_score: 100.0
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@@ -350920,7 +351720,7 @@ https://mlepeshkin.medium.com/automated-kubernetes-deployment-with-helm-and-addi
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   health_score: 100.0
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@@ -351020,7 +351820,7 @@ https://mlops.community/flyte-mlops-simplified:
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@@ -351048,7 +351848,7 @@ https://mlops.community/mlops-with-flyte-the-convergence-of-workflows-between-ma
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@@ -351173,7 +351973,7 @@ https://modelcontextprotocol.io/introduction:
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@@ -351200,7 +352000,7 @@ https://molecule.readthedocs.io:
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@@ -351227,7 +352027,7 @@ https://momjian.us/main/writings/pgsql/administration.pdf:
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@@ -351286,7 +352086,7 @@ https://mongodirector.com:
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   health_score: 100.0
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@@ -351318,7 +352118,7 @@ https://mongolab.com:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:52.534670+02:00'
   last_ai_eval: null
@@ -351352,7 +352152,7 @@ https://monitoring2.substack.com/p/big-prometheus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030957.679038
+  last_checked: 1779030957
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.679038+02:00'
   last_ai_eval: null
@@ -351521,7 +352321,7 @@ https://morioh.com/p/a9bdee14b0d2:
   addition_method: manual
   content_hash: b9a5b6dd528aa182c7fc1f01bfafb65130e5281e444bdcad0188c1c037d15da4
   health_score: 100.0
-  last_checked: 1779031899.120204
+  last_checked: 1779031899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:39.120204+02:00'
   last_ai_eval: null
@@ -351551,7 +352351,7 @@ https://motilayo.hashnode.dev/exploring-kubernetes-service-account-tokens-and-se
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034528.244051
+  last_checked: 1779034528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:28.244051+02:00'
   last_ai_eval: null
@@ -351583,7 +352383,7 @@ https://mouliveera.medium.com/how-to-update-configmap-on-pod-without-restart-be3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029931.781491
+  last_checked: 1779029931
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:51.781491+02:00'
   last_ai_eval: null
@@ -351648,7 +352448,7 @@ https://movi.hashnode.dev/simplify-kubernetes-cluster-management-with-kyverno-ck
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030440.163382
+  last_checked: 1779030440
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:20.163382+02:00'
   last_ai_eval: null
@@ -351816,7 +352616,7 @@ https://mrdevops.hashnode.dev/how-to-create-ec2-instance-in-aws-step-by-step-tut
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030824.409727
+  last_checked: 1779030824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.409727+02:00'
   last_ai_eval: null
@@ -351850,7 +352650,7 @@ https://mrdevops.hashnode.dev/top-40-terraform-interview-questions-and-answers-f
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029070.34204
+  last_checked: 1779029070
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.342040+02:00'
   last_ai_eval: null
@@ -351916,7 +352716,7 @@ https://msrishty.medium.com/traditional-ci-cd-vs-gitops-e835728642fb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030522.196145
+  last_checked: 1779030522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.196145+02:00'
   last_ai_eval: null
@@ -351981,7 +352781,7 @@ https://muhidabid.hashnode.dev/why-does-kubernetes-need-ingress:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033665.822099
+  last_checked: 1779033665
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:05.822099+02:00'
   last_ai_eval: null
@@ -352009,7 +352809,7 @@ https://muratbuffalo.blogspot.com/2021/11/whats-really-new-with-newsql.html:
   addition_method: manual
   content_hash: 6f92fe576ab6e0f24212375ba1e405b0e0304ac6a3ea75be413ace6e60bf3470
   health_score: 100.0
-  last_checked: 1779032388.468385
+  last_checked: 1779032388
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:39:48.468385+02:00'
   last_ai_eval: null
@@ -352086,7 +352886,7 @@ https://mux.com:
   addition_method: manual
   content_hash: f83e7a5f0e89fda2b026158cac7e52e88f39f62a54fd77e99b32cc2c68de78b7
   health_score: 100.0
-  last_checked: 1779031349.537383
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.537383+02:00'
   last_ai_eval: null
@@ -352148,7 +352948,7 @@ https://mvnrepository.com/artifact/io.prometheus:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033591.735507
+  last_checked: 1779033591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.735507+02:00'
   last_ai_eval: null
@@ -352244,7 +353044,7 @@ https://myweblearner.com/springboot_k8s_readiness_liveness.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034424.548804
+  last_checked: 1779034424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.548804+02:00'
   last_ai_eval: null
@@ -352313,7 +353113,7 @@ https://nakamasato.medium.com/comparison-between-helm-and-kustomize-for-kubernet
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032483.551342
+  last_checked: 1779032483
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:23.551342+02:00'
   last_ai_eval: null
@@ -352377,7 +353177,7 @@ https://napo.io/posts/kubernetes-the-real-hard-way-on-aws:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031696.472848
+  last_checked: 1779031696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.472848+02:00'
   last_ai_eval: null
@@ -352412,7 +353212,7 @@ https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033609.413264
+  last_checked: 1779033609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.413264+02:00'
   last_ai_eval: null
@@ -352447,7 +353247,7 @@ https://napo.io/posts/terraform-kubernetes-multi-cloud-ack-aks-dok-eks-gke-oke:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033906.283232
+  last_checked: 1779033906
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:06.283232+02:00'
   last_ai_eval: null
@@ -352513,7 +353313,7 @@ https://nativecloud.dev:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031360.271134
+  last_checked: 1779031360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.271134+02:00'
   last_ai_eval: null
@@ -352548,7 +353348,7 @@ https://nativecloud.dev/scale-out-your-raspberry-pi-k3s-cluster-to-the-cloud:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029189.609275
+  last_checked: 1779029189
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:29.609275+02:00'
   last_ai_eval: null
@@ -352711,7 +353511,7 @@ https://neal-davis.medium.com/ecs-vs-ec2-vs-lambda-36b8ca380dea:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030413.098089
+  last_checked: 1779030413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:53.098089+02:00'
   last_ai_eval: null
@@ -352948,7 +353748,7 @@ https://neilpatel.com/blog/best-project-management-software:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030824.491032
+  last_checked: 1779030824
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:44.491032+02:00'
   last_ai_eval: null
@@ -352982,7 +353782,7 @@ https://neonmirrors.net/post/2020-11/exploring-kyverno-intro:
   addition_method: manual
   content_hash: 30f5ca3479733376f4b52562355325fd3c41d2e7f0b84853a2ab75f629ee9781
   health_score: 100.0
-  last_checked: 1779031642.465952
+  last_checked: 1779031642
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:22.465952+02:00'
   last_ai_eval: null
@@ -353016,7 +353816,7 @@ https://neonmirrors.net/post/2020-12/exploring-kyverno-part3:
   addition_method: manual
   content_hash: 84aee77e824e58bd885ff7ca67511320a4ee0064694177137da7c799e6560d48
   health_score: 100.0
-  last_checked: 1779031618.729991
+  last_checked: 1779031618
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:26:58.729991+02:00'
   last_ai_eval: null
@@ -353051,7 +353851,7 @@ https://neonmirrors.net/post/2021-02/kubernetes-policy-comparison-opa-gatekeeper
   addition_method: manual
   content_hash: a56ca55ddc036978e82f4d731f2e0a1b3041b9f32a414c626b1899d2787817b4
   health_score: 100.0
-  last_checked: 1779034226.583668
+  last_checked: 1779034226
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:26.583668+02:00'
   last_ai_eval: null
@@ -353181,7 +353981,7 @@ https://netboxlabs.com:
   addition_method: manual
   content_hash: c4dbebfd848a9b172cf702850c9f20628e56e95e8caaea7d52b2143aa73020c0
   health_score: 100.0
-  last_checked: 1779031539.936504
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:25:39.936504+02:00'
   last_ai_eval: null
@@ -353316,7 +354116,7 @@ https://netflixtechblog.com/consoleme-a-central-control-plane-for-aws-permission
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780353052.024362
+  last_checked: 1780353052
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:30:52.024362+02:00'
   last_ai_eval: null
@@ -353393,7 +354193,7 @@ https://netflixtechblog.com/high-throughput-graph-abstraction-at-netflix-part-i-
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352932.853387
+  last_checked: 1780352932
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:28:52.853387+02:00'
   last_ai_eval: null
@@ -353435,7 +354235,7 @@ https://netflixtechblog.medium.com/improving-pull-request-confidence-for-the-net
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031110.850638
+  last_checked: 1779031110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:30.850638+02:00'
   last_ai_eval: null
@@ -353562,7 +354362,7 @@ https://newrelic.com:
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   content_hash: 34faaf166315babfa11881b16f4e3493a20ac82dc90dc1860c17c479a733b0df
   health_score: 100.0
-  last_checked: 1779030024.619663
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:24.619663+02:00'
   last_ai_eval: null
@@ -353621,7 +354421,7 @@ https://newrelic.com/blog/best-practices/effective-strategies-kafka-topic-partit
   addition_method: manual
   content_hash: a686a1ec8fc2dc6cbf8eb3b981dc36689e287935f0be679ef90b184634e6c0a0
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:20.145362+02:00'
   last_ai_eval: null
@@ -353649,7 +354449,7 @@ https://newrelic.com/blog/best-practices/java-opentelemetry:
   addition_method: manual
   content_hash: 6e57eeffc1dd0943d730a93365abea99193b537da39304bddcd6364c5d71e3c8
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:10.976696+02:00'
   last_ai_eval: null
@@ -353676,7 +354476,7 @@ https://newrelic.com/blog/best-practices/what-is-ebpf:
   addition_method: manual
   content_hash: 81c5e50016c3b266236884c1111f83b7696c3eca52662efb284beb7e0888f243
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:28.481371+02:00'
   last_ai_eval: null
@@ -353735,7 +354535,7 @@ https://newrelic.com/blog/how-to-relic/create-nr-dashboards-with-terraform-part-
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.942612+02:00'
   last_ai_eval: null
@@ -353761,7 +354561,7 @@ https://newrelic.com/blog/infrastructure-monitoring/create-nr-dashboards-with-te
   addition_method: manual
   content_hash: dd1ffb6b78cf77e1e53299efc234aff6d6a6a77ce495a6b854fad0a88c0394cf
   health_score: 100.0
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+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.976196+02:00'
   last_ai_eval: null
@@ -353960,7 +354760,7 @@ https://newrelic.com/blog/observability/what-is-ebpf:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.963994+02:00'
   last_ai_eval: null
@@ -354026,7 +354826,7 @@ https://news.microsoft.com/build-2026-live-blog:
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352849.031624
+  last_checked: 1780352849
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031624+02:00'
   last_ai_eval: null
@@ -354331,7 +355131,7 @@ https://nextlinklabs.com/insights/handling-authentication-in-EKS-clusters-kubern
   addition_method: manual
   content_hash: a03ff1f143ef3e02280753ab802f500e38464d3125aa28f16dff8d459947ba79
   health_score: 100.0
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   discovered_at: '2026-05-17T18:03:22.007280+02:00'
   last_ai_eval: null
@@ -354392,7 +355192,7 @@ https://nexus3-cli.readthedocs.io:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:15.760481+02:00'
   last_ai_eval: null
@@ -354453,7 +355253,7 @@ https://nfrankel.medium.com/goodbye-minikube-340070edc5af:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034424.568715
+  last_checked: 1779034424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:44.568715+02:00'
   last_ai_eval: null
@@ -354549,7 +355349,7 @@ https://nickjanetakis.com/blog/setting-up-docker-for-windows-and-wsl-to-work-fla
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:08.116400+02:00'
   last_ai_eval: null
@@ -354586,7 +355386,7 @@ https://nickjanetakis.com/blog/using-wsl-and-mobaxterm-to-create-a-linux-dev-env
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:55.340255+02:00'
   last_ai_eval: null
@@ -354654,7 +355454,7 @@ https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-befo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030202.023245
+  last_checked: 1779030202
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.023245+02:00'
   last_ai_eval: null
@@ -354689,7 +355489,7 @@ https://nickjanetakis.com/blog/wait-until-your-dockerized-database-is-ready-befo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033503.707947
+  last_checked: 1779033503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.707947+02:00'
   last_ai_eval: null
@@ -354720,7 +355520,7 @@ https://nicwortel.nl/blog/2022/05/27/continuous-deployment-to-kubernetes-with-gi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:40.241448+02:00'
   last_ai_eval: null
@@ -354747,7 +355547,7 @@ https://nightfall.ai/atlassian-cloud-hipaa-compliant:
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   content_hash: 7917fb8c2d1bf762cc8c2f32770f125b323601672e4b083e83c8641402533633
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:07.143648+02:00'
   last_ai_eval: null
@@ -354841,7 +355641,7 @@ https://nilesh93.medium.com/replacing-docker-desktop-with-podman-and-kind-in-mac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033594.612384
+  last_checked: 1779033594
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:54.612384+02:00'
   last_ai_eval: null
@@ -354939,7 +355739,7 @@ https://niravshah2705.medium.com/play-with-volume-for-statefulsets-7fbf14221e74:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029478.322825
+  last_checked: 1779029478
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:18.322825+02:00'
   last_ai_eval: null
@@ -354970,7 +355770,7 @@ https://nirmata.com/2020/10/30/auto-labeling-kubernetes-resources-with-kyverno:
   addition_method: manual
   content_hash: b1bd27db55101b70e25987b7941ce70daaeee4a61c15746efef717e17bd4e924
   health_score: 100.0
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+  last_checked: 1779031755
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.619244+02:00'
   last_ai_eval: null
@@ -354999,7 +355799,7 @@ https://nirmata.com/2021/08/12/kubernetes-supply-chain-policy-management-with-co
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   content_hash: 6a6cf7d4e468e229458088917ad32e78e934ed42de58a7a1c77de910cebfb30b
   health_score: 100.0
-  last_checked: 1779034476.852717
+  last_checked: 1779034476
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.852717+02:00'
   last_ai_eval: null
@@ -355033,7 +355833,7 @@ https://nirmata.com/2021/08/18/introducing-kyverno-1-4-2-trusted-and-more-effici
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   content_hash: deca9cef04c5d8e6ad6b6a62e832e14b2e910c26d30ad36110d17e8662c464dc
   health_score: 100.0
-  last_checked: 1779034041.558504
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:21.558504+02:00'
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@@ -355067,7 +355867,7 @@ https://nishnit007.medium.com/a-journey-from-dockerfile-to-application-deploymen
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@@ -358602,7 +359402,7 @@ https://openai.com/index/endava:
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@@ -359680,7 +360480,7 @@ https://opencurve.io:
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@@ -360033,7 +360833,7 @@ https://opensearch.org:
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@@ -366562,7 +367362,7 @@ https://orchestrate.io:
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@@ -366594,7 +367394,7 @@ https://ordina-jworks.github.io/cloud/2020/08/28/kubernetes-clients-comparison.h
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@@ -366626,7 +367426,7 @@ https://ostechnix.com/kubernetes-features:
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@@ -366691,7 +367491,7 @@ https://otomi.io:
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@@ -366751,7 +367551,7 @@ https://outdated.sh:
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@@ -366783,7 +367583,7 @@ https://overcast.blog/15-cloud-native-devops-tools-you-should-know-36129057a15c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034152.415127
+  last_checked: 1779034152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.415127+02:00'
   last_ai_eval: null
@@ -366815,7 +367615,7 @@ https://overcast.blog/gitops-with-argocd-for-kubernetes-tips-and-tricks-4b926ba7
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032056.885183
+  last_checked: 1779032056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.885183+02:00'
   last_ai_eval: null
@@ -366847,7 +367647,7 @@ https://overcast.blog/kubernetes-argocd-gitlab-webhook-configuration-30bc5a75139
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030000.401084
+  last_checked: 1779030000
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.401084+02:00'
   last_ai_eval: null
@@ -366879,7 +367679,7 @@ https://overcast.blog/kubernetes-service-accounts-a-practical-guide-f99c1ed65483
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033697.017395
+  last_checked: 1779033697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.017395+02:00'
   last_ai_eval: null
@@ -366947,7 +367747,7 @@ https://ovidiuborlean.medium.com/networking-latency-measurement-in-kubernetes-wi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033074.317263
+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.317263+02:00'
   last_ai_eval: null
@@ -367077,7 +367877,7 @@ https://p2theme.com:
   addition_method: manual
   content_hash: 556f1def82cfb31f03fbc89dfc189da12dd92599a95cdb7b86abb7f86f262486
   health_score: 100.0
-  last_checked: 1779034269.54995
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.549950+02:00'
   last_ai_eval: null
@@ -367104,7 +367904,7 @@ https://packer.io:
   addition_method: manual
   content_hash: 8be67f6953aafe0d0cae304f4d5e533780ee49d30b1c9604726af479300d661c
   health_score: 100.0
-  last_checked: 1779030865.352526
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:25.352526+02:00'
   last_ai_eval: null
@@ -367200,7 +368000,7 @@ https://pages.github.com:
   addition_method: manual
   content_hash: 400765a189a507ea46bad795c2c27ed5f4f9db6150d5f242f5a0e8dd9c1d9f75
   health_score: 100.0
-  last_checked: 1779034322.623471
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:12:02.623471+02:00'
   last_ai_eval: null
@@ -367269,7 +368069,7 @@ https://pagure.io/copr/copr:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031096.689874
+  last_checked: 1779031096
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:16.689874+02:00'
   last_ai_eval: null
@@ -367333,7 +368133,7 @@ https://palak-bhawsar.hashnode.dev/automated-cicd-pipeline-for-java-project:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033770.375059
+  last_checked: 1779033770
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:50.375059+02:00'
   last_ai_eval: null
@@ -367432,7 +368232,7 @@ https://palark.com/blog/best-practices-kubernetes-part-2:
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   content_hash: 7a74e6658bfbbf90193d0a19c85483dd7f305c183a9d92bb9eb56d011b671e2e
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.977542+02:00'
   last_ai_eval: null
@@ -368088,7 +368888,7 @@ https://pandorafms.com/blog/es/wsl2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031510.479383
+  last_checked: 1779031510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:10.479383+02:00'
   last_ai_eval: null
@@ -368153,7 +368953,7 @@ https://particule.io/en/blog/aws-federated-eks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032289.691999
+  last_checked: 1779032289
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:09.691999+02:00'
   last_ai_eval: null
@@ -368185,7 +368985,7 @@ https://particule.io/en/blog/cicd-ecr-ecs:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031520.720957
+  last_checked: 1779031520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.720957+02:00'
   last_ai_eval: null
@@ -368216,7 +369016,7 @@ https://particule.io/en/blog/thanos-monitoring:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029163.294229
+  last_checked: 1779029163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.294229+02:00'
   last_ai_eval: null
@@ -368244,7 +369044,7 @@ https://particule.io/en/blogcicd-github-registry:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029274.133577
+  last_checked: 1779029274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.133577+02:00'
   last_ai_eval: null
@@ -368282,7 +369082,7 @@ https://partiful.com/e/FJbZcfppRGdMVP1o534z:
   addition_method: automatic
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   health_score: null
-  last_checked: 1780352705.314502
+  last_checked: 1780352705
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314502+02:00'
   last_ai_eval: null
@@ -368420,7 +369220,7 @@ https://patchthenet.medium.com/introduction-to-sql-injection-sql-injection-for-b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033338.909778
+  last_checked: 1779033338
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:38.909778+02:00'
   last_ai_eval: null
@@ -368455,7 +369255,7 @@ https://patrick.easte.rs/post/2022/forging-optimal-metallb-config:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:14:43.026918+02:00'
   last_ai_eval: null
@@ -368487,7 +369287,7 @@ https://paul-the-kelly.medium.com/extending-the-kubernetes-api-using-operators-9
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030005.382102
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.382102+02:00'
   last_ai_eval: null
@@ -368554,7 +369354,7 @@ https://pauldally.medium.com/debugging-networkpolicy-part-1-249921cdba37:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033861.960762
+  last_checked: 1779033861
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:21.960762+02:00'
   last_ai_eval: null
@@ -368586,7 +369386,7 @@ https://pauldally.medium.com/debugging-networkpolicy-part-2-2d5c42d8465c:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030854.290172
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.290172+02:00'
   last_ai_eval: null
@@ -368621,7 +369421,7 @@ https://pauldally.medium.com/horizontalpodautoscaler-uses-request-not-limit-to-d
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032834.790274
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.790274+02:00'
   last_ai_eval: null
@@ -368653,7 +369453,7 @@ https://pauldally.medium.com/kubernetes-an-introduction-to-sidecars-21d99fbd7de3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033692.280607
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   discovered_at: '2026-05-17T18:01:32.280607+02:00'
   last_ai_eval: null
@@ -368687,7 +369487,7 @@ https://pauldally.medium.com/kubernetes-application-high-availability-part-1-the
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034476.755022
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:36.755022+02:00'
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@@ -368719,7 +369519,7 @@ https://pauldally.medium.com/kubernetes-application-high-availability-part-2-mor
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   health_score: 100.0
-  last_checked: 1779034456.268944
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.268944+02:00'
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@@ -368747,7 +369547,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-1-86f9f22d2f20:
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   health_score: 100.0
-  last_checked: 1779034484.249765
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:44.249765+02:00'
   last_ai_eval: null
@@ -368779,7 +369579,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-2-c560f1fa1409:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033088.446673
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.446673+02:00'
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@@ -368812,7 +369612,7 @@ https://pauldally.medium.com/kustomize-best-practices-part-3-1dbaa15fd16a:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033084.296087
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:24.296087+02:00'
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@@ -368845,7 +369645,7 @@ https://pauldally.medium.com/structuring-dockerfiles-for-productivity-2681de4815
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:51.203912+02:00'
   last_ai_eval: null
@@ -368879,7 +369679,7 @@ https://pauldally.medium.com/why-leaving-pods-in-crashloopbackoff-can-have-a-big
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030018.864096
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   discovered_at: '2026-05-17T17:00:18.864096+02:00'
   last_ai_eval: null
@@ -369013,7 +369813,7 @@ https://pawelurbanek.com/asdf-docker-development:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735928.704311
+  last_checked: 1781735928
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:48.704311+02:00'
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@@ -369111,7 +369911,7 @@ https://pbpython.com/pandas-google-forms-part1.html:
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   needs_ai_refresh: true
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@@ -369137,7 +369937,7 @@ https://pbpython.com/pandas-pivot-table-explained.html:
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@@ -369262,7 +370062,7 @@ https://pepy.tech/project/strimzi-kafka-cli:
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   discovered_at: '2026-05-17T18:11:53.872678+02:00'
   last_ai_eval: null
@@ -369422,7 +370222,7 @@ https://phoenixnap.com/blog/kubernetes-vs-openshift:
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   last_ai_eval: null
@@ -369580,7 +370380,7 @@ https://pinboard.in/u:rmurphey/t:http2:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:41.465366+02:00'
   last_ai_eval: null
@@ -369606,7 +370406,7 @@ https://pingcap.com/blog/chaos-mesh-action-integrate-chaos-engineering-into-your
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   discovered_at: '2026-05-17T17:25:50.167234+02:00'
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@@ -369769,7 +370569,7 @@ https://piotrminkowski.com/2020/08/03/development-on-kubernetes-ide-tools:
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   discovered_at: '2026-05-17T17:56:38.079975+02:00'
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@@ -370265,7 +371065,7 @@ https://piotrminkowski.com/2021/10/12/quarkus-tips-tricks-and-techniques:
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   discovered_at: '2026-05-17T18:11:35.576673+02:00'
   last_ai_eval: null
@@ -370430,7 +371230,7 @@ https://piotrminkowski.com/2021/12/21/development-on-kubernetes-with-telepresenc
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   discovered_at: '2026-05-17T17:12:22.549121+02:00'
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@@ -371037,7 +371837,7 @@ https://piotrminkowski.com/2023/11/27/testing-java-apps-on-kubernetes-with-testk
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   discovered_at: '2026-05-17T16:49:16.597173+02:00'
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@@ -371377,7 +372177,7 @@ https://piyushverma.hashnode.dev/basic-linux-shell-scripting-for-devops-engineer
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:57.738462+02:00'
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@@ -371411,7 +372211,7 @@ https://pjame-fb.medium.com/kubernetes-secrets-from-secrets-manager-using-extern
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:58.185514+02:00'
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@@ -371445,7 +372245,7 @@ https://pkg.go.dev/github.com/keilerkonzept/aws-secretsmanager-files:
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   discovered_at: '2024-07-30T22:47:01Z'
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@@ -371875,7 +372675,7 @@ https://platform9.com/blog/kubernetes-service-mesh:
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   discovered_at: '2026-05-18T20:54:54.931573+02:00'
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@@ -371909,7 +372709,7 @@ https://platform9.com/blog/kubernetes-service-mesh-a-comparison-of-istio-linkerd
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   discovered_at: '2026-05-17T17:17:06.200830+02:00'
   last_ai_eval: null
@@ -371969,7 +372769,7 @@ https://platform9.com/lp/ultimate-guide-enterprise-kubernetes:
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   discovered_at: '2026-05-17T16:49:25.110532+02:00'
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@@ -372066,7 +372866,7 @@ https://platformengineering.org/tools/capsule:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:45.340640+02:00'
   last_ai_eval: null
@@ -372130,7 +372930,7 @@ https://play.google.com/store/search?q=learn+kubernetes:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.907147+02:00'
   last_ai_eval: null
@@ -372156,7 +372956,7 @@ https://play.google.com/store/search?q=learn+kubernetes&c=apps:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.005850+02:00'
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@@ -372182,7 +372982,7 @@ https://play.meshery.io:
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@@ -372209,7 +373009,7 @@ https://pll.harvard.edu/course/cs50-introduction-computer-science:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735939.740741
+  last_checked: 1781735939
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:59.740741+02:00'
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@@ -372243,7 +373043,7 @@ https://ploffay.medium.com/five-years-evolution-of-open-source-distributed-traci
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   health_score: 100.0
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@@ -372888,7 +373688,7 @@ https://plugins.jenkins.io/configuration-as-code:
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@@ -374253,7 +375053,7 @@ https://plugins.jenkins.io/performance:
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@@ -375028,7 +375828,7 @@ https://pmbanugo.me/faas-on-kubernetes-from-aws-lambda-api-gateway-to-knative-ko
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@@ -375087,7 +375887,7 @@ https://pod.chaoslever.com/redefining-virtualization-in-the-vmware-acquisition-e
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@@ -375125,7 +375925,7 @@ https://podcasts.apple.com/us/podcast/openai-podcast/id1820330260:
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@@ -375263,7 +376063,7 @@ https://pointbase.hashnode.dev/understand-docker-layers-by-example-run-instructi
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   health_score: 100.0
-  last_checked: 1779031566.854718
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@@ -375491,7 +376291,7 @@ https://portal.dev:
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   health_score: 100.0
-  last_checked: 1779030975.527984
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@@ -375523,7 +376323,7 @@ https://portal.kubevious.io:
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   health_score: 100.0
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@@ -375590,7 +376390,7 @@ https://porter.sh:
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@@ -375654,7 +376454,7 @@ https://portswigger.net/daily-swig/introducing-vapi-an-open-source-lab-environme
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@@ -375682,7 +376482,7 @@ https://portworx.com:
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   health_score: 100.0
-  last_checked: 1781736036.115883
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   discovered_at: '2026-06-18T00:40:36.115883+02:00'
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@@ -375715,7 +376515,7 @@ https://portworx.com/automating-kubernetes-data-management-with-gitops-autopilot
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   health_score: 100.0
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@@ -375749,7 +376549,7 @@ https://portworx.com/how-to-backup-and-restore-elasticsearch-on-kubernetes:
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   health_score: 100.0
-  last_checked: 1779032056.877129
+  last_checked: 1779032056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.877129+02:00'
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@@ -375783,7 +376583,7 @@ https://portworx.com/implementing-data-security-on-red-hat-openshift:
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   health_score: 100.0
-  last_checked: 1779031466.610198
+  last_checked: 1779031466
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.610198+02:00'
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@@ -375817,7 +376617,7 @@ https://portworx.com/kubernetes-backup-monitoring:
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   health_score: 100.0
-  last_checked: 1779032039.341827
+  last_checked: 1779032039
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   discovered_at: '2026-05-17T17:33:59.341827+02:00'
   last_ai_eval: null
@@ -375850,7 +376650,7 @@ https://portworx.com/products/px-backup:
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   health_score: 100.0
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+  last_checked: 1779034332
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:12.438867+02:00'
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@@ -375882,7 +376682,7 @@ https://portworx.com/run-ha-elasticsearch-elk-red-hat-openshift:
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   health_score: 100.0
-  last_checked: 1779032231.934204
+  last_checked: 1779032231
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:11.934204+02:00'
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@@ -375915,7 +376715,7 @@ https://portworx.com/tutorial-kubernetes-persistent-volumes:
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   health_score: 100.0
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+  last_checked: 1781736036
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@@ -375978,7 +376778,7 @@ https://postgrescheatsheet.com:
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@@ -376073,7 +376873,7 @@ https://prabirmahatha.hashnode.dev/jenkins-declarative-pipeline-with-docker:
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   health_score: 100.0
-  last_checked: 1779029948.2904
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   discovered_at: '2026-05-17T16:59:08.290400+02:00'
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@@ -376207,7 +377007,7 @@ https://pradeepdaniel.medium.com/real-time-change-data-replication-to-snowflake-
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@@ -376271,7 +377071,7 @@ https://prakashkumar0301.medium.com/blue-green-deployment-with-kubernetes-a37a53
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@@ -376305,7 +377105,7 @@ https://prashant-48386.medium.com/continuous-delivery-for-kubernetes-with-argo-c
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@@ -376372,7 +377172,7 @@ https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-res
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@@ -376406,7 +377206,7 @@ https://praveendandu24.medium.com/ansible-infrastructure-testing-to-test-aws-res
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@@ -376440,7 +377240,7 @@ https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-
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@@ -376474,7 +377274,7 @@ https://praveendandu24.medium.com/mastering-terraform-top-20-essential-commands-
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@@ -376508,7 +377308,7 @@ https://praveendavidmathew.medium.com/data-driven-testing-per-request-without-us
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@@ -376642,7 +377442,7 @@ https://priyankavergadia.substack.com/p/12-factor-agents-principles-for-building
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@@ -376689,7 +377489,7 @@ https://priyankavergadia.substack.com/p/cpu-vs-gpu-vs-tpu-vs-npu-vs-dpu-vs?r=65w
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@@ -376735,7 +377535,7 @@ https://priyankavergadia.substack.com/p/the-layoffs-wont-stop-until-we:
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@@ -376779,7 +377579,7 @@ https://proandroiddev.com/continuous-integration-delivery-for-android-with-githu
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@@ -376813,7 +377613,7 @@ https://proandroiddev.comimproving-ci-cd-pipeline-for-android-via-fastlane-and-g
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@@ -376879,7 +377679,7 @@ https://programmer.ink/think/maven-scaffolding-best-practices.html:
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@@ -377012,7 +377812,7 @@ https://promcat.io:
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@@ -377113,7 +377913,7 @@ https://prometheus.demo.do.prometheus.io:
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   health_score: 100.0
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@@ -377211,7 +378011,7 @@ https://prometheus.io/docs/alerting/alertmanager:
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@@ -377464,7 +378264,7 @@ https://prometheus.io/docs/prometheus/latest/querying/basics:
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@@ -377522,7 +378322,7 @@ https://prometheus.io/download:
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@@ -377647,7 +378447,7 @@ https://promtools.dev:
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@@ -377678,7 +378478,7 @@ https://proteon.com/2018/10/18/openshift-in-a-world-of-kubernetes-as-a-service:
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@@ -377705,7 +378505,7 @@ https://pub.towardsai.net/class-and-objects-in-python-with-examples-591c6ca95ee6
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   health_score: 100.0
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@@ -377737,7 +378537,7 @@ https://pub.towardsai.net/oops-concept-in-python-b5f5833d57db:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:20:26.367887+02:00'
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@@ -377769,7 +378569,7 @@ https://pub.towardsai.net/python-zero-to-hero-with-examples-c7a5dedb968b:
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   health_score: 100.0
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@@ -377802,7 +378602,7 @@ https://pub.towardsai.net/software-engineering-baa4e7a8015c:
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   health_score: 100.0
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@@ -377836,7 +378636,7 @@ https://pub.towardsai.net/step-by-step-design-of-enhanced-entity-relationship-ee
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   health_score: 100.0
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@@ -377869,7 +378669,7 @@ https://pub.towardsai.net/why-map-filter-and-reduce-functions-are-so-famous-4c8e
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   health_score: 100.0
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@@ -377933,7 +378733,7 @@ https://publications.opengroup.org:
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@@ -378026,7 +378826,7 @@ https://pulsemcp.com:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:18:16.738023+02:00'
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@@ -378057,7 +378857,7 @@ https://puppet.com/resources/?refinementList%5Btype%5D%5B0%5D=Report&page=1&conf
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   health_score: 100.0
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@@ -378082,7 +378882,7 @@ https://puppet.com/resources/report/2015-state-devops-report:
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   health_score: 100.0
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@@ -382940,7 +383740,7 @@ https://redhatdemocentral.gitlab.io:
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@@ -384107,7 +384907,7 @@ https://relay.sh:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.275917+02:00'
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@@ -384272,7 +385072,7 @@ https://releasehub.com/blog/6-docker-compose-best-practices-for-dev-and-prod:
   addition_method: manual
   content_hash: 08453a849995d76175cdb6d045c393dc9f7175fb8f146d5aca9e4aa97fe7a080
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:23.233538+02:00'
   last_ai_eval: null
@@ -384300,7 +385100,7 @@ https://releasehub.com/blog/cutting-build-time-in-half-docker-buildx-kubernetes:
   addition_method: manual
   content_hash: 418815082d146a0bb5ce41a7481fb9877873a89e64d711073734ed174e8e28ea
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:00.426413+02:00'
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@@ -384328,7 +385128,7 @@ https://releasehub.com/blog/kubernetes-health-checks-2-ways-to-improve-stability
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:42.153558+02:00'
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@@ -384355,7 +385155,7 @@ https://releasehub.com/blog/terraform-kubernetes-deployment-a-detailed-walkthrou
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:12.097685+02:00'
   last_ai_eval: null
@@ -384385,7 +385185,7 @@ https://releaseops.io/blog/scaling-kubernetes-deployments-in-aws-with-container-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031190.070906
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:50.070906+02:00'
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@@ -384418,7 +385218,7 @@ https://relferreira.github.io/kubedev:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:15:51.670917+02:00'
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@@ -384515,7 +385315,7 @@ https://remote.one:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034520.62614
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:20.626140+02:00'
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@@ -384547,7 +385347,7 @@ https://renjithvr11.medium.com/running-gitlab-runners-on-kubernetes-8e7fc9bf75ce
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033002.079352
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:02.079352+02:00'
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@@ -384578,7 +385378,7 @@ https://repl.it:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:00.136082+02:00'
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@@ -384606,7 +385406,7 @@ https://replit.com:
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.945131+02:00'
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@@ -384637,7 +385437,7 @@ https://repo.new:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:02:39.368296+02:00'
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@@ -384734,7 +385534,7 @@ https://repost.aws/knowledge-center:
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-  last_checked: 1781735877.813076
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.813076+02:00'
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@@ -384768,7 +385568,7 @@ https://repost.aws/knowledge-center/create-and-activate-aws-account:
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   discovered_at: '2026-05-18T20:54:54.933118+02:00'
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@@ -384864,7 +385664,7 @@ https://research.google/pubs/pub36356:
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@@ -384890,7 +385690,7 @@ https://research.nccgroup.com/2021/11/10/detection-engineering-for-kubernetes-cl
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   discovered_at: '2026-05-17T17:55:43.646858+02:00'
   last_ai_eval: null
@@ -384926,7 +385726,7 @@ https://research.nccgroup.com/2022/01/13/10-real-world-stories-of-how-weve-compr
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   discovered_at: '2026-05-17T17:59:39.831868+02:00'
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@@ -384959,7 +385759,7 @@ https://resources.github.com/devops/tools/automation/actions:
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@@ -385019,7 +385819,7 @@ https://restic.net:
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@@ -385078,7 +385878,7 @@ https://resume.io/blog/remote-job-guide:
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@@ -385137,7 +385937,7 @@ https://retina.sh:
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@@ -385264,7 +386064,7 @@ https://rexegg.com/regex-tricks.html:
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@@ -385390,7 +386190,7 @@ https://rion.io/2020/07/04/a-distributed-tracing-adventure-in-apache-beam:
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@@ -385454,7 +386254,7 @@ https://riptutorial.com/ebook:
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@@ -385513,7 +386313,7 @@ https://roadmap.sh:
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@@ -385538,7 +386338,7 @@ https://roadmap.sh/ai:
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@@ -385563,7 +386363,7 @@ https://roadmap.sh/devops:
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@@ -385588,7 +386388,7 @@ https://roadmap.sh/kubernetes:
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@@ -385714,7 +386514,7 @@ https://robin.io:
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   health_score: 100.0
-  last_checked: 1779033522.909037
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   discovered_at: '2026-05-17T17:58:42.909037+02:00'
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@@ -385746,7 +386546,7 @@ https://robinshen.medium.com/hands-on-gitops-with-onedev-f05bd278f07c:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:03:16.217471+02:00'
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@@ -385810,7 +386610,7 @@ https://rockcontent.com/es/blog/matriz-raci:
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@@ -385837,7 +386637,7 @@ https://rockcontent.com/es/blog/tipos-de-consultoria:
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@@ -385864,7 +386664,7 @@ https://rocket.chat:
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@@ -385893,7 +386693,7 @@ https://rockset.com/blog/sequoia-capital-elasticsearch-to-rockset:
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   health_score: 100.0
-  last_checked: 1779034560.216581
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:00.216581+02:00'
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@@ -386027,7 +386827,7 @@ https://rollno748.medium.com/load-testing-gcp-pub-sub-using-jmeter-9eff79440beb:
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   health_score: 100.0
-  last_checked: 1779031669.283968
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@@ -386059,7 +386859,7 @@ https://rollout.io/blog/rollout-tutorial-feature-flagging-in-your-react-native-a
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@@ -386086,7 +386886,7 @@ https://rollout.io/wp-content/uploads/2018/11/Rising.The_.Flag_.Rollout-1.pdf:
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@@ -386197,7 +386997,7 @@ https://rosencharts.com:
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@@ -386237,7 +387037,7 @@ https://routerhan.medium.com/understanding-kubernetes-deployment-a-beginners-gui
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:23.609595+02:00'
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@@ -386401,7 +387201,7 @@ https://rudderstack.com:
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@@ -386461,7 +387261,7 @@ https://runterrascan.io:
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@@ -386523,7 +387323,7 @@ https://ruudvanasseldonk.com/2023/01/11/the-yaml-document-from-hell:
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@@ -386556,7 +387356,7 @@ https://rvm.io:
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@@ -386584,7 +387384,7 @@ https://saahitya.hashnode.dev/pod-disruption-budgetpdb:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:34.781103+02:00'
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@@ -386615,7 +387415,7 @@ https://sagikazarmark.hu/blog/vanity-import-paths-in-go:
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@@ -386714,7 +387514,7 @@ https://sairamkrish.medium.com/terraform-best-practices-and-project-setup-1772ad
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   health_score: 100.0
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@@ -386746,7 +387546,7 @@ https://saiteja313.medium.com/tracing-dns-issues-in-kubernetes-28b38f782103:
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   health_score: 100.0
-  last_checked: 1779031266.189732
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.189732+02:00'
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@@ -386778,7 +387578,7 @@ https://sakaiproject.atlassian.net/wiki/spaces/REL/pages/1314427619/Maven+releas
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@@ -386809,7 +387609,7 @@ https://salaboy.com/2022/01/29/event-driven-applications-with-cloudevents-on-kub
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@@ -386836,7 +387636,7 @@ https://salaboy.com/2022/08/03/building-platforms-on-top-of-kubernetes-vcluster-
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@@ -386961,7 +387761,7 @@ https://samiyaakhtar.medium.com/gitops-observability-visualizing-the-journey-of-
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@@ -389383,7 +390183,7 @@ https://sentry.io:
   addition_method: manual
   content_hash: f746bf234b2f7147c66e16d62fe263c237932a8b65fcbb0f6a999298dfeb8803
   health_score: 100.0
-  last_checked: 1779031609.201777
+  last_checked: 1779031609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:49.201777+02:00'
   last_ai_eval: null
@@ -389411,7 +390211,7 @@ https://sentry.io/welcome:
   addition_method: manual
   content_hash: ea96440263f38a8daa633c922507453a80c6b92a2d65b0bbdd4a28eb4826b507
   health_score: 100.0
-  last_checked: 1779130494.936958
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.936958+02:00'
   last_ai_eval: null
@@ -389542,7 +390342,7 @@ https://serhii.vasylenko.info/2022/01/16/some-techniques-to-enhance-your-terrafo
   addition_method: manual
   content_hash: c7720124311df98171910dfa0e27515bc007263d43b030040e41b9426f81ce7e
   health_score: 100.0
-  last_checked: 1779031464.765117
+  last_checked: 1779031464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.765117+02:00'
   last_ai_eval: null
@@ -389636,7 +390436,7 @@ https://serverless-stack.com/examples/how-to-debug-lambda-functions-with-visual-
   addition_method: manual
   content_hash: af25eafc3ec17cd565814e92f72ddbe39899b4f9558c50a314415fdbeca6e195
   health_score: 100.0
-  last_checked: 1779033751.141786
+  last_checked: 1779033751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:31.141786+02:00'
   last_ai_eval: null
@@ -389730,7 +390530,7 @@ https://serverlessland.com:
   addition_method: manual
   content_hash: 5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412
   health_score: 100.0
-  last_checked: 1779032219.543911
+  last_checked: 1779032219
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:36:59.543911+02:00'
   last_ai_eval: null
@@ -389893,7 +390693,7 @@ https://serverlessland.com/explore/sam-pipelines:
   addition_method: manual
   content_hash: 5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412
   health_score: 100.0
-  last_checked: 1779033081.544125
+  last_checked: 1779033081
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:21.544125+02:00'
   last_ai_eval: null
@@ -389927,7 +390727,7 @@ https://serverlessland.com/patterns:
   addition_method: manual
   content_hash: 5b6cd1441b940a59f09104ff12fcc2ef9e14fba4fd58318b17a366f7c9ce9412
   health_score: 100.0
-  last_checked: 1779033170.005277
+  last_checked: 1779033170
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:52:50.005277+02:00'
   last_ai_eval: null
@@ -389959,7 +390759,7 @@ https://servicesblog.redhat.com/2019/03/06/remote-debugging-of-java-applications
   addition_method: manual
   content_hash: 436b956763fab597970904ae06f789617a42c43fa2506ad672e1ae9ef87e3dbf
   health_score: 100.0
-  last_checked: 1779031896.492698
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:36.492698+02:00'
   last_ai_eval: null
@@ -389994,7 +390794,7 @@ https://sessionize.com/aiewf2026:
   addition_method: automatic
   content_hash: 4f766dd0556e9503816d234b33375a5956e201b5d57157e9054ac8c4d1361262
   health_score: null
-  last_checked: 1780352158.263397
+  last_checked: 1780352158
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263397+02:00'
   last_ai_eval: null
@@ -390064,7 +390864,7 @@ https://severalnines.com/database-blog/how-does-database-load-balancer-work:
   addition_method: manual
   content_hash: 6f70da2fa7e539f7984aea83957484e9bae9fe6ef597cf45c2c652e919d6eac2
   health_score: 100.0
-  last_checked: 1779032881.024948
+  last_checked: 1779032881
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:01.024948+02:00'
   last_ai_eval: null
@@ -390092,7 +390892,7 @@ https://shadman-jamil.medium.com/most-useful-software-architecture-patterns-68e1
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034533.353443
+  last_checked: 1779034533
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:33.353443+02:00'
   last_ai_eval: null
@@ -390124,7 +390924,7 @@ https://shahin-mahmud.medium.com/write-your-first-kubernetes-operator-in-go-1770
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031563.97891
+  last_checked: 1779031563
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:03.978910+02:00'
   last_ai_eval: null
@@ -390156,7 +390956,7 @@ https://shahirdaya.medium.com/what-does-it-mean-to-be-cloud-native-12360a324571:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033263.027078
+  last_checked: 1779033263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:23.027078+02:00'
   last_ai_eval: null
@@ -390188,7 +390988,7 @@ https://shahneil.medium.com/what-are-kubernetes-endpoints-and-how-to-use-them-a5
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030614.828747
+  last_checked: 1779030614
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:14.828747+02:00'
   last_ai_eval: null
@@ -390221,7 +391021,7 @@ https://shardul.dev/most-useful-kubectl-plugins:
   addition_method: manual
   content_hash: 88aa2bf0c26d66d33e33805d808a13fb92d3ef645cc0048ce262a37283edd652
   health_score: 100.0
-  last_checked: 1779029158.646019
+  last_checked: 1779029158
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:58.646019+02:00'
   last_ai_eval: null
@@ -390253,7 +391053,7 @@ https://sharmasmriti.hashnode.dev/day-61-terraform-commands:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030682.985617
+  last_checked: 1779030682
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:22.985617+02:00'
   last_ai_eval: null
@@ -390285,7 +391085,7 @@ https://shayn-71079.medium.com/scaling-kubernetes-clusters-8a061321de93:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030593.808145
+  last_checked: 1779030593
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:53.808145+02:00'
   last_ai_eval: null
@@ -390316,7 +391116,7 @@ https://sheet.new:
   addition_method: manual
   content_hash: 3d46144599dbe942de78f54d0004273c4c17bd0bbaffff20f22e4911ab418942
   health_score: 100.0
-  last_checked: 1779029465.29867
+  last_checked: 1779029465
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:05.298670+02:00'
   last_ai_eval: null
@@ -390547,7 +391347,7 @@ https://shipa.io/development/a-developer-focused-ci-cd-pipeline-for-kubernetes:
   addition_method: manual
   content_hash: 21e5a88b3d2328730d0695be7ffe835ae20d2044f6d2a4db33259868f8fabb9a
   health_score: 100.0
-  last_checked: 1779032954.293708
+  last_checked: 1779032954
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:14.293708+02:00'
   last_ai_eval: null
@@ -390574,7 +391374,7 @@ https://shipa.io/development/terraform-meets-appops:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030287.81885
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:47.818850+02:00'
   last_ai_eval: null
@@ -390868,7 +391668,7 @@ https://shipmight.com/blog/understanding-helm-upgrade-reset-reuse-values:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030184.00005
+  last_checked: 1779030184
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:04.000050+02:00'
   last_ai_eval: null
@@ -390902,7 +391702,7 @@ https://shipwright.io:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:49:37.871532+02:00'
   last_ai_eval: null
@@ -390933,7 +391733,7 @@ https://shitposting.monster:
   addition_method: null
   content_hash: null
   health_score: null
-  last_checked: 1780400585.971942
+  last_checked: 1780400585
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971942+02:00'
   last_ai_eval: null
@@ -390960,7 +391760,7 @@ https://shivanshu1333.medium.com/contextual-logging-in-kubernetes-41f4cc5fea69:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033424.431131
+  last_checked: 1779033424
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:04.431131+02:00'
   last_ai_eval: null
@@ -390992,7 +391792,7 @@ https://shivanshu1333.medium.com/structured-logging-in-kubernetes-58cf35e6d60d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029513.486291
+  last_checked: 1779029513
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:53.486291+02:00'
   last_ai_eval: null
@@ -391125,7 +391925,7 @@ https://shramikawale.medium.com/podsdisruptionbudget-why-you-will-need-in-kubern
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030393.973216
+  last_checked: 1779030393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:33.973216+02:00'
   last_ai_eval: null
@@ -391159,7 +391959,7 @@ https://shrihariharidas73.medium.com/terraform-hashicorp-vault-integration-seaml
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033415.662329
+  last_checked: 1779033415
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:55.662329+02:00'
   last_ai_eval: null
@@ -391198,7 +391998,7 @@ https://shriomtripathi1.substack.com/p/terraform-small-terraform-modules:
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   content_hash: N/A
   health_score: null
-  last_checked: 1780352838.801073
+  last_checked: 1780352838
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:18.801073+02:00'
   last_ai_eval: null
@@ -391239,7 +392039,7 @@ https://shuanglu1993.medium.com/what-happens-when-volumemanager-in-the-kubelet-s
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032239.299976
+  last_checked: 1779032239
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:19.299976+02:00'
   last_ai_eval: null
@@ -391271,7 +392071,7 @@ https://sid-infinity-yadav.medium.com/grafana-agent-kubernetes-operator-f89b7444
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030528.909355
+  last_checked: 1779030528
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:48.909355+02:00'
   last_ai_eval: null
@@ -391305,7 +392105,7 @@ https://siddhivinayak-sk.medium.com/kubeseal-sealedsecret-make-your-secrets-secu
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032036.567943
+  last_checked: 1779032036
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:56.567943+02:00'
   last_ai_eval: null
@@ -391339,7 +392139,7 @@ https://siegert-maximilian.medium.com/ensure-content-trust-on-kubernetes-using-n
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034309.108302
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.108302+02:00'
   last_ai_eval: null
@@ -391641,7 +392441,7 @@ https://silvr.medium.com/using-kyverno-to-enforce-aws-load-balancer-annotations-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029168.876015
+  last_checked: 1779029168
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:08.876015+02:00'
   last_ai_eval: null
@@ -391673,7 +392473,7 @@ https://simple.wikipedia.org/wiki/Application_programming_interface:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031489.335533
+  last_checked: 1779031489
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:49.335533+02:00'
   last_ai_eval: null
@@ -391707,7 +392507,7 @@ https://simplecheatsheet.com:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781432536.260788
+  last_checked: 1781432536
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:22:16.260788+02:00'
   last_ai_eval: null
@@ -391739,7 +392539,7 @@ https://simplecheatsheet.com/tag/golang-cheat-sheet:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033570.574604
+  last_checked: 1779033570
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.574604+02:00'
   last_ai_eval: null
@@ -391840,7 +392640,7 @@ https://sincrogo.com/blog/actualidad-fiscal-contable/teletrabajo-desde-espana-pa
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:12.511554+02:00'
   last_ai_eval: null
@@ -391867,7 +392667,7 @@ https://sinergiasincontrol.blogspot.com/2021/11/643-la-excelente-propuesta-de-tr
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   content_hash: null
   health_score: 80.0
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+  last_checked: 1779029158
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:58.644422+02:00'
   last_ai_eval: null
@@ -391893,7 +392693,7 @@ https://sites.google.com/site/mrxpalmeiras/ansible/ansible-cheat-sheet:
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   content_hash: 60cc0344f3ec529eaa6d5376b134cece03460bf879d8bd8f6b643d9225977ac8
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:32.809260+02:00'
   last_ai_eval: null
@@ -391923,7 +392723,7 @@ https://sixfold.medium.com/reducing-database-queries-to-a-minimum-with-dataloade
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030980.913171
+  last_checked: 1779030980
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:20.913171+02:00'
   last_ai_eval: null
@@ -392024,7 +392824,7 @@ https://skamille.medium.com/an-incomplete-list-of-skills-senior-engineers-need-b
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031333.289809
+  last_checked: 1779031333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.289809+02:00'
   last_ai_eval: null
@@ -392056,7 +392856,7 @@ https://skamille.medium.com/how-new-managers-fail-individual-contributors-839a13
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032834.775138
+  last_checked: 1779032834
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.775138+02:00'
   last_ai_eval: null
@@ -392088,7 +392888,7 @@ https://skamille.medium.com/make-boring-plans-9438ce5cb053:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031341.297942
+  last_checked: 1779031341
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:21.297942+02:00'
   last_ai_eval: null
@@ -392122,7 +392922,7 @@ https://skildops.medium.com/backup-an-entire-kubernetes-cluster-using-velero-to-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031651.93112
+  last_checked: 1779031651
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:31.931120+02:00'
   last_ai_eval: null
@@ -392253,7 +393053,7 @@ https://skilledfield.com.au/monitoring-kubernetes-and-docker-container-logs:
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   content_hash: 52198432ca323827ac8c97a44f623ffd9d20da96c5bfb8ee72e924c305410143
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:17.574546+02:00'
   last_ai_eval: null
@@ -392315,7 +393115,7 @@ https://skillslane.com/learn-kubernetes-from-these-best-online-courses:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031242.846887
+  last_checked: 1779031242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:42.846887+02:00'
   last_ai_eval: null
@@ -392407,7 +393207,7 @@ https://skupper.io:
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   health_score: 100.0
-  last_checked: 1779030335.4638
+  last_checked: 1779030335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:35.463800+02:00'
   last_ai_eval: null
@@ -392436,7 +393236,7 @@ https://skycrafters.io/blog/2021/06/08/do-containers-really-contain:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031735.248042
+  last_checked: 1779031735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.248042+02:00'
   last_ai_eval: null
@@ -392467,7 +393267,7 @@ https://skywalking.apache.org:
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   content_hash: 5642ceb89367a76b5691d1c9167f809b9f0875c77835f9bf8712fbe66546dd2a
   health_score: 100.0
-  last_checked: 1779033418.889804
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:56:58.889804+02:00'
   last_ai_eval: null
@@ -392722,7 +393522,7 @@ https://sm43.medium.com/tekton-build-a-pipeline-part-4-baafd530b6fe:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032095.040058
+  last_checked: 1779032095
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:55.040058+02:00'
   last_ai_eval: null
@@ -392749,7 +393549,7 @@ https://sm43.medium.com/tekton-concepts-of-pipelines-part-2-cd86ad40bd34:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032934.445856
+  last_checked: 1779032934
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:54.445856+02:00'
   last_ai_eval: null
@@ -392780,7 +393580,7 @@ https://sm43.medium.com/tekton-concepts-of-triggers-part-3-2ee17764addb:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032728.578192
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@@ -392806,7 +393606,7 @@ https://sm43.medium.com/tekton-triggering-the-pipeline-part-5-dc38d73411fb:
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   health_score: 100.0
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@@ -392833,7 +393633,7 @@ https://sm43.medium.com/world-of-tekton-part-1-999738d63e25:
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   health_score: 100.0
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@@ -393320,7 +394120,7 @@ https://snyk.io/blog/securing-open-source-dependencies-snyk-visual-studio-code-e
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@@ -393512,7 +394312,7 @@ https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka:
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@@ -393546,7 +394346,7 @@ https://softobiz.com/microservice-orchestration-with-zeebe-and-kafka:
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   health_score: 100.0
-  last_checked: 1781735900.173467
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   health_score: 100.0
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@@ -393886,7 +394686,7 @@ https://sosiv.io/post/a-deep-dive-into-kubernetes-resource-requests-and-limits:
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@@ -394011,7 +394811,7 @@ https://space-cloud.io:
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@@ -394103,7 +394903,7 @@ https://spacelift.io/blog/aws-s3-cp:
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@@ -394194,7 +394994,7 @@ https://spacelift.io/blog/how-to-provision-aws-eks-kubernetes-cluster-with-terra
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@@ -395119,7 +395919,7 @@ https://spinnaker.io/setup/quickstart:
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@@ -395146,7 +395946,7 @@ https://spinscale.de/posts/2021-08-25-using-testcontainers-to-test-elasticsearch
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@@ -395800,7 +396600,7 @@ https://spring.io/projects/spring-cloud/-kubernetes:
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@@ -396762,7 +397562,7 @@ https://stackoverflow.com/collectives:
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@@ -396794,7 +397594,7 @@ https://stackoverflow.com/collectives/aws:
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@@ -396819,7 +397619,7 @@ https://stackoverflow.com/collectives/azure:
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@@ -396844,7 +397644,7 @@ https://stackoverflow.com/collectives/ci-cd:
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@@ -396870,7 +397670,7 @@ https://stackoverflow.com/collectives/gitlab:
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@@ -396905,7 +397705,7 @@ https://stackoverflow.com/collectives/go:
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@@ -396937,7 +397737,7 @@ https://stackoverflow.com/collectives/google-cloud:
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   health_score: 100.0
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@@ -396963,7 +397763,7 @@ https://stackoverflow.com/collectives/wso2:
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@@ -396989,7 +397789,7 @@ https://stackoverflow.com/questions/11763376/difference-between-netstat-and-ss-i
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@@ -397118,7 +397918,7 @@ https://stackoverflow.com/questions/26003298/how-to-setup-local-git-with-local-b
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@@ -397210,7 +398010,7 @@ https://stackoverflow.com/questions/41341823/running-oracle-sql-scripts-with-ans
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   health_score: 100.0
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@@ -397242,7 +398042,7 @@ https://stackoverflow.com/questions/41796466/ansible-playbook-to-execute-oracle-
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   health_score: 100.0
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@@ -397274,7 +398074,7 @@ https://stackoverflow.com/questions/42766349/run-nexus-3-with-docker-in-a-kubern
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   health_score: 100.0
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@@ -397308,7 +398108,7 @@ https://stackoverflow.com/questions/44308167/how-to-map-a-mysql-json-column-to-a
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@@ -397342,7 +398142,7 @@ https://stackoverflow.com/questions/45889796/can-i-have-an-entire-declarative-pi
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   health_score: 100.0
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@@ -397376,7 +398176,7 @@ https://stackoverflow.com/questions/47307368/what-is-the-difference-between-an-a
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   health_score: 100.0
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@@ -397408,7 +398208,7 @@ https://stackoverflow.com/questions/55515594/is-there-a-way-to-share-a-configmap
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736001.669358
+  last_checked: 1781736001
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:01.669358+02:00'
   last_ai_eval: null
@@ -397441,7 +398241,7 @@ https://stackoverflow.com/questions/56214715/accessing-the-kubernetes-rest-end-p
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736036.104306
+  last_checked: 1781736036
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:36.104306+02:00'
   last_ai_eval: null
@@ -397472,7 +398272,7 @@ https://stackoverflow.com/questions/57107282/prometheus-and-activemq-integration
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033335.794885
+  last_checked: 1779033335
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:35.794885+02:00'
   last_ai_eval: null
@@ -397501,7 +398301,7 @@ https://stackoverflow.com/questions/58019605/how-can-we-programmatically-approve
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735949.963395
+  last_checked: 1781735949
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:09.963395+02:00'
   last_ai_eval: null
@@ -397535,7 +398335,7 @@ https://stackoverflow.com/questions/59518363/is-that-possible-to-deploy-an-opens
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736122.5303
+  last_checked: 1781736122
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:02.530300+02:00'
   last_ai_eval: null
@@ -397568,7 +398368,7 @@ https://stackoverflow.com/questions/72657318/how-is-flyte-tailored-to-data-and-m
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736090.837361
+  last_checked: 1781736090
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:30.837361+02:00'
   last_ai_eval: null
@@ -397600,7 +398400,7 @@ https://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034208.086819
+  last_checked: 1779034208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.086819+02:00'
   last_ai_eval: null
@@ -397631,7 +398431,7 @@ https://stackoverflow.com/questions/tagged/nexus3:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033092.321515
+  last_checked: 1779033092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.321515+02:00'
   last_ai_eval: null
@@ -397659,7 +398459,7 @@ https://stackpulse.com/blog/automated-kubernetes-pod-restarting-analysis-with-st
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034471.383392
+  last_checked: 1779034471
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:31.383392+02:00'
   last_ai_eval: null
@@ -397691,7 +398491,7 @@ https://stackpulse.com/blog/challenges-of-running-services-with-k8s-reliably:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032811.858371
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:51.858371+02:00'
   last_ai_eval: null
@@ -397725,7 +398525,7 @@ https://stackpulse.com/blog/https-stackpulse-com-blog-kubernetes-production-best
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031055.704295
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:35.704295+02:00'
   last_ai_eval: null
@@ -397759,7 +398559,7 @@ https://stackpulse.com/blog/monoliths-vs-microservices-best-practices:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033725.561889
+  last_checked: 1779033725
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:05.561889+02:00'
   last_ai_eval: null
@@ -397793,7 +398593,7 @@ https://stackpulse.com/blog/monoliths-vs-microservices-challenges:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029304.286515
+  last_checked: 1779029304
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:24.286515+02:00'
   last_ai_eval: null
@@ -397826,7 +398626,7 @@ https://stackpulse.com/blog/no-sre-is-not-the-new-devops-unless-it-is:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029962.053342
+  last_checked: 1779029962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:22.053342+02:00'
   last_ai_eval: null
@@ -397858,7 +398658,7 @@ https://stackshare.io/stackups/kubernetes-vs-portainer:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031396.807041
+  last_checked: 1779031396
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.807041+02:00'
   last_ai_eval: null
@@ -397988,7 +398788,7 @@ https://statemanagement.substack.com/p/hating-the-code-of-others:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033397.811423
+  last_checked: 1779033397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.811423+02:00'
   last_ai_eval: null
@@ -398021,7 +398821,7 @@ https://static.brandonpotter.com/kubernetes/DeploymentBuilder.html:
   addition_method: manual
   content_hash: 2b5c13fdda15b451fe7efeb4e8d6aa0a60d461f1fc57476ea8e28f179ea36715
   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:01.426559+02:00'
   last_ai_eval: null
@@ -398181,7 +398981,7 @@ https://status.aws.amazon.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033949.779456
+  last_checked: 1779033949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.779456+02:00'
   last_ai_eval: null
@@ -398339,7 +399139,7 @@ https://stedolan.github.io/jq:
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   content_hash: d7c0ad2d260c4f72a7ea8893da572acb43a9482a367438dd292d4b5bfcadf10f
   health_score: 100.0
-  last_checked: 1779030238.543428
+  last_checked: 1779030238
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:58.543428+02:00'
   last_ai_eval: null
@@ -398366,7 +399166,7 @@ https://stelfstartup.com:
   addition_method: null
   content_hash: null
   health_score: null
-  last_checked: 1780401152.315773
+  last_checked: 1780401152
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315773+02:00'
   last_ai_eval: null
@@ -398392,7 +399192,7 @@ https://stelligent.github.io/config-lint:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:06:53.135772+02:00'
   last_ai_eval: null
@@ -398487,7 +399287,7 @@ https://storageclass.info/csidrivers:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030285.058057
+  last_checked: 1779030285
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.058057+02:00'
   last_ai_eval: null
@@ -398520,7 +399320,7 @@ https://store.docker.com/editions/community/docker-ce-desktop-windows:
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   health_score: 100.0
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+  last_checked: 1779034265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.282613+02:00'
   last_ai_eval: null
@@ -398550,7 +399350,7 @@ https://stories.schubergphilis.com/terraform-aws-management-using-your-google-ac
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029322.809384
+  last_checked: 1779029322
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.809384+02:00'
   last_ai_eval: null
@@ -398582,7 +399382,7 @@ https://storiesfromtheherd.com/unpacking-observability-a-beginners-guide-833258a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030739.406361
+  last_checked: 1779030739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:19.406361+02:00'
   last_ai_eval: null
@@ -398720,7 +399520,7 @@ https://strimzi.io/blog/2019/10/14/improving-prometheus-metrics:
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   discovered_at: '2026-05-17T18:00:12.238978+02:00'
   last_ai_eval: null
@@ -398951,7 +399751,7 @@ https://stu2b50.dev/posts/things-you-wante9665:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032242.919821
+  last_checked: 1779032242
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:22.919821+02:00'
   last_ai_eval: null
@@ -399020,7 +399820,7 @@ https://stwipe.com:
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   discovered_at: '2026-06-02T00:23:01.792276+02:00'
   last_ai_eval: null
@@ -399064,7 +399864,7 @@ https://substack.com/@pvergadia:
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   health_score: null
-  last_checked: 1780352561.468562
+  last_checked: 1780352561
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468562+02:00'
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@@ -399104,7 +399904,7 @@ https://sumanprasad.hashnode.dev/a-beginners-guide-to-ingress-and-ingress-contro
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   health_score: 100.0
-  last_checked: 1779029899.161354
+  last_checked: 1779029899
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:19.161354+02:00'
   last_ai_eval: null
@@ -399138,7 +399938,7 @@ https://sumanprasad.hashnode.dev/everything-about-kubernetes-services-discovery-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.659018
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.659018+02:00'
   last_ai_eval: null
@@ -399170,7 +399970,7 @@ https://sumanthkumarc.medium.com/debugging-namespace-deletion-issue-in-kubernete
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031647
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.283154+02:00'
   last_ai_eval: null
@@ -399204,7 +400004,7 @@ https://sumanthkumarc.medium.com/kubernetes-rbac-update-default-clusterroles-wit
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779030891
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.235504+02:00'
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@@ -399236,7 +400036,7 @@ https://sunnykkc13.medium.com/deep-dive-into-kubernetes-238258c9a536:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033663.199471
+  last_checked: 1779033663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.199471+02:00'
   last_ai_eval: null
@@ -399467,7 +400267,7 @@ https://superuser.openstack.org/articles/run-your-kubernetes-cluster-on-openstac
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:13.837245+02:00'
   last_ai_eval: null
@@ -399526,7 +400326,7 @@ https://supple.com.au/tools/google-advanced-search-operators:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:48.530963+02:00'
   last_ai_eval: null
@@ -399553,7 +400353,7 @@ https://support.apple.com/en-us/102650:
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   discovered_at: '2026-05-18T20:54:55.031382+02:00'
   last_ai_eval: null
@@ -399579,7 +400379,7 @@ https://support.apple.com/en-us/HT201236:
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   discovered_at: '2026-05-17T16:54:00.699189+02:00'
   last_ai_eval: null
@@ -399639,7 +400439,7 @@ https://support.cloudbees.com/hc/en-us/articles/227246387-How-to-Configure-Jenki
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033421.823907
+  last_checked: 1779033421
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:01.823907+02:00'
   last_ai_eval: null
@@ -399783,7 +400583,7 @@ https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779031111
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:31.028555+02:00'
   last_ai_eval: null
@@ -399817,7 +400617,7 @@ https://support.sonatype.com/hc/en-us/articles/213465768-SSL-Certificate-Guide:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031122.226692
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   needs_ai_refresh: false
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   last_ai_eval: null
@@ -399850,7 +400650,7 @@ https://support.sonatype.com/hc/en-us/articles/360009696054-How-to-delete-docker
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033923.769807
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   discovered_at: '2026-05-17T18:05:23.769807+02:00'
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@@ -399981,7 +400781,7 @@ https://survey.stackoverflow.co:
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   health_score: 100.0
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   discovered_at: '2026-05-18T20:54:54.996882+02:00'
   last_ai_eval: null
@@ -400006,7 +400806,7 @@ https://survey.stackoverflow.co/2021:
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   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.930152+02:00'
   last_ai_eval: null
@@ -400031,7 +400831,7 @@ https://survey.stackoverflow.co/2022:
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:29.088360+02:00'
   last_ai_eval: null
@@ -400120,7 +400920,7 @@ https://swagger.io/tools/swaggerhub:
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   discovered_at: '2026-05-17T18:11:13.402652+02:00'
   last_ai_eval: null
@@ -400148,7 +400948,7 @@ https://swapnil-chougule.medium.com/rapid-feature-engineering-through-sql-a92b09
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779032639
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:59.821549+02:00'
   last_ai_eval: null
@@ -400214,7 +401014,7 @@ https://swirlai.substack.com/p/sai-08-request-response-model-deployment:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034034.421602
+  last_checked: 1779034034
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:14.421602+02:00'
   last_ai_eval: null
@@ -400246,7 +401046,7 @@ https://swissarmydevops.com:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779032160
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:00.289109+02:00'
   last_ai_eval: null
@@ -400278,7 +401078,7 @@ https://swwapnilp.medium.com/how-does-slack-use-terraform-104b1e96c97d:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029678.56497
+  last_checked: 1779029678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.564970+02:00'
   last_ai_eval: null
@@ -400312,7 +401112,7 @@ https://syedasadrazadevops.medium.com/deep-dive-into-kubernetes-way-to-know-abou
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030731.874383
+  last_checked: 1779030731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:11.874383+02:00'
   last_ai_eval: null
@@ -400380,7 +401180,7 @@ https://symbiosis.host/blog/comparing-cluster-creation-times:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.987644+02:00'
   last_ai_eval: null
@@ -400406,7 +401206,7 @@ https://symbiosis.host/blog/comparing-node-launch-times:
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   content_hash: 9b41317200f1b087322c3a792471b31fc491a8397c8153c7090b534ae87c9b3a
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:55.482838+02:00'
   last_ai_eval: null
@@ -400500,7 +401300,7 @@ https://syntax.fm/show/162/the-fundamentals-js:
   addition_method: manual
   content_hash: 62a15a28a723a7b5fbb785eab7a0a633e9d7e96ac16f99efa87c115d26b5140b
   health_score: 100.0
-  last_checked: 1779031164.460951
+  last_checked: 1779031164
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:24.460951+02:00'
   last_ai_eval: null
@@ -400527,7 +401327,7 @@ https://sysadmin.prod.acquia-sites.com/sysadmin/container-guides-2020:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031016.595063
+  last_checked: 1779031016
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:56.595063+02:00'
   last_ai_eval: null
@@ -400559,7 +401359,7 @@ https://sysadmincasts.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032376.795032
+  last_checked: 1779032376
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.795032+02:00'
   last_ai_eval: null
@@ -400591,7 +401391,7 @@ https://sysadmincasts.com/episodes/74-nomad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029310.273505
+  last_checked: 1779029310
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.273505+02:00'
   last_ai_eval: null
@@ -400691,7 +401491,7 @@ https://sysadminxpert.com/how-to-enable-slow-query-logs-in-aws-rds-mysql:
   addition_method: manual
   content_hash: 11a7521dd21c21a2222facb0733ad4fa1c79cbcaf46c7ba563e72a3c8f4bce97
   health_score: 100.0
-  last_checked: 1779029057.425099
+  last_checked: 1779029057
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:44:17.425099+02:00'
   last_ai_eval: null
@@ -400821,7 +401621,7 @@ https://sysdig.com/blog/container-security-best-practices:
   addition_method: manual
   content_hash: f893da48d67deb4162cab70779f005a5e84809d8befe5d819e885c03c6539001
   health_score: 100.0
-  last_checked: 1779031416.504035
+  last_checked: 1779031416
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:36.504035+02:00'
   last_ai_eval: null
@@ -400848,7 +401648,7 @@ https://sysdig.com/blog/cve-2021-20291-cri-o-podman:
   addition_method: manual
   content_hash: 50eb90d95fea8fd9a40bc84d6292e8dba20ee171976a72651b2e94eb50dd73f6
   health_score: 100.0
-  last_checked: 1779030418.759772
+  last_checked: 1779030418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.759772+02:00'
   last_ai_eval: null
@@ -400875,7 +401675,7 @@ https://sysdig.com/blog/debug-kubernetes-crashloopbackoff:
   addition_method: manual
   content_hash: e6d9e2c39ed682e311378e0db059530a4b4ca7239ff42718cca9014b6f924a7e
   health_score: 100.0
-  last_checked: 1779031538.08933
+  last_checked: 1779031538
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:38.089330+02:00'
   last_ai_eval: null
@@ -400902,7 +401702,7 @@ https://sysdig.com/blog/dockerfile-best-practices:
   addition_method: manual
   content_hash: 51f85115a9e7a16c3385b5c08cf8fdee92f06beb28807a203a47833fe11aa2e2
   health_score: 100.0
-  last_checked: 1779029246.883151
+  last_checked: 1779029246
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:26.883151+02:00'
   last_ai_eval: null
@@ -400930,7 +401730,7 @@ https://sysdig.com/blog/exposed-prometheus-exploit-kubernetes-kubeconeu:
   addition_method: manual
   content_hash: edb932b5a6b675b954f561b31efcb02120001402d29679d3ec296c11d876de90
   health_score: 100.0
-  last_checked: 1779030207.315725
+  last_checked: 1779030207
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:27.315725+02:00'
   last_ai_eval: null
@@ -400958,7 +401758,7 @@ https://sysdig.com/blog/gitops-iac-security-source:
   addition_method: manual
   content_hash: d8d9b36ebc05d20debfc5b9450ec9ae54065c81f8be1de87363360b1c3a9f78d
   health_score: 100.0
-  last_checked: 1779033609.784381
+  last_checked: 1779033609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:09.784381+02:00'
   last_ai_eval: null
@@ -400985,7 +401785,7 @@ https://sysdig.com/blog/how-to-monitor-coredns:
   addition_method: manual
   content_hash: 57004886e0f38874510bcbf876bc14013468b2017fce7199b77eb4f41767b9e2
   health_score: 100.0
-  last_checked: 1779031696.748068
+  last_checked: 1779031696
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:16.748068+02:00'
   last_ai_eval: null
@@ -401012,7 +401812,7 @@ https://sysdig.com/blog/how-to-secure-helm:
   addition_method: manual
   content_hash: b3cb86ee7230857101935c597168527dd884c5121c7d81c5c8888dd208e53d38
   health_score: 100.0
-  last_checked: 1779033092.472972
+  last_checked: 1779033092
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:32.472972+02:00'
   last_ai_eval: null
@@ -401039,7 +401839,7 @@ https://sysdig.com/blog/image-scanning-best-practices:
   addition_method: manual
   content_hash: 2e42efc23e9a36d9c15b25f5171083d59c6f76ef587a00a0bcdec008297e4c29
   health_score: 100.0
-  last_checked: 1779033949.687688
+  last_checked: 1779033949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:49.687688+02:00'
   last_ai_eval: null
@@ -401066,7 +401866,7 @@ https://sysdig.com/blog/intro-runtime-security-falco:
   addition_method: manual
   content_hash: 6a14d5fd411abf8ad61126205350c219b84db12d8fd92dad73d3aa0ac9aa7a65
   health_score: 100.0
-  last_checked: 1779030204.56871
+  last_checked: 1779030204
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:24.568710+02:00'
   last_ai_eval: null
@@ -401094,7 +401894,7 @@ https://sysdig.com/blog/k3s-sysdig-falco:
   addition_method: manual
   content_hash: fe2490d1f1a1c0ac59c305a4189008518c9fb77a3ea4e8ca03276275465e3ced
   health_score: 100.0
-  last_checked: 1779032248.88533
+  last_checked: 1779032248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:28.885330+02:00'
   last_ai_eval: null
@@ -401121,7 +401921,7 @@ https://sysdig.com/blog/kubernetes-1-22-whats-new:
   addition_method: manual
   content_hash: a7cdf9a15b958f6cde6d4698225c82d87fca66d6d9ebafd6567042d18397539f
   health_score: 100.0
-  last_checked: 1779031548.32589
+  last_checked: 1779031548
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:48.325890+02:00'
   last_ai_eval: null
@@ -401148,7 +401948,7 @@ https://sysdig.com/blog/kubernetes-1-23-whats-new:
   addition_method: manual
   content_hash: 82589600d0577d8fb4d30471cf10db630cfee8e0b9535966bb1647723e6233bb
   health_score: 100.0
-  last_checked: 1779029274.237484
+  last_checked: 1779029274
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:54.237484+02:00'
   last_ai_eval: null
@@ -401175,7 +401975,7 @@ https://sysdig.com/blog/kubernetes-1-24-whats-new:
   addition_method: manual
   content_hash: 002b1983ae4fe183138d0cc909af3a8f27344e35ee51f0c5816598268b3c38c5
   health_score: 100.0
-  last_checked: 1779029172.221782
+  last_checked: 1779029172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:12.221782+02:00'
   last_ai_eval: null
@@ -401202,7 +402002,7 @@ https://sysdig.com/blog/kubernetes-1-25-whats-new:
   addition_method: manual
   content_hash: fd95f948f64096a5e8fbf5bb2f7cb384b29dd239b3f15f3f3c7c038cf00d5c71
   health_score: 100.0
-  last_checked: 1779030418.75898
+  last_checked: 1779030418
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:58.758980+02:00'
   last_ai_eval: null
@@ -401229,7 +402029,7 @@ https://sysdig.com/blog/kubernetes-1-26-whats-new:
   addition_method: manual
   content_hash: 5e1e6f1281b436f2ee3549b001873ee7bc1ffc522ce86471ef6ad60ea424f408
   health_score: 100.0
-  last_checked: 1779032254.819171
+  last_checked: 1779032254
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:34.819171+02:00'
   last_ai_eval: null
@@ -401256,7 +402056,7 @@ https://sysdig.com/blog/kubernetes-1-27-whats-new:
   addition_method: manual
   content_hash: 0bbd49737f8341ad3e966b34e76030aa6e8b1a951b83649484bf743bafb1e48d
   health_score: 100.0
-  last_checked: 1779032074.373095
+  last_checked: 1779032074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:34.373095+02:00'
   last_ai_eval: null
@@ -401283,7 +402083,7 @@ https://sysdig.com/blog/kubernetes-admission-controllers:
   addition_method: manual
   content_hash: 66f61a3b22a17a0741227ab7c9af4ba64715f22beb196ee91f2837c6b8e8944f
   health_score: 100.0
-  last_checked: 1779033313.592698
+  last_checked: 1779033313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.592698+02:00'
   last_ai_eval: null
@@ -401310,7 +402110,7 @@ https://sysdig.com/blog/kubernetes-audit-log-falco:
   addition_method: manual
   content_hash: 5bb4342ff706cb923cbc30c55c941dfdfa944eaa1008e77a387a1fbd8814823b
   health_score: 100.0
-  last_checked: 1779030558.676068
+  last_checked: 1779030558
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:18.676068+02:00'
   last_ai_eval: null
@@ -401337,7 +402137,7 @@ https://sysdig.com/blog/kubernetes-autoscaler:
   addition_method: manual
   content_hash: 875f6def335dd121b092c4f41ec4091e5aad656d34b1c800b898aed665fee2c7
   health_score: 100.0
-  last_checked: 1779030986.224684
+  last_checked: 1779030986
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:26.224684+02:00'
   last_ai_eval: null
@@ -401365,7 +402165,7 @@ https://sysdig.com/blog/kubernetes-capacity-planning:
   addition_method: manual
   content_hash: d5b8092a5f62fa6113bd510a388194276563367be669dd8a2f0e1d45d7550b41
   health_score: 100.0
-  last_checked: 1779030000.540828
+  last_checked: 1779030000
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:00.540828+02:00'
   last_ai_eval: null
@@ -401392,7 +402192,7 @@ https://sysdig.com/blog/kubernetes-hpa-prometheus:
   addition_method: manual
   content_hash: 6bd53f6e58733659cb7a3e6f7ff5ba598cfd0c9522afd1cdee09d6cd442f6caf
   health_score: 100.0
-  last_checked: 1779029573.278189
+  last_checked: 1779029573
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:53.278189+02:00'
   last_ai_eval: null
@@ -401420,7 +402220,7 @@ https://sysdig.com/blog/kubernetes-limits-requests:
   addition_method: manual
   content_hash: 14bffcf6e299be62389f02e49aef6d0489bd0b182e15af8af294e01eb7c9abc0
   health_score: 100.0
-  last_checked: 1779029556.54147
+  last_checked: 1779029556
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:36.541470+02:00'
   last_ai_eval: null
@@ -401448,7 +402248,7 @@ https://sysdig.com/blog/kubernetes-monitoring-best-practices:
   addition_method: manual
   content_hash: 36fdc4531647895d5e90b68573e1de51124aee17f7ef2b7c5bf9630d3ca6f703
   health_score: 100.0
-  last_checked: 1779033068.240264
+  last_checked: 1779033068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:08.240264+02:00'
   last_ai_eval: null
@@ -401476,7 +402276,7 @@ https://sysdig.com/blog/kubernetes-monitoring-prometheus:
   addition_method: manual
   content_hash: 02e64c274af60a60c8d0d04aac75b6d51c25ccc54e09483b996bf3d209af8c67
   health_score: 100.0
-  last_checked: 1779034273.077784
+  last_checked: 1779034273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.077784+02:00'
   last_ai_eval: null
@@ -401503,7 +402303,7 @@ https://sysdig.com/blog/kubernetes-pod-evicted:
   addition_method: manual
   content_hash: 720ace0c2efd87924440f5c923e91b0fcf2fb19910b03e5932ed86d303cdbe6c
   health_score: 100.0
-  last_checked: 1779030730.254335
+  last_checked: 1779030730
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:10.254335+02:00'
   last_ai_eval: null
@@ -401530,7 +402330,7 @@ https://sysdig.com/blog/kubernetes-pod-pending-problems:
   addition_method: manual
   content_hash: bf539e398acbb0c55e4f6d7ff7ade9e1dcf9dcb3e7217483b4d0491abf7f0dcb
   health_score: 100.0
-  last_checked: 1779029070.719631
+  last_checked: 1779029070
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:30.719631+02:00'
   last_ai_eval: null
@@ -401557,7 +402357,7 @@ https://sysdig.com/blog/kubernetes-resource-limits:
   addition_method: manual
   content_hash: 56ce85a31ba02575f9deb089e088b9f9a1034393d40acc174a990d5d3b80c5b3
   health_score: 100.0
-  last_checked: 1779032802.095585
+  last_checked: 1779032802
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:42.095585+02:00'
   last_ai_eval: null
@@ -401584,7 +402384,7 @@ https://sysdig.com/blog/kubernetes-services-clusterip-nodeport-loadbalancer:
   addition_method: manual
   content_hash: 4a9f25b37d72d3025aff04bfaf745c6893da8455a8958c7710fba836462ff624
   health_score: 100.0
-  last_checked: 1779033731.282284
+  last_checked: 1779033731
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:11.282284+02:00'
   last_ai_eval: null
@@ -401611,7 +402411,7 @@ https://sysdig.com/blog/mitigating-log4j-kubernetes-network-policies:
   addition_method: manual
   content_hash: c3f01b1f5b7acaeca677f63a174796c68e1c5c8839b931130a49f6d09f678dc8
   health_score: 100.0
-  last_checked: 1779032969.017639
+  last_checked: 1779032969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:29.017639+02:00'
   last_ai_eval: null
@@ -401638,7 +402438,7 @@ https://sysdig.com/blog/monitor-etcd:
   addition_method: manual
   content_hash: 5335557cdd3890bc9cfb972ca6b4d4c0d225837ee268d19a4138487fde848edb
   health_score: 100.0
-  last_checked: 1779031429.066078
+  last_checked: 1779031429
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:49.066078+02:00'
   last_ai_eval: null
@@ -401665,7 +402465,7 @@ https://sysdig.com/blog/monitor-istio:
   addition_method: manual
   content_hash: 55aa07d99e84eb1d5ca7c648b18a2103c53ffb4bf2655f0e1b6bc54ea36d7816
   health_score: 100.0
-  last_checked: 1779029251.907979
+  last_checked: 1779029251
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:31.907979+02:00'
   last_ai_eval: null
@@ -401692,7 +402492,7 @@ https://sysdig.com/blog/monitor-kube-proxy:
   addition_method: manual
   content_hash: 1d39578b7f47600bdf1b70440a34f631eb27f09494545525288ff440221e102a
   health_score: 100.0
-  last_checked: 1779033296.049268
+  last_checked: 1779033296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.049268+02:00'
   last_ai_eval: null
@@ -401719,7 +402519,7 @@ https://sysdig.com/blog/monitor-kubernetes-control-plane:
   addition_method: manual
   content_hash: 5882fe4c8c26a5072d0eef1f269c852e44601ee5740ce758ff4b5e8cee0cd1f5
   health_score: 100.0
-  last_checked: 1779031752.615836
+  last_checked: 1779031752
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.615836+02:00'
   last_ai_eval: null
@@ -401747,7 +402547,7 @@ https://sysdig.com/blog/monitor-oracle-database-prometheus:
   addition_method: manual
   content_hash: 39fac36079fa1c216a265eaf338403c767c5ef6db418385c220b3b368b26ce87
   health_score: 100.0
-  last_checked: 1779029735.282329
+  last_checked: 1779029735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:35.282329+02:00'
   last_ai_eval: null
@@ -401774,7 +402574,7 @@ https://sysdig.com/blog/monitoring-kubernetes:
   addition_method: manual
   content_hash: 9cb65ad11d6c0a8646f644de6b48e0d92177b631da8b026a1258953eb9610445
   health_score: 100.0
-  last_checked: 1779032344.160712
+  last_checked: 1779032344
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:04.160712+02:00'
   last_ai_eval: null
@@ -401801,7 +402601,7 @@ https://sysdig.com/blog/postgresql-monitoring:
   addition_method: manual
   content_hash: e75bf5ab231f9b9aa576c6884b2da6491bb1f8fc9cfc6666e66a17099e88c140
   health_score: 100.0
-  last_checked: 1779031999.959603
+  last_checked: 1779031999
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:19.959603+02:00'
   last_ai_eval: null
@@ -401828,7 +402628,7 @@ https://sysdig.com/blog/prometheus-2-37-lts:
   addition_method: manual
   content_hash: 995e20b1e6d22e157cfde15e9ad0109dcbe9c947ba4b15b0bcad91c3880f8242
   health_score: 100.0
-  last_checked: 1779031615.290063
+  last_checked: 1779031615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:55.290063+02:00'
   last_ai_eval: null
@@ -401855,7 +402655,7 @@ https://sysdig.com/blog/redis-prometheus:
   addition_method: manual
   content_hash: 456247e7819d327f2779f42b8e8825fcca750ff601db311b73c16444d6b8c05a
   health_score: 100.0
-  last_checked: 1779031399.12448
+  last_checked: 1779031399
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:19.124480+02:00'
   last_ai_eval: null
@@ -401882,7 +402682,7 @@ https://sysdig.com/blog/secure-kubernetes-deployment-signature-verification:
   addition_method: manual
   content_hash: b78aeece737884bf9354d517a0fafb70d67c62df05888d42d7cd971082227a82
   health_score: 100.0
-  last_checked: 1779029897.21739
+  last_checked: 1779029897
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:17.217390+02:00'
   last_ai_eval: null
@@ -401910,7 +402710,7 @@ https://sysdig.com/blog/sysdig-2021-container-security-usage-report:
   addition_method: manual
   content_hash: b4d3a747b90d9f0681964fb1802534906540db727c9d11e0b0808a15002e5c00
   health_score: 100.0
-  last_checked: 1779033046.622534
+  last_checked: 1779033046
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.622534+02:00'
   last_ai_eval: null
@@ -401938,7 +402738,7 @@ https://sysdig.com/blog/sysdig-and-apolicy-join-forces-to-help-customer-secure-i
   addition_method: manual
   content_hash: c1a51ab429c4909ca28750312c84fb39273b23e55a236f4d91c8a7399f35bb42
   health_score: 100.0
-  last_checked: 1779034456.444632
+  last_checked: 1779034456
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.444632+02:00'
   last_ai_eval: null
@@ -401965,7 +402765,7 @@ https://sysdig.com/blog/top-owasp-kubernetes:
   addition_method: manual
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@@ -401992,7 +402792,7 @@ https://sysdig.com/blog/triaging-malicious-docker-container:
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@@ -402019,7 +402819,7 @@ https://sysdig.com/blog/troubleshoot-kubernetes-oom:
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@@ -402046,7 +402846,7 @@ https://sysdig.com/blog/vulnerability-assessment:
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@@ -402073,7 +402873,7 @@ https://sysdig.com/blog/whats-new-kubernetes-1-20:
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@@ -402100,7 +402900,7 @@ https://sysdig.com/resources/ebooks/kubernetes-security-guide:
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@@ -402166,7 +402966,7 @@ https://systemcenterdudes.com/create-operational-sccm-collection-using-powershel
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@@ -402194,7 +402994,7 @@ https://systemweakness.com/owasp-k8s-security-insecure-workload-configurations-c
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029826.547149
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   needs_ai_refresh: false
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@@ -402226,7 +403026,7 @@ https://t.co/5E4FLUyh98:
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@@ -402261,7 +403061,7 @@ https://t.co/AF9GfbgBWZ:
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@@ -402290,7 +403090,7 @@ https://t.co/C6uicr7ZPS:
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@@ -402326,7 +403126,7 @@ https://t.co/EKsVgKA4xn:
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@@ -402361,7 +403161,7 @@ https://t.co/F244mqpeaR:
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@@ -402390,7 +403190,7 @@ https://t.co/FhNsA9iy4Q:
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@@ -402419,7 +403219,7 @@ https://t.co/PPlhHZx5Bh:
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@@ -402449,7 +403249,7 @@ https://t.co/UmacHpStqI:
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@@ -402483,7 +403283,7 @@ https://t.co/cvOceuueCF:
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@@ -402518,7 +403318,7 @@ https://t.co/hshyLt0r2x:
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@@ -402547,7 +403347,7 @@ https://t.co/mv3tyz1oRt:
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@@ -402576,7 +403376,7 @@ https://t.co/qXtIPX5eF6:
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@@ -402607,7 +403407,7 @@ https://t.co/y414rbxM7l:
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@@ -402645,7 +403445,7 @@ https://t.…:
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   health_score: 100.0
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@@ -402710,7 +403510,7 @@ https://tailscale.com/kb/1021/install-aws:
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@@ -402802,7 +403602,7 @@ https://talkpython.fm/episodes/transcript/39/getting-your-first-dev-job-as-a-pyt
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@@ -402861,7 +403661,7 @@ https://tanzu.vmware.com/content/blog/introducing-kubeacademy-pro-in-depth-kuber
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@@ -402891,7 +403691,7 @@ https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes
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@@ -402924,7 +403724,7 @@ https://tanzu.vmware.com/content/blog/vmware-tanzu-sql-mysql-at-scale-kubernetes
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@@ -402951,7 +403751,7 @@ https://tanzu.vmware.com/developer/guides/kubernetes/app-enhancements-spring-k8s
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@@ -402978,7 +403778,7 @@ https://tatiyants.com/jenkins-build-monitor:
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@@ -403204,7 +404004,7 @@ https://tecadmin.net/read-write-csv-in-python:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:10:19.208996+02:00'
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@@ -403307,7 +404107,7 @@ https://tech.aabouzaid.com/2022/11/set-openapi-patch-strategy-for-kubernetes-cus
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   health_score: 100.0
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@@ -403373,7 +404173,7 @@ https://tech.deliveryhero.com/dynamically-overscaling-a-kubernetes-cluster-with-
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   health_score: 100.0
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@@ -403404,7 +404204,7 @@ https://tech.ebayinc.com/engineering/resiliency-and-disaster-recovery-with-kafka
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@@ -403433,7 +404233,7 @@ https://tech.gogoair.com/jenkins-jobs-as-code-with-groovy-dsl-c8143837593a:
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   health_score: 100.0
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@@ -403466,7 +404266,7 @@ https://tech.loveholidays.com/dynamic-alert-routing-with-prometheus-and-alertman
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   health_score: 100.0
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@@ -403500,7 +404300,7 @@ https://tech.loveholidays.com/gke-multi-cluster-services-one-bad-probe-away-from
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   health_score: 100.0
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@@ -403534,7 +404334,7 @@ https://tech.loveholidays.com/load-testing-in-production-with-grafana-loki-kuber
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@@ -403667,7 +404467,7 @@ https://tech.showmax.com/2021/08/developers-101-kubernetes:
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   health_score: 100.0
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@@ -403699,7 +404499,7 @@ https://tech.trell.co/redis-cluster-creation-automation-5e71eedf0e56:
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   health_score: 100.0
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@@ -403731,7 +404531,7 @@ https://tech.twenix.com/securiza-tu-infraestructura-cloud-sin-arruinarte-d9d2e2d
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   health_score: 100.0
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@@ -403766,7 +404566,7 @@ https://techbeacon.com/enterprise-it/25-kubernetes-experts-you-should-follow-twi
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@@ -404573,7 +405373,7 @@ https://techcommunity.microsoft.com/blog/appsonazureblog/simplifying-azure-kuber
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@@ -404848,7 +405648,7 @@ https://techcommunity.microsoft.com/blog/azurearchitectureblog/azure-openai-land
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@@ -404952,7 +405752,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/infra-in-azure-fo
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@@ -405024,7 +405824,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
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@@ -405087,7 +405887,7 @@ https://techcommunity.microsoft.com/blog/azuredevcommunityblog/programming-with-
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@@ -405491,7 +406291,7 @@ https://techcommunity.microsoft.com/blog/azureinfrastructureblog/unleashing-gith
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@@ -406251,7 +407051,7 @@ https://techcommunity.microsoft.com/blog/azuretoolsblog/announcing-azure-terrafy
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@@ -406561,7 +407361,7 @@ https://techcommunity.microsoft.com/blog/educatordeveloperblog/cicd-for-ai-agent
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@@ -407827,7 +408627,7 @@ https://techcommunity.microsoft.com/discussions/windowspowershell/an-example-why
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@@ -407854,7 +408654,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
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   discovered_at: '2026-05-17T17:26:17.907179+02:00'
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@@ -407881,7 +408681,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
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@@ -407909,7 +408709,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure-blog/azure-kubernetes-servi
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@@ -407992,7 +408792,7 @@ https://techcommunity.microsoft.com/t5/apps-on-azure/full-stack-net-6-apps-with-
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@@ -408020,7 +408820,7 @@ https://techcommunity.microsoft.com/t5/azure-arc-blog/in-preview-azure-key-vault
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@@ -408046,7 +408846,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-land
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   discovered_at: '2026-05-17T17:18:39.945998+02:00'
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@@ -408074,7 +408874,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture-blog/azure-openai-land
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@@ -408101,7 +408901,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4
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@@ -408129,7 +408929,7 @@ https://techcommunity.microsoft.com/t5/azure-architecture/course-blueprint/m-p/4
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   discovered_at: '2026-05-17T17:50:03.765591+02:00'
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@@ -408157,7 +408957,7 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
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   discovered_at: '2026-05-17T16:52:38.213111+02:00'
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@@ -408184,7 +408984,7 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
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@@ -408212,7 +409012,7 @@ https://techcommunity.microsoft.com/t5/azure-developer-community-blog/infra-in-a
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   discovered_at: '2026-05-17T16:49:01.939113+02:00'
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@@ -408239,7 +409039,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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   discovered_at: '2026-05-17T17:43:35.949701+02:00'
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@@ -408267,7 +409067,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -408295,7 +409095,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -408323,7 +409123,7 @@ https://techcommunity.microsoft.com/t5/azure-for-isv-and-startups/azure-orphan-r
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@@ -408349,7 +409149,7 @@ https://techcommunity.microsoft.com/t5/azure-governance-and-management/arm-templ
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@@ -408712,7 +409512,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
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@@ -408769,7 +409569,7 @@ https://techcommunity.microsoft.com/t5/azure-migration/containerize-and-migrate-
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@@ -408823,7 +409623,7 @@ https://techcommunity.microsoft.com/t5/azure-paas-blog/azure-storage-blob-count-
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@@ -408850,7 +409650,7 @@ https://techcommunity.microsoft.com/t5/azure-security-center/security-control-im
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@@ -408878,7 +409678,7 @@ https://techcommunity.microsoft.com/t5/azure-sentinel/non-interactive-logins-min
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@@ -408905,7 +409705,7 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
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   discovered_at: '2026-05-17T17:26:33.458278+02:00'
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@@ -408933,7 +409733,7 @@ https://techcommunity.microsoft.com/t5/azure-sql-blog/azure-sql-managed-instance
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@@ -408960,7 +409760,7 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
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   discovered_at: '2026-05-17T17:16:07.327894+02:00'
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@@ -408988,7 +409788,7 @@ https://techcommunity.microsoft.com/t5/azure-storage-blog/azure-container-storag
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   discovered_at: '2026-05-17T17:08:29.383318+02:00'
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@@ -409016,7 +409816,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-a-new-login-e
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:28:37.098857+02:00'
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@@ -409043,7 +409843,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
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   content_hash: 88ec5b2ae808737386227f2c567cda2344b12cbee1f81b77e50e760de6ccd337
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@@ -409070,7 +409870,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-azapi-dynamic
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   content_hash: 0abbe55b2ea8da9fc09461f6ecdd1478261ce6d4ebe9b355411b7633e8bab930
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@@ -409098,7 +409898,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/announcing-template-base
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@@ -409126,7 +409926,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/azure-landing-zones-acce
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@@ -409154,7 +409954,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/introducing-azure-verifi
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   content_hash: e10930bbb6d01059cc64d1fe5c126581a863be13dea2e65aad11a1ad2acd6d50
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@@ -409180,7 +409980,7 @@ https://techcommunity.microsoft.com/t5/azure-tools-blog/terraform-on-azure-febru
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@@ -409208,7 +410008,7 @@ https://techcommunity.microsoft.com/t5/azure/dynamic-user-membership-rules-azure
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031128.056822
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@@ -409235,7 +410035,7 @@ https://techcommunity.microsoft.com/t5/containers/securing-windows-workloads-on-
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@@ -409262,7 +410062,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-po
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@@ -409289,7 +410089,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-po
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@@ -409316,7 +410116,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
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@@ -409342,7 +410142,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
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@@ -409370,7 +410170,7 @@ https://techcommunity.microsoft.com/t5/core-infrastructure-and-security/azure-sa
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@@ -409397,7 +410197,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -409425,7 +410225,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -409453,7 +410253,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -409481,7 +410281,7 @@ https://techcommunity.microsoft.com/t5/custom/page/page-id/learn?product=All:
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@@ -409507,7 +410307,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-orphan-resource
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@@ -409535,7 +410335,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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@@ -409618,7 +410418,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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@@ -409646,7 +410446,7 @@ https://techcommunity.microsoft.com/t5/fasttrack-for-azure/azure-policy-for-azur
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   health_score: 100.0
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@@ -410172,7 +410972,7 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
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@@ -410200,7 +411000,7 @@ https://techcommunity.microsoft.com/t5/windows-powershell/an-example-why-powersh
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@@ -410234,7 +411034,7 @@ https://techcommunity.microsoft.com/tag/marketplace%20ai%20apps%20%26%20agents?n
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@@ -410376,7 +411176,7 @@ https://techcrunch.com/2021/11/30/aws-launches-karpenter-an-open-source-autoscal
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@@ -431035,7 +431835,7 @@ https://thomasthornton.cloud/2020/07/08/deploy-terraform-using-azure-devops:
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@@ -431062,7 +431862,7 @@ https://thomasthornton.cloud/2021/03/19/deploy-terraform-using-github-actions-in
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   health_score: 100.0
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@@ -431148,7 +431948,7 @@ https://thomasthornton.cloud/2021/12/26/a-devops-journey-using-azure-devops:
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@@ -431244,7 +432044,7 @@ https://thomasthornton.cloud/2022/06/02/writing-reusable-terraform-modules:
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@@ -431277,7 +432077,7 @@ https://thomasthornton.cloud/2022/06/02/writing-reusable-terraform-modules:
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@@ -431304,7 +432104,7 @@ https://thomasthornton.cloud/2023/08/11/if-elseif-or-else-in-github-actions:
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@@ -431331,7 +432131,7 @@ https://thomasthornton.cloud/2023/12/03/deploying-azure-aks-gitops-flux-extensio
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@@ -432224,7 +433024,7 @@ https://tiagodiasgeneroso.medium.com/observability-concepts-you-should-know-943f
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   health_score: 100.0
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@@ -432445,7 +433245,7 @@ https://tom-sapak.medium.com/deployment-vs-statefulset-for-stateful-applications
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -433099,7 +433899,7 @@ https://toolbox.kali-linuxtr.net/kubecrt-convert-helm-charts-to-kubernetes-resou
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   content_hash: N/A
   health_score: 100.0
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   health_score: 100.0
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   health_score: 100.0
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@@ -433320,7 +434120,7 @@ https://towardsaws.com/a-gentle-introduction-to-amazon-web-services-aws-50f18c7c
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   health_score: 100.0
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@@ -433354,7 +434154,7 @@ https://towardsaws.com/accessing-a-private-rest-api-from-another-private-rest-ap
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   health_score: 100.0
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@@ -433388,7 +434188,7 @@ https://towardsaws.com/automating-static-website-deployment-a-guide-to-ci-cd-wit
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   content_hash: N/A
   health_score: 100.0
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@@ -433420,7 +434220,7 @@ https://towardsaws.com/autoscale-kubernetes-metrics-server-fa398f8a600a:
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   health_score: 100.0
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@@ -433454,7 +434254,7 @@ https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-inf
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   health_score: 100.0
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@@ -433488,7 +434288,7 @@ https://towardsaws.com/creating-a-bastion-host-for-secure-access-to-your-aws-inf
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   health_score: 100.0
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@@ -433520,7 +434320,7 @@ https://towardsaws.com/how-to-centralize-vpc-endpoints-in-aws-64c68b5b9d50:
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@@ -439068,7 +439868,7 @@ https://uncontained.io:
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@@ -439826,7 +440626,7 @@ https://v1.uncontained.io:
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@@ -440087,7 +440887,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-1:
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   health_score: 100.0
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@@ -440118,7 +440918,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-2:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030655.096716
+  last_checked: 1779030655
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:55.096716+02:00'
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@@ -440145,7 +440945,7 @@ https://vaishnavidontha.hashnode.dev/api-testing-using-postman-part-3:
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   health_score: 100.0
-  last_checked: 1779033157.885942
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   needs_ai_refresh: false
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@@ -440244,7 +441044,7 @@ https://valohai.com/blog/llmops:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:25.252348+02:00'
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@@ -440383,7 +441183,7 @@ https://vectorized.io:
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@@ -440409,7 +441209,7 @@ https://vectorized.io/blog/open-source:
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@@ -440439,7 +441239,7 @@ https://veducate.co.uk/kubernetes-pvc-terminating:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736057
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:57.345274+02:00'
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@@ -440536,7 +441336,7 @@ https://venkatmatta.files.wordpress.com/2016/03/jmeter_distributed_testing_step_
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@@ -440565,7 +441365,7 @@ https://venturebeat.com/2020/05/19/microsoft-windows-package-manager-powertoys:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:14.816214+02:00'
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@@ -440599,7 +441399,7 @@ https://venturebeat.com/2020/05/19/microsoft-windows-terminal-wsl-gpu-support-li
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@@ -440632,7 +441432,7 @@ https://venturebeat.com/2020/12/22/cloudflare-acquires-linc-to-automate-web-app-
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@@ -440665,7 +441465,7 @@ https://venturebeat.com/2021/01/22/reflect-brings-automated-no-code-web-testing-
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@@ -440699,7 +441499,7 @@ https://venturebeat.com/2021/03/23/google-cloud-announces-network-connectivity-c
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@@ -440765,7 +441565,7 @@ https://venturebeat.com/2021/09/17/kubeshop-wants-to-be-a-kubernetes-product-pip
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@@ -440798,7 +441598,7 @@ https://venturebeat.com/2021/11/03/the-rise-of-kubernetes-and-its-impact-on-ente
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@@ -440831,7 +441631,7 @@ https://venturebeat.com/2021/11/25/amazons-aws-expands-free-egress-data-transfer
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@@ -440864,7 +441664,7 @@ https://venturebeat.com/2021/11/30/microsoft-launches-fully-managed-azure-load-t
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@@ -440898,7 +441698,7 @@ https://venturebeat.com/2021/12/03/6-big-kubernetes-container-security-launches-
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@@ -440964,7 +441764,7 @@ https://venturebeat.com/2021/12/14/gitlab-acquires-open-source-observability-dis
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@@ -441029,7 +441829,7 @@ https://venturebeat.com/2021/12/21/open-source-calendly-alternative-cal-com-prom
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@@ -441091,7 +441891,7 @@ https://venturebeat.com/2021/12/27/kubernetes-security-will-have-a-breakout-year
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   health_score: 100.0
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@@ -441680,7 +442480,7 @@ https://vimal-dwarampudi.medium.com/serverless-architecture-design-on-major-clou
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@@ -441844,7 +442644,7 @@ https://vishnu.hashnode.dev/4-types-of-nosql-databases:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:35.844497+02:00'
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@@ -441968,7 +442768,7 @@ https://visualstudiomagazine.com/articles/2020/10/07/bridge-kubernetes.aspx:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:29.522847+02:00'
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@@ -442000,7 +442800,7 @@ https://visualstudiomagazine.com/articles/2021/01/29/vs-code-tips.aspx:
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   health_score: 100.0
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@@ -442032,7 +442832,7 @@ https://visualstudiomagazine.com/articles/2022/03/10/powershell-crescendo-ga.asp
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   health_score: 100.0
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@@ -442068,7 +442868,7 @@ https://vitalflux.com/devops-architect-interview-questions:
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   health_score: 100.0
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@@ -442750,7 +443550,7 @@ https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operatio
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   health_score: 100.0
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@@ -442785,7 +443585,7 @@ https://vscode.dev:
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@@ -442821,7 +443621,7 @@ https://vscode.github.com:
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@@ -442855,7 +443655,7 @@ https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-framewo
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@@ -442915,7 +443715,7 @@ https://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparat
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   health_score: 100.0
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@@ -442947,7 +443747,7 @@ https://waltercode.medium.com/understanding-kubernetes-a68bca45c9ce:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:06:04.692610+02:00'
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@@ -443012,7 +443812,7 @@ https://waswani.medium.com/autoscaling-pods-in-kubernetes-37d05000c41:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:14:51.442386+02:00'
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@@ -443046,7 +443846,7 @@ https://waswani.medium.com/microservices-data-sharing-using-database-an-antipatt
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   health_score: 100.0
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@@ -443180,7 +443980,7 @@ https://web-check.xyz:
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   health_score: 100.0
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@@ -448085,7 +448885,7 @@ https://www.aquasec.com/wiki/display/containers/70+Best+Kubernetes+Tutorials:
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@@ -448649,7 +449449,7 @@ https://www.armosec.io/blog/kubescape-checks-if-kubernetes-exposed-to-k8s-symlin
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@@ -450168,7 +450968,7 @@ https://www.augmentedmind.de/2022/02/20/optimize-docker-image-security:
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@@ -450415,7 +451215,7 @@ https://www.awsiam.info:
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@@ -450480,7 +451280,7 @@ https://www.axway.com/en/products/api-management/full-lifecycle-api-management:
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   health_score: 100.0
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   health_score: 100.0
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@@ -450633,7 +451433,7 @@ https://www.azureviking.com/post/terraform-module-azure-dns-private-resolver:
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@@ -450817,7 +451617,7 @@ https://www.baeldung.com/docker-deploy-java-war:
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@@ -450914,7 +451714,7 @@ https://www.baeldung.com/java-thread-dump:
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@@ -450946,7 +451746,7 @@ https://www.baeldung.com/jenkins-and-jmeter:
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@@ -451036,7 +451836,7 @@ https://www.baeldung.com/kotlin/gradle-dsl:
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@@ -451069,7 +451869,7 @@ https://www.baeldung.com/kotlin/swagger-spring-rest-api:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031079.700851
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.700851+02:00'
   last_ai_eval: null
@@ -451101,7 +451901,7 @@ https://www.baeldung.com/linux/max-threads-per-process:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031739.623429
+  last_checked: 1779031739
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:59.623429+02:00'
   last_ai_eval: null
@@ -451133,7 +451933,7 @@ https://www.baeldung.com/maven-convert-to-gradle:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034115.941316
+  last_checked: 1779034115
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:35.941316+02:00'
   last_ai_eval: null
@@ -451165,7 +451965,7 @@ https://www.baeldung.com/maven-duplicate-dependencies:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034318.761361
+  last_checked: 1779034318
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.761361+02:00'
   last_ai_eval: null
@@ -451197,7 +451997,7 @@ https://www.baeldung.com/ops/istio-service-mesh:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032213.157407
+  last_checked: 1779032213
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:53.157407+02:00'
   last_ai_eval: null
@@ -451231,7 +452031,7 @@ https://www.baeldung.com/ops/kafka-list-active-brokers-in-cluster:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031464.458439
+  last_checked: 1779031464
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:24.458439+02:00'
   last_ai_eval: null
@@ -451263,7 +452063,7 @@ https://www.baeldung.com/ops/kubernetes-lightweight-distributions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031385.093879
+  last_checked: 1779031385
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.093879+02:00'
   last_ai_eval: null
@@ -451295,7 +452095,7 @@ https://www.baeldung.com/pub-sub-vs-message-queues:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032216.760306
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:56.760306+02:00'
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@@ -451329,7 +452129,7 @@ https://www.baeldung.com/spring-boot-deploy-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779032524
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:04.564602+02:00'
   last_ai_eval: null
@@ -451361,7 +452161,7 @@ https://www.baeldung.com/spring-boot-keycloak:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031882.664911
+  last_checked: 1779031882
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:22.664911+02:00'
   last_ai_eval: null
@@ -451393,7 +452193,7 @@ https://www.baeldung.com/spring-boot-servlet-containers:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:07.838259+02:00'
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@@ -451425,7 +452225,7 @@ https://www.baeldung.com/spring-cloud-config-without-git:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:16.757356+02:00'
   last_ai_eval: null
@@ -451490,7 +452290,7 @@ https://www.base64encode.org:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1781736180
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:00.184556+02:00'
   last_ai_eval: null
@@ -451657,7 +452457,7 @@ https://www.bbva.com/es/devops-que-es-y-como-mejorar-los-procesos-gracias-a-esta
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   discovered_at: '2026-05-17T16:59:13.075696+02:00'
   last_ai_eval: null
@@ -451716,7 +452516,7 @@ https://www.bbvaapimarket.com:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:09.864395+02:00'
   last_ai_eval: null
@@ -451779,7 +452579,7 @@ https://www.bbvanexttechnologies.com/blogs/filosofia-devsecops-en-el-desarrollo-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033280.478237
+  last_checked: 1779033280
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:40.478237+02:00'
   last_ai_eval: null
@@ -451813,7 +452613,7 @@ https://www.bbvanexttechnologies.com/como-definir-infraestructura-como-codigo-en
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779030472
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:52.935765+02:00'
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@@ -451877,7 +452677,7 @@ https://www.berlin-group.org/psd2-access-to-bank-accounts:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:05:53.160221+02:00'
   last_ai_eval: null
@@ -451905,7 +452705,7 @@ https://www.besanttechnologies.com/amazon-web-services-relational-database:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:15.458385+02:00'
   last_ai_eval: null
@@ -451937,7 +452737,7 @@ https://www.betsol.com/blog/devops-using-jenkins-docker-and-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033243.307684
+  last_checked: 1779033243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.307684+02:00'
   last_ai_eval: null
@@ -451968,7 +452768,7 @@ https://www.bikeshed.fm:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:09.404561+02:00'
   last_ai_eval: null
@@ -452129,7 +452929,7 @@ https://www.bionconsulting.com/blog/kubernetes-network-policies-part-2:
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:19.358885+02:00'
   last_ai_eval: null
@@ -452224,7 +453024,7 @@ https://www.blackduck.com:
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   needs_ai_refresh: false
   discovered_at: '2026-05-21T20:35:22.076353+02:00'
   last_ai_eval: null
@@ -452254,7 +453054,7 @@ https://www.blackhat.com:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034030.823212
+  last_checked: 1779034030
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:10.823212+02:00'
   last_ai_eval: null
@@ -452281,7 +453081,7 @@ https://www.blazemeter.com:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736132.51564
+  last_checked: 1781736132
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:12.515640+02:00'
   last_ai_eval: null
@@ -452315,7 +453115,7 @@ https://www.blazemeter.com/blog/continuous-integration-101-how-run-jmeter-jenkin
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032087.759552
+  last_checked: 1779032087
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:47.759552+02:00'
   last_ai_eval: null
@@ -452349,7 +453149,7 @@ https://www.blazemeter.com/blog/open-source-load-testing-tools-which-one-should-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032661.812371
+  last_checked: 1779032661
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.812371+02:00'
   last_ai_eval: null
@@ -452382,7 +453182,7 @@ https://www.blazemeter.com/blog/top-jenkins-plugins-you-cant-miss-in-2018:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029502.448475
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:42.448475+02:00'
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@@ -452419,7 +453219,7 @@ https://www.bleepingcomputer.com/news/microsoft/windows-11-can-now-install-wsl-f
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@@ -452660,7 +453460,7 @@ https://www.blog.facilcloud.com/noticias/sql-vs-nosql-which-one-should-i-use/?la
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@@ -452852,7 +453652,7 @@ https://www.bmw-connecteddrive.com:
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   health_score: 100.0
-  last_checked: 1779032989.607358
+  last_checked: 1779032989
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:49.607358+02:00'
   last_ai_eval: null
@@ -452884,7 +453684,7 @@ https://www.bmw.co.uk/en/shop/ls/country-selection:
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+  last_checked: 1781735900
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   discovered_at: '2026-06-18T00:38:20.465239+02:00'
   last_ai_eval: null
@@ -452914,7 +453714,7 @@ https://www.bmwi.de/Redaktion/EN/Dossier/gaia-x.html:
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@@ -452975,7 +453775,7 @@ https://www.boot.dev/blog/devops/how-to-restart-all-pods-in-a-kubernetes-namespa
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@@ -453006,7 +453806,7 @@ https://www.botkube.io:
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   discovered_at: '2026-05-17T18:08:30.059425+02:00'
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@@ -453035,7 +453835,7 @@ https://www.botplayautomation.com:
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   health_score: 100.0
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+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.542568+02:00'
   last_ai_eval: null
@@ -453067,7 +453867,7 @@ https://www.botplayautomation.com/post/automation-test-plan:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.089412+02:00'
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@@ -453099,7 +453899,7 @@ https://www.botplayautomation.com/post/benefits-of-codeless-automation-testing:
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   health_score: 100.0
-  last_checked: 1779030285.283385
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:45.283385+02:00'
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@@ -453131,7 +453931,7 @@ https://www.botplayautomation.com/post/best-practices-to-follow-in-software-test
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   health_score: 100.0
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@@ -453165,7 +453965,7 @@ https://www.botplayautomation.com/post/common-mistakes-test-teams-make-in-automa
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   health_score: 100.0
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@@ -453197,7 +453997,7 @@ https://www.botplayautomation.com/post/how-to-write-a-test-plan:
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   health_score: 100.0
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@@ -453229,7 +454029,7 @@ https://www.botplayautomation.com/post/types-of-software-testing:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:33.501204+02:00'
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@@ -453261,7 +454061,7 @@ https://www.botplayautomation.com/post/types-of-software-testing:
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   content_hash: N/A
   health_score: 100.0
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@@ -453666,7 +454466,7 @@ https://www.businessinsider.com/uber-coo-andrew-macdonald-ai-token-spending-hard
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@@ -453703,7 +454503,7 @@ https://www.businessinsider.es/9-factores-repercuten-felicidad-trabajador-352445
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@@ -453970,7 +454770,7 @@ https://www.businessinsider.es/empleados-ya-no-sienten-lealtad-jefes-empleadores
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@@ -453998,7 +454798,7 @@ https://www.businessinsider.es/explicacion-steve-jobs-buenos-empleados-renuncian
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@@ -454026,7 +454826,7 @@ https://www.businessinsider.es/ingenieros-software-estan-aterrorizados-posibilid
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@@ -454054,7 +454854,7 @@ https://www.businessinsider.es/menti-mi-cv-conseguir-mejor-trabajo-recomiendo-ot
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@@ -454082,7 +454882,7 @@ https://www.businessinsider.es/razon-nunca-consigues-ascender-trabajo-conseguir-
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@@ -454111,7 +454911,7 @@ https://www.businessinsider.es/tan-dificil-decir-no-jefe-965459:
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@@ -454210,7 +455010,7 @@ https://www.businessinsider.es/teletrabajar-perjudica-carrera-profesional-posibl
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   health_score: 100.0
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@@ -454594,7 +455394,7 @@ https://www.canva.com:
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   health_score: 100.0
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@@ -457786,7 +458586,7 @@ https://www.cloudcatalog.dev:
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@@ -458534,7 +459334,7 @@ https://www.cloudsavvyit.com/13842/how-to-run-phpmyadmin-in-a-docker-container:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:49:04.419634+02:00'
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@@ -458566,7 +459366,7 @@ https://www.cloudsavvyit.com/13937/how-to-ssh-into-a-docker-container:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032534.512741
+  last_checked: 1779032534
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:14.512741+02:00'
   last_ai_eval: null
@@ -458599,7 +459399,7 @@ https://www.cloudsavvyit.com/13987/how-to-use-docker-cp-to-copy-files-between-ho
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:37.909863+02:00'
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@@ -458632,7 +459432,7 @@ https://www.cloudsavvyit.com/14036/how-to-use-git-hooks-for-commit-automation:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034125.906384
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:45.906384+02:00'
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@@ -458665,7 +459465,7 @@ https://www.cloudsavvyit.com/14081/how-to-pass-environment-variables-to-docker-c
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:43.919720+02:00'
   last_ai_eval: null
@@ -458697,7 +459497,7 @@ https://www.cloudsavvyit.com/14191/how-to-clean-up-and-delete-docker-images:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030079.178026
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:19.178026+02:00'
   last_ai_eval: null
@@ -458730,7 +459530,7 @@ https://www.cloudsavvyit.com/14289/how-to-delete-git-branches-on-local-and-remot
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   health_score: 100.0
-  last_checked: 1779033290.347371
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:50.347371+02:00'
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@@ -458762,7 +459562,7 @@ https://www.cloudsavvyit.com/14508/how-to-assign-a-static-ip-to-a-docker-contain
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:10.748809+02:00'
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@@ -458794,7 +459594,7 @@ https://www.cloudsavvyit.com/14587/how-to-restart-kubernetes-pods-with-kubectl:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029317.115559
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:37.115559+02:00'
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@@ -458826,7 +459626,7 @@ https://www.cloudsavvyit.com/14640/how-to-properly-fork-a-github-repository:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029815.103314
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:55.103314+02:00'
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@@ -458860,7 +459660,7 @@ https://www.cloudsavvyit.com/14663/how-to-inspect-a-docker-images-content-withou
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:23.432104+02:00'
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@@ -458894,7 +459694,7 @@ https://www.cloudsavvyit.com/14690/how-to-get-started-with-devspace-and-rapidly-
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:52.124244+02:00'
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@@ -458926,7 +459726,7 @@ https://www.cloudsavvyit.com/14710/how-to-move-changes-to-another-branch-in-git:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034282.94844
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:22.948440+02:00'
   last_ai_eval: null
@@ -458958,7 +459758,7 @@ https://www.cloudsavvyit.com/14822/should-you-use-https-or-ssh-for-git:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:58.968581+02:00'
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@@ -458992,7 +459792,7 @@ https://www.cloudsavvyit.com/14880/whats-the-difference-between-exposing-and-pub
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:15.520215+02:00'
   last_ai_eval: null
@@ -459024,7 +459824,7 @@ https://www.cloudsavvyit.com/14890/how-and-why-to-run-docker-inside-docker:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029848.061456
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:28.061456+02:00'
   last_ai_eval: null
@@ -459056,7 +459856,7 @@ https://www.cloudsavvyit.com/14973/how-to-add-a-volume-to-an-existing-docker-con
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:08.162090+02:00'
   last_ai_eval: null
@@ -459088,7 +459888,7 @@ https://www.cloudsavvyit.com/15066/how-to-manage-docker-engine-plugins:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034025.283901
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:05.283901+02:00'
   last_ai_eval: null
@@ -459120,7 +459920,7 @@ https://www.cloudsavvyit.com/15124/what-is-prometheus-and-why-is-it-so-popular:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:36.978742+02:00'
   last_ai_eval: null
@@ -459152,7 +459952,7 @@ https://www.cloudsavvyit.com/15158/10-tools-that-complement-docker:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:53.748667+02:00'
   last_ai_eval: null
@@ -459186,7 +459986,7 @@ https://www.cloudsavvyit.com/15207/how-to-use-github-actions-to-automate-your-re
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:19.612317+02:00'
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@@ -459218,7 +460018,7 @@ https://www.cloudsavvyit.com/3233/a-beginners-introduction-to-devops-principles:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:17.553378+02:00'
   last_ai_eval: null
@@ -459250,7 +460050,7 @@ https://www.cloudsavvyit.com/5414/should-you-run-a-database-in-docker:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:44.510501+02:00'
   last_ai_eval: null
@@ -459282,7 +460082,7 @@ https://www.cloudsavvyit.com/9033/how-to-use-cron-with-your-docker-containers:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:46.109019+02:00'
   last_ai_eval: null
@@ -459577,7 +460377,7 @@ https://www.cncf.io:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:46:41.918660+02:00'
   last_ai_eval: null
@@ -459602,7 +460402,7 @@ https://www.cncf.io/announcements/2022/02/10/cncf-sees-record-kubernetes-and-con
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:31.709066+02:00'
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@@ -459630,7 +460430,7 @@ https://www.cncf.io/blog/2020/06/16/identifying-kubernetes-config-security-threa
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:38:46.115855+02:00'
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@@ -459662,7 +460462,7 @@ https://www.cncf.io/blog/2020/07/17/site-reliability-engineering-sre-101-with-de
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:42:47.580896+02:00'
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@@ -459694,7 +460494,7 @@ https://www.cncf.io/blog/2020/07/27/logging-in-kubernetes-efk-vs-plg-stack:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:13.894767+02:00'
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@@ -459727,7 +460527,7 @@ https://www.cncf.io/blog/2020/09/11/cncf-end-user-technology-radar-observability
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:41:31.089915+02:00'
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@@ -459759,7 +460559,7 @@ https://www.cncf.io/blog/2020/09/15/top-7-challenges-to-becoming-cloud-native:
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:39:20.484205+02:00'
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@@ -459792,7 +460592,7 @@ https://www.cncf.io/blog/2020/09/18/5-problems-with-kubernetes-cost-estimation-s
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.781235+02:00'
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:40:37.950153+02:00'
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@@ -459857,7 +460657,7 @@ https://www.cncf.io/blog/2020/10/02/kubernetes-operators-101:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.278378+02:00'
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@@ -459889,7 +460689,7 @@ https://www.cncf.io/blog/2020/10/26/service-mesh-is-still-hard:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.580711+02:00'
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@@ -459923,7 +460723,7 @@ https://www.cncf.io/blog/2020/11/03/the-need-for-kubernetes-native-messaging-pla
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   health_score: 100.0
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   discovered_at: '2026-06-18T00:41:22.553574+02:00'
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@@ -459957,7 +460757,7 @@ https://www.cncf.io/blog/2020/11/12/implementing-gitops-on-kubernetes-using-k3s-
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:30.409497+02:00'
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@@ -459989,7 +460789,7 @@ https://www.cncf.io/blog/2020/12/11/why-linkerd-doesnt-use-envoy:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:49.368929+02:00'
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@@ -460021,7 +460821,7 @@ https://www.cncf.io/blog/2020/12/14/kubernetes-101-an-introduction:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:43:00.565708+02:00'
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@@ -460053,7 +460853,7 @@ https://www.cncf.io/blog/2021/02/25/kubernetes-network-policies-with-cilium-and-
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:42:47.580808+02:00'
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@@ -460086,7 +460886,7 @@ https://www.cncf.io/blog/2021/03/10/protocol-detection-and-opaque-ports-in-linke
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:42:49.365705+02:00'
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@@ -460118,7 +460918,7 @@ https://www.cncf.io/blog/2021/03/16/introduction-to-k3d-run-k3s-in-docker:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.204536+02:00'
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@@ -460150,7 +460950,7 @@ https://www.cncf.io/blog/2021/03/22/kubernetes-security:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.246022+02:00'
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@@ -460183,7 +460983,7 @@ https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-us
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   content_hash: N/A
   health_score: 100.0
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@@ -460217,7 +461017,7 @@ https://www.cncf.io/blog/2021/03/24/add-java-agents-to-existing-kubernetes-and-h
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   content_hash: N/A
   health_score: 100.0
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@@ -460249,7 +461049,7 @@ https://www.cncf.io/blog/2021/04/06/cloudformation-vs-terraform-which-is-better:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:20.491805+02:00'
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@@ -460281,7 +461081,7 @@ https://www.cncf.io/blog/2021/04/12/simplifying-multi-clusters-in-kubernetes:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:43:41.537514+02:00'
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@@ -460314,7 +461114,7 @@ https://www.cncf.io/blog/2021/04/22/revealing-the-secrets-of-kubernetes-secrets:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:37.924714+02:00'
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@@ -460346,7 +461146,7 @@ https://www.cncf.io/blog/2021/04/29/from-distributed-tracing-to-apm-taking-opent
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   health_score: 100.0
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@@ -460378,7 +461178,7 @@ https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.337658+02:00'
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@@ -460412,7 +461212,7 @@ https://www.cncf.io/blog/2021/05/10/tools-to-develop-apps-on-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735940.218676
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:00.218676+02:00'
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@@ -460446,7 +461246,7 @@ https://www.cncf.io/blog/2021/07/01/what-is-fairwinds-polaris-kubernetes-open-so
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:46.420790+02:00'
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@@ -460480,7 +461280,7 @@ https://www.cncf.io/blog/2021/07/15/networking-with-a-service-mesh-use-cases-bes
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736167.783873
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.783873+02:00'
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@@ -460513,7 +461313,7 @@ https://www.cncf.io/blog/2021/07/19/think-grpc-when-you-are-architecting-modern-
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.723142+02:00'
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@@ -460545,7 +461345,7 @@ https://www.cncf.io/blog/2021/07/27/advanced-kubernetes-pod-to-node-scheduling:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736190.834711
+  last_checked: 1781736190
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.834711+02:00'
   last_ai_eval: null
@@ -460578,7 +461378,7 @@ https://www.cncf.io/blog/2021/08/10/avoiding-kubernetes-cluster-outages-with-syn
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736012.24968
+  last_checked: 1781736012
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:12.249680+02:00'
   last_ai_eval: null
@@ -460611,7 +461411,7 @@ https://www.cncf.io/blog/2021/08/20/how-to-secure-your-kubernetes-control-plane-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736026.243795
+  last_checked: 1781736026
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.243795+02:00'
   last_ai_eval: null
@@ -460644,7 +461444,7 @@ https://www.cncf.io/blog/2021/09/24/kubernetes-ingress-grpc-example-with-a-dune-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735910.504755
+  last_checked: 1781735910
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:30.504755+02:00'
   last_ai_eval: null
@@ -460676,7 +461476,7 @@ https://www.cncf.io/blog/2021/09/29/automation-is-the-future-of-cloud-cost-optim
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735971.075137
+  last_checked: 1781735971
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.075137+02:00'
   last_ai_eval: null
@@ -460711,7 +461511,7 @@ https://www.cncf.io/blog/2021/10/06/kubernetes-cluster-api-reaches-production-re
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736028.268981
+  last_checked: 1781736028
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:28.268981+02:00'
   last_ai_eval: null
@@ -460743,7 +461543,7 @@ https://www.cncf.io/blog/2021/10/07/server-side-reconciliation-is-coming:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735941.806847
+  last_checked: 1781735941
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:01.806847+02:00'
   last_ai_eval: null
@@ -460776,7 +461576,7 @@ https://www.cncf.io/blog/2021/10/29/how-to-justify-infrastructure-replacement-to
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735971.345982
+  last_checked: 1781735971
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:31.345982+02:00'
   last_ai_eval: null
@@ -460809,7 +461609,7 @@ https://www.cncf.io/blog/2021/11/16/prometheus-announces-an-agent-to-address-a-n
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736133.288578
+  last_checked: 1781736133
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.288578+02:00'
   last_ai_eval: null
@@ -460842,7 +461642,7 @@ https://www.cncf.io/blog/2021/11/23/how-to-add-observability-to-your-application
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736091.083297
+  last_checked: 1781736091
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:31.083297+02:00'
   last_ai_eval: null
@@ -460875,7 +461675,7 @@ https://www.cncf.io/blog/2021/12/08/hosted-edge-vs-cloud-the-battle-for-latency-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735938.969667
+  last_checked: 1781735938
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:58.969667+02:00'
   last_ai_eval: null
@@ -460907,7 +461707,7 @@ https://www.cncf.io/blog/2022/02/18/introducing-opta-terraform-on-rails:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736236.40713
+  last_checked: 1781736236
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:56.407130+02:00'
   last_ai_eval: null
@@ -460938,7 +461738,7 @@ https://www.cncf.io/blog/2022/03/03/an-emerging-job-kubernetes-engineer:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033913.571029
+  last_checked: 1779033913
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.571029+02:00'
   last_ai_eval: null
@@ -460966,7 +461766,7 @@ https://www.cncf.io/blog/2022/07/01/devops-vs-sre-vs-platform-engineering-the-ga
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736167.783793
+  last_checked: 1781736167
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:47.783793+02:00'
   last_ai_eval: null
@@ -460998,7 +461798,7 @@ https://www.cncf.io/blog/2022/09/30/how-to-gitops-your-terraform:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735939.905838
+  last_checked: 1781735939
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:59.905838+02:00'
   last_ai_eval: null
@@ -461033,7 +461833,7 @@ https://www.cncf.io/blog/2022/10/20/kubernetes-best-practice-how-to-correctly-se
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736221.537868
+  last_checked: 1781736221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.537868+02:00'
   last_ai_eval: null
@@ -461065,7 +461865,7 @@ https://www.cncf.io/blog/2022/11/04/seven-zero-trust-rules-for-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735924.586757
+  last_checked: 1781735924
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:44.586757+02:00'
   last_ai_eval: null
@@ -461098,7 +461898,7 @@ https://www.cncf.io/blog/2023/02/01/monitoring-micro-front-ends-on-kubernetes-wi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736101.619892
+  last_checked: 1781736101
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:41.619892+02:00'
   last_ai_eval: null
@@ -461131,7 +461931,7 @@ https://www.cncf.io/blog/2023/03/28/kubernetes-storage-is-complex-but-its-gettin
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736037.956305
+  last_checked: 1781736037
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:37.956305+02:00'
   last_ai_eval: null
@@ -461163,7 +461963,7 @@ https://www.cncf.io/blog/2025/03/13/kubernetes-troubleshooting-a-step-by-step-gu
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736057.562335
+  last_checked: 1781736057
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:57.562335+02:00'
   last_ai_eval: null
@@ -461199,7 +461999,7 @@ https://www.cncf.io/certification/ckad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031410.239336
+  last_checked: 1779031410
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:30.239336+02:00'
   last_ai_eval: null
@@ -461232,7 +462032,7 @@ https://www.cncf.io/certification/software-conformance:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030499.589966
+  last_checked: 1779030499
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:19.589966+02:00'
   last_ai_eval: null
@@ -461267,7 +462067,7 @@ https://www.cncf.io/kubeweekly:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029163.328537
+  last_checked: 1779029163
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:03.328537+02:00'
   last_ai_eval: null
@@ -461295,7 +462095,7 @@ https://www.cncf.io/phippy/the-childrens-illustrated-guide-to-kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736190.454909
+  last_checked: 1781736190
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.454909+02:00'
   last_ai_eval: null
@@ -461326,7 +462126,7 @@ https://www.cncf.io/reports:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034491.463155
+  last_checked: 1779034491
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:51.463155+02:00'
   last_ai_eval: null
@@ -461353,7 +462153,7 @@ https://www.cncf.io/webinars/deploying-kubernetes-to-bare-metal-using-cluster-ap
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031809.658991
+  last_checked: 1779031809
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:09.658991+02:00'
   last_ai_eval: null
@@ -461385,7 +462185,7 @@ https://www.cncf.io/wp-content/uploads/2020/03/CNCF_Survey_Report.pdf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030352.700567
+  last_checked: 1779030352
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:52.700567+02:00'
   last_ai_eval: null
@@ -461410,7 +462210,7 @@ https://www.cncf.io/wp-content/uploads/2020/11/CNCF_Survey_Report_2020.pdf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029294.344061
+  last_checked: 1779029294
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:14.344061+02:00'
   last_ai_eval: null
@@ -461437,7 +462237,7 @@ https://www.cncf.io/wp-content/uploads/2021/07/CNCF_Operator_WhitePaper.pdf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736026.579253
+  last_checked: 1781736026
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:26.579253+02:00'
   last_ai_eval: null
@@ -461468,7 +462268,7 @@ https://www.cncf.io/wp-content/uploads/2021/12/Q1-2021-State-of-Cloud-Native-dev
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032080.334326
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.334326+02:00'
   last_ai_eval: null
@@ -461601,7 +462401,7 @@ https://www.cockroachlabs.com/docs/stable/orchestration.html:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:11.060015+02:00'
   last_ai_eval: null
@@ -461790,7 +462590,7 @@ https://www.codemotion.com/magazine/dev-hub/backend-dev/nomad-kubernetes-but-wit
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:00.341746+02:00'
   last_ai_eval: null
@@ -461916,7 +462716,7 @@ https://www.codigonuevo.com/sociedad/deberia-adaptarse-sueldo-teletrabajo-lugar-
   addition_method: manual
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:26.442114+02:00'
   last_ai_eval: null
@@ -462012,7 +462812,7 @@ https://www.cognizant.com/InsightsWhitepapers/Jumpstarting-DevOps-with-Continuou
   addition_method: manual
   content_hash: N/A
   health_score: 80.0
-  last_checked: 1779031645.437256
+  last_checked: 1779031645
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.437256+02:00'
   last_ai_eval: null
@@ -462038,7 +462838,7 @@ https://www.commandline.ninja:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:02.946285+02:00'
   last_ai_eval: null
@@ -462066,7 +462866,7 @@ https://www.commandline.ninja/use-powershell-to-find-windows-svcs-configured-to-
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:19.346740+02:00'
   last_ai_eval: null
@@ -462093,7 +462893,7 @@ https://www.commandline.ninja/video-intro-to-secret-management-with-powershell:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:53:49.045166+02:00'
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@@ -462120,7 +462920,7 @@ https://www.commandlinefu.com:
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   discovered_at: '2026-05-17T17:36:22.352297+02:00'
   last_ai_eval: null
@@ -462246,7 +463046,7 @@ https://www.commandlinefu.com/commands/matching/ssh/c3No/sort-by-votes:
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   discovered_at: '2026-05-17T17:35:00.469859+02:00'
   last_ai_eval: null
@@ -462305,7 +463105,7 @@ https://www.commandlinefu.com/commands/view/9116/compare-directories-via-diff:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:03.046114+02:00'
   last_ai_eval: null
@@ -462397,7 +463197,7 @@ https://www.computerworld.com/article/3663674/how-to-get-a-job-in-healthcare-it.
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   discovered_at: '2026-05-17T16:45:52.256156+02:00'
   last_ai_eval: null
@@ -462494,7 +463294,7 @@ https://www.computing.es/mundo-digital/opinion/1129764046601/retos-del-outsourci
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   discovered_at: '2026-05-17T17:05:05.505998+02:00'
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@@ -462595,7 +463395,7 @@ https://www.conduktor.io/kafka:
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   discovered_at: '2026-06-18T00:41:30.953114+02:00'
   last_ai_eval: null
@@ -462626,7 +463426,7 @@ https://www.conduktor.io/kafka/what-is-apache-kafka:
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   discovered_at: '2026-05-17T17:12:22.575385+02:00'
   last_ai_eval: null
@@ -462654,7 +463454,7 @@ https://www.confluent.fr/blog/modernize-apps-and-infrastructure-with-anthos-conf
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:16.254464+02:00'
   last_ai_eval: null
@@ -462715,7 +463515,7 @@ https://www.confluent.io/blog/apache-kafka-intro-how-kafka-works:
   addition_method: manual
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   last_ai_eval: null
@@ -462777,7 +463577,7 @@ https://www.confluent.io/blog/confluent-microsoft-announce-strategic-alliance:
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   discovered_at: '2026-05-17T18:07:25.451981+02:00'
   last_ai_eval: null
@@ -462871,7 +463671,7 @@ https://www.confluent.io/blog/kafka-2-8-0-features-and-improvements-with-early-a
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   discovered_at: '2026-05-17T17:00:09.240692+02:00'
   last_ai_eval: null
@@ -462897,7 +463697,7 @@ https://www.confluent.io/blog/kafka-devops-with-confluent-kubernetes-and-gitops:
   addition_method: manual
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   discovered_at: '2026-05-17T17:06:25.129127+02:00'
   last_ai_eval: null
@@ -462923,7 +463723,7 @@ https://www.confluent.io/blog/kafka-streams-vs-ksqldb-compared:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:51.616393+02:00'
   last_ai_eval: null
@@ -462951,7 +463751,7 @@ https://www.confluent.io/blog/kafka-without-zookeeper-a-sneak-peek:
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-  last_checked: 1779031406.282801
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.282801+02:00'
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@@ -490489,7 +491289,7 @@ https://www.hashicorp.com/blog/multi-region-replication-now-available-with-hcp-v
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030005.360034
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.360034+02:00'
   last_ai_eval: null
@@ -490521,7 +491321,7 @@ https://www.hashicorp.com/blog/new-apply-user-interface-for-terraform-cloud:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031981.12967
+  last_checked: 1779031981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.129670+02:00'
   last_ai_eval: null
@@ -490553,7 +491353,7 @@ https://www.hashicorp.com/blog/new-terraform-tutorials-on-hashicorp-learn:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032293.130585
+  last_checked: 1779032293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.130585+02:00'
   last_ai_eval: null
@@ -490587,7 +491387,7 @@ https://www.hashicorp.com/blog/new-terraform-tutorials-on-provisioning-and-manag
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032949.848788
+  last_checked: 1779032949
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:09.848788+02:00'
   last_ai_eval: null
@@ -490621,7 +491421,7 @@ https://www.hashicorp.com/blog/onboarding-applications-to-vault-using-terraform-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030685.040855
+  last_checked: 1779030685
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:25.040855+02:00'
   last_ai_eval: null
@@ -490654,7 +491454,7 @@ https://www.hashicorp.com/blog/refresh-secrets-for-kubernetes-applications-with-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034313.600411
+  last_checked: 1779034313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.600411+02:00'
   last_ai_eval: null
@@ -490686,7 +491486,7 @@ https://www.hashicorp.com/blog/retrieve-hashicorp-vault-secrets-with-kubernetes-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031428.936718
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:48.936718+02:00'
   last_ai_eval: null
@@ -490723,7 +491523,7 @@ https://www.hashicorp.com/blog/scim-in-vault-standardizes-provisioning-in-platfo
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   health_score: null
-  last_checked: 1780352705.314578
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314578+02:00'
   last_ai_eval: null
@@ -490762,7 +491562,7 @@ https://www.hashicorp.com/blog/share-modules-across-organizations-terraform-ente
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:50.117959+02:00'
   last_ai_eval: null
@@ -490796,7 +491596,7 @@ https://www.hashicorp.com/blog/supporting-the-hashicorp-terraform-extension-for-
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033913.569535
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:13.569535+02:00'
   last_ai_eval: null
@@ -490830,7 +491630,7 @@ https://www.hashicorp.com/blog/terraform-1-8-adds-provider-functions-for-aws-goo
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.211761+02:00'
   last_ai_eval: null
@@ -490862,7 +491662,7 @@ https://www.hashicorp.com/blog/terraform-adds-support-for-gke-autopilot:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030506.838017
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:26.838017+02:00'
   last_ai_eval: null
@@ -490895,7 +491695,7 @@ https://www.hashicorp.com/blog/terraform-aws-cloud-control-api-provider-now-gene
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:25.600078+02:00'
   last_ai_eval: null
@@ -490927,7 +491727,7 @@ https://www.hashicorp.com/blog/terraform-aws-provider-continues-to-expand-covera
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:59.434223+02:00'
   last_ai_eval: null
@@ -490960,7 +491760,7 @@ https://www.hashicorp.com/blog/terraform-azuread-provider-now-supports-microsoft
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779033735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:15.337426+02:00'
   last_ai_eval: null
@@ -490993,7 +491793,7 @@ https://www.hashicorp.com/blog/terraform-azurerm-3-0-brings-enhanced-azure-funct
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.300353+02:00'
   last_ai_eval: null
@@ -491025,7 +491825,7 @@ https://www.hashicorp.com/blog/terraform-cloud-adds-aggregated-vcs-reviews:
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   content_hash: N/A
   health_score: 100.0
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+  last_checked: 1779030009
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:09.185118+02:00'
   last_ai_eval: null
@@ -491058,7 +491858,7 @@ https://www.hashicorp.com/blog/terraform-cloud-adds-drift-detection-for-infrastr
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:16.021834+02:00'
   last_ai_eval: null
@@ -491091,7 +491891,7 @@ https://www.hashicorp.com/blog/terraform-cloud-no-code-provisioning-is-now-ga-wi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:47.030857+02:00'
   last_ai_eval: null
@@ -491124,7 +491924,7 @@ https://www.hashicorp.com/blog/terraform-cloud-operator-2-3-adds-workspace-run-o
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:05.929715+02:00'
   last_ai_eval: null
@@ -491156,7 +491956,7 @@ https://www.hashicorp.com/blog/terraform-cloud-variable-sets-beta-now-available:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:06.918855+02:00'
   last_ai_eval: null
@@ -491190,7 +491990,7 @@ https://www.hashicorp.com/blog/terraform-extension-for-vs-code-speeds-up-loading
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.720742+02:00'
   last_ai_eval: null
@@ -491222,7 +492022,7 @@ https://www.hashicorp.com/blog/terraform-mono-repo-vs-multi-repo-the-great-debat
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:13.497094+02:00'
   last_ai_eval: null
@@ -491255,7 +492055,7 @@ https://www.hashicorp.com/blog/terraform-sensitive-input-variables:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:43.805784+02:00'
   last_ai_eval: null
@@ -491287,7 +492087,7 @@ https://www.hashicorp.com/blog/terraform-stacks-explained:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:32.956438+02:00'
   last_ai_eval: null
@@ -491319,7 +492119,7 @@ https://www.hashicorp.com/blog/testing-hashicorp-terraform:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:02.632431+02:00'
   last_ai_eval: null
@@ -491351,7 +492151,7 @@ https://www.hashicorp.com/blog/the-state-of-vault-and-kubernetes-and-future-plan
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:24.788627+02:00'
   last_ai_eval: null
@@ -491383,7 +492183,7 @@ https://www.hashicorp.com/blog/tutorial-terraform-outputs:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.043495+02:00'
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@@ -491415,7 +492215,7 @@ https://www.hashicorp.com/blog/using-template-files-with-hashicorp-packer:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:40.079196+02:00'
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@@ -491447,7 +492247,7 @@ https://www.hashicorp.com/blog/using-waypoint-runners-to-enable-gitops-workflows
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:11:13.583781+02:00'
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@@ -491481,7 +492281,7 @@ https://www.hashicorp.com/blog/vault-1-11:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:07.921160+02:00'
   last_ai_eval: null
@@ -491513,7 +492313,7 @@ https://www.hashicorp.com/blog/vault-1-8:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.706978+02:00'
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@@ -491547,7 +492347,7 @@ https://www.hashicorp.com/blog/vault-github-action:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:33.593448+02:00'
   last_ai_eval: null
@@ -491580,7 +492380,7 @@ https://www.hashicorp.com/blog/vault-on-the-hashicorp-cloud-platform-ga:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T18:14:44.203579+02:00'
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@@ -491614,7 +492414,7 @@ https://www.hashicorp.com/blog/wait-conditions-in-the-kubernetes-provider-for-ha
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:48:54.500228+02:00'
   last_ai_eval: null
@@ -491646,7 +492446,7 @@ https://www.hashicorp.com/blog/why-use-the-vault-agent-for-secrets-management:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.363783+02:00'
   last_ai_eval: null
@@ -491679,7 +492479,7 @@ https://www.hashicorp.com/blog/writing-terraform-for-unsupported-resources:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:27.370866+02:00'
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@@ -491718,7 +492518,7 @@ https://www.hashicorp.com/en/blog/new-in-terraform-115-dynamic-sources-variable-
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   discovered_at: '2026-06-02T00:20:54.119802+02:00'
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@@ -491757,7 +492557,7 @@ https://www.hashicorp.com/en/blog/terraform-provider-for-google-cloud-7-0-is-now
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:45:38.140248+02:00'
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@@ -491792,7 +492592,7 @@ https://www.hashicorp.com/en/conferences/hashiconf/call-for-sessions:
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@@ -491826,7 +492626,7 @@ https://www.hashicorp.com/en/partners/cloud/google-cloud:
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   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263387+02:00'
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@@ -491864,7 +492664,7 @@ https://www.hashicorp.com/infrastructure-cloud:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:57:43.133606+02:00'
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@@ -491896,7 +492696,7 @@ https://www.hashicorp.com/resources/8-best-practices-for-writing-secure-go-code:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -491928,7 +492728,7 @@ https://www.hashicorp.com/resources/best-practices-for-terraform-aws-tags:
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   content_hash: N/A
   health_score: 100.0
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@@ -491961,7 +492761,7 @@ https://www.hashicorp.com/resources/building-a-migration-factory-with-terraform-
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   content_hash: N/A
   health_score: 100.0
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@@ -491995,7 +492795,7 @@ https://www.hashicorp.com/resources/deploying-managing-minimal-app-kubernetes-cl
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   health_score: 100.0
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@@ -492027,7 +492827,7 @@ https://www.hashicorp.com/resources/how-can-i-prevent-configuration-drift:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -492059,7 +492859,7 @@ https://www.hashicorp.com/resources/how-create-gitops-workflow-terraform-jenkins
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   health_score: 100.0
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@@ -492091,7 +492891,7 @@ https://www.hashicorp.com/resources/kelsey-hightower-fireside-chat-an-unconventi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.506488+02:00'
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@@ -492123,7 +492923,7 @@ https://www.hashicorp.com/resources/managing-terraform-cloud-with-powershell:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:29.348239+02:00'
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@@ -492157,7 +492957,7 @@ https://www.hashicorp.com/resources/modern-infrastructure-automation-with-packer
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:15.834389+02:00'
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@@ -492189,7 +492989,7 @@ https://www.hashicorp.com/resources/multi-cloud-devops-at-petronas-with-terrafor
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:49.096589+02:00'
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@@ -492222,7 +493022,7 @@ https://www.hashicorp.com/resources/opinionated-terraform-best-practices-and-ant
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   health_score: 100.0
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   last_ai_eval: null
@@ -492254,7 +493054,7 @@ https://www.hashicorp.com/resources/securing-infrastructure-in-application-pipel
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-05-17T18:02:52.898636+02:00'
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@@ -492286,7 +493086,7 @@ https://www.hashicorp.com/resources/serverless-secrets-vault:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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@@ -492320,7 +493120,7 @@ https://www.hashicorp.com/resources/terraform-abstraction-tips-just-because-you-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030597.301238
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   needs_ai_refresh: false
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@@ -492353,7 +493153,7 @@ https://www.hashicorp.com/resources/terraform-aws-cloud-control-provider-under-t
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030604.751149
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@@ -492385,7 +493185,7 @@ https://www.hashicorp.com/resources/terraform-plan-interactive-configuration-and
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   health_score: 100.0
-  last_checked: 1779030473.009385
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   needs_ai_refresh: false
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@@ -492418,7 +493218,7 @@ https://www.hashicorp.com/resources/terraform-practices-the-good-the-bad-and-the
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032797.661687
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   discovered_at: '2026-05-17T17:46:37.661687+02:00'
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@@ -492452,7 +493252,7 @@ https://www.hashicorp.com/resources/terraform-what-instacart-learned-managing-ov
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031388.850314
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   needs_ai_refresh: false
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@@ -492484,7 +493284,7 @@ https://www.hashicorp.com/resources/testing-infrastructure-as-code-on-localhost:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029948.108747
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   needs_ai_refresh: false
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@@ -492516,7 +493316,7 @@ https://www.hashicorp.com/resources/using-the-terraform-aws-cloud-control-provid
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   health_score: 100.0
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@@ -492548,7 +493348,7 @@ https://www.hashicorp.com/resources/vault-and-kubernetes-better-together:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -492580,7 +493380,7 @@ https://www.hashicorp.com/resources/why-microservices:
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   health_score: 100.0
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@@ -492612,7 +493412,7 @@ https://www.hashicorp.com/solutions/ai-infrastructure-management:
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   health_score: 100.0
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@@ -493656,7 +494456,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=bqstack.com:
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@@ -493687,7 +494487,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=migops.com:
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@@ -504114,7 +504914,7 @@ https://www.instaclustr.com/apache-kafka-architecture:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034265.126255
+  last_checked: 1779034265
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:05.126255+02:00'
   last_ai_eval: null
@@ -504145,7 +504945,7 @@ https://www.instana.com/blog/cf-the-hidden-cost-of-observability-data-volume:
   addition_method: manual
   content_hash: ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:14.560878+02:00'
   last_ai_eval: null
@@ -504172,7 +504972,7 @@ https://www.instana.com/blog/monitoring-jenkins-using-instana:
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   content_hash: ae848332220a7f13b3bb5bf9177251897429480d122b6af35ecc0b0d63ac8708
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:15.739871+02:00'
   last_ai_eval: null
@@ -504232,7 +505032,7 @@ https://www.instructables.com/How-to-Use-a-Shovel:
   addition_method: null
   content_hash: null
   health_score: null
-  last_checked: 1780400585.971863
+  last_checked: 1780400585
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:43:05.971863+02:00'
   last_ai_eval: null
@@ -504259,7 +505059,7 @@ https://www.intel.com/content/www/us/en/homepage.html:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781736222.35164
+  last_checked: 1781736222
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.351640+02:00'
   last_ai_eval: null
@@ -504385,7 +505185,7 @@ https://www.intezer.com/blog/container-security/new-attacks-on-kubernetes-via-mi
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:33:07.788868+02:00'
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@@ -504481,7 +505281,7 @@ https://www.investopedia.com/amazon-web-services-outage-causes-chaos-5212233:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030401.070346
+  last_checked: 1779030401
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:41.070346+02:00'
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@@ -504645,7 +505445,7 @@ https://www.ismiletechnologies.com/devsecops/secure-devops-kit-azureazsk:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:17:21.070751+02:00'
   last_ai_eval: null
@@ -504673,7 +505473,7 @@ https://www.itbusinessedge.com/security/okta-vs-azure-ad:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:58.655069+02:00'
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@@ -504704,7 +505504,7 @@ https://www.itcentralstation.com/categories/application-performance-management-a
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   discovered_at: '2026-05-17T17:09:39.301664+02:00'
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@@ -504730,7 +505530,7 @@ https://www.itcentralstation.com/categories/java-frameworks:
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   discovered_at: '2026-05-17T18:10:38.660776+02:00'
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@@ -504758,7 +505558,7 @@ https://www.ithands-on.com/2021/04/kubernetes-101-changing-pods-label-on.html:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030891.229987
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.229987+02:00'
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@@ -504792,7 +505592,7 @@ https://www.ithands-on.com/2021/04/kubernetes-101-external-services.html:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030856.494382
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:16.494382+02:00'
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@@ -504826,7 +505626,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-deployment-replicasets.html:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030809.112172
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:29.112172+02:00'
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@@ -504860,7 +505660,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-kubectl-communication.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032256.85085
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:36.850850+02:00'
   last_ai_eval: null
@@ -504891,7 +505691,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-overview-of-statefulsets.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033187.077951
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:07.077951+02:00'
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@@ -504919,7 +505719,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-performing-tasks-in.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032779.59308
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:19.593080+02:00'
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@@ -504951,7 +505751,7 @@ https://www.ithands-on.com/2021/05/kubernetes-101-resource-quotas.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029171.98538
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:11.985380+02:00'
   last_ai_eval: null
@@ -504978,7 +505778,7 @@ https://www.ithands-on.com/2021/06/kubernetes-101-deployments-and-rolling.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031982.849257
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:02.849257+02:00'
   last_ai_eval: null
@@ -505004,7 +505804,7 @@ https://www.ithands-on.com/2021/06/kubernetes-101-externalname-service.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030891.227832
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:51.227832+02:00'
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@@ -505033,7 +505833,7 @@ https://www.ithands-on.com/2021/07/kubernetes-101-extending-containers.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032661.752715
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:21.752715+02:00'
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@@ -505065,7 +505865,7 @@ https://www.ithands-on.com/2021/09/kubernetes-101-changing-service-type.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029060.708105
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:20.708105+02:00'
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@@ -505097,7 +505897,7 @@ https://www.ithands-on.com/2021/10/kubernetes-101-switching-namespaces.html:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029466.334412
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   discovered_at: '2026-05-17T16:51:06.334412+02:00'
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@@ -505130,7 +505930,7 @@ https://www.itproportal.com/features/how-to-implement-devops-successfully-in-202
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@@ -505169,7 +505969,7 @@ https://www.itproportal.com/features/stop-messing-up-with-cicd-vs-devops-and-lea
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@@ -505205,7 +506005,7 @@ https://www.itprotoday.com/containers/whos-winning-container-software-market:
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@@ -505234,7 +506034,7 @@ https://www.itprotoday.com/devops-and-software-development/devops-model-killing-
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@@ -505261,7 +506061,7 @@ https://www.itprotoday.com/devops-and-software-development/who-needs-open-policy
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@@ -505288,7 +506088,7 @@ https://www.itprotoday.com/devops/google-dora-report-details-best-practices-spee
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@@ -505315,7 +506115,7 @@ https://www.itprotoday.com/hybrid-cloud-and-multicloud/4-alternatives-kubernetes
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@@ -505343,7 +506143,7 @@ https://www.itprotoday.com/it-operations/docker-still-worth-learning-it-operatio
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@@ -505370,7 +506170,7 @@ https://www.itprotoday.com/linux/openshift-48-red-hat-seeks-expand-workload-poss
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@@ -505397,7 +506197,7 @@ https://www.itprotoday.com/testing-and-quality-assurance/why-site-reliability-en
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@@ -505462,7 +506262,7 @@ https://www.itwonderlab.com/en/ansible-kubernetes-vagrant-tutorial:
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   health_score: 100.0
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@@ -505593,7 +506393,7 @@ https://www.java-success.com/01b-%e2%99%a6-40-java-web-services-basics-interview
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@@ -505623,7 +506423,7 @@ https://www.java-success.com/debugging-java-thread-safety-multi-threading-concur
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@@ -505923,7 +506723,7 @@ https://www.javaadvent.com/2021/12/you-need-more-than-containers-a-short-history
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@@ -505955,7 +506755,7 @@ https://www.javacodegeeks.com/2014/12/on-heap-vs-off-heap-memory-usage.html:
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   health_score: 100.0
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@@ -505987,7 +506787,7 @@ https://www.javacodegeeks.com/2015/09/mongodb-a-scalable-nosql-db.html:
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   content_hash: N/A
   health_score: 100.0
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   discovered_at: '2026-06-18T00:41:52.490562+02:00'
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@@ -506019,7 +506819,7 @@ https://www.javacodegeeks.com/2015/10/nosql-vs-sql.html:
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   health_score: 100.0
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@@ -506051,7 +506851,7 @@ https://www.javacodegeeks.com/2019/02/spring-framework-architecture.html:
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   health_score: 100.0
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@@ -506083,7 +506883,7 @@ https://www.javacodegeeks.com/2021/08/the-case-against-ci-cd.html:
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   health_score: 100.0
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@@ -506115,7 +506915,7 @@ https://www.javacodegeeks.com/2023/03/infrastructure-as-code-best-tools-for-2023
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   health_score: 100.0
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@@ -506314,7 +507114,7 @@ https://www.javamonamour.org/2018/11/java-showsettings.html:
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@@ -506863,7 +507663,7 @@ https://www.jenkins.io/blog/2020/07/09/git-performance-improvement-phase1:
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   last_ai_eval: null
@@ -506889,7 +507689,7 @@ https://www.jenkins.io/blog/2020/07/29/git-performance-improvement-phase2:
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@@ -506915,7 +507715,7 @@ https://www.jenkins.io/blog/2020/08/29/git-performance-improvement-phase3:
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@@ -507504,7 +508304,7 @@ https://www.jenkins.io/doc/book/pipeline/multibranch:
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@@ -507599,7 +508399,7 @@ https://www.jenkins.io/doc/book/using/remote-access-api:
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@@ -507927,7 +508727,7 @@ https://www.jetbrains.com/fleet:
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@@ -508055,7 +508855,7 @@ https://www.jetstack.io/blog/cert-manager-gateway-api-traefik-guide:
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@@ -508081,7 +508881,7 @@ https://www.jetstack.io/blog/cert-manager-istio-integration:
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@@ -508108,7 +508908,7 @@ https://www.jfrog.com/confluence/display/JFROG/Kubernetes+Helm+Chart+Repositorie
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@@ -508268,7 +509068,7 @@ https://www.journaldev.com/33645/maven-commands-options-cheat-sheet:
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@@ -508295,7 +509095,7 @@ https://www.journaldunet.com/web-tech/cloud/1492047-comment-kubernetes-perce-les
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@@ -508322,7 +509122,7 @@ https://www.jrebel.com/blog/git-cheat-sheet:
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   health_score: 100.0
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@@ -508355,7 +509155,7 @@ https://www.jrebel.com/blog/maven-cheat-sheet:
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   health_score: 100.0
-  last_checked: 1781735889.618495
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@@ -508387,7 +509187,7 @@ https://www.jrebel.com/blog/top-10-jenkins-plugins-and-features:
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   health_score: 100.0
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@@ -508452,7 +509252,7 @@ https://www.juanonlab.com/blog/es/dashboards-de-kibana:
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   health_score: 100.0
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@@ -508483,7 +509283,7 @@ https://www.justingarrison.com/blog/2021-07-11-github-url-hacks:
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@@ -508512,7 +509312,7 @@ https://www.justinpolidori.it/posts/20220116_sign_images_with_cosign_and_verify_
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   health_score: 100.0
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@@ -508547,7 +509347,7 @@ https://www.justinpolidori.it/posts/20220611_vcluster_auth:
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   health_score: 100.0
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@@ -508613,7 +509413,7 @@ https://www.k8sref.io:
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   health_score: 100.0
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@@ -509066,7 +509866,7 @@ https://www.kasten.io/kubernetes/resources/books/kubernetes-backup-and-dr-for-du
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@@ -509130,7 +509930,7 @@ https://www.kateyes.co.uk:
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@@ -509330,7 +510130,7 @@ https://www.kedify.io/blog-posts/prometheus-and-kubernetes-horizontal-pod-autosc
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@@ -509417,7 +510217,7 @@ https://www.kevinrchant.com/2021/09/14/t-sql-tuesday-142-introducing-my-azure-de
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@@ -509632,7 +510432,7 @@ https://www.kitploit.com/2021/12/mesh-kridik-open-source-security.html:
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@@ -509888,7 +510688,7 @@ https://www.ktail.de:
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@@ -509946,7 +510746,7 @@ https://www.kubecost.com:
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@@ -510932,7 +511732,7 @@ https://www.lambdatest.com/blog/automated-web-bot-with-selenium-python:
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@@ -510985,7 +511785,7 @@ https://www.lambdatest.com/blog/bamboo-vs-jenkins-showdown-of-ci-cd-tools:
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@@ -511012,7 +511812,7 @@ https://www.lambdatest.com/blog/best-jenkins-alternatives:
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@@ -511039,7 +511839,7 @@ https://www.lambdatest.com/blog/build-ci-cd-pipeline-in-azure-devops:
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@@ -511066,7 +511866,7 @@ https://www.lambdatest.com/blog/build-your-first-ci-cd-pipeline-with-travis-ci:
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   discovered_at: '2026-06-02T00:20:54.119694+02:00'
   last_ai_eval: null
@@ -512427,7 +513227,7 @@ https://www.latent.space/p/video-agents:
   addition_method: automatic
   content_hash: 43fe626e54d23824c77e3fce8ff2fce0f9d7a1ae28c63d651f16a1b55604f16a
   health_score: null
-  last_checked: 1780401702.548842
+  last_checked: 1780401702
   needs_ai_refresh: false
   discovered_at: '2026-06-02T14:01:42.548842+02:00'
   last_ai_eval: null
@@ -512647,7 +513447,7 @@ https://www.learnawsiam.com:
   addition_method: automatic
   content_hash: fcdd679c786da8bcfe14c1d076898291ff2fa000a251d8f07bc6b684ca0aae07
   health_score: null
-  last_checked: 1780352414.115696
+  last_checked: 1780352414
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115696+02:00'
   last_ai_eval: null
@@ -512749,7 +513549,7 @@ https://www.learncloudnative.com/newsletter:
   addition_method: manual
   content_hash: 909d200a42915e807f4cb761264cbf01116effe515328118c8e8daac774f1500
   health_score: 100.0
-  last_checked: 1779032248.757713
+  last_checked: 1779032248
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:37:28.757713+02:00'
   last_ai_eval: null
@@ -512879,7 +513679,7 @@ https://www.learnitguide.net/2023/04/how-to-create-configmap-from-properties.htm
   addition_method: manual
   content_hash: 6d085777d8535c1da4f104fa3ed9480e480935274cf1f9813b0fed37e9c335f1
   health_score: 100.0
-  last_checked: 1779030228.824502
+  last_checked: 1779030228
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:48.824502+02:00'
   last_ai_eval: null
@@ -512944,7 +513744,7 @@ https://www.learnitguide.net/2023/05/kubevious-powerful-kubernetes-dashboard.htm
   addition_method: manual
   content_hash: a2c591ef1e35086e578cf78e807a027ae364c4a30ce4d14801a6166a85ea7be2
   health_score: 100.0
-  last_checked: 1779034424.868819
+  last_checked: 1779034424
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:13:44.868819+02:00'
   last_ai_eval: null
@@ -513369,7 +514169,7 @@ https://www.learnsteps.com/kaniko-and-how-you-can-build-images-on-kubernetes-usi
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030330.967812
+  last_checked: 1779030330
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:30.967812+02:00'
   last_ai_eval: null
@@ -513706,7 +514506,7 @@ https://www.liatrio.com/blog/building-with-docker-using-jenkins-pipelines:
   addition_method: manual
   content_hash: 1c96252f77cf3bcf758a51e501d057f6d3d507b98c614ab4c96bdaeac93864f1
   health_score: 100.0
-  last_checked: 1779030615.053228
+  last_checked: 1779030615
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:15.053228+02:00'
   last_ai_eval: null
@@ -513734,7 +514534,7 @@ https://www.lightbend.com/white-papers-and-reports/java-ee-to-cloud-native-moder
   addition_method: manual
   content_hash: 9845ee62a18e84eaac90c4c402918214db48ace9a7f827d6b52fcd300261ab73
   health_score: 100.0
-  last_checked: 1779031962.357694
+  last_checked: 1779031962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.357694+02:00'
   last_ai_eval: null
@@ -513761,7 +514561,7 @@ https://www.lightbitslabs.com/product:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736036.438992
+  last_checked: 1781736036
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:40:36.438992+02:00'
   last_ai_eval: null
@@ -513792,7 +514592,7 @@ https://www.linkedin.com/company/learnk8s:
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   health_score: 100.0
-  last_checked: 1779034134.975616
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:54.975616+02:00'
   last_ai_eval: null
@@ -513818,7 +514618,7 @@ https://www.linkedin.com/feed/update/urn:li:activity:6459657167300583424:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034217.875054
+  last_checked: 1779034217
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:17.875054+02:00'
   last_ai_eval: null
@@ -513844,7 +514644,7 @@ https://www.linkedin.com/feed/update/urn:li:activity:6923979009311559680:
   addition_method: manual
   content_hash: c15d3b3ebcf798499f3ab8ac418c64f2be2b4912e0a28dcca985945726575682
   health_score: 100.0
-  last_checked: 1779031397.358201
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:17.358201+02:00'
   last_ai_eval: null
@@ -513871,7 +514671,7 @@ https://www.linkedin.com/groups/49531/49531-6092152919937794052:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779029634
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:54.474482+02:00'
   last_ai_eval: null
@@ -513905,7 +514705,7 @@ https://www.linkedin.com/groups/49531/49531-6093375473969090562:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029838.346822
+  last_checked: 1779029838
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:18.346822+02:00'
   last_ai_eval: null
@@ -514169,7 +514969,7 @@ https://www.linkedin.com/pulse/automatizaci%C3%B3n-de-procesos-con-prometheus-gr
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030202.268459
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:22.268459+02:00'
   last_ai_eval: null
@@ -514228,7 +515028,7 @@ https://www.linkedin.com/pulse/azure-networking-filiz-akkaya-wqcuc:
   addition_method: manual
   content_hash: 0823bb558a838bdb557aa73c31faf468c6ede39510708337b1b68e7799b26f7a
   health_score: 100.0
-  last_checked: 1779030413.30576
+  last_checked: 1779030413
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:53.305760+02:00'
   last_ai_eval: null
@@ -514267,7 +515067,7 @@ https://www.linkedin.com/pulse/azure-weekly-update-15th-may-2026-john-savill-fys
   addition_method: automatic
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   health_score: null
-  last_checked: 1780351994.342645
+  last_checked: 1780351994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342645+02:00'
   last_ai_eval: null
@@ -514310,7 +515110,7 @@ https://www.linkedin.com/pulse/azure-weekly-update-22nd-may-2026-john-savill-xpi
   addition_method: automatic
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   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119957+02:00'
   last_ai_eval: null
@@ -514417,7 +515217,7 @@ https://www.linkedin.com/pulse/command-query-responsibility-segregation-cqrs-hyb
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:26.195652+02:00'
   last_ai_eval: null
@@ -515109,7 +515909,7 @@ https://www.linkedin.com/pulse/how-visualize-your-aws-account-cloud9-wong-chun-y
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030615.537563
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:10:15.537563+02:00'
   last_ai_eval: null
@@ -515335,7 +516135,7 @@ https://www.linkedin.com/pulse/listado-de-todos-los-servicios-amazon-web-service
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033429.122721
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:57:09.122721+02:00'
   last_ai_eval: null
@@ -515431,7 +516231,7 @@ https://www.linkedin.com/pulse/passed-aws-certified-solutions-architect-level-ha
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034229.278506
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:29.278506+02:00'
   last_ai_eval: null
@@ -515526,7 +516326,7 @@ https://www.linkedin.com/pulse/so-you-think-youre-associate-level-solutions-adri
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033089.292167
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   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:51:29.292167+02:00'
   last_ai_eval: null
@@ -515618,7 +516418,7 @@ https://www.linkedin.com/pulse/testops-speed-devops-chaitanya-jawale:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:25.174672+02:00'
   last_ai_eval: null
@@ -515776,7 +516576,7 @@ https://www.linkedin.com/pulse/whos-who-azure-configuration-management-landscape
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   health_score: 100.0
-  last_checked: 1779030364.910132
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:04.910132+02:00'
   last_ai_eval: null
@@ -515907,7 +516707,7 @@ https://www.linode.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032056.942844
+  last_checked: 1779032056
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:16.942844+02:00'
   last_ai_eval: null
@@ -515932,7 +516732,7 @@ https://www.linode.com/blog/kubernetes/scaling-kubernetes-to-zero-and-back:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034355.380822
+  last_checked: 1779034355
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:35.380822+02:00'
   last_ai_eval: null
@@ -515959,7 +516759,7 @@ https://www.linode.com/content/terraforming-kubernetes-series-introduction-episo
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031539.790398
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:39.790398+02:00'
   last_ai_eval: null
@@ -516024,7 +516824,7 @@ https://www.linode.com/products/kubernetes:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032219.465624
+  last_checked: 1779032219
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:59.465624+02:00'
   last_ai_eval: null
@@ -516090,7 +516890,7 @@ https://www.linux.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736067.499068
+  last_checked: 1781736067
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:07.499068+02:00'
   last_ai_eval: null
@@ -516121,7 +516921,7 @@ https://www.linux.com/audience/devops/getting-started-kubernetes-easy-minikube:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029110.392793
+  last_checked: 1779029110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.392793+02:00'
   last_ai_eval: null
@@ -516212,7 +517012,7 @@ https://www.linuxadvise.com/amp/helmfile-next-level-to-manage-your-helm-charts:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029118.689625
+  last_checked: 1779029118
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:18.689625+02:00'
   last_ai_eval: null
@@ -516244,7 +517044,7 @@ https://www.linuxadvise.com/post/kubernetes-config-maps:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029631.055366
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.055366+02:00'
   last_ai_eval: null
@@ -516276,7 +517076,7 @@ https://www.linuxadvise.com/post/kubernetes-daemon-sets:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033917.092289
+  last_checked: 1779033917
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:17.092289+02:00'
   last_ai_eval: null
@@ -516308,7 +517108,7 @@ https://www.linuxadvise.com/post/kubernetes-node-affinity:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032578.65676
+  last_checked: 1779032578
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:58.656760+02:00'
   last_ai_eval: null
@@ -516340,7 +517140,7 @@ https://www.linuxadvise.com/post/kubernetes-node-selectors:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029862.609447
+  last_checked: 1779029862
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:42.609447+02:00'
   last_ai_eval: null
@@ -516372,7 +517172,7 @@ https://www.linuxadvise.com/post/kubernetes-pod-security-policy:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030356.199275
+  last_checked: 1779030356
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:56.199275+02:00'
   last_ai_eval: null
@@ -516405,7 +517205,7 @@ https://www.linuxadvise.com/post/kubernetes-rolling-updates-and-rollbacks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034037.567555
+  last_checked: 1779034037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:17.567555+02:00'
   last_ai_eval: null
@@ -516437,7 +517237,7 @@ https://www.linuxadvise.com/post/kubernetes-secrets:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030572.461539
+  last_checked: 1779030572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:32.461539+02:00'
   last_ai_eval: null
@@ -516469,7 +517269,7 @@ https://www.linuxadvise.com/post/kubernetes-static-pods:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031600.287398
+  last_checked: 1779031600
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.287398+02:00'
   last_ai_eval: null
@@ -516631,7 +517431,7 @@ https://www.linuxnix.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031175.825386
+  last_checked: 1779031175
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:35.825386+02:00'
   last_ai_eval: null
@@ -517064,7 +517864,7 @@ https://www.linuxtoday.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032977.374794
+  last_checked: 1779032977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.374794+02:00'
   last_ai_eval: null
@@ -517095,7 +517895,7 @@ https://www.liquibase.com/community/liquibase-vs-flyway:
   addition_method: manual
   content_hash: null
   health_score: 64.0
-  last_checked: 1779130494.929946
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.929946+02:00'
   last_ai_eval: null
@@ -517154,7 +517954,7 @@ https://www.liquibase.org/liquibase-vs-flyway:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031406.758862
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.758862+02:00'
   last_ai_eval: null
@@ -517189,7 +517989,7 @@ https://www.llamaindex.ai/blog/building-a-financial-due-diligence-agent-with-lit
   addition_method: automatic
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   health_score: null
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+  last_checked: 1780352282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814626+02:00'
   last_ai_eval: null
@@ -517236,7 +518036,7 @@ https://www.llamaindex.ai/blog/liteparse-v2-0-runs-everywhere:
   addition_method: automatic
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   health_score: null
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+  last_checked: 1780352686
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:24:46.744617+02:00'
   last_ai_eval: null
@@ -517341,7 +518141,7 @@ https://www.lucidchart.com:
   addition_method: manual
   content_hash: 8e182121ace1acd6dd166852149c50921d695e35e1c3c588d5842ff1696b5863
   health_score: 100.0
-  last_checked: 1779034097.473208
+  last_checked: 1779034097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.473208+02:00'
   last_ai_eval: null
@@ -517368,7 +518168,7 @@ https://www.lucidchart.com/blog/agile-vs-waterfall-vs-kanban-vs-scrum:
   addition_method: manual
   content_hash: 078237a51c6db96434b6d4bdc8c5d057cc7dd6a9bf48a686066fab910eb22207
   health_score: 100.0
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+  last_checked: 1779034015
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:55.572274+02:00'
   last_ai_eval: null
@@ -517430,7 +518230,7 @@ https://www.lucidchart.com/pages/integrations/aws-architecture-import:
   addition_method: manual
   content_hash: 5366dccdb0f3c23e2601c8a0d856c130593b93c41cf00d03005a063e713969e1
   health_score: 100.0
-  last_checked: 1779030989.797372
+  last_checked: 1779030989
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:29.797372+02:00'
   last_ai_eval: null
@@ -517457,7 +518257,7 @@ https://www.lynda.com:
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   health_score: 100.0
-  last_checked: 1779031671.811543
+  last_checked: 1779031671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.811543+02:00'
   last_ai_eval: null
@@ -517484,7 +518284,7 @@ https://www.m3db.io:
   addition_method: manual
   content_hash: 9972362e6778051fa04d79dbbbc7f796fbb23eafcb04e9cc76e61260ced7f7e5
   health_score: 100.0
-  last_checked: 1779031414.646988
+  last_checked: 1779031414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.646988+02:00'
   last_ai_eval: null
@@ -517579,7 +518379,7 @@ https://www.magalix.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033936.999116
+  last_checked: 1779033936
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:36.999116+02:00'
   last_ai_eval: null
@@ -517607,7 +518407,7 @@ https://www.magalix.com/blog/best-practices-and-tools-for-monitoring-your-kubern
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032656.286346
+  last_checked: 1779032656
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:16.286346+02:00'
   last_ai_eval: null
@@ -517641,7 +518441,7 @@ https://www.magalix.com/blog/create-a-ci/cd-pipeline-with-kubernetes-and-jenkins
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033839.230763
+  last_checked: 1779033839
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:59.230763+02:00'
   last_ai_eval: null
@@ -517673,7 +518473,7 @@ https://www.magalix.com/blog/creating-custom-kubernetes-operators:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031688.342985
+  last_checked: 1779031688
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:08.342985+02:00'
   last_ai_eval: null
@@ -517705,7 +518505,7 @@ https://www.magalix.com/blog/deploying-kubernetes-cluster-with-eks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033152.493247
+  last_checked: 1779033152
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:32.493247+02:00'
   last_ai_eval: null
@@ -517738,7 +518538,7 @@ https://www.magalix.com/blog/getting-started-with-istio-overview-and-installatio
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030379.078458
+  last_checked: 1779030379
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:19.078458+02:00'
   last_ai_eval: null
@@ -517771,7 +518571,7 @@ https://www.magalix.com/blog/how-to-integrate-opa-into-your-kubernetes-cluster-u
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032673.643303
+  last_checked: 1779032673
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:33.643303+02:00'
   last_ai_eval: null
@@ -517803,7 +518603,7 @@ https://www.magalix.com/blog/implementing-faas-in-kubernetes-using-kubeless:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032029.070663
+  last_checked: 1779032029
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:49.070663+02:00'
   last_ai_eval: null
@@ -517835,7 +518635,7 @@ https://www.magalix.com/blog/influencing-kubernetes-scheduler-decisions:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031372.219608
+  last_checked: 1779031372
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:52.219608+02:00'
   last_ai_eval: null
@@ -517868,7 +518668,7 @@ https://www.magalix.com/blog/integrating-open-policy-agent-opa-with-kubernetes-a
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029652.535251
+  last_checked: 1779029652
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:12.535251+02:00'
   last_ai_eval: null
@@ -517900,7 +518700,7 @@ https://www.magalix.com/blog/kubernetes-101-concepts-and-why-it-matters:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031877.25836
+  last_checked: 1779031877
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:17.258360+02:00'
   last_ai_eval: null
@@ -517932,7 +518732,7 @@ https://www.magalix.com/blog/kubernetes-and-database:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030063.817342
+  last_checked: 1779030063
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:03.817342+02:00'
   last_ai_eval: null
@@ -517964,7 +518764,7 @@ https://www.magalix.com/blog/kubernetes-authentication:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034367.319588
+  last_checked: 1779034367
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:47.319588+02:00'
   last_ai_eval: null
@@ -517996,7 +518796,7 @@ https://www.magalix.com/blog/kubernetes-authorization:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033181.642141
+  last_checked: 1779033181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:01.642141+02:00'
   last_ai_eval: null
@@ -518028,7 +518828,7 @@ https://www.magalix.com/blog/kubernetes-patterns-capacity-planning:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031922.067307
+  last_checked: 1779031922
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:02.067307+02:00'
   last_ai_eval: null
@@ -518060,7 +518860,7 @@ https://www.magalix.com/blog/kubernetes-patterns-the-service-discovery-pattern:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033856.586727
+  last_checked: 1779033856
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:04:16.586727+02:00'
   last_ai_eval: null
@@ -518093,7 +518893,7 @@ https://www.magalix.com/blog/monitor-kuberentes-cluster-to-manage-large-scale-pr
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032477.976834
+  last_checked: 1779032477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:17.976834+02:00'
   last_ai_eval: null
@@ -518127,7 +518927,7 @@ https://www.magalix.com/blog/monitoring-of-kubernetes-cluster-through-prometheus
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031663.866985
+  last_checked: 1779031663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:43.866985+02:00'
   last_ai_eval: null
@@ -518162,7 +518962,7 @@ https://www.magalix.com/blog/team-productivity-1:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030494.167473
+  last_checked: 1779030494
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:14.167473+02:00'
   last_ai_eval: null
@@ -518194,7 +518994,7 @@ https://www.magalix.com/blog/the-best-kubernetes-tutorials:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032129.151356
+  last_checked: 1779032129
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:29.151356+02:00'
   last_ai_eval: null
@@ -518226,7 +519026,7 @@ https://www.magalix.com/blog/top-8-kubernetes-security-best-practices:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029286.101486
+  last_checked: 1779029286
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:06.101486+02:00'
   last_ai_eval: null
@@ -518258,7 +519058,7 @@ https://www.magalix.com/blog/what-is-gitops:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030700.305165
+  last_checked: 1779030700
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:40.305165+02:00'
   last_ai_eval: null
@@ -518290,7 +519090,7 @@ https://www.magalix.com/blog/what-you-should-know-about-kubernetes-1.20:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029911.021465
+  last_checked: 1779029911
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:31.021465+02:00'
   last_ai_eval: null
@@ -518322,7 +519122,7 @@ https://www.magalix.com/blog/working-with-istio-track-your-services-with-kiali:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032011.720466
+  last_checked: 1779032011
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:31.720466+02:00'
   last_ai_eval: null
@@ -518355,7 +519155,7 @@ https://www.magalix.com/kubernetes-application-patterns-e-book-download:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033014.01454
+  last_checked: 1779033014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:14.014540+02:00'
   last_ai_eval: null
@@ -518683,7 +519483,7 @@ https://www.malt.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032455.259149
+  last_checked: 1779032455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:55.259149+02:00'
   last_ai_eval: null
@@ -518714,7 +519514,7 @@ https://www.mandiant.com/resources/azure-run-command-dummies:
   addition_method: manual
   content_hash: af360a0d4a3840887a67981ed0b92263ae009611b8031884bcb768b543dab054
   health_score: 100.0
-  last_checked: 1779030446.732957
+  last_checked: 1779030446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:26.732957+02:00'
   last_ai_eval: null
@@ -518741,7 +519541,7 @@ https://www.manifests.io/kubernetes/1.28:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031031.701058
+  last_checked: 1779031031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.701058+02:00'
   last_ai_eval: null
@@ -518999,7 +519799,7 @@ https://www.markdownguide.org/cheat-sheet:
   addition_method: manual
   content_hash: 7805cf7ff9cb237aec1954483697e81ec5ce2540ca7151a68916f944cfae4629
   health_score: 100.0
-  last_checked: 1779030326.989701
+  last_checked: 1779030326
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:26.989701+02:00'
   last_ai_eval: null
@@ -519028,7 +519828,7 @@ https://www.mastertheboss.com/jboss-frameworks/spring/deploy-your-springboot-app
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031671.220209
+  last_checked: 1779031671
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:51.220209+02:00'
   last_ai_eval: null
@@ -519060,7 +519860,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/clustering-wildfly-on-openshif
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031012.240188
+  last_checked: 1779031012
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:52.240188+02:00'
   last_ai_eval: null
@@ -519092,7 +519892,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/java-ee-example-application-on
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031266.220117
+  last_checked: 1779031266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.220117+02:00'
   last_ai_eval: null
@@ -519124,7 +519924,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/openshift-cheatsheet:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033088.50523
+  last_checked: 1779033088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:28.505230+02:00'
   last_ai_eval: null
@@ -519156,7 +519956,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/running-microprofile-applicati
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032571.576436
+  last_checked: 1779032571
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:51.576436+02:00'
   last_ai_eval: null
@@ -519188,7 +519988,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/thorntail-on-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031125.593908
+  last_checked: 1779031125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.593908+02:00'
   last_ai_eval: null
@@ -519220,7 +520020,7 @@ https://www.mastertheboss.com/soa-cloud/openshift/using-wildfly-on-openshift:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032080.28727
+  last_checked: 1779032080
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:40.287270+02:00'
   last_ai_eval: null
@@ -519285,7 +520085,7 @@ https://www.medianova.com/en-blog/service-mesh-vs-api-gateway:
   addition_method: manual
   content_hash: 3eaf091f8a331930346c18d3083b685919295868e444c4725ff76c3cdfae4530
   health_score: 100.0
-  last_checked: 1779034046.359231
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:26.359231+02:00'
   last_ai_eval: null
@@ -519376,7 +520176,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270600737:
   addition_method: manual
   content_hash: 086059fed23bfe6bde5b79b4cb74d922a7ed6df0212db91ce99ac51e71c1f878
   health_score: 100.0
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+  last_checked: 1779033477
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:57.726686+02:00'
   last_ai_eval: null
@@ -519403,7 +520203,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270630108:
   addition_method: manual
   content_hash: 996507cf4a5c76f369870f3d53b5aef77456f06255dbb09e74750ac4e972ed38
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:33.552230+02:00'
   last_ai_eval: null
@@ -519430,7 +520230,7 @@ https://www.meetup.com/Jenkins-online-meetup/events/270861119:
   addition_method: manual
   content_hash: f816b0322ea63f7601d010069a7aa2361178fc3e9d267a867b7a1f70dd374c6a
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.637310+02:00'
   last_ai_eval: null
@@ -519491,7 +520291,7 @@ https://www.meetup.com/es/Jenkins-online-meetup/events/276135789:
   addition_method: manual
   content_hash: 6003dee25b3ef1437a029acc2928cc75d83833c45f63a84d2b46acb1dc845ca3
   health_score: 100.0
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+  last_checked: 1779031103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.853235+02:00'
   last_ai_eval: null
@@ -519665,7 +520465,7 @@ https://www.merikan.com/2019/04/jvm-in-a-container:
   addition_method: manual
   content_hash: 114781a2d3955cefbb1cd7ed0d43ee5800d49ac6719fd74eff23611d855fcc57
   health_score: 100.0
-  last_checked: 1779130495.020009
+  last_checked: 1779130495
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:55.020009+02:00'
   last_ai_eval: null
@@ -519692,7 +520492,7 @@ https://www.metabob.com:
   addition_method: manual
   content_hash: 463116b6456ee11ffeacb50d399c66f9e7219e9402125245bfe70d59f813600e
   health_score: 100.0
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+  last_checked: 1779029068
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:44:28.059221+02:00'
   last_ai_eval: null
@@ -519760,7 +520560,7 @@ https://www.michaelburge.us/2017/09/10/injecting-shellcode-to-speed-up-amazon-re
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352730.207538
+  last_checked: 1780352730
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207538+02:00'
   last_ai_eval: null
@@ -519807,7 +520607,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352454.119984
+  last_checked: 1780352454
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119984+02:00'
   last_ai_eval: null
@@ -519855,7 +520655,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352404.147701
+  last_checked: 1780352404
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:04.147701+02:00'
   last_ai_eval: null
@@ -519900,7 +520700,7 @@ https://www.microsoft.com/en-us/customers/brand-collections/premier-league-trans
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352730.207482
+  last_checked: 1780352730
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:30.207482+02:00'
   last_ai_eval: null
@@ -519953,7 +520753,7 @@ https://www.microsoft.com/en-us/research/articles/webwright-a-terminal-is-all-yo
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780401152.315659
+  last_checked: 1780401152
   needs_ai_refresh: false
   discovered_at: '2026-06-02T13:52:32.315659+02:00'
   last_ai_eval: null
@@ -520567,7 +521367,7 @@ https://www.migops.com/blog/2021/11/26/is-aurora-postgresql-really-faster-and-ch
   addition_method: manual
   content_hash: 49297d930e2b17050a9258690aef50b70f3bb76754bb1dfeb3285a49ae371326
   health_score: 80.0
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+  last_checked: 1779033074
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:14.467253+02:00'
   last_ai_eval: null
@@ -520598,7 +521398,7 @@ https://www.migops.com/blog/pgbackrest-the-best-postgres-backup-tool-with-a-very
   addition_method: manual
   content_hash: null
   health_score: 64.0
-  last_checked: 1779130494.94698
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.946980+02:00'
   last_ai_eval: null
@@ -520764,7 +521564,7 @@ https://www.minisim.app:
   addition_method: automatic
   content_hash: 616cbb4d6e81988803295d750c8ad8608309048ded1f6c813fbabdadd3e53f6a
   health_score: null
-  last_checked: 1780352414.11563
+  last_checked: 1780352414
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115630+02:00'
   last_ai_eval: null
@@ -520967,7 +521767,7 @@ https://www.mirantis.com/blog/your-app-deserves-more-than-kubernetes-ingress-kub
   addition_method: manual
   content_hash: 62e8da80106634e4c7eed5e4aed398c4292e3c73e8bd3a65adb04d83497c910e
   health_score: 100.0
-  last_checked: 1779032779.728409
+  last_checked: 1779032779
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:19.728409+02:00'
   last_ai_eval: null
@@ -520993,7 +521793,7 @@ https://www.mirantis.com/software/docker/docker-enterprise:
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@@ -523198,7 +523998,7 @@ https://www.npmjs.com:
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@@ -523646,7 +524446,7 @@ https://www.omgubuntu.co.uk/2020/06/microsoft-wsl-install-command:
   addition_method: manual
   content_hash: 6305adbe7c16f45f89c646fc1732183d208d4b4eb8982bdf11f82060a71ff9ca
   health_score: 100.0
-  last_checked: 1779029421.506245
+  last_checked: 1779029421
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:50:21.506245+02:00'
   last_ai_eval: null
@@ -523709,7 +524509,7 @@ https://www.oncehub.com/scheduleonce:
   addition_method: manual
   content_hash: c87768ee1c50883d3f20cac4f4e70a980423fded588424675e3be61e7234781b
   health_score: 100.0
-  last_checked: 1779034504.704909
+  last_checked: 1779034504
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:04.704909+02:00'
   last_ai_eval: null
@@ -523737,7 +524537,7 @@ https://www.ondat.io/blog/stateful-apps-in-kubernetes-are-a-big-deal:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032817.233323
+  last_checked: 1779032817
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:57.233323+02:00'
   last_ai_eval: null
@@ -523769,7 +524569,7 @@ https://www.ondat.io/discoblocks:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029940.724684
+  last_checked: 1779029940
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:00.724684+02:00'
   last_ai_eval: null
@@ -523835,7 +524635,7 @@ https://www.opcito.com/blogs/testops-how-to-automate-your-software-pipeline-at-t
   addition_method: manual
   content_hash: 8a0b4e1d187c31c8d2f16c57d2bcd77a101c40247b529d7c5b036b199e465690
   health_score: 100.0
-  last_checked: 1779029190.048891
+  last_checked: 1779029190
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:30.048891+02:00'
   last_ai_eval: null
@@ -523899,7 +524699,7 @@ https://www.openapis.org:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735865.271571
+  last_checked: 1781735865
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.271571+02:00'
   last_ai_eval: null
@@ -523932,7 +524732,7 @@ https://www.openapis.org/faq:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735865.923384
+  last_checked: 1781735865
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:45.923384+02:00'
   last_ai_eval: null
@@ -523995,7 +524795,7 @@ https://www.opencontainers.org:
   addition_method: manual
   content_hash: 1799453ded469616722928badf24ba3efa63b7bc072c0921a977ef7e2439fcc3
   health_score: 100.0
-  last_checked: 1779034273.436362
+  last_checked: 1779034273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.436362+02:00'
   last_ai_eval: null
@@ -524121,7 +524921,7 @@ https://www.opengroup.org:
   addition_method: manual
   content_hash: ef931e0ade40028c22596e5f990923876b22bced0b8042bafce48518ca41eee3
   health_score: 100.0
-  last_checked: 1779032114.299829
+  last_checked: 1779032114
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:14.299829+02:00'
   last_ai_eval: null
@@ -524146,7 +524946,7 @@ https://www.opengroup.org/togaf:
   addition_method: manual
   content_hash: fa0897f768dadbb8ca875ce42222b9fc521e8fd1010f0710892025644c03a673
   health_score: 100.0
-  last_checked: 1779033570.279423
+  last_checked: 1779033570
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:30.279423+02:00'
   last_ai_eval: null
@@ -524171,7 +524971,7 @@ https://www.openliberty.io:
   addition_method: manual
   content_hash: b15917055113c919d793405429d53c6efdece22e0a37165ccf8efae5bd13952f
   health_score: 100.0
-  last_checked: 1779029161.348172
+  last_checked: 1779029161
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:01.348172+02:00'
   last_ai_eval: null
@@ -524199,7 +524999,7 @@ https://www.openlogic.com/blog/how-visualize-prometheus-data-grafana:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781735951.956779
+  last_checked: 1781735951
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:39:11.956779+02:00'
   last_ai_eval: null
@@ -524235,7 +525035,7 @@ https://www.openlogic.com/blog/prometheus-java-monitoring-and-gathering-data:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736134.803032
+  last_checked: 1781736134
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:14.803032+02:00'
   last_ai_eval: null
@@ -524269,7 +525069,7 @@ https://www.openpolicyagent.org:
   addition_method: manual
   content_hash: 7bb2a392c0f5c7d4f1dc0b607f81d4a647e0dc26adf5d6cde679142134fc38f8
   health_score: 100.0
-  last_checked: 1779033619.25785
+  last_checked: 1779033619
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:00:19.257850+02:00'
   last_ai_eval: null
@@ -524366,7 +525166,7 @@ https://www.openproject.org/create-configure-manage-projects-openproject:
   addition_method: manual
   content_hash: 6a1359b4cd8985e3dd67aca41d2d343c42838adc8f8d3b229706ca4d2a1acebb
   health_score: 100.0
-  last_checked: 1779029365.640088
+  last_checked: 1779029365
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:25.640088+02:00'
   last_ai_eval: null
@@ -524393,7 +525193,7 @@ https://www.openshift.com:
   addition_method: manual
   content_hash: 6e0200d0b18c6244f741adf057afcffe282367ad85374596f9b52f24f184cdc2
   health_score: 100.0
-  last_checked: 1779031669.487206
+  last_checked: 1779031669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.487206+02:00'
   last_ai_eval: null
@@ -524420,7 +525220,7 @@ https://www.openshift.com/blog:
   addition_method: manual
   content_hash: fe3b00fc9855e8f639ff3144a9426dbe138a0fc8ac6c3d5d5c1f62df62660602
   health_score: 100.0
-  last_checked: 1779030339.965346
+  last_checked: 1779030339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:39.965346+02:00'
   last_ai_eval: null
@@ -524447,7 +525247,7 @@ https://www.openshift.com/blog/18333-2:
   addition_method: manual
   content_hash: 53d500c817d5d73be815f5eb9ff0408ea0b6373f25f25e32215fce76aa256413
   health_score: 100.0
-  last_checked: 1779029629.364813
+  last_checked: 1779029629
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:49.364813+02:00'
   last_ai_eval: null
@@ -524475,7 +525275,7 @@ https://www.openshift.com/blog/7-best-practices-for-writing-kubernetes-operators
   addition_method: manual
   content_hash: cfba48c9f8a1b67a524b2c6b06890b96f48e46147c773bea04555dc914f14fdd
   health_score: 100.0
-  last_checked: 1779031600.817672
+  last_checked: 1779031600
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:40.817672+02:00'
   last_ai_eval: null
@@ -524502,7 +525302,7 @@ https://www.openshift.com/blog/8-answers-to-7-openshift-questions:
   addition_method: manual
   content_hash: 1291f19a2c49b414bf27891c2bd96edde133210ba6337ee8ccfae8b028433c8d
   health_score: 100.0
-  last_checked: 1779029130.931594
+  last_checked: 1779029130
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:30.931594+02:00'
   last_ai_eval: null
@@ -524530,7 +525330,7 @@ https://www.openshift.com/blog/a-brief-introduction-to-red-hat-advanced-cluster-
   addition_method: manual
   content_hash: 4b6b9f4d7b02407b77dc72ec4e75c2140efcbedfdf7b778758b5ece5476a227e
   health_score: 100.0
-  last_checked: 1779033479.895075
+  last_checked: 1779033479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.895075+02:00'
   last_ai_eval: null
@@ -524556,7 +525356,7 @@ https://www.openshift.com/blog/accessing-external-services-using-egress-router:
   addition_method: manual
   content_hash: 51ec17d2e5dd203bbe9e7aaf1053007026eefc5c1e144ad82031dfc5b3f307f2
   health_score: 100.0
-  last_checked: 1779029993.497409
+  last_checked: 1779029993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:53.497409+02:00'
   last_ai_eval: null
@@ -524583,7 +525383,7 @@ https://www.openshift.com/blog/announcing-openshift-gitops:
   addition_method: manual
   content_hash: 32deec573fad360d059933d07fdfd45a247e336fe890380e40e8e77fc3200101
   health_score: 100.0
-  last_checked: 1779034582.398873
+  last_checked: 1779034582
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:22.398873+02:00'
   last_ai_eval: null
@@ -524610,7 +525410,7 @@ https://www.openshift.com/blog/ansible-and-openshift-connecting-for-success:
   addition_method: manual
   content_hash: 7d8325160e7fe85c2dfa2bcbcf6b2f28e6fd86af51c6de52f3f8cccc00b9c65b
   health_score: 100.0
-  last_checked: 1779029116.593444
+  last_checked: 1779029116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.593444+02:00'
   last_ai_eval: null
@@ -524638,7 +525438,7 @@ https://www.openshift.com/blog/applications-here-applications-there-part-3-appli
   addition_method: manual
   content_hash: 877628590e8627aa04bd44a761ea03acb82760ebbc4e4c2523fada56b95db44b
   health_score: 100.0
-  last_checked: 1779032969.182872
+  last_checked: 1779032969
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:29.182872+02:00'
   last_ai_eval: null
@@ -524666,7 +525466,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-authentication
   addition_method: manual
   content_hash: 4449cc96b537296f041231a616018de87f0c73198db036804747ee6272e55108
   health_score: 100.0
-  last_checked: 1779030021.250522
+  last_checked: 1779030021
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:21.250522+02:00'
   last_ai_eval: null
@@ -524693,7 +525493,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operatio
   addition_method: manual
   content_hash: 40c74cc266d4a910d8de8c082ed0c7ac0f00945e7f749cbe82789c584931f6cb
   health_score: 100.0
-  last_checked: 1779031079.934846
+  last_checked: 1779031079
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:59.934846+02:00'
   last_ai_eval: null
@@ -524719,7 +525519,7 @@ https://www.openshift.com/blog/ask-an-openshift-admin-office-hour-day-2-operatio
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   health_score: 100.0
-  last_checked: 1779029110.885936
+  last_checked: 1779029110
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:10.885936+02:00'
   last_ai_eval: null
@@ -524746,7 +525546,7 @@ https://www.openshift.com/blog/build-kubernetes-operators-from-helm-charts-in-5-
   addition_method: manual
   content_hash: 8b14f83da1f148f3fda09f670a572428f2a1b5b2299e6a9b2dae9e0b9af862df
   health_score: 100.0
-  last_checked: 1779033697.475689
+  last_checked: 1779033697
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:37.475689+02:00'
   last_ai_eval: null
@@ -524772,7 +525572,7 @@ https://www.openshift.com/blog/build-your-kubernetes-operator-with-the-right-too
   addition_method: manual
   content_hash: 7d3b988c171672e7428716ffc9041a2418fec7bf142e846bca190063634a8158
   health_score: 100.0
-  last_checked: 1779031602.411137
+  last_checked: 1779031602
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:42.411137+02:00'
   last_ai_eval: null
@@ -524799,7 +525599,7 @@ https://www.openshift.com/blog/building-declarative-pipelines-openshift-dsl-plug
   addition_method: manual
   content_hash: f155c99e3a0fe00c26ae7b23af7bf83c7b8502dd1ccd8816889c8e6f9adedcbc
   health_score: 100.0
-  last_checked: 1779032178.083429
+  last_checked: 1779032178
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:18.083429+02:00'
   last_ai_eval: null
@@ -524827,7 +525627,7 @@ https://www.openshift.com/blog/building-openshift-pipelines-with-gitlab:
   addition_method: manual
   content_hash: c5617e60f2a94ff5f0c68c368e1a8c2f46c69411aacd33dcb89ea075e5273d7e
   health_score: 100.0
-  last_checked: 1779033243.663963
+  last_checked: 1779033243
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.663963+02:00'
   last_ai_eval: null
@@ -524854,7 +525654,7 @@ https://www.openshift.com/blog/cloud-devops-with-openshift-and-jfrog:
   addition_method: manual
   content_hash: 06512cf9036be6f21863121a0246001475ff5658b60450b2abd0249dd99c42a7
   health_score: 100.0
-  last_checked: 1779031231.27625
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:31.276250+02:00'
   last_ai_eval: null
@@ -524881,7 +525681,7 @@ https://www.openshift.com/blog/cloud-native-ci-cd-with-openshift-pipelines:
   addition_method: manual
   content_hash: 66015a0026f92adabf79475854c7c2f09f5b136dc1c40c7ff6e9d0244797ca14
   health_score: 100.0
-  last_checked: 1779033622.951753
+  last_checked: 1779033622
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:22.951753+02:00'
   last_ai_eval: null
@@ -524909,7 +525709,7 @@ https://www.openshift.com/blog/control-regional-access-to-your-service-on-opensh
   addition_method: manual
   content_hash: c982e8cc1478198ed9020b98f7b738de0e0739c5283a119cf744e71fb0dc4b0d
   health_score: 100.0
-  last_checked: 1779033360.880816
+  last_checked: 1779033360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.880816+02:00'
   last_ai_eval: null
@@ -524935,7 +525735,7 @@ https://www.openshift.com/blog/customizing-virtual-machine-templates-in-openshif
   addition_method: manual
   content_hash: 33ad128040170e1f58dc92f4cf6c0e172c28d4494f2d510f67dc2b1917b46772
   health_score: 100.0
-  last_checked: 1779034564.718106
+  last_checked: 1779034564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:04.718106+02:00'
   last_ai_eval: null
@@ -524961,7 +525761,7 @@ https://www.openshift.com/blog/debugging-java-applications-on-openshift-kubernet
   addition_method: manual
   content_hash: dda7ec361766f5f9f97c0a7b67370743ca08bf6ebd9d59b5c046e9646466dfaa
   health_score: 100.0
-  last_checked: 1779029805.484989
+  last_checked: 1779029805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:45.484989+02:00'
   last_ai_eval: null
@@ -524988,7 +525788,7 @@ https://www.openshift.com/blog/demystifying-multus:
   addition_method: manual
   content_hash: 401399fa2875f023fc0eb8d462ec579c3924039a4886f2d7c33b719d2276f0a9
   health_score: 100.0
-  last_checked: 1779030531.871357
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:51.871357+02:00'
   last_ai_eval: null
@@ -525016,7 +525816,7 @@ https://www.openshift.com/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-sin
   addition_method: manual
   content_hash: 46f7211dfd1f01b9a4ff2f4e9a8dd62be644c0d16f5cfa90e506d51243a30d8f
   health_score: 100.0
-  last_checked: 1779030709.013513
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:49.013513+02:00'
   last_ai_eval: null
@@ -525043,7 +525843,7 @@ https://www.openshift.com/blog/deploying-openshift-4.4-to-vmware-vsphere-7:
   addition_method: manual
   content_hash: a5f9ef707dfe0bc46bfeb6e6876dd254f77c8b982e09d08d4d7049343363f542
   health_score: 100.0
-  last_checked: 1779031596.544081
+  last_checked: 1779031596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.544081+02:00'
   last_ai_eval: null
@@ -525070,7 +525870,7 @@ https://www.openshift.com/blog/deploying-openshift-applications-multiple-datacen
   addition_method: manual
   content_hash: 18a8a6d03720ce0b46b5d1daa7f4e8df0a6f5f94930bca833169dd614b5da75b
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:10.691585+02:00'
   last_ai_eval: null
@@ -525097,7 +525897,7 @@ https://www.openshift.com/blog/deploying-to-openshift-using-github-actions:
   addition_method: manual
   content_hash: 1d694d2c296f278457aeb4d65331ee346ec23bcb357f8335bda3314e9998524b
   health_score: 100.0
-  last_checked: 1779034569.257792
+  last_checked: 1779034569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:09.257792+02:00'
   last_ai_eval: null
@@ -525124,7 +525924,7 @@ https://www.openshift.com/blog/descheduler-ga-in-openshift-4.7:
   addition_method: manual
   content_hash: 341dcb99bf8c14187bc677e37f2e383cf1b60ec60043b7b518fa5e1fd823a9c7
   health_score: 100.0
-  last_checked: 1779033924.180645
+  last_checked: 1779033924
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:24.180645+02:00'
   last_ai_eval: null
@@ -525150,7 +525950,7 @@ https://www.openshift.com/blog/enhanced-openshift-jboss-amq-container-image-for-
   addition_method: manual
   content_hash: af01bfe58548848ed1de95ed4eb25e79aa5e5598a076f2f94833a517e39f4502
   health_score: 100.0
-  last_checked: 1779033480.068193
+  last_checked: 1779033480
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:00.068193+02:00'
   last_ai_eval: null
@@ -525176,7 +525976,7 @@ https://www.openshift.com/blog/enterprise-kubernetes-with-openshift-part-one:
   addition_method: manual
   content_hash: ddcd8a23b9589a51653e5a21228df9b4f132b15ab5acd23c00b681e598598f7c
   health_score: 100.0
-  last_checked: 1779034013.006819
+  last_checked: 1779034013
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:53.006819+02:00'
   last_ai_eval: null
@@ -525203,7 +526003,7 @@ https://www.openshift.com/blog/from-code-to-production-with-gitops:
   addition_method: manual
   content_hash: 901a3855bc8804e39d7b1e0d1ccb8c79e1f588a85e1905200ef338edac4f849c
   health_score: 100.0
-  last_checked: 1779031181.671552
+  last_checked: 1779031181
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:41.671552+02:00'
   last_ai_eval: null
@@ -525231,7 +526031,7 @@ https://www.openshift.com/blog/from-ops-to-sre-evolution-of-the-openshift-dedica
   addition_method: manual
   content_hash: 506d329d169c4d7496da69e1b916caed3eff9b19d60c623e61e5ce887c1037e3
   health_score: 100.0
-  last_checked: 1779032282.847246
+  last_checked: 1779032282
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:02.847246+02:00'
   last_ai_eval: null
@@ -525258,7 +526058,7 @@ https://www.openshift.com/blog/fully-automated-openshift-deployments-with-vmware
   addition_method: manual
   content_hash: c370ee14aca1846e1ad1fd22b1468b7b5693c33de66e6de971b64cdad948913e
   health_score: 100.0
-  last_checked: 1779030250.677085
+  last_checked: 1779030250
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:10.677085+02:00'
   last_ai_eval: null
@@ -525285,7 +526085,7 @@ https://www.openshift.com/blog/geographically-distributed-stateful-workloads-par
   addition_method: manual
   content_hash: dd4a4b4c8e84a545a3c861cf040a8570fde972e178c09bb238e11c8e30442f82
   health_score: 100.0
-  last_checked: 1779032763.108763
+  last_checked: 1779032763
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:03.108763+02:00'
   last_ai_eval: null
@@ -525312,7 +526112,7 @@ https://www.openshift.com/blog/getting-started-with-applicationsets:
   addition_method: manual
   content_hash: 14b83639355e26c9f143c05004db45de0770c0b316e37fb799750235a5b9ed76
   health_score: 100.0
-  last_checked: 1779031258.151803
+  last_checked: 1779031258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:58.151803+02:00'
   last_ai_eval: null
@@ -525340,7 +526140,7 @@ https://www.openshift.com/blog/gitops-secret-management:
   addition_method: manual
   content_hash: c2bebec634d575617dc7fec6179f0fa07fb304c3db92950dec1b1b6a3a482de6
   health_score: 100.0
-  last_checked: 1779031694.551393
+  last_checked: 1779031694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.551393+02:00'
   last_ai_eval: null
@@ -525368,7 +526168,7 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   addition_method: manual
   content_hash: 02f85da1f735f398f8ed00434066d6475ca417a937e309b30b24b9c8b7d84e17
   health_score: 100.0
-  last_checked: 1779032874.978056
+  last_checked: 1779032874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.978056+02:00'
   last_ai_eval: null
@@ -525396,7 +526196,7 @@ https://www.openshift.com/blog/gitops-using-red-hat-openshift-pipelines-tekton-a
   addition_method: manual
   content_hash: 70635867331c21b6d4698c1c0e44ac199f2eeaafd589f93a72c44d7e01876fe6
   health_score: 100.0
-  last_checked: 1779031620.737293
+  last_checked: 1779031620
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:00.737293+02:00'
   last_ai_eval: null
@@ -525424,7 +526224,7 @@ https://www.openshift.com/blog/global-load-balancer-for-openshift-clusters-an-op
   addition_method: manual
   content_hash: 201056947f1c828f7a770526042658b12740c7479293fac0dd1ffeb755062909
   health_score: 100.0
-  last_checked: 1779034373.216627
+  last_checked: 1779034373
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:53.216627+02:00'
   last_ai_eval: null
@@ -525450,7 +526250,7 @@ https://www.openshift.com/blog/grpc-or-http/2-ingress-connectivity-in-openshift:
   addition_method: manual
   content_hash: d729100f972f4287d722e7384f73ce4736439ce67812090f6d2dfd5c66e93881
   health_score: 100.0
-  last_checked: 1779029993.442593
+  last_checked: 1779029993
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:53.442593+02:00'
   last_ai_eval: null
@@ -525478,7 +526278,7 @@ https://www.openshift.com/blog/guide-to-openshift-pipelines-part-1-introducing-o
   addition_method: manual
   content_hash: df9c2112ed047bfec9b02b3d8724b75cd0b95f968c528c19e85629878e89fdca
   health_score: 100.0
-  last_checked: 1779031103.451344
+  last_checked: 1779031103
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:23.451344+02:00'
   last_ai_eval: null
@@ -525505,7 +526305,7 @@ https://www.openshift.com/blog/how-to-configure-ldap-sync-with-cronjobs-in-opens
   addition_method: manual
   content_hash: a1565adb6cddc966791a732eba164fd9d4485a556a4476abfa6d2d73b0afc8a1
   health_score: 100.0
-  last_checked: 1779033339.368072
+  last_checked: 1779033339
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:39.368072+02:00'
   last_ai_eval: null
@@ -525531,7 +526331,7 @@ https://www.openshift.com/blog/how-to-enable-static-egress-ip-in-ocp:
   addition_method: manual
   content_hash: 5b14318eb7048cac0f11b0530ef6689be2460bdaf8459bf40897264aa78097c2
   health_score: 100.0
-  last_checked: 1779034105.317534
+  last_checked: 1779034105
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.317534+02:00'
   last_ai_eval: null
@@ -525558,7 +526358,7 @@ https://www.openshift.com/blog/how-to-monitoring-openshift-4.x-with-zabbix-using
   addition_method: manual
   content_hash: 4cedf2bb923f6c6334acc8b86523d1fe2665e3ae209423690bdee6c0ab0c00e9
   health_score: 100.0
-  last_checked: 1779034487.42211
+  last_checked: 1779034487
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:47.422110+02:00'
   last_ai_eval: null
@@ -525586,7 +526386,7 @@ https://www.openshift.com/blog/how-to-offer-service-running-on-openshift-on-aws-
   addition_method: manual
   content_hash: 7b035a43b18fe0158e71dfe4bacfad9ccd87ad64500d14c75824d8d766045682
   health_score: 100.0
-  last_checked: 1779029631.717474
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.717474+02:00'
   last_ai_eval: null
@@ -525614,7 +526414,7 @@ https://www.openshift.com/blog/how-to-orchestrate-data-pipelines-with-applicatio
   addition_method: manual
   content_hash: 048894c65c79517ad5804b730bbb473a47961edd50bf78948e1258ce8447539b
   health_score: 100.0
-  last_checked: 1779031327.982391
+  last_checked: 1779031327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.982391+02:00'
   last_ai_eval: null
@@ -525641,7 +526441,7 @@ https://www.openshift.com/blog/how-to-use-hashicorp-vault-and-argo-cd-for-gitops
   addition_method: manual
   content_hash: e48f9a693283f1f9fcb819222986b6fb6581d64991d45800ce0eb557868b1284
   health_score: 100.0
-  last_checked: 1779031980.031549
+  last_checked: 1779031980
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:00.031549+02:00'
   last_ai_eval: null
@@ -525668,7 +526468,7 @@ https://www.openshift.com/blog/ibm-and-red-hat-bring-openshift-to-ibm-z-and-linu
   addition_method: manual
   content_hash: 2114cd0598a484bb83d9cc2ea70abe62dc4bc5f8fcf3432e654ed30ac84c8fc0
   health_score: 100.0
-  last_checked: 1779034269.789381
+  last_checked: 1779034269
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:09.789381+02:00'
   last_ai_eval: null
@@ -525695,7 +526495,7 @@ https://www.openshift.com/blog/improved-tooling-and-best-practices-to-help-you-m
   addition_method: manual
   content_hash: 2de448a6a799b7715c336f44c3d214b76303a6263388e9ac0669ca666cd65bbc
   health_score: 100.0
-  last_checked: 1779033761.67945
+  last_checked: 1779033761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.679450+02:00'
   last_ai_eval: null
@@ -525721,7 +526521,7 @@ https://www.openshift.com/blog/installing-ocp-in-a-mainframe-z-series:
   addition_method: manual
   content_hash: f09b27120feba6df6e30afff2a7c84df9bf75d4789884c71c696547744a1eda5
   health_score: 100.0
-  last_checked: 1779034306.667329
+  last_checked: 1779034306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:46.667329+02:00'
   last_ai_eval: null
@@ -525748,7 +526548,7 @@ https://www.openshift.com/blog/introducing-azure-red-hat-openshift-on-openshift-
   addition_method: manual
   content_hash: cfe71fe9f5482f3f20c3f6e867e3cf285011320289bf72f58bd2e9a882b94561
   health_score: 100.0
-  last_checked: 1779030609.064191
+  last_checked: 1779030609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:09.064191+02:00'
   last_ai_eval: null
@@ -525776,7 +526576,7 @@ https://www.openshift.com/blog/introducing-kube-burner-a-tool-to-burn-down-kuber
   addition_method: manual
   content_hash: 4610431463bf0105737ceb5844bb8898f830b713b80149f43c9e400738a9678d
   health_score: 100.0
-  last_checked: 1779034208.648367
+  last_checked: 1779034208
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:08.648367+02:00'
   last_ai_eval: null
@@ -525803,7 +526603,7 @@ https://www.openshift.com/blog/introducing-nginx-and-nginx-plus-routers-for-open
   addition_method: manual
   content_hash: 046b548ddf1b9ea334e5657f8a5d8f06e0298a09bac7c2d66d8f4dfe6be6e3d9
   health_score: 100.0
-  last_checked: 1779031032.040988
+  last_checked: 1779031032
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:12.040988+02:00'
   last_ai_eval: null
@@ -525829,7 +526629,7 @@ https://www.openshift.com/blog/introducing-openshift-service-mesh-2.0:
   addition_method: manual
   content_hash: 5f91e8c97fe4789b4e8e00975e86aa280692173e0ba9337d432114f9d81fab5b
   health_score: 100.0
-  last_checked: 1779034392.29098
+  last_checked: 1779034392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:12.290980+02:00'
   last_ai_eval: null
@@ -525856,7 +526656,7 @@ https://www.openshift.com/blog/introducing-red-hat-openshift-service-on-aws:
   addition_method: manual
   content_hash: 43a986d355a15d78f197233b53e6fcce78679ad88f9fd5ffa5e10982ea5dad69
   health_score: 100.0
-  last_checked: 1779029322.987444
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:42.987444+02:00'
   last_ai_eval: null
@@ -525883,7 +526683,7 @@ https://www.openshift.com/blog/introducing-the-quarkus-helm-chart:
   addition_method: manual
   content_hash: 31cfde9c1d31e9d8056f74598328ff7e112efa52db4caa9d26f32a470879713c
   health_score: 100.0
-  last_checked: 1779033243.978408
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:03.978408+02:00'
   last_ai_eval: null
@@ -525910,7 +526710,7 @@ https://www.openshift.com/blog/introduction-to-kraken-a-chaos-tool-for-openshift
   addition_method: manual
   content_hash: 9e70db495a14ef3500a8dc40ce8ed972e4b70affbd0d0312625364d942dcc08e
   health_score: 100.0
-  last_checked: 1779031458.772385
+  last_checked: 1779031458
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:18.772385+02:00'
   last_ai_eval: null
@@ -525937,7 +526737,7 @@ https://www.openshift.com/blog/is-your-operator-air-gap-friendly:
   addition_method: manual
   content_hash: 04bd8fbb9195f7594f7bf2939be0e37abb637d17b0051439fdce4ea80f2421c7
   health_score: 100.0
-  last_checked: 1779030681.059905
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:21.059905+02:00'
   last_ai_eval: null
@@ -525964,7 +526764,7 @@ https://www.openshift.com/blog/jenkins-pipelines:
   addition_method: manual
   content_hash: df8a729b78f268917bf2a858715092f8bf7950200bda029abc669f7d5103d496
   health_score: 100.0
-  last_checked: 1779032159.833297
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.833297+02:00'
   last_ai_eval: null
@@ -525992,7 +526792,7 @@ https://www.openshift.com/blog/k8s-integrity-shield-tech-preview-protecting-the-
   addition_method: manual
   content_hash: 2e900288cf03c4dceb4170d9d729cd16c61517189fef44d34c82d03e011d944c
   health_score: 100.0
-  last_checked: 1779030883.119138
+  last_checked: 1779030883
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:43.119138+02:00'
   last_ai_eval: null
@@ -526019,7 +526819,7 @@ https://www.openshift.com/blog/keep-your-applications-secure-with-automatic-rebu
   addition_method: manual
   content_hash: 272749d767d79809c6cd02fd115307889f38955457687bafcdcd6cfb4f7c5a1a
   health_score: 100.0
-  last_checked: 1779031645.765708
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:25.765708+02:00'
   last_ai_eval: null
@@ -526047,7 +526847,7 @@ https://www.openshift.com/blog/kubernetes-1.21-grows-innovative-new-features:
   addition_method: manual
   content_hash: f57025183b2b9d5e5dc528d4b7f75f07672d17ed06b0a91c02421b650a52c46d
   health_score: 100.0
-  last_checked: 1779030979.843906
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:19.843906+02:00'
   last_ai_eval: null
@@ -526074,7 +526874,7 @@ https://www.openshift.com/blog/kubernetes-ingress-vs-openshift-route:
   addition_method: manual
   content_hash: 6ba0ecf393d97cbf0f4a78f42a31355275317adb6d8f358b5dd633242956a429
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:27.458109+02:00'
   last_ai_eval: null
@@ -526101,7 +526901,7 @@ https://www.openshift.com/blog/kubernetes-is-removing-docker-support-kubernetes-
   addition_method: manual
   content_hash: 0a94b94971963699af968b3ab2ca2351f268d4113afe78a305a34e4c62fcd9c7
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:57.735586+02:00'
   last_ai_eval: null
@@ -526128,7 +526928,7 @@ https://www.openshift.com/blog/leveraging-the-crunchy-postgresql:
   addition_method: manual
   content_hash: 925eb4cd18a3dc64206273aecc2acb2b2a7c09f03677b57bcb416e9b06f8d7f2
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:42.795309+02:00'
   last_ai_eval: null
@@ -526155,7 +526955,7 @@ https://www.openshift.com/blog/metrics-driven-pod-constraints:
   addition_method: manual
   content_hash: 0a662313b706b0db0a0d9de6e68359f9965638852dabfec409e2fc972ce949f9
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:03.770680+02:00'
   last_ai_eval: null
@@ -526182,7 +526982,7 @@ https://www.openshift.com/blog/metro-area-openshift-stretch-cluster-how-to-survi
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:29.040644+02:00'
   last_ai_eval: null
@@ -526209,7 +527009,7 @@ https://www.openshift.com/blog/modern-application-development-with-kong-konnect-
   addition_method: manual
   content_hash: 88e397d3690e9afccdcbcf484199bdc1c2816b423b01d50a3fa0622e61bcac3c
   health_score: 100.0
-  last_checked: 1779029252.078857
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:32.078857+02:00'
   last_ai_eval: null
@@ -526236,7 +527036,7 @@ https://www.openshift.com/blog/monitoring-infrastructure-openshift-4.x-using-zab
   addition_method: manual
   content_hash: 7b797b937e6db80a3393bded93ae24731ab99fd7708b19461509928c81ccf6f0
   health_score: 100.0
-  last_checked: 1779031507.712733
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:07.712733+02:00'
   last_ai_eval: null
@@ -526263,7 +527063,7 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034105.200744
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:25.200744+02:00'
   last_ai_eval: null
@@ -526291,7 +527091,7 @@ https://www.openshift.com/blog/monitoring-services-like-an-sre-in-openshift-serv
   addition_method: manual
   content_hash: 2c10c48b25c03feed384245ab2d9a64cf505172a4adfabed509a0d2a1f4409a2
   health_score: 100.0
-  last_checked: 1779032376.804986
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:36.804986+02:00'
   last_ai_eval: null
@@ -526318,7 +527118,7 @@ https://www.openshift.com/blog/nested-openshift-using-openshift-virtualization:
   addition_method: manual
   content_hash: 311de8c3f50f666513801fc86231ae30b6d1ea36d321199df0f954a97ad5fe5c
   health_score: 100.0
-  last_checked: 1779032017.787861
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.787861+02:00'
   last_ai_eval: null
@@ -526345,7 +527145,7 @@ https://www.openshift.com/blog/network-policies-controlling-cross-project-commun
   addition_method: manual
   content_hash: 6da324dcde9d8125e6661db743d26ba25ae5cbbe794f1ae86b9f069f91aca4f3
   health_score: 100.0
-  last_checked: 1779031752.885708
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:12.885708+02:00'
   last_ai_eval: null
@@ -526372,7 +527172,7 @@ https://www.openshift.com/blog/networkpolicies-and-microsegmentation:
   addition_method: manual
   content_hash: 0db7c2a94fce7a1df4c723bdd14bf0092555255dc990d68ec4c0961fa09ababb
   health_score: 100.0
-  last_checked: 1779030847.274727
+  last_checked: 1779030847
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:07.274727+02:00'
   last_ai_eval: null
@@ -526399,7 +527199,7 @@ https://www.openshift.com/blog/networkpolicies-and-microsegmentation:
   addition_method: manual
   content_hash: b4552fe8e6725393e8e877fe4c44c1fea547c18b876906ed3fa32bf3bab8ee55
   health_score: 100.0
-  last_checked: 1779034273.414554
+  last_checked: 1779034273
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:13.414554+02:00'
   last_ai_eval: null
@@ -526425,7 +527225,7 @@ https://www.openshift.com/blog/openshift-4-image-builds:
   addition_method: manual
   content_hash: d03f73ff596318210ff4c34fb2fadadbef6382904312f0ff8070e287133b75ef
   health_score: 100.0
-  last_checked: 1779029863.44083
+  last_checked: 1779029863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:43.440830+02:00'
   last_ai_eval: null
@@ -526452,7 +527252,7 @@ https://www.openshift.com/blog/openshift-4.5-node-improvements:
   addition_method: manual
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.651610+02:00'
   last_ai_eval: null
@@ -526478,7 +527278,7 @@ https://www.openshift.com/blog/openshift-and-network-security-zones-coexistence-
   addition_method: manual
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   discovered_at: '2026-05-17T17:01:59.436175+02:00'
   last_ai_eval: null
@@ -526505,7 +527305,7 @@ https://www.openshift.com/blog/openshift-architectures-for-the-edge-with-openshi
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:55:36.273252+02:00'
   last_ai_eval: null
@@ -526531,7 +527331,7 @@ https://www.openshift.com/blog/openshift-authentication-integration-with-argocd:
   addition_method: manual
   content_hash: e3cd8b0cf801676c7c037b83a373e698c4054914d849b7242e1f298dd3d2d50f
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:22.549113+02:00'
   last_ai_eval: null
@@ -526558,7 +527358,7 @@ https://www.openshift.com/blog/openshift-authentication-integration-with-argocd:
   addition_method: manual
   content_hash: b4bc1fd934f2c7e9dd07f01911aee03310b41d340548801cc08a0fae57a08f94
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:20.973721+02:00'
   last_ai_eval: null
@@ -526585,7 +527385,7 @@ https://www.openshift.com/blog/openshift-databases-and-you-when-to-put-container
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:21.624629+02:00'
   last_ai_eval: null
@@ -526612,7 +527412,7 @@ https://www.openshift.com/blog/openshift-end-to-end-cluster-customization:
   addition_method: manual
   content_hash: 2432c7a76162f80deeb17aa43c397342e5146aa980cb09761e78ed6754989bde
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:32.997239+02:00'
   last_ai_eval: null
@@ -526639,7 +527439,7 @@ https://www.openshift.com/blog/openshift-end-to-end-core-services:
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   content_hash: 4d4c85b81c9458efb5d91e59f6812da5244ac63385f806ca5d76513660436fe5
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.616313+02:00'
   last_ai_eval: null
@@ -526665,7 +527465,7 @@ https://www.openshift.com/blog/openshift-end-to-end-plan-and-deploy:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:10.877225+02:00'
   last_ai_eval: null
@@ -526691,7 +527491,7 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:14.916628+02:00'
   last_ai_eval: null
@@ -526719,7 +527519,7 @@ https://www.openshift.com/blog/openshift-on-arm-developer-preview-now-available-
   addition_method: manual
   content_hash: f7339e122ffe0d6338cb355743e17810d2d7e52b106f93ed79061eddf32f7744
   health_score: 100.0
-  last_checked: 1779030806.080262
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:13:26.080262+02:00'
   last_ai_eval: null
@@ -526747,7 +527547,7 @@ https://www.openshift.com/blog/openshift-pipelines-and-openshift-gitops-are-now-
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:12.869644+02:00'
   last_ai_eval: null
@@ -526774,7 +527574,7 @@ https://www.openshift.com/blog/openshift-pipelines-jenkins-blue-ocean:
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   content_hash: 2ee94915417fd0722a571f8be103630d1d8055c294a3438c62eefb2431eb21e5
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:14.652301+02:00'
   last_ai_eval: null
@@ -526803,7 +527603,7 @@ https://www.openshift.com/blog/openshift-security-best-practices-for-kubernetes-
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   discovered_at: '2026-05-17T17:07:16.617232+02:00'
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@@ -526830,7 +527630,7 @@ https://www.openshift.com/blog/openshift-upi-using-static-ips:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:36.450846+02:00'
   last_ai_eval: null
@@ -526856,7 +527656,7 @@ https://www.openshift.com/blog/operator-based-calico-cni-plug-in-is-supported-on
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:07.880125+02:00'
   last_ai_eval: null
@@ -526882,7 +527682,7 @@ https://www.openshift.com/blog/our-favorite-things-from-gitops-con-at-kubecon-eu
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:56:56.074417+02:00'
   last_ai_eval: null
@@ -526909,7 +527709,7 @@ https://www.openshift.com/blog/promoting-container-images-between-registries-wit
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   discovered_at: '2026-05-17T17:38:57.601621+02:00'
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@@ -526936,7 +527736,7 @@ https://www.openshift.com/blog/recap-okd-4-testing-and-deployment-workshop-video
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   discovered_at: '2026-05-17T18:12:06.630887+02:00'
   last_ai_eval: null
@@ -526962,7 +527762,7 @@ https://www.openshift.com/blog/red-hat-openshift-4.7-is-now-available:
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   discovered_at: '2026-05-17T17:03:19.850265+02:00'
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@@ -526989,7 +527789,7 @@ https://www.openshift.com/blog/red-hat-openshift-installation-process-experience
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   discovered_at: '2026-05-17T18:08:25.459787+02:00'
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@@ -527016,7 +527816,7 @@ https://www.openshift.com/blog/signing-and-verifying-container-images:
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   discovered_at: '2026-05-17T18:08:30.055942+02:00'
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@@ -527044,7 +527844,7 @@ https://www.openshift.com/blog/simple-canary-deployments-using-kubernetes-statef
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   discovered_at: '2026-05-17T17:55:36.564879+02:00'
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@@ -527071,7 +527871,7 @@ https://www.openshift.com/blog/sizing-applications-in-kubernetes:
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   discovered_at: '2026-05-17T18:05:50.097047+02:00'
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@@ -527098,7 +527898,7 @@ https://www.openshift.com/blog/sso-integration-for-the-openshift-gitops-operator
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   discovered_at: '2026-05-17T18:03:48.303987+02:00'
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@@ -527125,7 +527925,7 @@ https://www.openshift.com/blog/state-of-openshift-container-storage-eran-tamir-a
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   discovered_at: '2026-05-17T17:04:08.756037+02:00'
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@@ -527153,7 +527953,7 @@ https://www.openshift.com/blog/stateful-workloads-and-the-two-data-center-conund
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   discovered_at: '2026-05-17T17:33:38.118424+02:00'
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@@ -527180,7 +527980,7 @@ https://www.openshift.com/blog/strategies-for-moving-.net-workloads-to-openshift
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   discovered_at: '2026-05-17T18:11:09.854895+02:00'
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@@ -527206,7 +528006,7 @@ https://www.openshift.com/blog/the-hidden-dangers-of-terminating-namespaces:
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   discovered_at: '2026-05-17T17:48:09.117785+02:00'
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@@ -527234,7 +528034,7 @@ https://www.openshift.com/blog/topology-aware-scheduling-in-kubernetes-part-1-th
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   discovered_at: '2026-05-17T17:38:02.845501+02:00'
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@@ -527262,7 +528062,7 @@ https://www.openshift.com/blog/topology-awareness-in-kubernetes-part-2-dont-we-a
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@@ -527289,7 +528089,7 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
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@@ -527317,7 +528117,7 @@ https://www.openshift.com/blog/using-openshift-pipelines-to-automate-red-hat-adv
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@@ -527345,7 +528145,7 @@ https://www.openshift.com/blog/visual-web-terminal-a-turbocharged-command-line-f
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@@ -527372,7 +528172,7 @@ https://www.openshift.com/blog/why-and-when-you-need-to-consider-openshift-serve
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@@ -527400,7 +528200,7 @@ https://www.openshift.com/blog/workload-support-for-red-hat-openshift-matures-ac
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@@ -527426,7 +528226,7 @@ https://www.openshift.com/blog/writing-customized-reports-using-metering-operato
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@@ -527453,7 +528253,7 @@ https://www.openshift.com/devops-with-openshift:
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@@ -527480,7 +528280,7 @@ https://www.openshift.com/for-developers:
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   discovered_at: '2026-05-17T17:31:42.550217+02:00'
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@@ -527506,7 +528306,7 @@ https://www.openshift.com/learn/topics/gitops:
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   discovered_at: '2026-05-17T17:23:30.870979+02:00'
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@@ -527533,7 +528333,7 @@ https://www.openshift.com/learn/topics/operators:
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   discovered_at: '2026-05-17T17:45:32.272957+02:00'
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@@ -527559,7 +528359,7 @@ https://www.openshift.com/learn/topics/pipelines:
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   discovered_at: '2026-05-17T17:11:51.077609+02:00'
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@@ -527586,7 +528386,7 @@ https://www.openshift.com/learn/topics/serverless:
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   discovered_at: '2026-05-17T16:54:49.251149+02:00'
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@@ -527614,7 +528414,7 @@ https://www.openshift.com/products/amazon-openshift/faq:
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   discovered_at: '2026-05-17T17:26:36.280441+02:00'
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@@ -527641,7 +528441,7 @@ https://www.openshift.com/products/azure-openshift:
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   discovered_at: '2026-05-17T17:18:23.330320+02:00'
   last_ai_eval: null
@@ -527667,7 +528467,7 @@ https://www.openshift.com/products/container-storage:
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   health_score: 100.0
-  last_checked: 1779030708.996112
+  last_checked: 1779030708
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:48.996112+02:00'
   last_ai_eval: null
@@ -527694,7 +528494,7 @@ https://www.openshift.com/products/dedicated:
   addition_method: manual
   content_hash: 5ee3b6e8b20348bc11296664ef0683d9abd29a36c0475b78252821dbd9f2fdb3
   health_score: 100.0
-  last_checked: 1779033258.81832
+  last_checked: 1779033258
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:18.818320+02:00'
   last_ai_eval: null
@@ -527720,7 +528520,7 @@ https://www.openshift.com/products/online:
   addition_method: manual
   content_hash: 6e0200d0b18c6244f741adf057afcffe282367ad85374596f9b52f24f184cdc2
   health_score: 100.0
-  last_checked: 1779030172.408147
+  last_checked: 1779030172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:52.408147+02:00'
   last_ai_eval: null
@@ -527747,7 +528547,7 @@ https://www.openshift.com/products/platform-plus:
   addition_method: manual
   content_hash: 1fda2cc748676e1956e360287943dcaf4a7b231c398714ae28f4ff9a78fff2c1
   health_score: 100.0
-  last_checked: 1779031438.125968
+  last_checked: 1779031438
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:58.125968+02:00'
   last_ai_eval: null
@@ -527774,7 +528574,7 @@ https://www.openshift.com/products/pricing:
   addition_method: manual
   content_hash: b98ed1981f7a6681d9721ecd628a881846d748df16eb39a27d4712299f6d5706
   health_score: 100.0
-  last_checked: 1779032950.281672
+  last_checked: 1779032950
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:10.281672+02:00'
   last_ai_eval: null
@@ -527801,7 +528601,7 @@ https://www.openshift.com/products/quay:
   addition_method: manual
   content_hash: 27b475eb5311bb6cc14594de31047b6ed11318fbcb574bf79993881be5aaf20c
   health_score: 100.0
-  last_checked: 1779033503.926871
+  last_checked: 1779033503
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:23.926871+02:00'
   last_ai_eval: null
@@ -528060,7 +528860,7 @@ https://www.opsview.com/product/system-monitoring/application/jenkins-monitoring
   addition_method: manual
   content_hash: 72d77629101b71609f6ba2cb7b125994af72b1ea8b8e21f0f097b193199af094
   health_score: 100.0
-  last_checked: 1779029635.343159
+  last_checked: 1779029635
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:55.343159+02:00'
   last_ai_eval: null
@@ -528155,7 +528955,7 @@ https://www.oracle.com/cloud/cloud-native/kubernetes-engine:
   addition_method: manual
   content_hash: a594d9f85d0661a7b29ac0d9edbb49244bc80342fdd9dab288523a16f714ce93
   health_score: 100.0
-  last_checked: 1779130494.977237
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.977237+02:00'
   last_ai_eval: null
@@ -528181,7 +528981,7 @@ https://www.oracle.com/cloud/compute/container-engine-kubernetes.html:
   addition_method: manual
   content_hash: b5a8d26567c4a853369c0650012ddf196618c414c8472dca5dc5880d937526f1
   health_score: 100.0
-  last_checked: 1779029590.554753
+  last_checked: 1779029590
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.554753+02:00'
   last_ai_eval: null
@@ -528207,7 +529007,7 @@ https://www.oracle.com/java/technologies/java-ee-glance.html:
   addition_method: manual
   content_hash: cd76abe66528b4206afcf1cdebe12cd17d4f3bcc0dcfebab0d6e7194cd673225
   health_score: 100.0
-  last_checked: 1779032833.042674
+  last_checked: 1779032833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:13.042674+02:00'
   last_ai_eval: null
@@ -528266,7 +529066,7 @@ https://www.oracle.com/java/technologies/javase/javamanagement.html:
   addition_method: manual
   content_hash: 1b70ca05884f2f4ea505e82d66d35bf733801e866617f5f3583d36275a722c34
   health_score: 100.0
-  last_checked: 1779029138.234379
+  last_checked: 1779029138
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:38.234379+02:00'
   last_ai_eval: null
@@ -528292,7 +529092,7 @@ https://www.oracle.com/technetwork/java/javase/overview/index.html:
   addition_method: manual
   content_hash: 11d4e5747140695f67e3b734f6ee864a92d113c2225647f371882ec0a89db96a
   health_score: 100.0
-  last_checked: 1779030306.202508
+  last_checked: 1779030306
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:06.202508+02:00'
   last_ai_eval: null
@@ -528320,7 +529120,7 @@ https://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033082.498864
+  last_checked: 1779033082
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:51:22.498864+02:00'
   last_ai_eval: null
@@ -528351,7 +529151,7 @@ https://www.orchest.io:
   addition_method: manual
   content_hash: f9bfd3e7f7fc1d830bc04786be45a9fe28af69200690ac144b8c663386a278e8
   health_score: 100.0
-  last_checked: 1779030190.264505
+  last_checked: 1779030190
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:10.264505+02:00'
   last_ai_eval: null
@@ -528411,7 +529211,7 @@ https://www.oreilly.com/radar/the-world-beyond-batch-streaming-101:
   addition_method: manual
   content_hash: 8ddeb4ae8946c19b6906cd24bebad60c3f16bad0ba78f09987e8322e0cd76bd4
   health_score: 100.0
-  last_checked: 1779030589.287329
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:49.287329+02:00'
   last_ai_eval: null
@@ -528507,7 +529307,7 @@ https://www.overops.com/blog/strangler-pattern-how-to-keep-sane-with-legacy-mono
   addition_method: manual
   content_hash: 25b6cb0a3d732fe9d2d839c83b66da321dc577555d1eb57aa0d46a99ff77c486
   health_score: 100.0
-  last_checked: 1779034173.529888
+  last_checked: 1779034173
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.529888+02:00'
   last_ai_eval: null
@@ -528535,7 +529335,7 @@ https://www.ovh.com/blog/getting-external-traffic-into-kubernetes-clusterip-node
   addition_method: manual
   content_hash: ab75354d83549b2e7c97ac01a784b2967be8a3f84d8bb2c16a339b28e7b25ad5
   health_score: 100.0
-  last_checked: 1779032620.529034
+  last_checked: 1779032620
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:43:40.529034+02:00'
   last_ai_eval: null
@@ -528563,7 +529363,7 @@ https://www.p3r.one/delete-terminating-namespace:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029465.027968
+  last_checked: 1779029465
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:51:05.027968+02:00'
   last_ai_eval: null
@@ -528594,7 +529394,7 @@ https://www.packer.io/docs/index.html:
   addition_method: manual
   content_hash: 636fccf54020c486b56e93562c17b639c0053e63b6338782dd33e04842a4ca7e
   health_score: 100.0
-  last_checked: 1779029796.825553
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.825553+02:00'
   last_ai_eval: null
@@ -528622,7 +529422,7 @@ https://www.packet.com/resources/guides/kubernetes-cluster-autoscaler-on-packet:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033511.103468
+  last_checked: 1779033511
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:58:31.103468+02:00'
   last_ai_eval: null
@@ -528718,7 +529518,7 @@ https://www.padok.fr/en/blog/efs-provisioner-kubernetes:
   addition_method: manual
   content_hash: 8f481794f56a687f509260d6aeaec3cbd2674a1d56704c441762b40f8c3c8166
   health_score: 100.0
-  last_checked: 1779032236.971397
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:16.971397+02:00'
   last_ai_eval: null
@@ -528745,7 +529545,7 @@ https://www.padok.fr/en/blog/finops-cloud:
   addition_method: manual
   content_hash: f4b3665f005183e1b02d3801f75ca718a5441daaa85ddb1fd3ff501829c0f9ac
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:50.273067+02:00'
   last_ai_eval: null
@@ -528775,7 +529575,7 @@ https://www.padok.fr/en/blog/kubeadm-kubernetes-cluster:
   addition_method: manual
   content_hash: fb3cc6d0f4ae96907940fb40cd0e1c1baa76c360ab25cf070ed17988cef8363b
   health_score: 100.0
-  last_checked: 1779032051.462466
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:11.462466+02:00'
   last_ai_eval: null
@@ -528806,7 +529606,7 @@ https://www.padok.fr/en/blog/kubectl-plugins:
   addition_method: manual
   content_hash: 2cbe8fdde3ed41c856d09ba9ccf708b060d4505331c707c93f28483e6b52717c
   health_score: 100.0
-  last_checked: 1779034456.492004
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:16.492004+02:00'
   last_ai_eval: null
@@ -528834,7 +529634,7 @@ https://www.padok.fr/en/blog/kubernetes-architecture-clusters:
   addition_method: manual
   content_hash: d5ca82143fe06ce71bbd743dc473b4d1a4adfdcdd606e3282917e33df18db35f
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:16:11.957895+02:00'
   last_ai_eval: null
@@ -528861,7 +529661,7 @@ https://www.padok.fr/en/blog/kubernetes-productivity-tips:
   addition_method: manual
   content_hash: fb3cc6d0f4ae96907940fb40cd0e1c1baa76c360ab25cf070ed17988cef8363b
   health_score: 100.0
-  last_checked: 1779031478.760564
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:38.760564+02:00'
   last_ai_eval: null
@@ -528888,7 +529688,7 @@ https://www.padok.fr/en/blog/kubernetes-secrets:
   addition_method: manual
   content_hash: 321bf7dc72761938ff09274d46999376f5442bfbd320969df46d9a03ab79ac38
   health_score: 100.0
-  last_checked: 1779030006.466385
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:06.466385+02:00'
   last_ai_eval: null
@@ -528920,7 +529720,7 @@ https://www.padok.fr/en/blog/minikube-kubeadm-kind-k3s:
   addition_method: manual
   content_hash: e3850711a6ebfe201974b43bd41d203d9d23d1bb020220e8af16b0193d0713b2
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:23.051190+02:00'
   last_ai_eval: null
@@ -528948,7 +529748,7 @@ https://www.padok.fr/en/blog/templating-openshift-helm-templates:
   addition_method: manual
   content_hash: 7f637c4c269904ec61cd9bee5e3abedf822d8a9f0b636a55c5b0afc980c2ab54
   health_score: 100.0
-  last_checked: 1779034423.396052
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:43.396052+02:00'
   last_ai_eval: null
@@ -529010,7 +529810,7 @@ https://www.pakdailytimes.com/2022/12/tcp-packets-traffic-visualization-for.html
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031693.869379
+  last_checked: 1779031693
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:13.869379+02:00'
   last_ai_eval: null
@@ -529046,7 +529846,7 @@ https://www.paloaltonetworks.com/blog/2020/10/cloud-iam-misconfiguration-risks:
   addition_method: manual
   content_hash: 7f0027e6e01cbd26838254da847706c7df81a2ee944474ef7bd893463b72dfe3
   health_score: 100.0
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+  last_checked: 1781429952
   needs_ai_refresh: true
   discovered_at: '2026-06-14T11:39:12.328407+02:00'
   last_ai_eval: null
@@ -529209,7 +530009,7 @@ https://www.patreon.com/climagic:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781736067.954794
+  last_checked: 1781736067
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:07.954794+02:00'
   last_ai_eval: null
@@ -529273,7 +530073,7 @@ https://www.payara.fish:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:11.357623+02:00'
   last_ai_eval: null
@@ -529335,7 +530135,7 @@ https://www.paystream.co.uk/umbrella/what-is-an-umbrella-company:
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:07:06.746915+02:00'
   last_ai_eval: null
@@ -529362,7 +530162,7 @@ https://www.peerspot.com/categories/application-performance-monitoring-apm-and-o
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   health_score: 100.0
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   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.033787+02:00'
   last_ai_eval: null
@@ -529522,7 +530322,7 @@ https://www.percona.com/blog/2019/05/24/an-overview-of-sharding-in-postgresql-an
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:59:50.043017+02:00'
   last_ai_eval: null
@@ -529549,7 +530349,7 @@ https://www.percona.com/blog/2019/08/02/out-of-memory-killer-or-savior:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:21.357388+02:00'
   last_ai_eval: null
@@ -529576,7 +530376,7 @@ https://www.percona.com/blog/2019/11/22/designing-grafana-dashboards:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:12.100670+02:00'
   last_ai_eval: null
@@ -529603,7 +530403,7 @@ https://www.percona.com/blog/2019/12/19/the-benefits-of-amazon-rds-for-mysql:
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:24.668320+02:00'
   last_ai_eval: null
@@ -529630,7 +530430,7 @@ https://www.percona.com/blog/2020/06/26/mysql-101-how-to-find-and-tune-a-slow-sq
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:56.625858+02:00'
   last_ai_eval: null
@@ -529657,7 +530457,7 @@ https://www.percona.com/blog/2020/06/30/mysql-101-parameters-to-tune-for-mysql-p
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:34.953379+02:00'
   last_ai_eval: null
@@ -529684,7 +530484,7 @@ https://www.percona.com/blog/2020/09/11/how-much-memory-does-the-process-really-
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:45.166054+02:00'
   last_ai_eval: null
@@ -529712,7 +530512,7 @@ https://www.percona.com/blog/2020/10/22/using-volume-snapshot-clone-in-kubernete
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:02:13.513032+02:00'
   last_ai_eval: null
@@ -529739,7 +530539,7 @@ https://www.percona.com/blog/2021/02/08/dbaas-on-kubernetes-under-the-hood:
   addition_method: manual
   content_hash: 8775ba1a5466563f7ecd40477464c167a002046c66f2a0867c69a17b54158ab9
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:05:07.450152+02:00'
   last_ai_eval: null
@@ -529767,7 +530567,7 @@ https://www.percona.com/blog/2021/03/22/storing-kubernetes-operator-for-percona-
   addition_method: manual
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:04.627981+02:00'
   last_ai_eval: null
@@ -529795,7 +530595,7 @@ https://www.percona.com/blog/2021/06/23/autoscaling-databases-in-kubernetes-for-
   addition_method: manual
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:38:14.344651+02:00'
   last_ai_eval: null
@@ -529822,7 +530622,7 @@ https://www.percona.com/blog/2021/06/23/mysql-on-kubernetes-with-gitops:
   addition_method: manual
   content_hash: a691dbd9023fc4197a8099448d4111d6c09874e479505e3e8b20afe7618d8c75
   health_score: 100.0
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@@ -530440,7 +531240,7 @@ https://www.percona.com/doc/kubernetes-operator-for-pxc/index.html:
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@@ -530593,7 +531393,7 @@ https://www.pixelstech.net/article/1604225312-Update-&-Delete-Kubernetes-reso
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -530625,7 +531425,7 @@ https://www.pixelstech.net/article/1606901393-Build-a-Kubectl-Plugin-from-Scratc
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   health_score: 100.0
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@@ -531927,7 +532727,7 @@ https://www.pluralsight.com/resources/blog/cloud/what-does-the-terraform-1-0-rel
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@@ -532126,7 +532926,7 @@ https://www.polyglotdeveloper.com/cheatsheet/2015-01-08-Gradle-cheatsheet:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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@@ -532327,7 +533127,7 @@ https://www.portainer.io/blog/orchestrator-wars-continue:
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@@ -532389,7 +533189,7 @@ https://www.portainer.io/products/community-edition:
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@@ -532551,7 +533351,7 @@ https://www.postman.com/resources/infographics/api-survey-2019:
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@@ -532579,7 +533379,7 @@ https://www.postman.com/state-of-the-api/2019:
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@@ -532678,7 +533478,7 @@ https://www.powershellgallery.com/packages/Microsoft.PowerShell.Crescendo:
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@@ -532738,7 +533538,7 @@ https://www.previous.cloudbees.com/blog/cloudbees-core-configuration-code-previe
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   health_score: 100.0
-  last_checked: 1779030084.587317
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   discovered_at: '2026-05-17T17:01:24.587317+02:00'
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@@ -532769,7 +533569,7 @@ https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-featu
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:14:28.167392+02:00'
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@@ -532798,7 +533598,7 @@ https://www.previous.cloudbees.com/press/cloudbees-acquires-rollout-adding-featu
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   health_score: 100.0
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@@ -532832,7 +533632,7 @@ https://www.previous.cloudbees.com/press/cloudbees-releases-another-industry-fir
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   health_score: 100.0
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@@ -532928,7 +533728,7 @@ https://www.programmableweb.com:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:36:30.131907+02:00'
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@@ -533084,7 +533884,7 @@ https://www.projectcalico.org:
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@@ -533120,7 +533920,7 @@ https://www.projectcalico.org/advertising-kubernetes-service-ips-with-calico-and
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   health_score: 100.0
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   health_score: 100.0
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@@ -534156,7 +534956,7 @@ https://www.quora.com/What-is-trunk-based-development:
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   health_score: 100.0
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@@ -534190,7 +534990,7 @@ https://www.quora.com/Whats-the-difference-between-Apache-Camel-and-Kafka:
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   health_score: 100.0
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@@ -534583,7 +535383,7 @@ https://www.rancher.com/products/secure-kubernetes-distribution:
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@@ -534617,7 +535417,7 @@ https://www.ravirajag.dev/blog/mlops-summary:
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   health_score: 100.0
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@@ -534749,7 +535549,7 @@ https://www.red-gate.com/products/flyway/community:
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@@ -534887,7 +535687,7 @@ https://www.reddit.com/r/AZURE:
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   health_score: 100.0
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@@ -534919,7 +535719,7 @@ https://www.reddit.com/r/ExperiencedDevs/comments/pw6vuv/promotion_driven_develo
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@@ -534954,7 +535754,7 @@ https://www.reddit.com/r/PowerShell/comments/flzsx5/powershell_core_yaml_support
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   health_score: 100.0
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@@ -534986,7 +535786,7 @@ https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingde
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   health_score: 100.0
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@@ -535022,7 +535822,7 @@ https://www.reddit.com/r/Python:
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   health_score: 100.0
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@@ -535054,7 +535854,7 @@ https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_s
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   health_score: 100.0
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   health_score: 100.0
-  last_checked: 1779130494.942503
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.942503+02:00'
   last_ai_eval: null
@@ -549643,7 +550443,7 @@ https://www.redhat.com/en/technologies/management/ansible?sc_cid=7015Y000003t7aW
   addition_method: manual
   content_hash: 133d22dcd89b60081955bc59b7951cef2ec4fae4f20648674a72feabd6dc75e5
   health_score: 100.0
-  last_checked: 1779130494.946254
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.946254+02:00'
   last_ai_eval: null
@@ -549706,7 +550506,7 @@ https://www.redhat.com/en/topics/containers/kubernetes-approach:
   addition_method: manual
   content_hash: 5d4a41fcc24c57404232e9ea5fc3a62d756eca057d6afb376edee5d65f50ed50
   health_score: 100.0
-  last_checked: 1779033479.25247
+  last_checked: 1779033479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:59.252470+02:00'
   last_ai_eval: null
@@ -549865,7 +550665,7 @@ https://www.redhat.com/en/topics/edge-computing/approach:
   addition_method: manual
   content_hash: 53f66d482157d2f2ff6b305f7473cecc8c36601cfde71968daf3b2eaee2f2899
   health_score: 100.0
-  last_checked: 1779031543.770408
+  last_checked: 1779031543
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:43.770408+02:00'
   last_ai_eval: null
@@ -549956,7 +550756,7 @@ https://www.redhat.com/en/topics/security/devsecops/approach:
   addition_method: manual
   content_hash: d0e3129d940753fe5aae6e71bd1831a633f8776c304c3c0d7b598b40f247cd82
   health_score: 100.0
-  last_checked: 1779033169.742469
+  last_checked: 1779033169
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:52:49.742469+02:00'
   last_ai_eval: null
@@ -550018,7 +550818,7 @@ https://www.redhat.com/es/about/videos/ansible-automate-microsoft-azure:
   addition_method: manual
   content_hash: 1ab0e57ca01079e61c222d07290959034b31a67691bf1fe6aa5119bb67a84b1c
   health_score: 100.0
-  last_checked: 1779031422.512541
+  last_checked: 1779031422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.512541+02:00'
   last_ai_eval: null
@@ -550049,7 +550849,7 @@ https://www.redhat.com/es/about/videos/openshift-backup-and-cluster-failover-tri
   addition_method: manual
   content_hash: 1ab0e57ca01079e61c222d07290959034b31a67691bf1fe6aa5119bb67a84b1c
   health_score: 100.0
-  last_checked: 1779030348.06064
+  last_checked: 1779030348
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:48.060640+02:00'
   last_ai_eval: null
@@ -550081,7 +550881,7 @@ https://www.redhat.com/es/about/videos/openshift-backup-and-recovery-kasten-k10:
   addition_method: manual
   content_hash: 1ab0e57ca01079e61c222d07290959034b31a67691bf1fe6aa5119bb67a84b1c
   health_score: 100.0
-  last_checked: 1779034446.932534
+  last_checked: 1779034446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:06.932534+02:00'
   last_ai_eval: null
@@ -550174,7 +550974,7 @@ https://www.redhat.com/sysadmin/11-manager-considerations:
   addition_method: manual
   content_hash: 2a152854454a186fcca9c85a5d6c8600aeb7c21d4de114f4beaa9acc5fe3510d
   health_score: 100.0
-  last_checked: 1779032257.240135
+  last_checked: 1779032257
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:37.240135+02:00'
   last_ai_eval: null
@@ -550201,7 +551001,7 @@ https://www.redhat.com/sysadmin/5-linux-commands:
   addition_method: manual
   content_hash: 00f612f8d0780a3c7832229ecdc76a95b460afe325b6cdb5564ed33cebf41fc3
   health_score: 100.0
-  last_checked: 1779031037.431458
+  last_checked: 1779031037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:17.431458+02:00'
   last_ai_eval: null
@@ -550228,7 +551028,7 @@ https://www.redhat.com/sysadmin/5-questions-interview:
   addition_method: manual
   content_hash: 836ec385d8ea021c4d908c06718db98efcd70fae69ea10d0bbcb99d674411d29
   health_score: 100.0
-  last_checked: 1779031987.830051
+  last_checked: 1779031987
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:07.830051+02:00'
   last_ai_eval: null
@@ -550255,7 +551055,7 @@ https://www.redhat.com/sysadmin/5-rsync-tips:
   addition_method: manual
   content_hash: 5bac3f5291b0eb62f9b32f0713e7cefd9035a833d281810dbc2ca25c62354b40
   health_score: 100.0
-  last_checked: 1779034262.813048
+  last_checked: 1779034262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.813048+02:00'
   last_ai_eval: null
@@ -550283,7 +551083,7 @@ https://www.redhat.com/sysadmin/6-code-pushes-aap:
   addition_method: manual
   content_hash: e6a5a70d33f4b338823da8998a0964d0431fed2b43ff01b1f56f30abcee463f5
   health_score: 100.0
-  last_checked: 1779030462.136175
+  last_checked: 1779030462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:42.136175+02:00'
   last_ai_eval: null
@@ -550310,7 +551110,7 @@ https://www.redhat.com/sysadmin/6-openssl-commands:
   addition_method: manual
   content_hash: 55d94c98b364cc882da497b923896096afd2d2b9064980f28b45a15f3a905ae0
   health_score: 100.0
-  last_checked: 1779030991.152277
+  last_checked: 1779030991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.152277+02:00'
   last_ai_eval: null
@@ -550338,7 +551138,7 @@ https://www.redhat.com/sysadmin/DNS-name-resolution-troubleshooting-tools:
   addition_method: manual
   content_hash: 84aa0e84a55d59977c360f2c717d889cba2b77f1d5760b6c18954217dd771019
   health_score: 100.0
-  last_checked: 1779033050.797783
+  last_checked: 1779033050
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:50.797783+02:00'
   last_ai_eval: null
@@ -550365,7 +551165,7 @@ https://www.redhat.com/sysadmin/ansible-ad-hoc-commands:
   addition_method: manual
   content_hash: a60ca89753abcfcfc5d12ea91024172a8b9c6c43660c136b5e9f1bcf6dcdbeea
   health_score: 100.0
-  last_checked: 1779034309.125874
+  last_checked: 1779034309
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:49.125874+02:00'
   last_ai_eval: null
@@ -550392,7 +551192,7 @@ https://www.redhat.com/sysadmin/ansible-create-users-csv:
   addition_method: manual
   content_hash: 185f78235b0fff305f637223ec9a0c76a4800e0b4b3616902ccb84d488b84226
   health_score: 100.0
-  last_checked: 1779031541.590298
+  last_checked: 1779031541
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:41.590298+02:00'
   last_ai_eval: null
@@ -550419,7 +551219,7 @@ https://www.redhat.com/sysadmin/ansible-dynamic-inventories:
   addition_method: manual
   content_hash: 56caa4b97f2c8dc2076a4532dfef9bd1fbefb207404839a176f30fa3de2c17c8
   health_score: 100.0
-  last_checked: 1779030971.189054
+  last_checked: 1779030971
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:11.189054+02:00'
   last_ai_eval: null
@@ -550445,7 +551245,7 @@ https://www.redhat.com/sysadmin/ansible-dynamic-inventory-python:
   addition_method: manual
   content_hash: 344271044b2cfff21725230d7173d9f02dd24a212373378cb9066fe4586da0dd
   health_score: 100.0
-  last_checked: 1779033773.033476
+  last_checked: 1779033773
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:53.033476+02:00'
   last_ai_eval: null
@@ -550472,7 +551272,7 @@ https://www.redhat.com/sysadmin/ansible-lists-dictionaries-yaml:
   addition_method: manual
   content_hash: 9969184fc8d5ca34caca8ece6a878ae8e1af72e88460b6394332afc4863fd22d
   health_score: 100.0
-  last_checked: 1779033397.890939
+  last_checked: 1779033397
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:37.890939+02:00'
   last_ai_eval: null
@@ -550499,7 +551299,7 @@ https://www.redhat.com/sysadmin/ansible-plugin-inventory-files:
   addition_method: manual
   content_hash: 43b221872ff5339ecd8aa846d6a841b67b4fa2efa995ec16177c26a4e059c9ad
   health_score: 100.0
-  last_checked: 1779031414.718422
+  last_checked: 1779031414
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:34.718422+02:00'
   last_ai_eval: null
@@ -550525,7 +551325,7 @@ https://www.redhat.com/sysadmin/ansible-quick-start:
   addition_method: manual
   content_hash: 02d3b17b1229c726fe18fa45bab63025da3da12809072b02a8b3ef7eef391ec0
   health_score: 100.0
-  last_checked: 1779031564.41748
+  last_checked: 1779031564
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:04.417480+02:00'
   last_ai_eval: null
@@ -550553,7 +551353,7 @@ https://www.redhat.com/sysadmin/ansible-system-role:
   addition_method: manual
   content_hash: fbfab02664a3ecf2baa0cabadb91aaaf8b48da12913d26a7d746331d060bc37d
   health_score: 100.0
-  last_checked: 1779030443.342716
+  last_checked: 1779030443
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:23.342716+02:00'
   last_ai_eval: null
@@ -550580,7 +551380,7 @@ https://www.redhat.com/sysadmin/ansible-templates-configuration:
   addition_method: manual
   content_hash: 68fac8489d87e6baf42cb8811336cc4a34f288d841defa02dd08dea9314ef156
   health_score: 100.0
-  last_checked: 1779033296.028839
+  last_checked: 1779033296
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:56.028839+02:00'
   last_ai_eval: null
@@ -550607,7 +551407,7 @@ https://www.redhat.com/sysadmin/ansible-web-endpoints:
   addition_method: manual
   content_hash: 42a0b804103a5055fa59d2b1193ed2e80eeede158e3596389619c910844f979a
   health_score: 100.0
-  last_checked: 1779030653.09012
+  last_checked: 1779030653
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:10:53.090120+02:00'
   last_ai_eval: null
@@ -550634,7 +551434,7 @@ https://www.redhat.com/sysadmin/ansiblefest-sysadmins:
   addition_method: manual
   content_hash: 57507a4c073ed75bbe1d0e0eb12b220d96e2e7075d80548bc66c0046a546f39a
   health_score: 100.0
-  last_checked: 1779029863.156319
+  last_checked: 1779029863
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:43.156319+02:00'
   last_ai_eval: null
@@ -550662,7 +551462,7 @@ https://www.redhat.com/sysadmin/automate-podman-ansible:
   addition_method: manual
   content_hash: aa9f0e677f2c0393e0c2f2400f7bf8dc0162b4bd92670bdc7759b532a1c0c8ad
   health_score: 100.0
-  last_checked: 1779032966.469671
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.469671+02:00'
   last_ai_eval: null
@@ -550689,7 +551489,7 @@ https://www.redhat.com/sysadmin/automate-reboot-ansible:
   addition_method: manual
   content_hash: ec9984bd4b946d969b2c96ac64fe7beebb214ef52dbe93d5e98a356dca294eb7
   health_score: 100.0
-  last_checked: 1779029569.951871
+  last_checked: 1779029569
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:52:49.951871+02:00'
   last_ai_eval: null
@@ -550716,7 +551516,7 @@ https://www.redhat.com/sysadmin/automation-architects:
   addition_method: manual
   content_hash: 9abdfe179a8061349db6dc969eccc8417e7e46e1432d21e2912f5fd903cd9459
   health_score: 100.0
-  last_checked: 1779032457.468213
+  last_checked: 1779032457
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.468213+02:00'
   last_ai_eval: null
@@ -550741,7 +551541,7 @@ https://www.redhat.com/sysadmin/automation-combat-increased-workload:
   addition_method: manual
   content_hash: 87c37f173e142b2ba2c378e435a2ad06d7599103bd06e7c4255d65e18ba7be91
   health_score: 100.0
-  last_checked: 1779034330.767224
+  last_checked: 1779034330
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:12:10.767224+02:00'
   last_ai_eval: null
@@ -550768,7 +551568,7 @@ https://www.redhat.com/sysadmin/automation-first-mentality:
   addition_method: manual
   content_hash: 7fc5e5e92aff1d4d706e588338111268bf72830a929b0c9615d0bd6abdd78d99
   health_score: 100.0
-  last_checked: 1779032874.679961
+  last_checked: 1779032874
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:54.679961+02:00'
   last_ai_eval: null
@@ -550795,7 +551595,7 @@ https://www.redhat.com/sysadmin/build-VM-fast-ansible:
   addition_method: manual
   content_hash: 616970afad38fd4417eb741a6a30abcf5fbe2e5ead0b97d7b6f1a0621e20b7d8
   health_score: 100.0
-  last_checked: 1779031117.376457
+  last_checked: 1779031117
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:37.376457+02:00'
   last_ai_eval: null
@@ -550822,7 +551622,7 @@ https://www.redhat.com/sysadmin/compose-kubernetes-podman:
   addition_method: manual
   content_hash: 8b1cc6cfd5c4f46890131a06cec4a48b545a475a3541fc5afa81907107d9af33
   health_score: 100.0
-  last_checked: 1779032780.043741
+  last_checked: 1779032780
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:20.043741+02:00'
   last_ai_eval: null
@@ -550849,7 +551649,7 @@ https://www.redhat.com/sysadmin/configure-gmail-using-ansible:
   addition_method: manual
   content_hash: a64865602b5ff4f6665cbb60387e70c6518ec8f41e1784e2345934cd8c40c506
   health_score: 100.0
-  last_checked: 1779030842.559019
+  last_checked: 1779030842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.559019+02:00'
   last_ai_eval: null
@@ -550877,7 +551677,7 @@ https://www.redhat.com/sysadmin/configure-ssh-keygen:
   addition_method: manual
   content_hash: dce790a32dd26e9b8045c42d029b5ad301630e7ad45d9854ad76c04996f48c49
   health_score: 100.0
-  last_checked: 1779029267.836102
+  last_checked: 1779029267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:47:47.836102+02:00'
   last_ai_eval: null
@@ -550904,7 +551704,7 @@ https://www.redhat.com/sysadmin/container-information-podman:
   addition_method: manual
   content_hash: cf856f2c1912d8d93972cb81edb49aabaa0ea83a852e4cc5173823dae9056469
   health_score: 100.0
-  last_checked: 1779030981.204523
+  last_checked: 1779030981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.204523+02:00'
   last_ai_eval: null
@@ -550931,7 +551731,7 @@ https://www.redhat.com/sysadmin/container-security-seccomp:
   addition_method: manual
   content_hash: 01760ad2a21d18b7a3f3ecdc002b9485f29d35b8771bc194500a89246ecdc2bf
   health_score: 100.0
-  last_checked: 1779029796.367285
+  last_checked: 1779029796
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:36.367285+02:00'
   last_ai_eval: null
@@ -550958,7 +551758,7 @@ https://www.redhat.com/sysadmin/containerizing-applications:
   addition_method: manual
   content_hash: 8cd759ad1004d4ff9e41817662134493e7b1c5c89abf8a8b60c6823a3d2f06e5
   health_score: 100.0
-  last_checked: 1779030848.831425
+  last_checked: 1779030848
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:08.831425+02:00'
   last_ai_eval: null
@@ -550986,7 +551786,7 @@ https://www.redhat.com/sysadmin/create-containers-podman-quickly:
   addition_method: manual
   content_hash: a13054424d21f7f15bf59258137c15f34a066f7de4aef01286cb6a2c34524d4c
   health_score: 100.0
-  last_checked: 1779030991.131445
+  last_checked: 1779030991
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:31.131445+02:00'
   last_ai_eval: null
@@ -551013,7 +551813,7 @@ https://www.redhat.com/sysadmin/curl-hack-httpie:
   addition_method: manual
   content_hash: 2745fe537404f6f52984c859eef546b619f24ecf687211ad9069d8405ac00ebd
   health_score: 100.0
-  last_checked: 1779034447.104112
+  last_checked: 1779034447
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:07.104112+02:00'
   last_ai_eval: null
@@ -551040,7 +551840,7 @@ https://www.redhat.com/sysadmin/customize-vm-cloud-images-guestfish:
   addition_method: manual
   content_hash: 94cb01c99305340d145f58155fe88813b16278a345fceacdd8aed3f569a811d0
   health_score: 100.0
-  last_checked: 1779029826.306564
+  last_checked: 1779029826
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:57:06.306564+02:00'
   last_ai_eval: null
@@ -551067,7 +551867,7 @@ https://www.redhat.com/sysadmin/data-text-files:
   addition_method: manual
   content_hash: 99a74057c6842647ab1249c5015cc8017f517d45867408185b38f3ad813fae7d
   health_score: 100.0
-  last_checked: 1779031788.161696
+  last_checked: 1779031788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.161696+02:00'
   last_ai_eval: null
@@ -551094,7 +551894,7 @@ https://www.redhat.com/sysadmin/demystifying-ansible-sysadmins:
   addition_method: manual
   content_hash: 067fb4ff6049a53c41ed68d20020c9949bbfbd382479ed339226f334bd51a1fa
   health_score: 100.0
-  last_checked: 1779032902.356825
+  last_checked: 1779032902
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:22.356825+02:00'
   last_ai_eval: null
@@ -551121,7 +551921,7 @@ https://www.redhat.com/sysadmin/developing-ansible-role:
   addition_method: manual
   content_hash: d679847319ea911f7bee9a13f7e3560f70763af83f5348e606330cf9a05b7842
   health_score: 100.0
-  last_checked: 1779030360.858411
+  last_checked: 1779030360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:06:00.858411+02:00'
   last_ai_eval: null
@@ -551148,7 +551948,7 @@ https://www.redhat.com/sysadmin/edit-text-bash-command:
   addition_method: manual
   content_hash: 359d57d640af45f8433862631e157799a952ce51b23b2c626de750ef22f54f4c
   health_score: 100.0
-  last_checked: 1779031446.159532
+  last_checked: 1779031446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:06.159532+02:00'
   last_ai_eval: null
@@ -551175,7 +551975,7 @@ https://www.redhat.com/sysadmin/extra-variables-ansible-playbook:
   addition_method: manual
   content_hash: 1218d96e8baf1fedad6bfd7cead7828ead1c1a55938255b60736de73baedb07c
   health_score: 100.0
-  last_checked: 1779031591.922084
+  last_checked: 1779031591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:31.922084+02:00'
   last_ai_eval: null
@@ -551202,7 +552002,7 @@ https://www.redhat.com/sysadmin/faster-ansible-playbook-execution:
   addition_method: manual
   content_hash: b6fc726443df6c3ceb787f2e1337b41fcd3e98bccc61adc6527e8041299a0635
   health_score: 100.0
-  last_checked: 1779033808.262473
+  last_checked: 1779033808
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:28.262473+02:00'
   last_ai_eval: null
@@ -551230,7 +552030,7 @@ https://www.redhat.com/sysadmin/find-non-expiring-passwords:
   addition_method: manual
   content_hash: f4f7b7e4d1b0d035b96374eb5fb5a1465134ff8c9c1530c9f3bcf0e9a5dafccf
   health_score: 100.0
-  last_checked: 1779034392.184081
+  last_checked: 1779034392
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:12.184081+02:00'
   last_ai_eval: null
@@ -551257,7 +552057,7 @@ https://www.redhat.com/sysadmin/five-network-commands:
   addition_method: manual
   content_hash: 8b3847b4eb8246ad7d55278ccc0a93895e5de32bb91bc0183ff1542c78407d2a
   health_score: 100.0
-  last_checked: 1779032333.531207
+  last_checked: 1779032333
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:53.531207+02:00'
   last_ai_eval: null
@@ -551284,7 +552084,7 @@ https://www.redhat.com/sysadmin/getting-started-jboss:
   addition_method: manual
   content_hash: e0172cfdffd481e02dc6757a0de24b4325e54038418e6c7a2955ef20247eb493
   health_score: 100.0
-  last_checked: 1779031455.524517
+  last_checked: 1779031455
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:15.524517+02:00'
   last_ai_eval: null
@@ -551312,7 +552112,7 @@ https://www.redhat.com/sysadmin/how-start-ansible:
   addition_method: manual
   content_hash: d9a198e34137a5c3642c6e7c77e3c43cd7f7654af2becbd53ad108c83e6674e6
   health_score: 100.0
-  last_checked: 1779032293.323619
+  last_checked: 1779032293
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:13.323619+02:00'
   last_ai_eval: null
@@ -551339,7 +552139,7 @@ https://www.redhat.com/sysadmin/install-ansible-way:
   addition_method: manual
   content_hash: c43499aff7767364147fa4d27c54a9a4d67078367282f49825ef0df1be92c63c
   health_score: 100.0
-  last_checked: 1779029459.370413
+  last_checked: 1779029459
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:50:59.370413+02:00'
   last_ai_eval: null
@@ -551367,7 +552167,7 @@ https://www.redhat.com/sysadmin/it-automation-book:
   addition_method: manual
   content_hash: 765b5c4b703c1fdda44ef75c559a9e076d61e45e4c593731b2ea447530254837
   health_score: 100.0
-  last_checked: 1779031981.530552
+  last_checked: 1779031981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:01.530552+02:00'
   last_ai_eval: null
@@ -551394,7 +552194,7 @@ https://www.redhat.com/sysadmin/it-automation-training:
   addition_method: manual
   content_hash: 57208bc6a0aa397671f1b050f47b5c2e6d27dd38d1e5b2013205f4197f6f7a53
   health_score: 100.0
-  last_checked: 1779033761.656437
+  last_checked: 1779033761
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:02:41.656437+02:00'
   last_ai_eval: null
@@ -551421,7 +552221,7 @@ https://www.redhat.com/sysadmin/kubernetes-basics-sysadmins:
   addition_method: manual
   content_hash: 852d8899f27ca9c370fc8e134384d300bdbb6c1f39331ca74b11070bc370f31e
   health_score: 100.0
-  last_checked: 1779031755.421442
+  last_checked: 1779031755
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:15.421442+02:00'
   last_ai_eval: null
@@ -551448,7 +552248,7 @@ https://www.redhat.com/sysadmin/kubernetes-cluster-laptop:
   addition_method: manual
   content_hash: 060383fa5520bae2ae8162886cb9fd1ced44983882501b47fabf16311e0405a8
   health_score: 100.0
-  last_checked: 1779031031.895402
+  last_checked: 1779031031
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:11.895402+02:00'
   last_ai_eval: null
@@ -551476,7 +552276,7 @@ https://www.redhat.com/sysadmin/kubernetes-components:
   addition_method: manual
   content_hash: 489beeb1ea67bcb38b5bbe07c9b304e05b29c58f2d89e44487a3f06da9d5964e
   health_score: 100.0
-  last_checked: 1779030583.464018
+  last_checked: 1779030583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.464018+02:00'
   last_ai_eval: null
@@ -551503,7 +552303,7 @@ https://www.redhat.com/sysadmin/kubespray-deploy-kubernetes:
   addition_method: manual
   content_hash: 6060212a990ab5d1b5beb51a1ef8d7566a338e2cec265c0a93391dad20fb0fa0
   health_score: 100.0
-  last_checked: 1779031642.772258
+  last_checked: 1779031642
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:22.772258+02:00'
   last_ai_eval: null
@@ -551531,7 +552331,7 @@ https://www.redhat.com/sysadmin/linux-commands-manage-groups:
   addition_method: manual
   content_hash: 5edef78e0f2199b9518bf7a9247d9c66226c2e4c3d92081921c3651a1fbf1ad1
   health_score: 100.0
-  last_checked: 1779030305.654847
+  last_checked: 1779030305
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:05.654847+02:00'
   last_ai_eval: null
@@ -551558,7 +552358,7 @@ https://www.redhat.com/sysadmin/linux-pid-namespaces:
   addition_method: manual
   content_hash: 5e45726bdf388336748df40e1b38cc921dc5445fa30985d9521e3907a7a42b01
   health_score: 100.0
-  last_checked: 1779032751.515172
+  last_checked: 1779032751
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:51.515172+02:00'
   last_ai_eval: null
@@ -551585,7 +552385,7 @@ https://www.redhat.com/sysadmin/linux-security-usability:
   addition_method: manual
   content_hash: 9dc1b9f76b974783e02277b4dbe88dbda22b5b1cc66adf609790395fad318892
   health_score: 100.0
-  last_checked: 1779034262.72252
+  last_checked: 1779034262
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:02.722520+02:00'
   last_ai_eval: null
@@ -551613,7 +552413,7 @@ https://www.redhat.com/sysadmin/mssql-linux-easy:
   addition_method: manual
   content_hash: 1641fc4355da9f9d85b15efce5e63cdfae703430217b177323a9ca37b37c1dbb
   health_score: 100.0
-  last_checked: 1779032961.34071
+  last_checked: 1779032961
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:21.340710+02:00'
   last_ai_eval: null
@@ -551640,7 +552440,7 @@ https://www.redhat.com/sysadmin/new-podman-secrets-command:
   addition_method: manual
   content_hash: 2177a62e970fd969fd09ea487a5877ebb881a465b043c5051801db7e796ed4dd
   health_score: 100.0
-  last_checked: 1779029120.799992
+  last_checked: 1779029120
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:20.799992+02:00'
   last_ai_eval: null
@@ -551667,7 +552467,7 @@ https://www.redhat.com/sysadmin/nmap-scripting-engine:
   addition_method: manual
   content_hash: 407fea1e4979c689b6ec7886be3b085d9d0da51f4475ba0bb799ac1c6dbc5e02
   health_score: 100.0
-  last_checked: 1779031566.907236
+  last_checked: 1779031566
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:06.907236+02:00'
   last_ai_eval: null
@@ -551694,7 +552494,7 @@ https://www.redhat.com/sysadmin/one-line-linux-commands:
   addition_method: manual
   content_hash: dd86350bc609178adc8f85899e4fb084865012d4265f6d3d25ede730a15c346c
   health_score: 100.0
-  last_checked: 1779031337.515535
+  last_checked: 1779031337
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:17.515535+02:00'
   last_ai_eval: null
@@ -551720,7 +552520,7 @@ https://www.redhat.com/sysadmin/packaging-applications-python:
   addition_method: manual
   content_hash: 266318a9943d67815c393284f8b1307cf0d803c86f09798b26d9fee86cad603b
   health_score: 100.0
-  last_checked: 1779031825.559149
+  last_checked: 1779031825
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:25.559149+02:00'
   last_ai_eval: null
@@ -551747,7 +552547,7 @@ https://www.redhat.com/sysadmin/pid-namespace:
   addition_method: manual
   content_hash: f1418e109d49ff509836d83a1889d52f38f1dfe681294896013f77ea3f2fafc6
   health_score: 100.0
-  last_checked: 1779029609.387717
+  last_checked: 1779029609
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:29.387717+02:00'
   last_ai_eval: null
@@ -551774,7 +552574,7 @@ https://www.redhat.com/sysadmin/podman-auto-updates-rollbacks:
   addition_method: manual
   content_hash: 83efc443ea02c290d5e5fcd2e9a0d0388148309def9516d185e6372638ea6a0c
   health_score: 100.0
-  last_checked: 1779032195.571643
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.571643+02:00'
   last_ai_eval: null
@@ -551801,7 +552601,7 @@ https://www.redhat.com/sysadmin/podman-clients-macos-windows:
   addition_method: manual
   content_hash: 3d3a4c1a9531ef680f64561e0d83440a8b026745e226ff79f7ff6c2efe760bea
   health_score: 100.0
-  last_checked: 1779030479.054456
+  last_checked: 1779030479
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:59.054456+02:00'
   last_ai_eval: null
@@ -551828,7 +552628,7 @@ https://www.redhat.com/sysadmin/podman-docker-compose:
   addition_method: manual
   content_hash: 7400d9d68b90b8e44501587b2d0ced6fafb842bb4e6982922c64e8221b79ff05
   health_score: 100.0
-  last_checked: 1779033704.64433
+  last_checked: 1779033704
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:44.644330+02:00'
   last_ai_eval: null
@@ -551855,7 +552655,7 @@ https://www.redhat.com/sysadmin/podman-features-1:
   addition_method: manual
   content_hash: 42f9e161a7704c0174c3e23c4b6bd91de7643eae9cf8c86c667dfdf83db02982
   health_score: 100.0
-  last_checked: 1779033619.591428
+  last_checked: 1779033619
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:00:19.591428+02:00'
   last_ai_eval: null
@@ -551882,7 +552682,7 @@ https://www.redhat.com/sysadmin/podman-play-kube-updates:
   addition_method: manual
   content_hash: 13e0d4a4eff4a1e60f4d22cfa12fe1ae6fdbc9c424dd6617ff15cda64418fb11
   health_score: 100.0
-  last_checked: 1779029988.896042
+  last_checked: 1779029988
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:48.896042+02:00'
   last_ai_eval: null
@@ -551909,7 +552709,7 @@ https://www.redhat.com/sysadmin/privileged-flag-container-engines:
   addition_method: manual
   content_hash: 02a031619035586986c71cffe10ce8194579d19ffc4e1aef7fedf35a2d1133d5
   health_score: 100.0
-  last_checked: 1779030430.213549
+  last_checked: 1779030430
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:10.213549+02:00'
   last_ai_eval: null
@@ -551936,7 +552736,7 @@ https://www.redhat.com/sysadmin/python-venv-ansible:
   addition_method: manual
   content_hash: d08532119e41de98ce988ce62674650b4b101188030eddf16887eb75946b5111
   health_score: 100.0
-  last_checked: 1779033663.287305
+  last_checked: 1779033663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.287305+02:00'
   last_ai_eval: null
@@ -551963,7 +552763,7 @@ https://www.redhat.com/sysadmin/quadlet-podman:
   addition_method: manual
   content_hash: aff12bb1ef15b81d1d6dfc788dd5e0721051ee95a9905437de0f9de9a244c7e2
   health_score: 100.0
-  last_checked: 1779030329.9618
+  last_checked: 1779030329
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:29.961800+02:00'
   last_ai_eval: null
@@ -551991,7 +552791,7 @@ https://www.redhat.com/sysadmin/query-rpm-database-python:
   addition_method: manual
   content_hash: 97599d1bc908fad681b3534e8a58a7aae4434911774c5e1bc8fce29130937c9d
   health_score: 100.0
-  last_checked: 1779031805.181048
+  last_checked: 1779031805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.181048+02:00'
   last_ai_eval: null
@@ -552019,7 +552819,7 @@ https://www.redhat.com/sysadmin/recursive-vim-macros:
   addition_method: manual
   content_hash: cf37f5013c9e7948948e30e4dc4bca2a0f2fb0b839a5d2449b8643a08a4ca933
   health_score: 100.0
-  last_checked: 1779034507.205027
+  last_checked: 1779034507
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:07.205027+02:00'
   last_ai_eval: null
@@ -552046,7 +552846,7 @@ https://www.redhat.com/sysadmin/renewed-thrill-ansible:
   addition_method: manual
   content_hash: 406c45dcf015818013503d9b20d12242c1f766f8c6adddf086f88e6fe65b8c3d
   health_score: 100.0
-  last_checked: 1779029801.791239
+  last_checked: 1779029801
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:56:41.791239+02:00'
   last_ai_eval: null
@@ -552073,7 +552873,7 @@ https://www.redhat.com/sysadmin/replace-docker-podman-mac-revisited:
   addition_method: manual
   content_hash: f27a606e3b4271bcb13c0fad610e4c683117a083996111f0f2ccc127eda623ef
   health_score: 100.0
-  last_checked: 1779030846.992721
+  last_checked: 1779030846
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.992721+02:00'
   last_ai_eval: null
@@ -552100,7 +552900,7 @@ https://www.redhat.com/sysadmin/replace-docker-podman-macos:
   addition_method: manual
   content_hash: 4b6d56194a79ad290065212de75611b91d53074cd6bdf7bdbe246febf4af2225
   health_score: 100.0
-  last_checked: 1779030350.053282
+  last_checked: 1779030350
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:50.053282+02:00'
   last_ai_eval: null
@@ -552127,7 +552927,7 @@ https://www.redhat.com/sysadmin/reverse-proxy-ansible:
   addition_method: manual
   content_hash: ba50e9593ce80f94429c1028507ef0af7fd34bf11df032213fcc83596016e2db
   health_score: 100.0
-  last_checked: 1779030842.484814
+  last_checked: 1779030842
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:02.484814+02:00'
   last_ai_eval: null
@@ -552154,7 +552954,7 @@ https://www.redhat.com/sysadmin/rootless-podman-nfs:
   addition_method: manual
   content_hash: df4b714c1d903b4777c677a9ac307705389651e332d31e6dfd61235ab5b99fc6
   health_score: 100.0
-  last_checked: 1779030267.722229
+  last_checked: 1779030267
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:27.722229+02:00'
   last_ai_eval: null
@@ -552181,7 +552981,7 @@ https://www.redhat.com/sysadmin/software-packages-ansible:
   addition_method: manual
   content_hash: 396fe4c3906ca93e27cfa617a8250b07243f8969308fb271fc267690712d9adb
   health_score: 100.0
-  last_checked: 1779031516.361253
+  last_checked: 1779031516
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:16.361253+02:00'
   last_ai_eval: null
@@ -552208,7 +553008,7 @@ https://www.redhat.com/sysadmin/start-learning-kubernetes:
   addition_method: manual
   content_hash: d7ffeea68bee28b2d45a620e9a6594199dc1d4ceaee08543f4ec1f28a6d77815
   health_score: 100.0
-  last_checked: 1779031521.089293
+  last_checked: 1779031521
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:21.089293+02:00'
   last_ai_eval: null
@@ -552235,7 +553035,7 @@ https://www.redhat.com/sysadmin/sysadmin-essentials-networking-basics:
   addition_method: manual
   content_hash: bc534ed771d377a4b72f12266778d5f46436049cfb4bbe563f69868405a12174
   health_score: 100.0
-  last_checked: 1779034097.383369
+  last_checked: 1779034097
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:17.383369+02:00'
   last_ai_eval: null
@@ -552262,7 +553062,7 @@ https://www.redhat.com/sysadmin/tcpdump-part-one:
   addition_method: manual
   content_hash: c97dfc80951394aa890a3caf34a45b827abe4e93730f4d46c8884e4dda9f4cd5
   health_score: 100.0
-  last_checked: 1779034531.068608
+  last_checked: 1779034531
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:31.068608+02:00'
   last_ai_eval: null
@@ -552289,7 +553089,7 @@ https://www.redhat.com/sysadmin/troubleshoot-ansible-playbooks:
   addition_method: manual
   content_hash: 8955798a8637e4a3bf769e2e7389a394940a007ac4f127597e795b1267b0e193
   health_score: 100.0
-  last_checked: 1779034450.267236
+  last_checked: 1779034450
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:10.267236+02:00'
   last_ai_eval: null
@@ -552317,7 +553117,7 @@ https://www.redhat.com/sysadmin/understanding-yaml-ansible:
   addition_method: manual
   content_hash: 44533daac61abf96fd981215c52ceefe153dd1170361335e38845ec44fe951ec
   health_score: 100.0
-  last_checked: 1779030522.464455
+  last_checked: 1779030522
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:08:42.464455+02:00'
   last_ai_eval: null
@@ -552344,7 +553144,7 @@ https://www.redhat.com/sysadmin/using-asciinema:
   addition_method: manual
   content_hash: b3f21549e425cb4a23725c20f060eb34039d03b264d981229b39fb9bf446a484
   health_score: 100.0
-  last_checked: 1779032159.371349
+  last_checked: 1779032159
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:59.371349+02:00'
   last_ai_eval: null
@@ -552371,7 +553171,7 @@ https://www.redhat.com/sysadmin/vim-commands:
   addition_method: manual
   content_hash: 61a92fb234933a0ae224fe1b737d33faeec458e06109c5b3eb51934d9603a7dd
   health_score: 100.0
-  last_checked: 1779034040.046351
+  last_checked: 1779034040
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:20.046351+02:00'
   last_ai_eval: null
@@ -552398,7 +553198,7 @@ https://www.redhat.com/sysadmin/yaml-beginners:
   addition_method: manual
   content_hash: 8fb8738158681442249e4af8a93f70a81a5056d5a13f86799d1ae91bc2874bf5
   health_score: 100.0
-  last_checked: 1779034509.723589
+  last_checked: 1779034509
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:09.723589+02:00'
   last_ai_eval: null
@@ -552461,7 +553261,7 @@ https://www.redpanda.com/blog/bsl-source-available-license:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736090.783535
+  last_checked: 1781736090
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:30.783535+02:00'
   last_ai_eval: null
@@ -552493,7 +553293,7 @@ https://www.redpanda.com/blog/open-source:
   addition_method: manual
   content_hash: 846802d8e782e21c5769978c1de5ba77006e7830ed4d611782427d7ccdfd491a
   health_score: 84.0
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@@ -552585,7 +553385,7 @@ https://www.replex.io:
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@@ -552612,7 +553412,7 @@ https://www.replex.io/blog/an-introduction-to-kubernetes-finops:
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@@ -552640,7 +553440,7 @@ https://www.replex.io/blog/kubernetes-in-production-best-practices-for-cluster-a
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@@ -552668,7 +553468,7 @@ https://www.reply.com/solidsoft-reply/en/content/webservices-soap-and-rest-a-sim
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@@ -552701,7 +553501,7 @@ https://www.rethinkagile.org/post/5-reasons-why-agile-is-better-than-waterfall:
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   health_score: 100.0
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@@ -553443,7 +554243,7 @@ https://www.reuters.com/article/us-ibm-divestiture/ibm-to-break-up-109-year-old-
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   health_score: 100.0
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@@ -553508,7 +554308,7 @@ https://www.revenuecat.com/blog/replicating-a-postgresql-cluster-to-redshift:
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@@ -553601,7 +554401,7 @@ https://www.ringcentral.co.uk/gb/en/blog/definitions/cloud-management:
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@@ -553627,7 +554427,7 @@ https://www.ringcentral.co.uk/gb/en/blog/definitions/software-as-a-service-saas:
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@@ -553654,7 +554454,7 @@ https://www.ringcentral.com/gb/en/blog/definitions/cloud-management:
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@@ -553686,7 +554486,7 @@ https://www.ringcentral.com/gb/en/blog/definitions/software-as-a-service-saas:
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@@ -553786,7 +554586,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021:
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@@ -553814,7 +554614,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-developmen
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@@ -553842,7 +554642,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-2:
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@@ -553870,7 +554670,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-3:
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@@ -553898,7 +554698,7 @@ https://www.rookout.com/blog/developer-tooling-for-kubernetes-in-2021-part-4:
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@@ -553925,7 +554725,7 @@ https://www.rookout.com/blog/how-real-time-debugging-improves-reliability:
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@@ -553952,7 +554752,7 @@ https://www.rookout.com/blog/kubernetes-application-debugging:
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@@ -554039,7 +554839,7 @@ https://www.root.io/blog/automatically-reduce-docker-container-size-using-docker
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@@ -554065,7 +554865,7 @@ https://www.root.io/docs/docker-desktop-extension.html:
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@@ -554452,7 +555252,7 @@ https://www.salesforceben.com/5-devops-concepts-you-need-to-know:
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@@ -555021,7 +555821,7 @@ https://www.scrivano.org/posts/2022-10-21-the-journey-to-speed-up-oci-containers
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@@ -555314,7 +556114,7 @@ https://www.sdxcentral.com/articles/news/aws-outage-stresses-telco-cloud-challen
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@@ -555778,7 +556578,7 @@ https://www.servicenow.com:
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@@ -555813,7 +556613,7 @@ https://www.sesin.at/2021/08/28/securing-kubernetes-with-kyverno-how-to-protect-
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@@ -555844,7 +556644,7 @@ https://www.shipa.io/development/a-real-world-application-deployment-on-kubernet
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@@ -555926,7 +556726,7 @@ https://www.shipa.io/innovation/gitops-in-the-enterprise:
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@@ -555953,7 +556753,7 @@ https://www.shipa.io/innovation/gitops-meets-appops:
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@@ -555980,7 +556780,7 @@ https://www.shipa.io/ketch/devops-challenge-kubernetes-deployment-ketch-vs-yaml:
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@@ -556008,7 +556808,7 @@ https://www.shippable.com:
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@@ -556758,7 +557558,7 @@ https://www.sitepoint.com/gatsby-mdx-blog:
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@@ -560004,7 +560804,7 @@ https://www.sqltutorial.org/sql-cheat-sheet:
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   health_score: 100.0
-  last_checked: 1781735890.559703
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   needs_ai_refresh: false
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@@ -560038,7 +560838,7 @@ https://www.squadcast.com/blog/kyverno-policy-management-in-kubernetes:
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@@ -560069,7 +560869,7 @@ https://www.stackrox.com:
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@@ -560096,7 +560896,7 @@ https://www.stackrox.com/post/2019/09/amazon-eks-security-best-practices:
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@@ -560124,7 +560924,7 @@ https://www.stackrox.com/post/2020/01/kubernetes-networking-demystified:
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@@ -560158,7 +560958,7 @@ https://www.stackrox.com/post/2020/02/eks-vs-gke-vs-aks:
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@@ -560190,7 +560990,7 @@ https://www.stackrox.com/post/2020/05/kubernetes-security-101:
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@@ -560218,7 +561018,7 @@ https://www.stackrox.com/post/2021/01/part-1-rancher-kubernetes-engine-rke-secur
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@@ -560286,7 +561086,7 @@ https://www.stackrox.io/blog/top-9-open-source-devsecops-tools-for-kubernetes:
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@@ -560318,7 +561118,7 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
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@@ -560345,7 +561145,7 @@ https://www.stacksimplify.com/aws-eks/aws-alb-ingress/lean-kubernetes-aws-alb-in
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   health_score: 100.0
-  last_checked: 1779034115.966781
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@@ -560506,7 +561306,7 @@ https://www.stitcher.com/podcast/amazon-web-services/aws-podcast:
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@@ -560570,7 +561370,7 @@ https://www.storj.io/blog/integrating-decentralized-cloud-storage-with-duplicati
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@@ -560805,7 +561605,7 @@ https://www.suse.com/c/rancher_blog/announcing-hosted-rancher-with-rancher-2-4:
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@@ -561411,7 +562211,7 @@ https://www.suse.com/c/rancher_blog/run-rancher-2-4-in-azure-with-k3s-and-mysql:
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@@ -563800,7 +564600,7 @@ https://www.techbeatly.com/terraform-cheat-sheet:
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@@ -563827,7 +564627,7 @@ https://www.techbeatly.com/terraform-free-courses:
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@@ -563858,7 +564658,7 @@ https://www.techerati.com/features-hub/opinions/devsecops-eight-tips-for-truly-s
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@@ -569119,7 +569919,7 @@ https://www.theguild.nl/k8s-workshop-in-a-box:
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@@ -569345,7 +570145,7 @@ https://www.theodo.com/expertise/cloud:
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@@ -569410,7 +570210,7 @@ https://www.theregister.co.uk/2020/04/08/docker_opens_up_compose_specification:
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@@ -569438,7 +570238,7 @@ https://www.theregister.com/2020/09/21/diffblue_let_ai_code_unit_tests:
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@@ -569466,7 +570266,7 @@ https://www.theregister.com/2020/09/22/microservices_talk_gotopia:
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@@ -569494,7 +570294,7 @@ https://www.theregister.com/2020/10/07/digitalocean_paas_app_platform:
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@@ -569522,7 +570322,7 @@ https://www.theregister.com/2020/10/14/redhat_ansible_kubernetes:
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@@ -569550,7 +570350,7 @@ https://www.theregister.com/2020/12/02/gartner_cloud_dbms:
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@@ -569578,7 +570378,7 @@ https://www.theregister.com/2020/12/17/github_bans_passwords:
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@@ -569606,7 +570406,7 @@ https://www.theregister.com/2021/07/29/amazon_web_services_ec2_classic_networkin
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@@ -569634,7 +570434,7 @@ https://www.theregister.com/2021/09/03/microsoft_azure_deprecations_api_changes:
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@@ -570044,7 +570844,7 @@ https://www.theregister.com/off-prem/2023/01/16/basecamp-details-32-million-bill
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@@ -570501,7 +571301,7 @@ https://www.thinksys.com/devops/kubernetes-autoscaling:
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@@ -570654,7 +571454,7 @@ https://www.thomasmaurer.ch/2020/07/download-new-azure-architecture-icons-now:
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@@ -570918,7 +571718,7 @@ https://www.thorsten-hans.com/azure-arc-enabled-kubernetes-digital-ocean:
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@@ -571085,7 +571885,7 @@ https://www.thoughtworks.com/es/insights/blog/modernizing-your-build-pipelines:
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@@ -571701,7 +572501,7 @@ https://www.timescale.com/blog/generate-and-store-opentelemetry-traces-automatic
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@@ -571727,7 +572527,7 @@ https://www.timescale.com/blog/prometheus-vs-opentelemetry-metrics-a-complete-gu
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@@ -571983,7 +572783,7 @@ https://www.toptal.com/kubernetes/service-mesh-comparison:
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@@ -572231,7 +573031,7 @@ https://www.trek10.com/blog/pragmatic-enterprise-cicd:
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@@ -572292,7 +573092,7 @@ https://www.tremolo.io/post/secure-access-to-kubernetes-from-your-pipeline:
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@@ -572325,7 +573125,7 @@ https://www.tremolo.io/post/updating-kube-oidc-proxy:
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@@ -572356,7 +573156,7 @@ https://www.tremolosecurity.com/post/pipelines-and-kubernetes-authentication:
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@@ -572383,7 +573183,7 @@ https://www.tremolosecurity.com/post/secure-access-to-kubernetes-from-your-pipel
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@@ -572410,7 +573210,7 @@ https://www.tremolosecurity.com/post/updating-kube-oidc-proxy:
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@@ -572436,7 +573236,7 @@ https://www.tricentis.com/blog/automated-continuous-performance-testing:
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@@ -572464,7 +573264,7 @@ https://www.triggermesh.com:
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   health_score: 100.0
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@@ -572527,7 +573327,7 @@ https://www.trio.dev/react/resources/angular-vs-react:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:14:53.672627+02:00'
   last_ai_eval: null
@@ -572555,7 +573355,7 @@ https://www.tripwire.com/state-of-security/devops/everything-need-to-know-about-
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033827.508705
+  last_checked: 1779033827
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:03:47.508705+02:00'
   last_ai_eval: null
@@ -572656,7 +573456,7 @@ https://www.trustradius.com/platform-as-a-service-paas:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030597.45841
+  last_checked: 1779030597
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:57.458410+02:00'
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@@ -572720,7 +573520,7 @@ https://www.tutorialspoint.com:
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   discovered_at: '2026-05-17T18:10:23.861887+02:00'
   last_ai_eval: null
@@ -572784,7 +573584,7 @@ https://www.tutorialspoint.com/openshift:
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   discovered_at: '2026-05-17T17:00:09.406334+02:00'
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@@ -572913,7 +573713,7 @@ https://www.twistlock.com:
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   discovered_at: '2026-05-17T17:24:28.703206+02:00'
   last_ai_eval: null
@@ -573042,7 +573842,7 @@ https://www.uber.com/us/en/blog/modernizing-artifact-storage:
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352705.314541
+  last_checked: 1780352705
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:05.314541+02:00'
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@@ -573099,7 +573899,7 @@ https://www.uber.com/us/en/blog/scaling-real-time-traffic:
   addition_method: automatic
   content_hash: N/A
   health_score: null
-  last_checked: 1780352168.173257
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173257+02:00'
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@@ -573144,7 +573944,7 @@ https://www.uber.com/us/en/blog/solving-the-agent-identity-crisis:
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   health_score: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:24.113375+02:00'
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@@ -573181,7 +573981,7 @@ https://www.udacity.com/course/web-accessibility--ud891:
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   last_ai_eval: null
@@ -573208,7 +574008,7 @@ https://www.udemy.com:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031215.666111
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:20:15.666111+02:00'
   last_ai_eval: null
@@ -573241,7 +574041,7 @@ https://www.udemy.com/ansible-essentials-simplicity-in-automation:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:58.852816+02:00'
   last_ai_eval: null
@@ -573273,7 +574073,7 @@ https://www.udemy.com/course/amazon-eks-starter-kubernetes-on-aws:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
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   last_ai_eval: null
@@ -573304,7 +574104,7 @@ https://www.udemy.com/course/containers-101:
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   health_score: 100.0
-  last_checked: 1779031466.576905
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:26.576905+02:00'
   last_ai_eval: null
@@ -573331,7 +574131,7 @@ https://www.udemy.com/course/just-enough-kubernetes:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:05:46.196594+02:00'
   last_ai_eval: null
@@ -573363,7 +574163,7 @@ https://www.udemy.com/course/kubernetes-for-developers:
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   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031094.087131
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   discovered_at: '2026-05-17T17:18:14.087131+02:00'
   last_ai_eval: null
@@ -573395,7 +574195,7 @@ https://www.udemy.com/course/kubernetes-getting-started:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:14.166704+02:00'
   last_ai_eval: null
@@ -573426,7 +574226,7 @@ https://www.udemy.com/course/learn-devops-kubernetes-deployment-by-kops-and-terr
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:05:06.266518+02:00'
   last_ai_eval: null
@@ -573453,7 +574253,7 @@ https://www.udemy.com/course/learn-kubernetes:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:18:45.594897+02:00'
   last_ai_eval: null
@@ -573484,7 +574284,7 @@ https://www.udemy.com/course/microservices-architecture-the-complete-guide:
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   content_hash: N/A
   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:50:46.509250+02:00'
   last_ai_eval: null
@@ -573510,7 +574310,7 @@ https://www.udemy.com/course/microservices-with-spring-boot-and-spring-cloud:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032457.072491
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:40:57.072491+02:00'
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@@ -573537,7 +574337,7 @@ https://www.udemy.com/course/openshift-4-desde-cero:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:31.739532+02:00'
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@@ -573570,7 +574370,7 @@ https://www.udemy.com/how-to-architect-with-a-design-for-failure-approach:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:17:44.303371+02:00'
   last_ai_eval: null
@@ -573602,7 +574402,7 @@ https://www.udemy.com/learn-devops-advanced-kubernetes-usage:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:17.760579+02:00'
   last_ai_eval: null
@@ -573635,7 +574435,7 @@ https://www.udemy.com/learn-devops-ci-cd-with-jenkins-using-pipelines-and-docker
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   health_score: 100.0
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@@ -573668,7 +574468,7 @@ https://www.udemy.com/learn-devops-infrastructure-automation-with-terraform:
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   content_hash: N/A
   health_score: 100.0
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@@ -573700,7 +574500,7 @@ https://www.udemy.com/learn-devops-the-complete-kubernetes-course:
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   health_score: 100.0
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   needs_ai_refresh: false
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@@ -573733,7 +574533,7 @@ https://www.udemy.com/openshift-enterprise-installation-and-configuration/learn/
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   health_score: 100.0
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@@ -573765,7 +574565,7 @@ https://www.udemy.com/red-hat-openshift:
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   health_score: 100.0
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@@ -573797,7 +574597,7 @@ https://www.udemy.com/the-complete-jenkins-course-for-developers-and-devops:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:04:04.664537+02:00'
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@@ -573830,7 +574630,7 @@ https://www.udemy.com/ultimate-openshift-bootcamp-by-school-of-devops:
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   health_score: 100.0
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@@ -573990,7 +574790,7 @@ https://www.unifiedguru.com/gitops-and-the-cloud-operating-model-vmware-cloud-co
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   health_score: 100.0
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@@ -574116,7 +574916,7 @@ https://www.unixarena.com/2022/04/terraform-source-credentials-from-aws-secret-m
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@@ -574176,7 +574976,7 @@ https://www.upwork.com:
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   health_score: 100.0
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@@ -574274,7 +575074,7 @@ https://www.ust.com/en/insights/do-we-really-need-kubernetes-and-containers:
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   health_score: 100.0
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@@ -574337,7 +575137,7 @@ https://www.valuecoders.com/blog/technology-and-apps/why-should-you-adopt-devops
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@@ -574465,7 +575265,7 @@ https://www.varinsights.com/doc/parallel-system-validation-the-end-of-devops-000
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@@ -574496,7 +575296,7 @@ https://www.varnish-cache.org:
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@@ -574523,7 +575323,7 @@ https://www.varnish-cache.org/installation/redhat:
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@@ -574615,7 +575415,7 @@ https://www.varnish.org/index.html/installation/redhat:
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@@ -574646,7 +575446,7 @@ https://www.vaultproject.io:
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@@ -574677,7 +575477,7 @@ https://www.vcluster.com:
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@@ -575495,7 +576295,7 @@ https://www.veeam.com/products/cloud/kubernetes-data-protection.html:
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   discovered_at: '2026-05-18T20:54:54.992115+02:00'
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@@ -575554,7 +576354,7 @@ https://www.velotio.com/engineering-blog/getting-started-with-kubernetes-operato
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@@ -575619,7 +576419,7 @@ https://www.vice.com/en/article/g5y37j/thousands-of-software-engineers-say-the-j
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@@ -575748,7 +576548,7 @@ https://www.virtualizationhowto.com/2023/08/best-kubernetes-management-tools-in-
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@@ -575812,7 +576612,7 @@ https://www.visidata.org:
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@@ -575874,7 +576674,7 @@ https://www.vladionescu.me/posts/scaling-containers-on-aws-in-2022:
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@@ -575975,7 +576775,7 @@ https://www.vmware.com/products/vsphere.html:
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@@ -576135,7 +576935,7 @@ https://www.vxav.fr/2021-09-13-interacting-with-containerd-runtime-for-kubernete
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   health_score: 100.0
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@@ -576166,7 +576966,7 @@ https://www.w3.org/TR:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:45:53.948552+02:00'
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@@ -576324,7 +577124,7 @@ https://www.waypointproject.io:
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   last_ai_eval: null
@@ -576419,7 +577219,7 @@ https://www.weave.works/blog/aws-networking-overview---part-2:
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@@ -576482,7 +577282,7 @@ https://www.weave.works/blog/category/kubernetes:
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@@ -576648,7 +577448,7 @@ https://www.weave.works/blog/introduction-to-kubernetes-pod-networking--part-1:
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@@ -576675,7 +577475,7 @@ https://www.weave.works/blog/introduction-to-service-meshes-on-kubernetes-and-pr
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@@ -576799,7 +577599,7 @@ https://www.weave.works/blog/kubernetes-in-the-enterprise:
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@@ -576895,7 +577695,7 @@ https://www.weave.works/blog/one-year-kured-kubernetes-reboot-daemon:
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@@ -576922,7 +577722,7 @@ https://www.weave.works/blog/progressively-delivering-applications-across-cloud-
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@@ -577214,7 +578014,7 @@ https://www.weave.works/docs/net/latest/overview:
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@@ -577240,7 +578040,7 @@ https://www.weave.works/features/prometheus-monitoring:
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@@ -577473,7 +578273,7 @@ https://www.websiteplanet.com/blog/what-is-open-source-software:
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@@ -577534,7 +578334,7 @@ https://www.wecloudpro.com/2020/08/22/kubernetes-disaster-recovery-with-velero.h
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   health_score: 100.0
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@@ -577565,7 +578365,7 @@ https://www.wecloudpro.com/2020/11/01/Balance-your-kubernetes-cluster.html:
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   health_score: 100.0
-  last_checked: 1779031257.910617
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@@ -577592,7 +578392,7 @@ https://www.wecloudpro.com/2021/08/21/Watchers-in-Kubernetes.html:
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   health_score: 100.0
-  last_checked: 1779033044.800104
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@@ -577624,7 +578424,7 @@ https://www.wecloudpro.com/2021/11/13/Tanzu-Community-Edition.html:
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   health_score: 100.0
-  last_checked: 1779031377.604283
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@@ -577656,7 +578456,7 @@ https://www.wecloudpro.com/2021/11/28/Argocd-helm.html:
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   health_score: 100.0
-  last_checked: 1779034322.592469
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@@ -577722,7 +578522,7 @@ https://www.weekly.tf/p/issue-171-terramate-using-llms-to-generate-terraform-api
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@@ -577944,7 +578744,7 @@ https://www.wired.co.uk/article/great-resignation-quit-job:
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@@ -577971,7 +578771,7 @@ https://www.wired.com/story/calendly-google-calendar-appointment-schedule:
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@@ -578132,7 +578932,7 @@ https://www.wraltechwire.com/2021/12/11/red-hat-expands-hybrid-cloud-efforts-in-
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   health_score: 100.0
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@@ -578403,7 +579203,7 @@ https://www.xataka.com/empresas-y-economia/gran-renuncia-esta-ganando-terreno-es
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@@ -579182,7 +579982,7 @@ https://www.xeridia.co.uk/blog/benefits-test-driven-development-devops-environme
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@@ -579215,7 +580015,7 @@ https://www.xeridia.co.uk/blog/importance-testing-devops:
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@@ -579279,7 +580079,7 @@ https://www.yeeply.com:
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@@ -579339,7 +580139,7 @@ https://www.yobyot.com/aws/aws-multi-region-keys-and-ec2-data-lifecycle-manager/
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@@ -579366,7 +580166,7 @@ https://www.youtube.com:
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@@ -579422,7 +580222,7 @@ https://www.youtube.com/@ClickHouseDB:
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@@ -579492,7 +580292,7 @@ https://www.youtube.com/@DotCSV:
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@@ -579523,7 +580323,7 @@ https://www.youtube.com/@GoogleGemini:
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@@ -579599,7 +580399,7 @@ https://www.youtube.com/@ITOpsTalk:
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@@ -579636,7 +580436,7 @@ https://www.youtube.com/@Microsoft.Copilot:
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@@ -579706,7 +580506,7 @@ https://www.youtube.com/@NedintheCloud:
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@@ -579735,7 +580535,7 @@ https://www.youtube.com/@NetBoxLabs:
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@@ -579801,7 +580601,7 @@ https://www.youtube.com/@Playwrightdev:
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@@ -579838,7 +580638,7 @@ https://www.youtube.com/@aiatmeta:
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@@ -579875,7 +580675,7 @@ https://www.youtube.com/@anthropic-ai:
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@@ -579912,7 +580712,7 @@ https://www.youtube.com/@arsys:
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@@ -579947,7 +580747,7 @@ https://www.youtube.com/@azure-terraformer:
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@@ -579979,7 +580779,7 @@ https://www.youtube.com/@code/shorts:
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@@ -580012,7 +580812,7 @@ https://www.youtube.com/@googlecloudtech:
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@@ -580049,7 +580849,7 @@ https://www.youtube.com/@googledeepmind:
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@@ -580154,7 +580954,7 @@ https://www.youtube.com/@midulive:
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@@ -580253,7 +581053,7 @@ https://www.youtube.com/@techwithhelen:
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@@ -580316,7 +581116,7 @@ https://www.youtube.com/CodelyTV:
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@@ -580347,7 +581147,7 @@ https://www.youtube.com/OpenAI:
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@@ -580382,7 +581182,7 @@ https://www.youtube.com/c/Academind:
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@@ -580411,7 +581211,7 @@ https://www.youtube.com/c/AcloudGuru:
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@@ -580440,7 +581240,7 @@ https://www.youtube.com/c/AliSpittelDev:
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@@ -580469,7 +581269,7 @@ https://www.youtube.com/c/AlibabaCloud:
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@@ -580498,7 +581298,7 @@ https://www.youtube.com/c/AnaisUrlichs:
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@@ -580527,7 +581327,7 @@ https://www.youtube.com/c/AnsiblePilot:
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+  last_checked: 1779032679
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:39.348970+02:00'
   last_ai_eval: null
@@ -580556,7 +581356,7 @@ https://www.youtube.com/c/AppsCodeInc:
   addition_method: manual
   content_hash: 3e066c938e56e90a948ede9a3a1d5b94f64c8bd66b15ceb374879d41cb94125d
   health_score: 100.0
-  last_checked: 1779032754.237165
+  last_checked: 1779032754
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:45:54.237165+02:00'
   last_ai_eval: null
@@ -580585,7 +581385,7 @@ https://www.youtube.com/c/Atlassian:
   addition_method: manual
   content_hash: b12f5490a703921bada1bb1f31dc077e68cd78f9f24e0448be30f5efbe5f6eed
   health_score: 100.0
-  last_checked: 1779029154.886543
+  last_checked: 1779029154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.886543+02:00'
   last_ai_eval: null
@@ -580614,7 +581414,7 @@ https://www.youtube.com/c/AzureDevOps:
   addition_method: manual
   content_hash: 2455f05f33ced964057422ceab0cf08442bd34f18f51e92fc00be2b7766704c8
   health_score: 100.0
-  last_checked: 1779031327.514666
+  last_checked: 1779031327
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:07.514666+02:00'
   last_ai_eval: null
@@ -580644,7 +581444,7 @@ https://www.youtube.com/c/CloudBeesTV:
   addition_method: manual
   content_hash: bf31440ec1c5babac014ae7004d3c521069248feef2b4c8dd484dd7f72944944
   health_score: 100.0
-  last_checked: 1779032785.856619
+  last_checked: 1779032785
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:25.856619+02:00'
   last_ai_eval: null
@@ -580673,7 +581473,7 @@ https://www.youtube.com/c/Cloudacademy:
   addition_method: manual
   content_hash: 45fd85edc2170140593011f2a373204ccef285444f27a2e6e9baac45c99fcfa4
   health_score: 100.0
-  last_checked: 1779032579.078293
+  last_checked: 1779032579
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:59.078293+02:00'
   last_ai_eval: null
@@ -580702,7 +581502,7 @@ https://www.youtube.com/c/Code:
   addition_method: manual
   content_hash: 0cfda6fe9a32083f87cadcf3aa9ba3386c95b5e8140df02f72fb021b877cd057
   health_score: 100.0
-  last_checked: 1779032195.934654
+  last_checked: 1779032195
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:35.934654+02:00'
   last_ai_eval: null
@@ -580732,7 +581532,7 @@ https://www.youtube.com/c/Confluent:
   addition_method: manual
   content_hash: ec48a02063af5b6f9add0321a3502b317f7f1ed34376ebdb303d7a8fc107d55f
   health_score: 100.0
-  last_checked: 1779031788.228655
+  last_checked: 1779031788
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:48.228655+02:00'
   last_ai_eval: null
@@ -580761,7 +581561,7 @@ https://www.youtube.com/c/ContainerDays:
   addition_method: manual
   content_hash: d9137dd93ff2eff6232825e35e61c9e22ec426d1870f78ca70e0940557b6d301
   health_score: 100.0
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+  last_checked: 1779031461
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:21.158349+02:00'
   last_ai_eval: null
@@ -580790,7 +581590,7 @@ https://www.youtube.com/c/ContinuousDeliveryFoundation:
   addition_method: manual
   content_hash: 2a573f49f2a07ac52982df114beadf861830d0932a739f06328cfecd74e5949e
   health_score: 100.0
-  last_checked: 1779031266.534214
+  last_checked: 1779031266
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:21:06.534214+02:00'
   last_ai_eval: null
@@ -580819,7 +581619,7 @@ https://www.youtube.com/c/CrunchyDataPostgres:
   addition_method: manual
   content_hash: 6094ac4c15b6562581586495567696862d9228705a3fc89c1f7508ddcb39dc3d
   health_score: 100.0
-  last_checked: 1779032163.180276
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:03.180276+02:00'
   last_ai_eval: null
@@ -580848,7 +581648,7 @@ https://www.youtube.com/c/DevOpsToolkit:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032833.280916
+  last_checked: 1779032833
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:13.280916+02:00'
   last_ai_eval: null
@@ -580877,7 +581677,7 @@ https://www.youtube.com/c/Devopsdotcom:
   addition_method: manual
   content_hash: a873edd7f65339240043c5885fd4972ce18add166cff076af4f9a746db427df5
   health_score: 100.0
-  last_checked: 1779031406.583556
+  last_checked: 1779031406
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:26.583556+02:00'
   last_ai_eval: null
@@ -580906,7 +581706,7 @@ https://www.youtube.com/c/Devopslibrary:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031448.760199
+  last_checked: 1779031448
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   discovered_at: '2026-05-17T17:24:08.760199+02:00'
   last_ai_eval: null
@@ -580936,7 +581736,7 @@ https://www.youtube.com/c/Digitalocean:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031385.338644
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:05.338644+02:00'
   last_ai_eval: null
@@ -580965,7 +581765,7 @@ https://www.youtube.com/c/DockerIo:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031520.993498
+  last_checked: 1779031520
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:20.993498+02:00'
   last_ai_eval: null
@@ -580994,7 +581794,7 @@ https://www.youtube.com/c/Elastic:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031340
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:20.091019+02:00'
   last_ai_eval: null
@@ -581023,7 +581823,7 @@ https://www.youtube.com/c/Freecodecamp:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032966.942271
+  last_checked: 1779032966
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:26.942271+02:00'
   last_ai_eval: null
@@ -581052,7 +581852,7 @@ https://www.youtube.com/c/GitHub:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031559.748088
+  last_checked: 1779031559
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:59.748088+02:00'
   last_ai_eval: null
@@ -581081,7 +581881,7 @@ https://www.youtube.com/c/Gitkraken:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779033716
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   discovered_at: '2026-05-17T18:01:56.242987+02:00'
   last_ai_eval: null
@@ -581110,7 +581910,7 @@ https://www.youtube.com/c/Gitlab:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030430
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   discovered_at: '2026-05-17T17:07:10.713581+02:00'
   last_ai_eval: null
@@ -581139,7 +581939,7 @@ https://www.youtube.com/c/GoogleChromeDevelopers:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779033263
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:54:23.416957+02:00'
   last_ai_eval: null
@@ -581168,7 +581968,7 @@ https://www.youtube.com/c/Grafana:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031126
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   discovered_at: '2026-05-17T17:18:46.084044+02:00'
   last_ai_eval: null
@@ -581197,7 +581997,7 @@ https://www.youtube.com/c/HashiCorp:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.595261+02:00'
   last_ai_eval: null
@@ -581226,7 +582026,7 @@ https://www.youtube.com/c/HolaMundoDev:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:14:06.819151+02:00'
   last_ai_eval: null
@@ -581255,7 +582055,7 @@ https://www.youtube.com/c/Honeypotio:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:01:37.451816+02:00'
   last_ai_eval: null
@@ -581284,7 +582084,7 @@ https://www.youtube.com/c/IBMTechnology:
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   health_score: 100.0
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   discovered_at: '2026-05-17T18:14:16.750834+02:00'
   last_ai_eval: null
@@ -581314,7 +582114,7 @@ https://www.youtube.com/c/Intellipaat:
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   health_score: 100.0
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+  last_checked: 1779031046
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   discovered_at: '2026-05-17T17:17:26.324518+02:00'
   last_ai_eval: null
@@ -581343,7 +582143,7 @@ https://www.youtube.com/c/Istio:
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   health_score: 100.0
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+  last_checked: 1779029151
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   discovered_at: '2026-05-17T16:45:51.364173+02:00'
   last_ai_eval: null
@@ -581372,7 +582172,7 @@ https://www.youtube.com/c/JFrogInc:
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   health_score: 100.0
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+  last_checked: 1779032574
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:54.878749+02:00'
   last_ai_eval: null
@@ -581401,7 +582201,7 @@ https://www.youtube.com/c/JavierGarz%C3%A1s:
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   health_score: 100.0
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+  last_checked: 1779031983
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   discovered_at: '2026-05-17T17:33:03.420998+02:00'
   last_ai_eval: null
@@ -581430,7 +582230,7 @@ https://www.youtube.com/c/LambdaTest:
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   health_score: 100.0
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:29.002745+02:00'
   last_ai_eval: null
@@ -581459,7 +582259,7 @@ https://www.youtube.com/c/Lightbend-TV:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:23:34.659916+02:00'
   last_ai_eval: null
@@ -581488,7 +582288,7 @@ https://www.youtube.com/c/LondonIAC:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:00:12.020023+02:00'
   last_ai_eval: null
@@ -581517,7 +582317,7 @@ https://www.youtube.com/c/MadeByGPS:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:00:09.333786+02:00'
   last_ai_eval: null
@@ -581546,7 +582346,7 @@ https://www.youtube.com/c/MattermostHQ:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:24:54.831152+02:00'
   last_ai_eval: null
@@ -581576,7 +582376,7 @@ https://www.youtube.com/c/MicrosoftAzure:
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   discovered_at: '2026-05-17T16:45:28.763855+02:00'
   last_ai_eval: null
@@ -581605,7 +582405,7 @@ https://www.youtube.com/c/MongoDBofficial:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:04:10.738375+02:00'
   last_ai_eval: null
@@ -581634,7 +582434,7 @@ https://www.youtube.com/c/MozillaDeveloper:
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   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:06:52.709474+02:00'
   last_ai_eval: null
@@ -581663,7 +582463,7 @@ https://www.youtube.com/c/NTFAQGuy:
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   discovered_at: '2026-05-17T16:57:00.820745+02:00'
   last_ai_eval: null
@@ -581692,7 +582492,7 @@ https://www.youtube.com/c/NewRelicInc:
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   health_score: 100.0
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   discovered_at: '2026-05-17T16:49:40.123286+02:00'
   last_ai_eval: null
@@ -581721,7 +582521,7 @@ https://www.youtube.com/c/OpenProjectCommunity:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:18:37.697258+02:00'
   last_ai_eval: null
@@ -581751,7 +582551,7 @@ https://www.youtube.com/c/OpenShift:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:37:23.295214+02:00'
   last_ai_eval: null
@@ -581780,7 +582580,7 @@ https://www.youtube.com/c/OpenStackFoundation:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:00:19.095780+02:00'
   last_ai_eval: null
@@ -581809,7 +582609,7 @@ https://www.youtube.com/c/OracleCloudInfrastructure:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:27:00.548745+02:00'
   last_ai_eval: null
@@ -581838,7 +582638,7 @@ https://www.youtube.com/c/PeladoNerd:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:52:47.035276+02:00'
   last_ai_eval: null
@@ -581867,7 +582667,7 @@ https://www.youtube.com/c/Portworx:
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   health_score: 100.0
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   discovered_at: '2026-05-17T17:09:18.749571+02:00'
   last_ai_eval: null
@@ -581896,7 +582696,7 @@ https://www.youtube.com/c/PrometheusIo:
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   health_score: 100.0
-  last_checked: 1779031776.517208
+  last_checked: 1779031776
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:36.517208+02:00'
   last_ai_eval: null
@@ -581925,7 +582725,7 @@ https://www.youtube.com/c/PulumiTV:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031535
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:25:35.932879+02:00'
   last_ai_eval: null
@@ -581954,7 +582754,7 @@ https://www.youtube.com/c/Quarkusio:
   addition_method: manual
   content_hash: 43d3cee36cee20ef61384404240eca1d0669585f8b00ffb0b7d0fa14173b2ac0
   health_score: 100.0
-  last_checked: 1779030192.948648
+  last_checked: 1779030192
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:12.948648+02:00'
   last_ai_eval: null
@@ -581983,7 +582783,7 @@ https://www.youtube.com/c/Rancher:
   addition_method: manual
   content_hash: d371c05380429eff09389e17e10997eb08b390e14d894edf82e27d5f0ee4f914
   health_score: 100.0
-  last_checked: 1779031735.514778
+  last_checked: 1779031735
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:55.514778+02:00'
   last_ai_eval: null
@@ -582012,7 +582812,7 @@ https://www.youtube.com/c/RedHatDevelopers:
   addition_method: manual
   content_hash: 24350d4cd7caa3768beae8466333402402006e24686f6a47f156dae872f1a0ad
   health_score: 100.0
-  last_checked: 1779030583.473861
+  last_checked: 1779030583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:09:43.473861+02:00'
   last_ai_eval: null
@@ -582041,7 +582841,7 @@ https://www.youtube.com/c/Redisinc:
   addition_method: manual
   content_hash: fd9929b31a1f2956676e3b96e59350024eaa09c1b32d5b7f968e53fa64cad5c8
   health_score: 100.0
-  last_checked: 1779032952.711441
+  last_checked: 1779032952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:12.711441+02:00'
   last_ai_eval: null
@@ -582070,7 +582870,7 @@ https://www.youtube.com/c/RocketChatApp:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031125.907286
+  last_checked: 1779031125
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:18:45.907286+02:00'
   last_ai_eval: null
@@ -582099,7 +582899,7 @@ https://www.youtube.com/c/Scaleway-Cloud:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034510.034729
+  last_checked: 1779034510
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:10.034729+02:00'
   last_ai_eval: null
@@ -582128,7 +582928,7 @@ https://www.youtube.com/c/Slackhq:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032869.486899
+  last_checked: 1779032869
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:47:49.486899+02:00'
   last_ai_eval: null
@@ -582157,7 +582957,7 @@ https://www.youtube.com/c/Smartbear:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030436
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:16.690776+02:00'
   last_ai_eval: null
@@ -582186,7 +582986,7 @@ https://www.youtube.com/c/Sonatypeinc:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779033663
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:03.494330+02:00'
   last_ai_eval: null
@@ -582215,7 +583015,7 @@ https://www.youtube.com/c/TechWorldwithNana:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030711.347112
+  last_checked: 1779030711
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:11:51.347112+02:00'
   last_ai_eval: null
@@ -582244,7 +583044,7 @@ https://www.youtube.com/c/Tetrate:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030422.656782
+  last_checked: 1779030422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:02.656782+02:00'
   last_ai_eval: null
@@ -582273,7 +583073,7 @@ https://www.youtube.com/c/TheDigitalLifeTech:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033591.883601
+  last_checked: 1779033591
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:51.883601+02:00'
   last_ai_eval: null
@@ -582302,7 +583102,7 @@ https://www.youtube.com/c/TheNewStack:
   addition_method: manual
   content_hash: 94a508656835a2a0c93095951b8e78168fe1e82be89866a9bf8670c10d47b1ef
   health_score: 100.0
-  last_checked: 1779031962.655801
+  last_checked: 1779031962
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:32:42.655801+02:00'
   last_ai_eval: null
@@ -582331,7 +583131,7 @@ https://www.youtube.com/c/Thetips4you:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029154.789357
+  last_checked: 1779029154
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:54.789357+02:00'
   last_ai_eval: null
@@ -582360,7 +583160,7 @@ https://www.youtube.com/c/ThomasMaurerCloud:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032039.602078
+  last_checked: 1779032039
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:59.602078+02:00'
   last_ai_eval: null
@@ -582389,7 +583189,7 @@ https://www.youtube.com/c/TinaHuang1:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779029172.321718
+  last_checked: 1779029172
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:46:12.321718+02:00'
   last_ai_eval: null
@@ -582418,7 +583218,7 @@ https://www.youtube.com/c/VMwareTanzu:
   addition_method: manual
   content_hash: b0e8ee4760fdc9457ff64fcc752fa077b6bb4d388eb985220d16eb7d18424864
   health_score: 100.0
-  last_checked: 1779032255.138944
+  last_checked: 1779032255
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:35.138944+02:00'
   last_ai_eval: null
@@ -582447,7 +583247,7 @@ https://www.youtube.com/c/WeaveWorksInc:
   addition_method: manual
   content_hash: 4ec81d3890938cf7585527cbfd8d3ca9ea9044b1af236adfba0889876d254eba
   health_score: 100.0
-  last_checked: 1779031596.281514
+  last_checked: 1779031596
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:36.281514+02:00'
   last_ai_eval: null
@@ -582476,7 +583276,7 @@ https://www.youtube.com/c/XebiaLabs:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032644.704397
+  last_checked: 1779032644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.704397+02:00'
   last_ai_eval: null
@@ -582505,7 +583305,7 @@ https://www.youtube.com/c/amazonwebservices:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032232.377859
+  last_checked: 1779032232
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:37:12.377859+02:00'
   last_ai_eval: null
@@ -582535,7 +583335,7 @@ https://www.youtube.com/c/appdynamics:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030014.969772
+  last_checked: 1779030014
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:14.969772+02:00'
   last_ai_eval: null
@@ -582564,7 +583364,7 @@ https://www.youtube.com/c/cloudnativefdn:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030238.787612
+  last_checked: 1779030238
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:03:58.787612+02:00'
   last_ai_eval: null
@@ -582593,7 +583393,7 @@ https://www.youtube.com/c/cockroachdb:
   addition_method: manual
   content_hash: e1c697ca1d49bada10e1bf6894b70736717ada7a6f8d3d31d3b0589924a26be6
   health_score: 100.0
-  last_checked: 1779032167.118398
+  last_checked: 1779032167
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:36:07.118398+02:00'
   last_ai_eval: null
@@ -582622,7 +583422,7 @@ https://www.youtube.com/c/codecademy:
   addition_method: manual
   content_hash: 8a3e639a58707334ebbc6315d387ed7f3acb9e6d2c640d64c18663058abb541f
   health_score: 100.0
-  last_checked: 1779031865.908904
+  last_checked: 1779031865
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:31:05.908904+02:00'
   last_ai_eval: null
@@ -582651,7 +583451,7 @@ https://www.youtube.com/c/dynatrace:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779034173.322702
+  last_checked: 1779034173
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:09:33.322702+02:00'
   last_ai_eval: null
@@ -582680,7 +583480,7 @@ https://www.youtube.com/c/dzone:
   addition_method: manual
   content_hash: 3246c341bfcaafb53d22236dc0bcc2fc11a130fc8e19b306a7ff1eb2fab86bd9
   health_score: 100.0
-  last_checked: 1779032644.689421
+  last_checked: 1779032644
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:44:04.689421+02:00'
   last_ai_eval: null
@@ -582709,7 +583509,7 @@ https://www.youtube.com/c/guru99comm:
   addition_method: manual
   content_hash: 3e8f37a21b57c2ba953afc109ebe2049575d49d681130cc9e27dc6a1296f76cb
   health_score: 100.0
-  last_checked: 1779032088.219694
+  last_checked: 1779032088
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:48.219694+02:00'
   last_ai_eval: null
@@ -582738,7 +583538,7 @@ https://www.youtube.com/c/jenkinscicd:
   addition_method: manual
   content_hash: d599fa76511e81920a7fbb3c9be0274d01f1019c86ac60feba712740eeea260b
   health_score: 100.0
-  last_checked: 1779029631.692178
+  last_checked: 1779029631
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:51.692178+02:00'
   last_ai_eval: null
@@ -582767,7 +583567,7 @@ https://www.youtube.com/c/keptn:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779029310
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.003559+02:00'
   last_ai_eval: null
@@ -582796,7 +583596,7 @@ https://www.youtube.com/c/linode:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032091.386261
+  last_checked: 1779032091
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:51.386261+02:00'
   last_ai_eval: null
@@ -582825,7 +583625,7 @@ https://www.youtube.com/c/microsoft365:
   addition_method: manual
   content_hash: 2d7775fb22ae74ff931b7b7aa084060a2a53fc8a8a7a2e18588eacebae42fd9b
   health_score: 100.0
-  last_checked: 1779033432.476198
+  last_checked: 1779033432
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:12.476198+02:00'
   last_ai_eval: null
@@ -582854,7 +583654,7 @@ https://www.youtube.com/c/postman:
   addition_method: manual
   content_hash: d8261c46daae302fa0570b81cb114aa18602b69151b40802d2001bd00e6a0001
   health_score: 100.0
-  last_checked: 1779031802.39375
+  last_checked: 1779031802
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:02.393750+02:00'
   last_ai_eval: null
@@ -582883,7 +583683,7 @@ https://www.youtube.com/c/priyankavergadia:
   addition_method: manual
   content_hash: 9223f0091fa7ec0a8d4c7ab0dfc395af6855ec9a5711bb2c4a5007add6e3aba6
   health_score: 100.0
-  last_checked: 1779032017.80584
+  last_checked: 1779032017
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:37.805840+02:00'
   last_ai_eval: null
@@ -582912,7 +583712,7 @@ https://www.youtube.com/c/redhat:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031669
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:27:49.945897+02:00'
   last_ai_eval: null
@@ -582941,7 +583741,7 @@ https://www.youtube.com/channel/UC2Pk9GcHhlVV0R9CQIU6gLw:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779031360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:40.477131+02:00'
   last_ai_eval: null
@@ -582970,7 +583770,7 @@ https://www.youtube.com/channel/UC3ywadaAUQ1FI4YsHZ8wa0g:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032054.732223
+  last_checked: 1779032054
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:14.732223+02:00'
   last_ai_eval: null
@@ -582999,7 +583799,7 @@ https://www.youtube.com/channel/UC57acx8sCmE7uFHfVMvIlNg:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031782.368065
+  last_checked: 1779031782
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:29:42.368065+02:00'
   last_ai_eval: null
@@ -583028,7 +583828,7 @@ https://www.youtube.com/channel/UC5qMsRjObu685rTBq0PJX8w:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779029715
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:55:15.111599+02:00'
   last_ai_eval: null
@@ -583057,7 +583857,7 @@ https://www.youtube.com/channel/UC8uN3yhpeBeerGNwDiQbcgw:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779032547.413314
+  last_checked: 1779032547
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:42:27.413314+02:00'
   last_ai_eval: null
@@ -583086,7 +583886,7 @@ https://www.youtube.com/channel/UCB5WMc2FfrxKzfd7XIODoMw:
   addition_method: manual
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   health_score: 100.0
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+  last_checked: 1779030204
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   discovered_at: '2026-05-17T17:03:24.606422+02:00'
   last_ai_eval: null
@@ -583179,7 +583979,7 @@ https://www.youtube.com/channel/UCN2kblPjXKMcjjVYmwvquvg:
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   health_score: 100.0
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+  last_checked: 1779030981
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:21.172196+02:00'
   last_ai_eval: null
@@ -583208,7 +584008,7 @@ https://www.youtube.com/channel/UCOvYmppcbOPm1viN6ust3lA:
   addition_method: manual
   content_hash: 0bc19d3856f24862ceb6d871d51884d67e338690d834b3f2b1442a051cabe183
   health_score: 100.0
-  last_checked: 1779032462.24655
+  last_checked: 1779032462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:02.246550+02:00'
   last_ai_eval: null
@@ -583237,7 +584037,7 @@ https://www.youtube.com/channel/UCS5-gTYteN9rnFd98YxYtrA:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779031694.017055
+  last_checked: 1779031694
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:28:14.017055+02:00'
   last_ai_eval: null
@@ -583330,7 +584130,7 @@ https://www.youtube.com/channel/UCcxQbw8kT1-FRhFhO2QCetg:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779033222.786646
+  last_checked: 1779033222
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:42.786646+02:00'
   last_ai_eval: null
@@ -583391,7 +584191,7 @@ https://www.youtube.com/channel/UCm63IQg81KP9vXRWSHQpu1w:
   addition_method: manual
   content_hash: dfdc3111a82c46e58d3e7fca5e6bc8c95d6f1130b300407e1cb949130eaf47e1
   health_score: 100.0
-  last_checked: 1779032380.625346
+  last_checked: 1779032380
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:39:40.625346+02:00'
   last_ai_eval: null
@@ -583453,7 +584253,7 @@ https://www.youtube.com/channel/UCoZxt-YMhGHb20ZkvcCc5KA:
   addition_method: manual
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   health_score: 100.0
-  last_checked: 1779030779.261108
+  last_checked: 1779030779
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:12:59.261108+02:00'
   last_ai_eval: null
@@ -583482,7 +584282,7 @@ https://www.youtube.com/channel/UCorFV-WGnajyfNu4zPI0AAA:
   addition_method: manual
   content_hash: 9e5672cbaa970c1774fd9c3668c601e10d23a2f965fc4de0f61318207718c1bb
   health_score: 100.0
-  last_checked: 1779031446.174448
+  last_checked: 1779031446
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:06.174448+02:00'
   last_ai_eval: null
@@ -583544,7 +584344,7 @@ https://www.youtube.com/channel/UCt7N400Z8gB_3yKq1qrjP2w:
   addition_method: manual
   content_hash: 0bf206b7e09497d40da56518b1d761d00cd1b514b6fcb4595153e11800aab22f
   health_score: 100.0
-  last_checked: 1779029310.023952
+  last_checked: 1779029310
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:48:30.023952+02:00'
   last_ai_eval: null
@@ -583605,7 +584405,7 @@ https://www.youtube.com/channel/UCud7fErZAyMC6lHT_cWZNfA:
   addition_method: manual
   content_hash: 13cde166b6a5c2d5a8dec801d534e931b1d099d0ebdbf17c8457e5376795a2fe
   health_score: 100.0
-  last_checked: 1779029123.974789
+  last_checked: 1779029123
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:23.974789+02:00'
   last_ai_eval: null
@@ -583636,7 +584436,7 @@ https://www.youtube.com/channel/UCv9MUffHWyo2GgLIDLVu0KQ:
   addition_method: manual
   content_hash: 14b71f47eaa6b883e6640368cd7612b8b9a162c79a548d89f7d791353d6ea306
   health_score: 100.0
-  last_checked: 1781430071.506766
+  last_checked: 1781430071
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:11.506766+02:00'
   last_ai_eval: null
@@ -583672,7 +584472,7 @@ https://www.youtube.com/clip/Ugkx5e13a72WjgowgmAtFieyNFuiKarXWXDp:
   addition_method: manual
   content_hash: fcb7536628ccd450c20f8aaf000f58dc65ec91d3ffefe10e1f78fb5aab44bae6
   health_score: 100.0
-  last_checked: 1779130494.978272
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.978272+02:00'
   last_ai_eval: null
@@ -583733,7 +584533,7 @@ https://www.youtube.com/cloudflare:
   addition_method: manual
   content_hash: 5d27f5bad18885acfc4193ccf308e35bc1a9e8cec890010f79d288856aeab40f
   health_score: 100.0
-  last_checked: 1779033360.314547
+  last_checked: 1779033360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00.314547+02:00'
   last_ai_eval: null
@@ -583769,7 +584569,7 @@ https://www.youtube.com/embed/0Gb1z-2SjHY:
   addition_method: automatic
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583806,7 +584606,7 @@ https://www.youtube.com/embed/1Fl25dR01pw?si=bJlQozIfT3J4rhN3:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583842,7 +584642,7 @@ https://www.youtube.com/embed/318elIq37PE:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583882,7 +584682,7 @@ https://www.youtube.com/embed/6eBSHbLKuN0:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583919,7 +584719,7 @@ https://www.youtube.com/embed/8g4qLzkpjeE?si=xcfl3ugsMGZ8Kthg:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583960,7 +584760,7 @@ https://www.youtube.com/embed/9vM4p9NN0Ts:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -583996,7 +584796,7 @@ https://www.youtube.com/embed/BE77h7dmoQU:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584030,7 +584830,7 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxFMdlFKBQze7NVVd7q2nIwBYWkeaKe
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584067,7 +584867,7 @@ https://www.youtube.com/embed/FUu4kMc0PL8?clip=UgkxLbUzIJtyeKPi66qAvxxRlGbofYp_G
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584103,7 +584903,7 @@ https://www.youtube.com/embed/HI6KleJAZPY:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584140,7 +584940,7 @@ https://www.youtube.com/embed/Hc8emNr2igU?si=kehLRUpOAvyK_Bku:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584178,7 +584978,7 @@ https://www.youtube.com/embed/HlAXp0-M6SY?clip=UgkxWpu3QFPEDZBuMgy_Xq4mBR--uLA-3
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584214,7 +585014,7 @@ https://www.youtube.com/embed/I8Qh-TafMvQ?si=1A2-kmq6mV-S-03c:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584253,7 +585053,7 @@ https://www.youtube.com/embed/IFUPG9KCJ4E?si=KMEXeVlcKTp87-Ja:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584288,7 +585088,7 @@ https://www.youtube.com/embed/L8eJh1sfc1U?si=y546MyZpRe-thoad:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584326,7 +585126,7 @@ https://www.youtube.com/embed/LiSb82Lug7M:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584363,7 +585163,7 @@ https://www.youtube.com/embed/MRIv2IwFTPg?si=F07g869i6yIfqRdg:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584400,7 +585200,7 @@ https://www.youtube.com/embed/PxyyY7TsCqs?si=kzCRojDteESqork1:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584441,7 +585241,7 @@ https://www.youtube.com/embed/QBqRAMVTmwE:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584477,7 +585277,7 @@ https://www.youtube.com/embed/Tr4onEST70I:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2026-06-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584513,7 +585313,7 @@ https://www.youtube.com/embed/U_IFGpJDbeU?si=XzHSGU9dTH-1_0EW:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584550,7 +585350,7 @@ https://www.youtube.com/embed/UmbjwSK9b3I?clip=UgkxRGuBMDAVDqKckQ1lhk-9U2jLBhBIB
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584586,7 +585386,7 @@ https://www.youtube.com/embed/V7PSnH8YnTk?si=6Mq4wjpipTLwUvYe:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584624,7 +585424,7 @@ https://www.youtube.com/embed/aZ5EsdnpLMI?si=ESsNnVwE8IdWSiWZ:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584660,7 +585460,7 @@ https://www.youtube.com/embed/cdZZpaB2kDM?clip=UgkxWAPHZbVaNZzk9pi0lMu6k5ABLuMHB
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584696,7 +585496,7 @@ https://www.youtube.com/embed/ghzsBm8vOms:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584732,7 +585532,7 @@ https://www.youtube.com/embed/hAwtrJlBVJY?si=bnyptzNFx4jzOiEj:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584770,7 +585570,7 @@ https://www.youtube.com/embed/niuJpAKyb7c:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2023-06-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584806,7 +585606,7 @@ https://www.youtube.com/embed/nrhxNNH5lt0?si=U5h1mbkbF6ZEOvlj:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584842,7 +585642,7 @@ https://www.youtube.com/embed/rT4fJNbfe14:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584879,7 +585679,7 @@ https://www.youtube.com/embed/rkXGSLf-rVQ?si=Ho8Zzxbrecn7Yncb:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584917,7 +585717,7 @@ https://www.youtube.com/embed/videoseries?list=PLmsFUfdnGr3w9BdWjQGAwV7UPW0kspwO
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2025-06-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584953,7 +585753,7 @@ https://www.youtube.com/embed/videoseries?si=GBJtqv36O8bslj9z&list=PLvBBnHmZ
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -584989,7 +585789,7 @@ https://www.youtube.com/embed/videoseries?si=fJvBV63-mjQ6S-Ht&list=PL7sEPiUb
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -585025,7 +585825,7 @@ https://www.youtube.com/embed/videoseries?si=zdATyq_E2wXN7AC6&list=PLbMP1JcG
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -585056,7 +585856,7 @@ https://www.youtube.com/kubernetescommunity:
   addition_method: manual
   content_hash: 5654ed1b031bb525606fadef419e20044ee5e80a0915535c7ae4e75f0c909d9d
   health_score: 100.0
-  last_checked: 1779031393.113604
+  last_checked: 1779031393
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:13.113604+02:00'
   last_ai_eval: null
@@ -585293,7 +586093,7 @@ https://www.youtube.com/playlist?list=PLA6Ht2dJt3SId7vE9P5mppWdj65_l6hl7:
   addition_method: automatic
   content_hash: d337a93db929ecf9925a32fe3968f186d100adddec8ab243774727e5c94cba59
   health_score: null
-  last_checked: 1780352414.115685
+  last_checked: 1780352414
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115685+02:00'
   last_ai_eval: null
@@ -585333,7 +586133,7 @@ https://www.youtube.com/playlist?list=PLEsfXFp6DpzQFqfCur9CJ4QnKQTVXUsRy:
   addition_method: manual
   content_hash: d3bbcc168ea4710a648a35fa5fce04c821b399c48eb3fd19426220b04f513865
   health_score: 100.0
-  last_checked: 1779033923.74378
+  last_checked: 1779033923
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:23.743780+02:00'
   last_ai_eval: null
@@ -585366,7 +586166,7 @@ https://www.youtube.com/playlist?list=PLLasX02E8BPBCP7KdYsjKKFFQUmNEUmE9:
   addition_method: automatic
   content_hash: 6aa463d2db95d5dbee2329f3257d069776f9d35e38e5049b2afeee7c9c503676
   health_score: null
-  last_checked: 1780352148.494004
+  last_checked: 1780352148
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.494004+02:00'
   last_ai_eval: null
@@ -585451,7 +586251,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIJp39MsvkeWYYNwMso-HeNT:
   addition_method: automatic
   content_hash: fef268774e88afb23eae028f5b4fcf68d63d0e864a4dc7ef88b5b3044cf012d4
   health_score: null
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+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401415+02:00'
   last_ai_eval: null
@@ -585499,7 +586299,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIJuxYe1znksQlhLJ4w8GKCu:
   addition_method: automatic
   content_hash: 1bf13f60d9449db20f35fa148d506dc8c82259879bcf6284862942c25161f318
   health_score: null
-  last_checked: 1780352037.401401
+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401401+02:00'
   last_ai_eval: null
@@ -585543,7 +586343,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9eYz:
   addition_method: automatic
   content_hash: 25c5d80fdee1404f5e1bc66805b0b9de122780801666588b42897f23eb1f0b94
   health_score: null
-  last_checked: 1780352013.43475
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434750+02:00'
   last_ai_eval: null
@@ -585592,7 +586392,7 @@ https://www.youtube.com/playlist?list=PLOU2XLYxmsILVF9qmspC4i4R0t3o64HSx:
   addition_method: automatic
   content_hash: 911021be2d34099324fb11960897425d618da344f0f14fc951ffea6f3e905832
   health_score: null
-  last_checked: 1780352272.994093
+  last_checked: 1780352272
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994093+02:00'
   last_ai_eval: null
@@ -586190,7 +586990,7 @@ https://www.youtube.com/playlist?list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe&si=GBJt
   addition_method: manual
   content_hash: fe8324e343ec3e1e140cc97beea75cd32bb752f0f2a261515f1d4a307b647824
   health_score: 100.0
-  last_checked: 1779130495.000977
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.000977+02:00'
   last_ai_eval: null
@@ -586352,7 +587152,7 @@ https://www.youtube.com/playlist?list=PLy7NrYWoggjziYQIDorlXjTvvwweTYoNC:
   addition_method: manual
   content_hash: 6d20271831cbf5a912def5b006aeec39283999041a5703f2c583c5495f5e6bbe
   health_score: 100.0
-  last_checked: 1779034557.904017
+  last_checked: 1779034557
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:15:57.904017+02:00'
   last_ai_eval: null
@@ -586379,7 +587179,7 @@ https://www.youtube.com/shorts/-hvEdSI8ziE:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031672.425963
+  last_checked: 1779031672
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:27:52.425963+02:00'
   last_ai_eval: null
@@ -586412,7 +587212,7 @@ https://www.youtube.com/shorts/0N-NFIfy5lI:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032040.626803
+  last_checked: 1779032040
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:00.626803+02:00'
   last_ai_eval: null
@@ -586446,7 +587246,7 @@ https://www.youtube.com/shorts/0h1xNFsEZBU:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029629.674682
+  last_checked: 1779029629
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:53:49.674682+02:00'
   last_ai_eval: null
@@ -586478,7 +587278,7 @@ https://www.youtube.com/shorts/0xq_ZYfl6Vk:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029271.434985
+  last_checked: 1779029271
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:51.434985+02:00'
   last_ai_eval: null
@@ -586510,7 +587310,7 @@ https://www.youtube.com/shorts/6IwjxcDbVW0:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030570.317069
+  last_checked: 1779030570
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:09:30.317069+02:00'
   last_ai_eval: null
@@ -586542,7 +587342,7 @@ https://www.youtube.com/shorts/6NFR5MsHM_4:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029679.952647
+  last_checked: 1779029679
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:54:39.952647+02:00'
   last_ai_eval: null
@@ -586574,7 +587374,7 @@ https://www.youtube.com/shorts/70voiUcMk_I:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032001.30589
+  last_checked: 1779032001
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:33:21.305890+02:00'
   last_ai_eval: null
@@ -586607,7 +587407,7 @@ https://www.youtube.com/shorts/8iVaeLjzY6s:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030992.154608
+  last_checked: 1779030992
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:32.154608+02:00'
   last_ai_eval: null
@@ -586639,7 +587439,7 @@ https://www.youtube.com/shorts/AGFvs2pT1VQ:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031495.355407
+  last_checked: 1779031495
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:55.355407+02:00'
   last_ai_eval: null
@@ -586671,7 +587471,7 @@ https://www.youtube.com/shorts/G5580-DxQuw:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030197.548729
+  last_checked: 1779030197
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:17.548729+02:00'
   last_ai_eval: null
@@ -586703,7 +587503,7 @@ https://www.youtube.com/shorts/HyhSDvaaRwM:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029310.517514
+  last_checked: 1779029310
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:48:30.517514+02:00'
   last_ai_eval: null
@@ -586735,7 +587535,7 @@ https://www.youtube.com/shorts/KQB8FRoJaH4:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034310.148297
+  last_checked: 1779034310
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:50.148297+02:00'
   last_ai_eval: null
@@ -586768,7 +587568,7 @@ https://www.youtube.com/shorts/KZHI5RMmFk0:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779033339.802127
+  last_checked: 1779033339
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:55:39.802127+02:00'
   last_ai_eval: null
@@ -586801,7 +587601,7 @@ https://www.youtube.com/shorts/OfsixF-splk:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031461.87441
+  last_checked: 1779031461
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:21.874410+02:00'
   last_ai_eval: null
@@ -586833,7 +587633,7 @@ https://www.youtube.com/shorts/Q2RrAdWmn_M:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031490.555543
+  last_checked: 1779031490
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:24:50.555543+02:00'
   last_ai_eval: null
@@ -586865,7 +587665,7 @@ https://www.youtube.com/shorts/ToGRhGvo62k:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031065.435401
+  last_checked: 1779031065
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:17:45.435401+02:00'
   last_ai_eval: null
@@ -586898,7 +587698,7 @@ https://www.youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
   addition_method: manual
   content_hash: 587c955f8a8f841834620f307bff3c533724d51ef813ad2e33f18fb1a8e7eca2
   health_score: 100.0
-  last_checked: 1779130494.951474
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951474+02:00'
   last_ai_eval: null
@@ -586930,7 +587730,7 @@ https://www.youtube.com/shorts/VqOVb76IyI4:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030971.972698
+  last_checked: 1779030971
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:16:11.972698+02:00'
   last_ai_eval: null
@@ -586963,7 +587763,7 @@ https://www.youtube.com/shorts/WzlpGnbNPH4:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034517.834619
+  last_checked: 1779034517
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:17.834619+02:00'
   last_ai_eval: null
@@ -586995,7 +587795,7 @@ https://www.youtube.com/shorts/X3wgBid4gO8:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030251.424513
+  last_checked: 1779030251
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:11.424513+02:00'
   last_ai_eval: null
@@ -587027,7 +587827,7 @@ https://www.youtube.com/shorts/bVlIo4H0IDU:
   addition_method: manual
   content_hash: ee29f72dbcf13f27d510feb7740c2a958a1bad2c0e39602b47e8e57f6b3b5470
   health_score: 100.0
-  last_checked: 1779130495.012454
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012454+02:00'
   last_ai_eval: null
@@ -587059,7 +587859,7 @@ https://www.youtube.com/shorts/cLokEWqTuds:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029796.858761
+  last_checked: 1779029796
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:36.858761+02:00'
   last_ai_eval: null
@@ -587092,7 +587892,7 @@ https://www.youtube.com/shorts/cTE0ec3IurE:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779033904.719133
+  last_checked: 1779033904
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:05:04.719133+02:00'
   last_ai_eval: null
@@ -587124,7 +587924,7 @@ https://www.youtube.com/shorts/dDtueNAFELo:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034508.148587
+  last_checked: 1779034508
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:08.148587+02:00'
   last_ai_eval: null
@@ -587156,7 +587956,7 @@ https://www.youtube.com/shorts/hdmaP4ibJ4I:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031095.094574
+  last_checked: 1779031095
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:15.094574+02:00'
   last_ai_eval: null
@@ -587189,7 +587989,7 @@ https://www.youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk:
   addition_method: manual
   content_hash: c6e2f21e48e628476eff90974a283e3d5fdf087e662099015f6f54651c2b1dc3
   health_score: 100.0
-  last_checked: 1779130495.026946
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026946+02:00'
   last_ai_eval: null
@@ -587222,7 +588022,7 @@ https://www.youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8:
   addition_method: manual
   content_hash: fdcb9b1ff88b8c13fad90412e79ee80bf4b0c2aba402e712ba623654868cb5f5
   health_score: 100.0
-  last_checked: 1779130494.9326
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.932600+02:00'
   last_ai_eval: null
@@ -587255,7 +588055,7 @@ https://www.youtube.com/shorts/nMJBbH7g1M4:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034307.258012
+  last_checked: 1779034307
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:11:47.258012+02:00'
   last_ai_eval: null
@@ -587287,7 +588087,7 @@ https://www.youtube.com/shorts/p-H7Q9PtSc8:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029111.387406
+  last_checked: 1779029111
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:11.387406+02:00'
   last_ai_eval: null
@@ -587320,7 +588120,7 @@ https://www.youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn:
   addition_method: manual
   content_hash: 9f4916ea68eeb8fdf32cb71f474f0cd6c294186736eb44642d7465576ea57f23
   health_score: 100.0
-  last_checked: 1779130495.00226
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.002260+02:00'
   last_ai_eval: null
@@ -587352,7 +588152,7 @@ https://www.youtube.com/shorts/t322UnzV9vM:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030426.943568
+  last_checked: 1779030426
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:07:06.943568+02:00'
   last_ai_eval: null
@@ -587384,7 +588184,7 @@ https://www.youtube.com/shorts/t5vXCNIBVYw:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030053.037151
+  last_checked: 1779030053
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:00:53.037151+02:00'
   last_ai_eval: null
@@ -587416,7 +588216,7 @@ https://www.youtube.com/shorts/uzC1PP73d9I:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032763.545767
+  last_checked: 1779032763
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:46:03.545767+02:00'
   last_ai_eval: null
@@ -587449,7 +588249,7 @@ https://www.youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa:
   addition_method: manual
   content_hash: 14a4b821f59a416f81abba0eb7012e0650e769e97ab86de4e9540a1618d7fb18
   health_score: 100.0
-  last_checked: 1779130494.951759
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.951759+02:00'
   last_ai_eval: null
@@ -587481,7 +588281,7 @@ https://www.youtube.com/shorts/y55a7NAiHiI:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030269.16885
+  last_checked: 1779030269
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:04:29.168850+02:00'
   last_ai_eval: null
@@ -587514,7 +588314,7 @@ https://www.youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M:
   addition_method: manual
   content_hash: 78554a7ad63d1f0b9ee0b22cee77b32c3d5b531a74ed8a158a402049b0449c39
   health_score: 100.0
-  last_checked: 1779130495.012152
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.012152+02:00'
   last_ai_eval: null
@@ -587547,7 +588347,7 @@ https://www.youtube.com/user/AWSwebinars:
   addition_method: manual
   content_hash: c757fd8719887b9cfe0a1a8277bd4e16762a8200e4409d30cbaaaf86be3a309d
   health_score: 100.0
-  last_checked: 1779030220.578826
+  last_checked: 1779030220
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:03:40.578826+02:00'
   last_ai_eval: null
@@ -587579,7 +588379,7 @@ https://www.youtube.com/user/AmazonWebServices:
   addition_method: manual
   content_hash: ad23a9d49ba1ccfa4374f151098c04c717e0a0286d1251faeee844c68b1dc60a
   health_score: 100.0
-  last_checked: 1779031111.424838
+  last_checked: 1779031111
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:18:31.424838+02:00'
   last_ai_eval: null
@@ -587642,7 +588442,7 @@ https://www.youtube.com/user/SpringSourceDev:
   addition_method: manual
   content_hash: fc8158d4253cc10d5b16485a114f61043af5fe4dea3e94496c61466a920d031b
   health_score: 100.0
-  last_checked: 1779033665.953453
+  last_checked: 1779033665
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:05.953453+02:00'
   last_ai_eval: null
@@ -587737,7 +588537,7 @@ https://www.youtube.com/user/awstutorialseries:
   addition_method: manual
   content_hash: ba71c575c875e161bb1267a61ddd4d492820c56c3a7f23d66a2629a58edd9259
   health_score: 100.0
-  last_checked: 1779029154.755611
+  last_checked: 1779029154
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:54.755611+02:00'
   last_ai_eval: null
@@ -587800,7 +588600,7 @@ https://www.youtube.com/user/coursera:
   addition_method: manual
   content_hash: 28e4c50e4883b35be8a8ddefdcbdd6ff828494d945dedcb2e0eeeefe54c9c20e
   health_score: 100.0
-  last_checked: 1779032977.691716
+  last_checked: 1779032977
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:37.691716+02:00'
   last_ai_eval: null
@@ -587829,7 +588629,7 @@ https://www.youtube.com/user/googlecloudplatform:
   addition_method: manual
   content_hash: c69a76a3d0f599d69cfcee60b94fb35f70f6f10821cab2d622c336e7eb5a0360
   health_score: 100.0
-  last_checked: 1779034217.665907
+  last_checked: 1779034217
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:10:17.665907+02:00'
   last_ai_eval: null
@@ -588058,7 +588858,7 @@ https://www.youtube.com/watch?app=desktop&v=jokfVGdhBow&feature=youtu.be&ab_chan
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779033572.699329
+  last_checked: 1779033572
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:32.699329+02:00'
   last_ai_eval: null
@@ -588185,7 +588985,7 @@ https://www.youtube.com/watch?si=YBt3LmBRNNq-GrqL&v=OPKVKPfJrRA&feature=youtu.be
   addition_method: manual
   content_hash: 35de86df2c32e1415ceaac674b3c27bb4905b042d48f9dbf481cf51d58fa0224
   health_score: 100.0
-  last_checked: 1779130495.023097
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.023097+02:00'
   last_ai_eval: null
@@ -588512,7 +589312,7 @@ https://www.youtube.com/watch?v=0TvhTXddRGE:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029805.998707
+  last_checked: 1779029805
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:56:45.998707+02:00'
   last_ai_eval: null
@@ -588750,7 +589550,7 @@ https://www.youtube.com/watch?v=1RTTEUEl9sc&feature=youtu.be:
   addition_method: manual
   content_hash: 64adda9e8edcc78f1792afa5faed336773258c854fd07662d50c20655f120eb6
   health_score: 100.0
-  last_checked: 1779130494.947173
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.947173+02:00'
   last_ai_eval: null
@@ -588782,7 +589582,7 @@ https://www.youtube.com/watch?v=1o14tIEhZL0:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029247.089305
+  last_checked: 1779029247
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:47:27.089305+02:00'
   last_ai_eval: null
@@ -588842,7 +589642,7 @@ https://www.youtube.com/watch?v=24Wpg6njlYI:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034132.057123
+  last_checked: 1779034132
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:08:52.057123+02:00'
   last_ai_eval: null
@@ -588934,7 +589734,7 @@ https://www.youtube.com/watch?v=2RT9XwIWkVQ&ab_channel=Jenkins:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034094.892536
+  last_checked: 1779034094
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:14.892536+02:00'
   last_ai_eval: null
@@ -588993,7 +589793,7 @@ https://www.youtube.com/watch?v=2Z5HhEk1zK8&ab_channel=MichaelLevan:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030434.536061
+  last_checked: 1779030434
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:14.536061+02:00'
   last_ai_eval: null
@@ -589019,7 +589819,7 @@ https://www.youtube.com/watch?v=2mNAsrThius&ab_channel=CloudControl:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034013.019844
+  last_checked: 1779034013
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:06:53.019844+02:00'
   last_ai_eval: null
@@ -589051,7 +589851,7 @@ https://www.youtube.com/watch?v=36aGHlsxlow:
   addition_method: automatic
   content_hash: 27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565
   health_score: null
-  last_checked: 1780352302.456685
+  last_checked: 1780352302
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:22.456685+02:00'
   last_ai_eval: null
@@ -589100,7 +589900,7 @@ https://www.youtube.com/watch?v=3B41u33BS2E:
   addition_method: automatic
   content_hash: f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905
   health_score: null
-  last_checked: 1780352282.814426
+  last_checked: 1780352282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814426+02:00'
   last_ai_eval: null
@@ -589181,7 +589981,7 @@ https://www.youtube.com/watch?v=3TfGKugPlpE&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 7dce2d6b761251aea6f8cf1f52a099de25f6020d9a43ec1f075adfd6c3021a19
   health_score: null
-  last_checked: 1780352013.434892
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434892+02:00'
   last_ai_eval: null
@@ -589420,7 +590220,7 @@ https://www.youtube.com/watch?v=6OeRByC-sBs:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031190.692351
+  last_checked: 1779031190
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:50.692351+02:00'
   last_ai_eval: null
@@ -589549,7 +590349,7 @@ https://www.youtube.com/watch?v=7IFAg782pf8:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032096.041482
+  last_checked: 1779032096
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:56.041482+02:00'
   last_ai_eval: null
@@ -589616,7 +590416,7 @@ https://www.youtube.com/watch?v=7ruXlR08JZ0:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032975.407578
+  last_checked: 1779032975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:49:35.407578+02:00'
   last_ai_eval: null
@@ -589680,7 +590480,7 @@ https://www.youtube.com/watch?v=8PxuWdjESfg&list=PLWz5rJ2EKKc-vRD1wCyEuPlkpLJhXh
   addition_method: automatic
   content_hash: 08136ef239b0aa8be0c594e80e0776c74b23e4405e3101e957e68e9c5ce40bb5
   health_score: null
-  last_checked: 1780352581.79223
+  last_checked: 1780352581
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:23:01.792230+02:00'
   last_ai_eval: null
@@ -589716,7 +590516,7 @@ https://www.youtube.com/watch?v=8aGhZQkoFbQ:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031266.851324
+  last_checked: 1779031266
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:21:06.851324+02:00'
   last_ai_eval: null
@@ -589742,7 +590542,7 @@ https://www.youtube.com/watch?v=8fgrjBnxqi0&ab_channel=AppSecEngineer:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029116.724764
+  last_checked: 1779029116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:16.724764+02:00'
   last_ai_eval: null
@@ -589902,7 +590702,7 @@ https://www.youtube.com/watch?v=9hDdg_Beui4&ab_channel=Konveyor:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034405.991426
+  last_checked: 1779034405
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:13:25.991426+02:00'
   last_ai_eval: null
@@ -590032,7 +590832,7 @@ https://www.youtube.com/watch?v=AbCTlemwZ1k&ab_channel=JamesQQuick:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034116.714673
+  last_checked: 1779034116
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:08:36.714673+02:00'
   last_ai_eval: null
@@ -590095,7 +590895,7 @@ https://www.youtube.com/watch?v=BJufhuPK2DY&ab_channel=Kubermatic:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030732.545015
+  last_checked: 1779030732
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:12:12.545015+02:00'
   last_ai_eval: null
@@ -590132,7 +590932,7 @@ https://www.youtube.com/watch?v=B_8vYxurU4k:
   addition_method: automatic
   content_hash: 700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361
   health_score: null
-  last_checked: 1780352158.263435
+  last_checked: 1780352158
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263435+02:00'
   last_ai_eval: null
@@ -590172,7 +590972,7 @@ https://www.youtube.com/watch?v=BiY3b7F96wc&ab_channel=TheFrontOpsGuy:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032095.924072
+  last_checked: 1779032095
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:34:55.924072+02:00'
   last_ai_eval: null
@@ -590240,7 +591040,7 @@ https://www.youtube.com/watch?v=BtgZLw8hYiU&feature=youtu.be:
   addition_method: automatic
   content_hash: 1e87b17eb0382015550d8e535cebbec68ce0734e25521250bf168114611493ff
   health_score: null
-  last_checked: 1780352037.401689
+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401689+02:00'
   last_ai_eval: null
@@ -590280,7 +591080,7 @@ https://www.youtube.com/watch?v=C0E93Uc4h5k&ab_channel=xgeeks:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029932.441524
+  last_checked: 1779029932
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:58:52.441524+02:00'
   last_ai_eval: null
@@ -590309,7 +591109,7 @@ https://www.youtube.com/watch?v=CB79eTFbR0w&feature=youtu.be&ab_channel=DevOpsTo
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031258.604023
+  last_checked: 1779031258
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:20:58.604023+02:00'
   last_ai_eval: null
@@ -590438,7 +591238,7 @@ https://www.youtube.com/watch?v=D-Q2qXTssLY&feature=youtu.be:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736239.435085
+  last_checked: 1781736239
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:59.435085+02:00'
   last_ai_eval: null
@@ -590579,7 +591379,7 @@ https://www.youtube.com/watch?v=DjBBV7oZxm8:
   addition_method: automatic
   content_hash: 700d6fb0239b43421e62efbc7eeed5ec2bc293e9e2a5b0572a6bec4544876361
   health_score: null
-  last_checked: 1780352138.62202
+  last_checked: 1780352138
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622020+02:00'
   last_ai_eval: null
@@ -590694,7 +591494,7 @@ https://www.youtube.com/watch?v=F3al0HP0MNo:
   addition_method: automatic
   content_hash: 51bd67966fb07a9bad5115b2c6423b6118a1e39832618a692560ccb29c123c48
   health_score: null
-  last_checked: 1780352158.263362
+  last_checked: 1780352158
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263362+02:00'
   last_ai_eval: null
@@ -590808,7 +591608,7 @@ https://www.youtube.com/watch?v=Frje5KfNrxE:
   addition_method: automatic
   content_hash: 50fe2d54bca8a524fecb517a59ae9a8a47722db91970ecf895dad771cfe49296
   health_score: null
-  last_checked: 1780352168.173377
+  last_checked: 1780352168
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:16:08.173377+02:00'
   last_ai_eval: null
@@ -590984,7 +591784,7 @@ https://www.youtube.com/watch?v=GhEZLvc8B70:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034031.538752
+  last_checked: 1779034031
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:07:11.538752+02:00'
   last_ai_eval: null
@@ -591010,7 +591810,7 @@ https://www.youtube.com/watch?v=GiFQNevrxYA:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030330.692985
+  last_checked: 1779030330
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:05:30.692985+02:00'
   last_ai_eval: null
@@ -591347,7 +592147,7 @@ https://www.youtube.com/watch?v=Icnv1DDAQOg:
   addition_method: automatic
   content_hash: 585412d22f7ac2bda8c75c1c76d62748af29ac34f70fd89ecf85bb9fe3a05575
   health_score: null
-  last_checked: 1780352282.814393
+  last_checked: 1780352282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814393+02:00'
   last_ai_eval: null
@@ -591392,7 +592192,7 @@ https://www.youtube.com/watch?v=J7R-T9Y1x3Y:
   addition_method: automatic
   content_hash: 27c7fb4beadbdf3d6edccd8c2ccc1e4cdff811e933e8dc7bf8a19f4fb5844565
   health_score: null
-  last_checked: 1780352414.115643
+  last_checked: 1780352414
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115643+02:00'
   last_ai_eval: null
@@ -591465,7 +592265,7 @@ https://www.youtube.com/watch?v=Jh-viBv-D04:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029821.221528
+  last_checked: 1779029821
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:57:01.221528+02:00'
   last_ai_eval: null
@@ -591637,7 +592437,7 @@ https://www.youtube.com/watch?v=MFai008Ze84:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 1779033360.0
+  last_checked: 1779033360
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:56:00+02:00'
   last_ai_eval: null
@@ -591875,7 +592675,7 @@ https://www.youtube.com/watch?v=OQK9XHTiqVw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 0bae652a17abbb2daa984fd1e7d473f62cd3217770ee66acab2af2e726d48dbb
   health_score: null
-  last_checked: 1780352013.434869
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434869+02:00'
   last_ai_eval: null
@@ -592048,7 +592848,7 @@ https://www.youtube.com/watch?v=QbSw8dPhHGM&ab_channel=KatieGamanji:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032157.93259
+  last_checked: 1779032157
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:35:57.932590+02:00'
   last_ai_eval: null
@@ -592116,7 +592916,7 @@ https://www.youtube.com/watch?v=QtXBAz6TU2g&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 5b2b8924914de1d83bddab4ab9840d952674dd9bce180e252921dfac75a24728
   health_score: null
-  last_checked: 1780352013.434731
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434731+02:00'
   last_ai_eval: null
@@ -592156,7 +592956,7 @@ https://www.youtube.com/watch?v=S4IrAZ5wT3c&ab_channel=SeaJUG:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031397.466119
+  last_checked: 1779031397
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:17.466119+02:00'
   last_ai_eval: null
@@ -592189,7 +592989,7 @@ https://www.youtube.com/watch?v=SSe1VmVrtw0&feature=youtu.be:
   addition_method: automatic
   content_hash: e770e12dbca35b53f8d9324eee2a1efdf3abdd57d1b8a2689299f329eb7a2769
   health_score: null
-  last_checked: 1780352720.351855
+  last_checked: 1780352720
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:25:20.351855+02:00'
   last_ai_eval: null
@@ -592334,7 +593134,7 @@ https://www.youtube.com/watch?v=TPXwVmvzlV4&ab_channel=TheFrontOpsGuy:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031431.889947
+  last_checked: 1779031431
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:23:51.889947+02:00'
   last_ai_eval: null
@@ -592368,7 +593168,7 @@ https://www.youtube.com/watch?v=TkN2i-_4N4g&feature=youtu.be:
   addition_method: automatic
   content_hash: 7a3fe2990149750b26c06e9d5a581b9b0882f30a371a09a3574da992edf1fe08
   health_score: null
-  last_checked: 1780352561.468422
+  last_checked: 1780352561
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:41.468422+02:00'
   last_ai_eval: null
@@ -592481,7 +593281,7 @@ https://www.youtube.com/watch?v=V3Sq0Fgy3ds:
   addition_method: automatic
   content_hash: f7c8a7a52e509fcae9cac2f1d9c7d6109f52296b9c9f312b6f01f4af25d63905
   health_score: null
-  last_checked: 1780352282.814324
+  last_checked: 1780352282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814324+02:00'
   last_ai_eval: null
@@ -592697,7 +593497,7 @@ https://www.youtube.com/watch?v=WnQK6-puXSM:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032117.807795
+  last_checked: 1779032117
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:35:17.807795+02:00'
   last_ai_eval: null
@@ -592762,7 +593562,7 @@ https://www.youtube.com/watch?v=X9n5EYoWdNk&feature=youtu.be:
   addition_method: automatic
   content_hash: dee9dd9bfbc7019ef9bf67225176765505add2e0cc406b224c79eeed750b6b98
   health_score: null
-  last_checked: 1780352571.556386
+  last_checked: 1780352571
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:22:51.556386+02:00'
   last_ai_eval: null
@@ -592806,7 +593606,7 @@ https://www.youtube.com/watch?v=XAOqUU5Xh1c:
   addition_method: automatic
   content_hash: 2d7d5695c19262a6517e9819e7ce0acdd020daf7d49b87f9d68b24767b22c20a
   health_score: null
-  last_checked: 1780352414.115597
+  last_checked: 1780352414
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:14.115597+02:00'
   last_ai_eval: null
@@ -593184,7 +593984,7 @@ https://www.youtube.com/watch?v=a-yuXz_uV30&feature=youtu.be:
   addition_method: automatic
   content_hash: aa06bd81d60e7cb6f64c25803503aaa354e24101d5d856b1539587ecf2114c51
   health_score: null
-  last_checked: 1780352148.49393
+  last_checked: 1780352148
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:48.493930+02:00'
   last_ai_eval: null
@@ -593261,7 +594061,7 @@ https://www.youtube.com/watch?v=aqmpZocmR8o&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 9b85eea28ea65d4a9f93a13516e3cb3a638a7dcf253965882f214c016436aefe
   health_score: null
-  last_checked: 1780352138.622092
+  last_checked: 1780352138
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:38.622092+02:00'
   last_ai_eval: null
@@ -593374,7 +594174,7 @@ https://www.youtube.com/watch?v=bH2nP-aCFjk&feature=youtu.be:
   addition_method: automatic
   content_hash: fa058db7974b540fc142a2e9cb08759a70339274532acba94fa47e74998fa5d4
   health_score: null
-  last_checked: 1780352272.993983
+  last_checked: 1780352272
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.993983+02:00'
   last_ai_eval: null
@@ -593449,7 +594249,7 @@ https://www.youtube.com/watch?v=c5t1y9V8HWc:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030462.629063
+  last_checked: 1779030462
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:42.629063+02:00'
   last_ai_eval: null
@@ -593482,7 +594282,7 @@ https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5
   health_score: null
-  last_checked: 1780352282.814282
+  last_checked: 1780352282
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:02.814282+02:00'
   last_ai_eval: null
@@ -593525,7 +594325,7 @@ https://www.youtube.com/watch?v=cBS2bHhw0Pg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 48bd4b5fa3c8d57bb3f2bcc5c0c92116c05fcd5f3fbc4651b2a8137f1d08fad5
   health_score: null
-  last_checked: 1780352013.434706
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434706+02:00'
   last_ai_eval: null
@@ -593598,7 +594398,7 @@ https://www.youtube.com/watch?v=cdZZpaB2kDM:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034212.048622
+  last_checked: 1779034212
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:10:12.048622+02:00'
   last_ai_eval: null
@@ -593785,7 +594585,7 @@ https://www.youtube.com/watch?v=exsv-RUrUFY&ab_channel=yCrash:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034038.32646
+  last_checked: 1779034038
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:18.326460+02:00'
   last_ai_eval: null
@@ -593876,7 +594676,7 @@ https://www.youtube.com/watch?v=gjtXTm_TvvE&list=PLe6EXFvnTV78WqGmGSq8JPnafR3lAa
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031901.339603
+  last_checked: 1779031901
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:41.339603+02:00'
   last_ai_eval: null
@@ -593908,7 +594708,7 @@ https://www.youtube.com/watch?v=gkcZEXqkmZM:
   addition_method: automatic
   content_hash: 50fe2d54bca8a524fecb517a59ae9a8a47722db91970ecf895dad771cfe49296
   health_score: null
-  last_checked: 1780352158.263411
+  last_checked: 1780352158
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:15:58.263411+02:00'
   last_ai_eval: null
@@ -593949,7 +594749,7 @@ https://www.youtube.com/watch?v=h4DM-Wa0aDQ&ab_channel=XPDaysUkraine:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779033675.656817
+  last_checked: 1779033675
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:01:15.656817+02:00'
   last_ai_eval: null
@@ -594007,7 +594807,7 @@ https://www.youtube.com/watch?v=iADfzLI3qDI:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779030952.290105
+  last_checked: 1779030952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:15:52.290105+02:00'
   last_ai_eval: null
@@ -594238,7 +595038,7 @@ https://www.youtube.com/watch?v=ihHr-iLfEGo:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032549.652874
+  last_checked: 1779032549
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:42:29.652874+02:00'
   last_ai_eval: null
@@ -594338,7 +595138,7 @@ https://www.youtube.com/watch?v=iyc69njNYOw&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: fd5dbed6eb30b3f1601225a97ea9547c2a42e3c4d9a05e8fef847d4d68075d11
   health_score: null
-  last_checked: 1780352013.434835
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434835+02:00'
   last_ai_eval: null
@@ -594378,7 +595178,7 @@ https://www.youtube.com/watch?v=j1lH3vOhucw:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029563.606271
+  last_checked: 1779029563
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:52:43.606271+02:00'
   last_ai_eval: null
@@ -594568,7 +595368,7 @@ https://www.youtube.com/watch?v=knyJt8d6C_8&ab_channel=TheFrontOpsGuy:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029151.874437
+  last_checked: 1779029151
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:45:51.874437+02:00'
   last_ai_eval: null
@@ -594599,7 +595399,7 @@ https://www.youtube.com/watch?v=l2HpdgRFtN0:
   addition_method: automatic
   content_hash: d3f12b739762f6f046a598524dc75a1eec7548eb7bb50c9a5561861e97d9d3b1
   health_score: null
-  last_checked: 1780352292.588421
+  last_checked: 1780352292
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:18:12.588421+02:00'
   last_ai_eval: null
@@ -594639,7 +595439,7 @@ https://www.youtube.com/watch?v=lgyO9C9zdrg&feature=youtu.be:
   addition_method: manual
   content_hash: 97a16d1958447fc2f66b929b249bce194b272d8b42da9a7ffb3b9f66a7186d6d
   health_score: 100.0
-  last_checked: 1779130494.949853
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.949853+02:00'
   last_ai_eval: null
@@ -594799,7 +595599,7 @@ https://www.youtube.com/watch?v=oZOZiL6XIfA&feature=emb_title:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031142.713121
+  last_checked: 1779031142
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:19:02.713121+02:00'
   last_ai_eval: null
@@ -594826,7 +595626,7 @@ https://www.youtube.com/watch?v=pJFZ5h9fT5o&ab_channel=InfraXpertzz:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029172.136277
+  last_checked: 1779029172
   needs_ai_refresh: true
   discovered_at: '2026-05-17T16:46:12.136277+02:00'
   last_ai_eval: null
@@ -594859,7 +595659,7 @@ https://www.youtube.com/watch?v=pMfG-vYvnv8&feature=youtu.be:
   addition_method: automatic
   content_hash: 5291bc0b5a0ebfec75577ac26027594401dcc97d4f71f3740e8b1b1cb07e54a9
   health_score: null
-  last_checked: 1780352454.119894
+  last_checked: 1780352454
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:20:54.119894+02:00'
   last_ai_eval: null
@@ -594896,7 +595696,7 @@ https://www.youtube.com/watch?v=pgjEe44XQf8&ab_channel=GoogleCloudTech:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032037.264463
+  last_checked: 1779032037
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:33:57.264463+02:00'
   last_ai_eval: null
@@ -594927,7 +595727,7 @@ https://www.youtube.com/watch?v=ppMWxjsmk2k&linkId=61897585:
   addition_method: automatic
   content_hash: db48bac50e73229a9a33ab1189d30649297e110f3cd23bdf39c9b00f4f66c7ea
   health_score: null
-  last_checked: 1780352037.401609
+  last_checked: 1780352037
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:57.401609+02:00'
   last_ai_eval: null
@@ -595142,7 +595942,7 @@ https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 90688fd9f4a1ec3a552a9a117754364578fb672dc687d0c3d8bb6d2632aaf000
   health_score: null
-  last_checked: 1780352272.994204
+  last_checked: 1780352272
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:17:52.994204+02:00'
   last_ai_eval: null
@@ -595195,7 +595995,7 @@ https://www.youtube.com/watch?v=sig3n7XyaaA&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: 90688fd9f4a1ec3a552a9a117754364578fb672dc687d0c3d8bb6d2632aaf000
   health_score: null
-  last_checked: 1780351994.342812
+  last_checked: 1780351994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342812+02:00'
   last_ai_eval: null
@@ -595279,7 +596079,7 @@ https://www.youtube.com/watch?v=tfoSeH63yCg&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: d4647a877f001dc081fa36acf0651abf7dd16ad6dbd0c5fbf6da7eed1e6040cf
   health_score: null
-  last_checked: 1780351994.342861
+  last_checked: 1780351994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342861+02:00'
   last_ai_eval: null
@@ -595350,7 +596150,7 @@ https://www.youtube.com/watch?v=tj3xYFA6Q2o&ab_channel=CloudBeesTV:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779029367.435332
+  last_checked: 1779029367
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:27.435332+02:00'
   last_ai_eval: null
@@ -595649,7 +596449,7 @@ https://www.youtube.com/watch?v=xdXmOm61DFY&list=PLOU2XLYxmsIKL_eEgkKJWDRhYUEvS9
   addition_method: automatic
   content_hash: ce70b534d7616e19769ab314779eec2953f8776a9df81a43f43dde17f455f32d
   health_score: null
-  last_checked: 1780352013.434849
+  last_checked: 1780352013
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:33.434849+02:00'
   last_ai_eval: null
@@ -595718,7 +596518,7 @@ https://www.youtube.com/watch?v=y6RNLNvnYIw:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034498.018831
+  last_checked: 1779034498
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:14:58.018831+02:00'
   last_ai_eval: null
@@ -595812,7 +596612,7 @@ https://www.youtube.com/watch?v=yWzKJPw_VzM:
   addition_method: manual
   content_hash: 2acb2bd3589a9177e30004e094919dde56aeb41a6ddfe9b02ff9104483ea01ed
   health_score: 100.0
-  last_checked: 1779130495.02127
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.021270+02:00'
   last_ai_eval: null
@@ -595841,7 +596641,7 @@ https://www.youtube.com/watch?v=ybCxPHzRJfA&ab_channel=VisualStudioCode:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034507.753334
+  last_checked: 1779034507
   needs_ai_refresh: true
   discovered_at: '2026-05-17T18:15:07.753334+02:00'
   last_ai_eval: null
@@ -595887,7 +596687,7 @@ https://www.youtube.com/watch?v=yoVH_44xb_E&feature=youtu.be:
   addition_method: automatic
   content_hash: f68734c6f1134162070e0cfddbebc2bec92c44f9811baf465de3d2f371f751ce
   health_score: null
-  last_checked: 1780351994.342627
+  last_checked: 1780351994
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:13:14.342627+02:00'
   last_ai_eval: null
@@ -596060,7 +596860,7 @@ https://www.youtube.comwatch?v=b_norgxfh5y:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033428.256085
+  last_checked: 1779033428
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:57:08.256085+02:00'
   last_ai_eval: null
@@ -596156,7 +596956,7 @@ https://www.zdnet.com/article/amazon-red-hat-openshift-announced-for-public-clou
   addition_method: manual
   content_hash: 8e4e82f0abfb7d8123fbc0912159cc998f1fa78a10912c47dafa9a1e771e2544
   health_score: 100.0
-  last_checked: 1779030811.292851
+  last_checked: 1779030811
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:13:31.292851+02:00'
   last_ai_eval: null
@@ -597008,7 +597808,7 @@ https://www.zebrium.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032290.233071
+  last_checked: 1779032290
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:38:10.233071+02:00'
   last_ai_eval: null
@@ -597077,7 +597877,7 @@ https://www.zenml.io/integrations:
   addition_method: manual
   content_hash: 9b32dcb91471c73f605089dd66759d6c0fb41a70e6f9965687605a8b56a5795d
   health_score: 100.0
-  last_checked: 1779031900.647731
+  last_checked: 1779031900
   needs_ai_refresh: true
   discovered_at: '2026-05-17T17:31:40.647731+02:00'
   last_ai_eval: null
@@ -597136,7 +597936,7 @@ https://www2.deloitte.com/de/de/pages/technology/articles/center-of-excellence-a
   addition_method: manual
   content_hash: 681f049d7447420c0351ab73226b0a34421e9096867f0c3f070e7d6ac6a63e1b
   health_score: 100.0
-  last_checked: 1779033575.758325
+  last_checked: 1779033575
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:35.758325+02:00'
   last_ai_eval: null
@@ -597163,7 +597963,7 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/fargate-con-eks.html:
   addition_method: manual
   content_hash: e6e166b16cd85e09002a75154eb973e778dd356f31516710aa948fe7630e848b
   health_score: 100.0
-  last_checked: 1779029952.698766
+  last_checked: 1779029952
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:59:12.698766+02:00'
   last_ai_eval: null
@@ -597190,7 +597990,7 @@ https://www2.deloitte.com/es/es/blog/todo-tecnologia/2021/infrastructure-as-code
   addition_method: manual
   content_hash: bac234a919d49425e636975312b0e785fde45f1537ffd3db98cdd4a50da5d382
   health_score: 100.0
-  last_checked: 1779031474.618411
+  last_checked: 1779031474
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:24:34.618411+02:00'
   last_ai_eval: null
@@ -597217,7 +598017,7 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   addition_method: manual
   content_hash: 6a79d421c652d66e63557bff2d5506878ee6228cb6e773b8618f1ae4041e3a88
   health_score: 100.0
-  last_checked: 1779030005.686594
+  last_checked: 1779030005
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:00:05.686594+02:00'
   last_ai_eval: null
@@ -597245,7 +598045,7 @@ https://www2.deloitte.com/us/en/insights/industry/public-sector/agile-in-governm
   addition_method: manual
   content_hash: 867679e09c82c9c879b3d371f5b1f0c6ab89fd6d3d96508f451b385c903cc5a9
   health_score: 100.0
-  last_checked: 1779032900.373612
+  last_checked: 1779032900
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:48:20.373612+02:00'
   last_ai_eval: null
@@ -597338,7 +598138,7 @@ https://x.com/AWS_Partners:
   addition_method: manual
   content_hash: 8cc86aa37c93df69c874eac469c6882b7b89b6fec5046b0cb9460431f4fa95ef
   health_score: 100.0
-  last_checked: 1779130495.018773
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.018773+02:00'
   last_ai_eval: null
@@ -597371,7 +598171,7 @@ https://x.com/AWSreInvent:
   addition_method: manual
   content_hash: 3b8c6eadd8af04e9a6c699ff0591048b60151a8119fc3ba4e368209bef645a94
   health_score: 100.0
-  last_checked: 1779130494.950536
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.950536+02:00'
   last_ai_eval: null
@@ -597404,7 +598204,7 @@ https://x.com/AWSstartups:
   addition_method: manual
   content_hash: 0f31b80add70df82f3e5423983dca16f2f92c854ebe1c99ed71a1fc55b583d72
   health_score: 100.0
-  last_checked: 1779130494.920872
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.920872+02:00'
   last_ai_eval: null
@@ -597504,7 +598304,7 @@ https://x.com/Microsoft/status/2059320501580034310:
   addition_method: automatic
   content_hash: 67d29e19a539af9f7e513e56417fdebd694863132cb7c546fbe68281a129e100
   health_score: null
-  last_checked: 1780352849.031604
+  last_checked: 1780352849
   needs_ai_refresh: false
   discovered_at: '2026-06-02T00:27:29.031604+02:00'
   last_ai_eval: null
@@ -597541,7 +598341,7 @@ https://x.com/PukarDesign/status/1452141978167267332:
   addition_method: manual
   content_hash: 9d4e09d0dd1913763a04d81384ecaaadd1ef2b4d53999d397ff0cd44f78be7b5
   health_score: 100.0
-  last_checked: 1779130495.026065
+  last_checked: 1779130495
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:55.026065+02:00'
   last_ai_eval: null
@@ -597567,7 +598367,7 @@ https://x.com/SWengThomas:
   addition_method: manual
   content_hash: 51f5d1b72225f841fa6c9f30edcd2e1525fd1c267e7b18cb07754a8c3f9e1b3a
   health_score: 100.0
-  last_checked: 1779130494.935872
+  last_checked: 1779130494
   needs_ai_refresh: true
   discovered_at: '2026-05-18T20:54:54.935872+02:00'
   last_ai_eval: null
@@ -597593,7 +598393,7 @@ https://x.com/_georgemoller:
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@@ -597619,7 +598419,7 @@ https://x.com/a_sykim:
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@@ -597706,7 +598506,7 @@ https://x.com/agarcia:
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@@ -598713,7 +599513,7 @@ https://xbery.medium.com/deploy-helm-charts-using-terraform-module-63684efbd221:
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   health_score: 100.0
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@@ -598888,7 +599688,7 @@ https://xgrid.medium.com/securing-a-kubernetes-cluster-using-tls-certificates-5e
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   health_score: 100.0
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@@ -598919,7 +599719,7 @@ https://xgrid.medium.com/tackling-kubernetes-observability-challenges-with-pixie
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   health_score: 100.0
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@@ -599047,7 +599847,7 @@ https://yankeexe.medium.com/how-rolling-and-rollback-deployments-work-in-kuberne
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   health_score: 100.0
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@@ -599081,7 +599881,7 @@ https://yankeexe.medium.com/how-rolling-and-rollback-deployments-work-in-kuberne
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   health_score: 100.0
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@@ -599182,7 +599982,7 @@ https://yitaek.medium.com/useful-tools-for-better-kubernetes-development-87820c2
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   health_score: 100.0
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@@ -599351,7 +600151,7 @@ https://yoshevski.medium.com/cost-effective-azuredevops-and-appcenter-integratio
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   health_score: 100.0
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@@ -599415,7 +600215,7 @@ https://yourdevopsmentor.com/blog/how-to-become-a-devops-engineer:
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   health_score: 100.0
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@@ -599500,7 +600300,7 @@ https://youtu.be/OPKVKPfJrRA?si=YBt3LmBRNNq-GrqL:
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@@ -599527,7 +600327,7 @@ https://youtu.be/V53AHWun17s?si=zB9HD1MCp3SbLQwL:
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@@ -599554,7 +600354,7 @@ https://youtu.be/Zztufl4mFQ4:
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@@ -599581,7 +600381,7 @@ https://youtu.be/bB57HKeOvmw:
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@@ -599609,7 +600409,7 @@ https://youtu.be/buzusNljpy4:
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@@ -599637,7 +600437,7 @@ https://youtu.be/efiMiaFjtn8:
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@@ -599664,7 +600464,7 @@ https://youtu.be/gnYU0jtQbug?si=dWSDPD4eXvF3dx5r:
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@@ -599691,7 +600491,7 @@ https://youtu.be/lgyO9C9zdrg:
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@@ -599717,7 +600517,7 @@ https://youtu.be/mRCz6Jl0Ds8:
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@@ -599744,7 +600544,7 @@ https://youtube.com/clip/Ugkx5e13a72WjgowgmAtFieyNFuiKarXWXDp:
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@@ -599771,7 +600571,7 @@ https://youtube.com/playlist?list=PLaR6Rq6Z4IqcKOKT4c0uGkBt3YSRQ9S5v&si=qGpgMP56
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   health_score: 100.0
-  last_checked: 1779029678.82909
+  last_checked: 1779029678
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:54:38.829090+02:00'
   last_ai_eval: null
@@ -599798,7 +600598,7 @@ https://youtube.com/playlist?list=PLvBBnHmZuNQJeznYL2F-MpZYBUeLIXYEe&si=GBJtqv36
   addition_method: manual
   content_hash: 1f992b9d32637c8c58be92f2bb7c9b20253a0eb1c0155a5badd84870f577abb5
   health_score: 100.0
-  last_checked: 1779032793.616848
+  last_checked: 1779032793
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:33.616848+02:00'
   last_ai_eval: null
@@ -599824,7 +600624,7 @@ https://youtube.com/shorts/VP4JoijL_TY?si=dBGfs6sn1ryzPcYT:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031144.068782
+  last_checked: 1779031144
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:19:04.068782+02:00'
   last_ai_eval: null
@@ -599851,7 +600651,7 @@ https://youtube.com/shorts/bVlIo4H0IDU:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032078.248598
+  last_checked: 1779032078
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:34:38.248598+02:00'
   last_ai_eval: null
@@ -599878,7 +600678,7 @@ https://youtube.com/shorts/hmq195GRYCI?si=8knOM1y50V6JcRlk:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779033698.029221
+  last_checked: 1779033698
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:38.029221+02:00'
   last_ai_eval: null
@@ -599905,7 +600705,7 @@ https://youtube.com/shorts/i0V1bHybv5w?si=y42F3QjNFVouu3s8:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034395.689193
+  last_checked: 1779034395
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:13:15.689193+02:00'
   last_ai_eval: null
@@ -599932,7 +600732,7 @@ https://youtube.com/shorts/rjmXBs5l_7M?si=UlQ4q1-B-JOiYwrn:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779031616.568854
+  last_checked: 1779031616
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:26:56.568854+02:00'
   last_ai_eval: null
@@ -599959,7 +600759,7 @@ https://youtube.com/shorts/vpFF1XSqWjw?si=Zr2eW_C3_3hQoXAa:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779034035.913695
+  last_checked: 1779034035
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:07:15.913695+02:00'
   last_ai_eval: null
@@ -599986,7 +600786,7 @@ https://youtube.com/shorts/yuzKp_KsGIk?si=ooaqRJzW2cmf6Z2M:
   addition_method: manual
   content_hash: a58f42eba145ce731655e19fc9dbd82f5e7ea6f996ffc63fef135401b402b287
   health_score: 100.0
-  last_checked: 1779032786.911726
+  last_checked: 1779032786
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:46:26.911726+02:00'
   last_ai_eval: null
@@ -600014,7 +600814,7 @@ https://ystatit.medium.com/how-to-change-kubernetes-kube-apiserver-ip-address-40
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030975.497463
+  last_checked: 1779030975
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:16:15.497463+02:00'
   last_ai_eval: null
@@ -600046,7 +600846,7 @@ https://yuminlee2.medium.com/kubernetes-container-and-pod-logging-82ec5c057cb2:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033583.494184
+  last_checked: 1779033583
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:59:43.494184+02:00'
   last_ai_eval: null
@@ -600078,7 +600878,7 @@ https://yuminlee2.medium.com/kubernetes-network-policies-a93c2f588e31:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779033236.637646
+  last_checked: 1779033236
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:56.637646+02:00'
   last_ai_eval: null
@@ -600111,7 +600911,7 @@ https://yuminlee2.medium.com/kubernetes-storage-fe5363d88d42:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030442.946169
+  last_checked: 1779030442
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:07:22.946169+02:00'
   last_ai_eval: null
@@ -600145,7 +600945,7 @@ https://yuminlee2.medium.com/kubernetes-understanding-kubernetes-architecture-th
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030119.155138
+  last_checked: 1779030119
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:01:59.155138+02:00'
   last_ai_eval: null
@@ -600209,7 +601009,7 @@ https://zeebe.io:
   addition_method: manual
   content_hash: 9bfbd0aa5028b98acd041cefc0793692a6219504cb342748d42f7a55e26b5084
   health_score: 100.0
-  last_checked: 1779033716.306763
+  last_checked: 1779033716
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:01:56.306763+02:00'
   last_ai_eval: null
@@ -600237,7 +601037,7 @@ https://zendesk.engineering/debugging-containerd-a20f28a2a8bf:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779031349.34304
+  last_checked: 1779031349
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:22:29.343040+02:00'
   last_ai_eval: null
@@ -600402,7 +601202,7 @@ https://zhimin-wen.medium.com/curl-as-a-network-protocol-testing-tool-7f49151ea3
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029138.167188
+  last_checked: 1779029138
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:45:38.167188+02:00'
   last_ai_eval: null
@@ -600436,7 +601236,7 @@ https://zhimin-wen.medium.com/custom-notifications-with-alert-managers-webhook-r
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779029371.11663
+  last_checked: 1779029371
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:49:31.116630+02:00'
   last_ai_eval: null
@@ -600468,7 +601268,7 @@ https://zhimin-wen.medium.com/sticky-sessions-in-kubernetes-56eb0e8f257d:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779030248.455282
+  last_checked: 1779030248
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:04:08.455282+02:00'
   last_ai_eval: null
@@ -600500,7 +601300,7 @@ https://zigiwave.medium.com/top-10-tools-your-devops-teams-should-use-in-2022-56
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779032518.27141
+  last_checked: 1779032518
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:41:58.271410+02:00'
   last_ai_eval: null
@@ -600563,7 +601363,7 @@ https://zoom.new:
   addition_method: manual
   content_hash: 43ec3cbf2e7c9c574b74fdd709edb550d7737546fc550d377bdd5796e341fdae
   health_score: 100.0
-  last_checked: 1779029590.458882
+  last_checked: 1779029590
   needs_ai_refresh: false
   discovered_at: '2026-05-17T16:53:10.458882+02:00'
   last_ai_eval: null
@@ -600590,7 +601390,7 @@ https://zoom.us:
   addition_method: manual
   content_hash: 55d38e4f97a7e0e2d0a64c418beede12c3c2cf7b9cb8b822e9d654c1d3eedc8d
   health_score: 100.0
-  last_checked: 1779031805.09946
+  last_checked: 1779031805
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:30:05.099460+02:00'
   last_ai_eval: null
@@ -600647,7 +601447,7 @@ https://zoonavigator.elkozmon.com:
   addition_method: manual
   content_hash: 21ddcd1831a07b9f9d220f1cfc21c82fc3eabb58fa80368db437cebf33d5a603
   health_score: 100.0
-  last_checked: 1779031422.906959
+  last_checked: 1779031422
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:23:42.906959+02:00'
   last_ai_eval: null
@@ -600673,7 +601473,7 @@ https://zoonavigator.elkozmon.com/en/latest:
   addition_method: manual
   content_hash: 060cc3322fc863d4129d628564474ef3e4fc7292d7cc13b6e9673b6cd0e927c7
   health_score: 100.0
-  last_checked: 1779130494.978512
+  last_checked: 1779130494
   needs_ai_refresh: false
   discovered_at: '2026-05-18T20:54:54.978512+02:00'
   last_ai_eval: null
@@ -600699,7 +601499,7 @@ https://zshdb.readthedocs.io:
   addition_method: manual
   content_hash: a7e945452387d4b6a1340578879bf44b2fb37b0aabac11be687d590568ceadb1
   health_score: 100.0
-  last_checked: 1779033223.004878
+  last_checked: 1779033223
   needs_ai_refresh: false
   discovered_at: '2026-05-17T17:53:43.004878+02:00'
   last_ai_eval: null
@@ -600793,7 +601593,7 @@ https://…:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1779034313.158552
+  last_checked: 1779034313
   needs_ai_refresh: false
   discovered_at: '2026-05-17T18:11:53.158552+02:00'
   last_ai_eval: null
@@ -600831,7 +601631,7 @@ https://www.youtube.com/embed/TUKYbUIXLOE:
   addition_method: manual
   content_hash: null
   health_score: 100.0
-  last_checked: 0.0
+  last_checked: 0
   needs_ai_refresh: false
   discovered_at: '2024-01-01T00:00:00+02:00'
   last_ai_eval: null
@@ -600864,7 +601664,7 @@ https://github.com/fabric8io/fabric8-maven-plugin:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430100.345118
+  last_checked: 1781430100
   needs_ai_refresh: false
   discovered_at: '2024-06-19T04:52:55Z'
   last_ai_eval: null
@@ -600902,7 +601702,7 @@ https://github.com/fabric8io/fabric8-maven-plugin:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429916.726121
+  last_checked: 1781429916
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.726121+02:00'
   last_ai_eval: null
@@ -600936,7 +601736,7 @@ https://www.redhat.com/en/blog/8-answers-to-7-openshift-questions:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429916.736056
+  last_checked: 1781429916
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.736056+02:00'
   last_ai_eval: null
@@ -600972,7 +601772,7 @@ https://www.redhat.com/en/blog/openshift-security-best-practices-for-kubernetes-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429916.744639
+  last_checked: 1781429916
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.744639+02:00'
   last_ai_eval: null
@@ -601006,7 +601806,7 @@ https://www.redhat.com/en/blog/ask-an-openshift-admin-office-hour-authentication
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429916.755132
+  last_checked: 1781429916
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.755132+02:00'
   last_ai_eval: null
@@ -601039,7 +601839,7 @@ https://blog.postman.com:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736133.401221
+  last_checked: 1781736133
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:13.401221+02:00'
   last_ai_eval: null
@@ -601074,7 +601874,7 @@ https://docs.cloud.google.com/architecture:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429916.785349
+  last_checked: 1781429916
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:36.785349+02:00'
   last_ai_eval: null
@@ -601109,7 +601909,7 @@ https://docs.redhat.com/en/documentation/openshift_container_platform/4.22:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736112.806371
+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.806371+02:00'
   last_ai_eval: null
@@ -601143,7 +601943,7 @@ https://www.redhat.com/en/blog/fully-automated-openshift-deployments-with-vmware
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429918.610031
+  last_checked: 1781429918
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:38.610031+02:00'
   last_ai_eval: null
@@ -601177,7 +601977,7 @@ https://www.redhat.com/en/solutions/edge-computing-approach:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429922.44222
+  last_checked: 1781429922
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.442220+02:00'
   last_ai_eval: null
@@ -601212,7 +602012,7 @@ https://nubenetes.com/registries:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429922.532728
+  last_checked: 1781429922
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.532728+02:00'
   last_ai_eval: null
@@ -601248,7 +602048,7 @@ https://www.redhat.com/en/blog/deploy-a-multi-master-okd-4.5-cluster-using-a-sin
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429922.537728
+  last_checked: 1781429922
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.537728+02:00'
   last_ai_eval: null
@@ -601283,7 +602083,7 @@ https://docs.prismacloud.io/en:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429922.564549
+  last_checked: 1781429922
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.564549+02:00'
   last_ai_eval: null
@@ -601318,7 +602118,7 @@ https://www.redhat.com/en/blog/introducing-azure-red-hat-openshift-on-openshift-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429922.657322
+  last_checked: 1781429922
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:42.657322+02:00'
   last_ai_eval: null
@@ -601350,7 +602150,7 @@ https://nubenetes.com/cheatsheets:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429931.966657
+  last_checked: 1781429931
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:51.966657+02:00'
   last_ai_eval: null
@@ -601386,7 +602186,7 @@ https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429932.476763
+  last_checked: 1781429932
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:38:52.476763+02:00'
   last_ai_eval: null
@@ -601419,7 +602219,7 @@ https://www.cloudbees.com/whitepapers/jenkins-pipeline-plugins:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429942.198049
+  last_checked: 1781429942
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:02.198049+02:00'
   last_ai_eval: null
@@ -601452,7 +602252,7 @@ https://docs.aws.amazon.com/AmazonS3/latest/API:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735877.793901
+  last_checked: 1781735877
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:37:57.793901+02:00'
   last_ai_eval: null
@@ -601487,7 +602287,7 @@ https://nubenetes.com/tekton:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429952.181949
+  last_checked: 1781429952
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.181949+02:00'
   last_ai_eval: null
@@ -601521,7 +602321,7 @@ https://nubenetes.com/keptn:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429952.186576
+  last_checked: 1781429952
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.186576+02:00'
   last_ai_eval: null
@@ -601557,7 +602357,7 @@ https://about.gitlab.com/blog/fantastic-infrastructure-as-code-security-attacks-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429952.38938
+  last_checked: 1781429952
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.389380+02:00'
   last_ai_eval: null
@@ -601591,7 +602391,7 @@ https://k21academy.com/azure-cloud/azure-pipelines-vs-jenkins:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429952.511452
+  last_checked: 1781429952
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:12.511452+02:00'
   last_ai_eval: null
@@ -601626,7 +602426,7 @@ https://www.nccgroup.com/research:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429953.846572
+  last_checked: 1781429953
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:13.846572+02:00'
   last_ai_eval: null
@@ -601660,7 +602460,7 @@ https://securityonline.info:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781735925.191791
+  last_checked: 1781735925
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:38:45.191791+02:00'
   last_ai_eval: null
@@ -601695,7 +602495,7 @@ https://www.redhat.com/en/blog/simplifying-secrets-management-with-cyberark-and-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429957.80183
+  last_checked: 1781429957
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:17.801830+02:00'
   last_ai_eval: null
@@ -601729,7 +602529,7 @@ https://about.gitlab.com/blog/secure-container-images-with-gitlab-and-grype:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429958.175323
+  last_checked: 1781429958
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:18.175323+02:00'
   last_ai_eval: null
@@ -601765,7 +602565,7 @@ https://www.dynatrace.com/knowledge-base/container-security:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429958.20766
+  last_checked: 1781429958
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:18.207660+02:00'
   last_ai_eval: null
@@ -601800,7 +602600,7 @@ https://www.redhat.com/en/blog/automating-security-with-cyberark-and-red-hat-ans
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781429959.461192
+  last_checked: 1781429959
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:19.461192+02:00'
   last_ai_eval: null
@@ -601835,7 +602635,7 @@ https://digitalis.io/post/kubernetes-gitops-continuous-integration-and-delivery-
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429971.079755
+  last_checked: 1781429971
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:31.079755+02:00'
   last_ai_eval: null
@@ -601870,7 +602670,7 @@ https://nubenetes.com/crunchydata:
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   content_hash: null
   health_score: null
-  last_checked: 1781429983.871899
+  last_checked: 1781429983
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.871899+02:00'
   last_ai_eval: null
@@ -601904,7 +602704,7 @@ https://www.informationweek.com/software-services/can-enterprises-benefit-from-a
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429983.975699
+  last_checked: 1781429983
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.975699+02:00'
   last_ai_eval: null
@@ -601938,7 +602738,7 @@ https://www.ibm.com/think/cloud:
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   content_hash: null
   health_score: null
-  last_checked: 1781429983.985346
+  last_checked: 1781429983
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:43.985346+02:00'
   last_ai_eval: null
@@ -601974,7 +602774,7 @@ https://openebs.io/docs:
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   content_hash: null
   health_score: null
-  last_checked: 1781429993.989678
+  last_checked: 1781429993
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:53.989678+02:00'
   last_ai_eval: null
@@ -602008,7 +602808,7 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   addition_method: manual
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-  last_checked: 1781429994.360309
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.360309+02:00'
   last_ai_eval: null
@@ -602043,7 +602843,7 @@ https://grafana.com/blog/introducing-the-new-and-improved-new-relic-plugin-for-g
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429994.368204
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.368204+02:00'
   last_ai_eval: null
@@ -602079,7 +602879,7 @@ https://grafana.com/blog/top-5-user-requested-synthetic-monitoring-alerts-in-gra
   addition_method: manual
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-  last_checked: 1781429994.372913
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.372913+02:00'
   last_ai_eval: null
@@ -602114,7 +602914,7 @@ https://grafana.com/blog/video-how-to-build-a-prometheus-query-in-grafana:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429994.376185
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.376185+02:00'
   last_ai_eval: null
@@ -602149,7 +602949,7 @@ https://grafana.com/blog/why-companies-choose-grafana-cloud-over-self-hosted-oss
   addition_method: manual
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.378992+02:00'
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@@ -602183,7 +602983,7 @@ https://grafana.com/blog/popular-community-plugins-that-can-improve-your-grafana
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.393087+02:00'
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@@ -602217,7 +603017,7 @@ https://grafana.com/blog/a-complete-guide-to-managing-grafana-as-code-tools-tips
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.416619+02:00'
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@@ -602253,7 +603053,7 @@ https://grafana.com/blog/grafana-beyla-1-0-release-zero-code-instrumentation-for
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.423577+02:00'
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@@ -602289,7 +603089,7 @@ https://grafana.com/blog/a-3-step-guide-to-troubleshooting-and-visualizing-kuber
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.425595+02:00'
   last_ai_eval: null
@@ -602325,7 +603125,7 @@ https://grafana.com/blog/grafana-dashboards-a-complete-guide-to-all-the-differen
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+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.425896+02:00'
   last_ai_eval: null
@@ -602360,7 +603160,7 @@ https://grafana.com/blog/an-advanced-guide-to-network-monitoring-with-grafana-an
   addition_method: manual
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-  last_checked: 1781429994.496286
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.496286+02:00'
   last_ai_eval: null
@@ -602396,7 +603196,7 @@ https://grafana.com/blog/a-beginners-guide-to-network-monitoring-with-grafana-an
   addition_method: manual
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-  last_checked: 1781429994.497707
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.497707+02:00'
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@@ -602432,7 +603232,7 @@ https://grafana.com/blog/testing-shift-left-observability-with-the-grafana-stack
   addition_method: manual
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-  last_checked: 1781429994.516472
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.516472+02:00'
   last_ai_eval: null
@@ -602468,7 +603268,7 @@ https://grafana.com/blog/introducing-grafana-faro-oss-application-observability:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781429994.542475
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.542475+02:00'
   last_ai_eval: null
@@ -602504,7 +603304,7 @@ https://grafana.com/oss/grafana:
   addition_method: manual
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-  last_checked: 1781429994.548015
+  last_checked: 1781429994
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:39:54.548015+02:00'
   last_ai_eval: null
@@ -602540,7 +603340,7 @@ https://grafana.com/blog:
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-  last_checked: 1781429994.881004
+  last_checked: 1781429994
   needs_ai_refresh: false
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@@ -602574,7 +603374,7 @@ https://aws.amazon.com/solutions/case-studies:
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+  last_checked: 1781430004
   needs_ai_refresh: false
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@@ -602609,7 +603409,7 @@ https://about.gitlab.com/blog/how-is-ai-ml-changing-devops:
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-  last_checked: 1781430004.450458
+  last_checked: 1781430004
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   discovered_at: '2026-06-14T11:40:04.450458+02:00'
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@@ -602645,7 +603445,7 @@ https://www.technologyreview.es/article/las-empresas-que-empiezan-lo-grande-con-
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@@ -602678,7 +603478,7 @@ https://nubenetes.com/networking:
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+  last_checked: 1781430014
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   discovered_at: '2026-06-14T11:40:14.293944+02:00'
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@@ -602710,7 +603510,7 @@ https://nubenetes.com/networking:
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   needs_ai_refresh: false
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@@ -602744,7 +603544,7 @@ https://sakaiproject.atlassian.net/wiki:
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+  last_checked: 1781430025
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:40:25.200167+02:00'
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@@ -602777,7 +603577,7 @@ https://www.pulumi.com/registry/packages:
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+  last_checked: 1781430025
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   discovered_at: '2026-06-14T11:40:25.237290+02:00'
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@@ -602810,7 +603610,7 @@ https://www.ufcquechoisir-brest.org:
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+  last_checked: 1781430025
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   discovered_at: '2026-06-14T11:40:25.270184+02:00'
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@@ -602844,7 +603644,7 @@ https://developer.amazon.com:
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   discovered_at: '2026-06-14T11:40:26.063641+02:00'
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@@ -602880,7 +603680,7 @@ https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.c
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@@ -602914,7 +603714,7 @@ https://www.postman.com/state-of-api/2025:
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+  last_checked: 1781430036
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   discovered_at: '2026-06-14T11:40:36.255583+02:00'
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@@ -602947,7 +603747,7 @@ https://grafana.com/blog/how-to-use-websockets-to-visualize-real-time-iot-data-i
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@@ -602980,7 +603780,7 @@ https://smartbear.com/resources/all:
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@@ -603015,7 +603815,7 @@ https://developers.googleblog.com/introducing-grpc-a-new-open-source-http2-rpc-f
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@@ -603061,7 +603861,7 @@ https://www.reply.com/solidsoft-reply/en:
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   discovered_at: '2026-06-14T11:40:39.447140+02:00'
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@@ -603094,7 +603894,7 @@ https://nubenetes.com/demos:
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+  last_checked: 1781430039
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   discovered_at: '2026-06-14T11:40:39.789941+02:00'
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@@ -603128,7 +603928,7 @@ https://www.tenable.com/blog/diving-deeply-into-iam-policy-evaluation-highlights
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@@ -603162,7 +603962,7 @@ https://www.stackrox.io/blog/eks-vs-gke-vs-aks-jan2021:
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   discovered_at: '2026-06-14T11:40:51.116678+02:00'
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@@ -603196,7 +603996,7 @@ https://azurecloudai.blog/verify.html:
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   discovered_at: '2026-06-14T11:41:01.379936+02:00'
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@@ -603231,7 +604031,7 @@ https://azure.microsoft.com/en-us/updates?id=private-preview-aks-backup:
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   content_hash: null
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-  last_checked: 1781430061.420711
+  last_checked: 1781430061
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   discovered_at: '2026-06-14T11:41:01.420711+02:00'
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@@ -603264,7 +604064,7 @@ https://grafana.com/blog/scrape-azure-metrics-and-monitor-aks-using-grafana-agen
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@@ -603299,7 +604099,7 @@ https://k21academy.com/azure-cloud/azure-container-instances-and-kubernetes-serv
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+  last_checked: 1781430061
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@@ -603333,7 +604133,7 @@ https://devoriales.com/aws-eks-secret-encryption-securing-your-eks-secrets-at-re
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   discovered_at: '2026-06-14T11:41:01.734864+02:00'
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@@ -603368,7 +604168,7 @@ https://resume-builder.natwarrathor961.workers.dev:
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   discovered_at: '2026-06-18T00:38:20.908598+02:00'
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@@ -603401,7 +604201,7 @@ https://eksworkshop.com:
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@@ -603436,7 +604236,7 @@ https://www.stackrox.io/blog/rancher-kubernetes-engine-security-part-1:
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@@ -603469,7 +604269,7 @@ https://about.gitlab.com/blog/gitops-with-gitlab-connecting-the-cluster:
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@@ -603503,7 +604303,7 @@ https://about.gitlab.com/blog/basics-of-gitlab-ci-updated:
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@@ -603537,7 +604337,7 @@ https://grafana.com/blog/how-istio-tempo-and-loki-speed-up-debugging-for-microse
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@@ -603571,7 +604371,7 @@ https://training.experfy.com/courses/effective-jenkins-continuous-delivery-and-c
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@@ -603605,7 +604405,7 @@ https://www.ibm.com/garage:
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+  last_checked: 1781430086
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   discovered_at: '2026-06-14T11:41:26.412931+02:00'
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@@ -603639,7 +604439,7 @@ https://nubenetes.com/kustomize:
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+  last_checked: 1781430086
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   discovered_at: '2026-06-14T11:41:26.415287+02:00'
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@@ -603672,7 +604472,7 @@ https://nubenetes.com/flux:
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+  last_checked: 1781430086
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   discovered_at: '2026-06-14T11:41:26.415814+02:00'
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@@ -603704,7 +604504,7 @@ https://nubenetes.com/helm:
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   discovered_at: '2026-06-14T11:41:26.431040+02:00'
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@@ -603737,7 +604537,7 @@ https://about.gitlab.com/blog/gitops-done-3-ways:
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@@ -603770,7 +604570,7 @@ https://vinyl-cache.org/docs/trunk/installation/index.html:
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+  last_checked: 1781430096
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   discovered_at: '2026-06-14T11:41:36.851176+02:00'
   last_ai_eval: null
@@ -603803,7 +604603,7 @@ https://nubenetes.com/maven-gradle:
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   discovered_at: '2026-06-14T11:41:39.953652+02:00'
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@@ -603836,7 +604636,7 @@ https://www.redhat.com/en/blog/full-cluster-capacity-management-monitoring-opens
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+  last_checked: 1781736112
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:52.450959+02:00'
   last_ai_eval: null
@@ -603868,7 +604668,7 @@ https://www.redhat.com/en/blog/full-cluster-part-3-capacity-management:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.847219
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.847219+02:00'
   last_ai_eval: null
@@ -603901,7 +604701,7 @@ https://www.redhat.com/en/blog/how-full-is-my-cluster-part-4-right-sizing-pods-w
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736113.610871
+  last_checked: 1781736113
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.610871+02:00'
   last_ai_eval: null
@@ -603934,7 +604734,7 @@ https://www.redhat.com/en/blog/introduction-to-gitops-with-openshift:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736114.058587
+  last_checked: 1781736114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.058587+02:00'
   last_ai_eval: null
@@ -603967,7 +604767,7 @@ https://www.redhat.com/en/blog/kubernetes-federation-v2-on-openshift-3-11:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736114.221792
+  last_checked: 1781736114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.221792+02:00'
   last_ai_eval: null
@@ -603999,7 +604799,7 @@ https://www.redhat.com/en/blog/full-cluster-part-2-protecting-nodes:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736114.300814
+  last_checked: 1781736114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.300814+02:00'
   last_ai_eval: null
@@ -604032,7 +604832,7 @@ https://www.redhat.com/en/blog/is-it-too-late-to-integrate-gitops:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736114.674914
+  last_checked: 1781736114
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:54.674914+02:00'
   last_ai_eval: null
@@ -604067,7 +604867,7 @@ https://labs.iximiuz.com/tutorials/container-networking-from-scratch:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430110.785592
+  last_checked: 1781430110
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:41:50.785592+02:00'
   last_ai_eval: null
@@ -604101,7 +604901,7 @@ https://nubenetes.com/kubernetes-alternatives:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430121.45841
+  last_checked: 1781430121
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.458410+02:00'
   last_ai_eval: null
@@ -604134,7 +604934,7 @@ https://www.redhat.com/es/blog:
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   content_hash: null
   health_score: null
-  last_checked: 1781430121.494889
+  last_checked: 1781430121
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.494889+02:00'
   last_ai_eval: null
@@ -604168,7 +604968,7 @@ https://docs.docker.com/build:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430121.529723
+  last_checked: 1781430121
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:01.529723+02:00'
   last_ai_eval: null
@@ -604201,7 +605001,7 @@ https://help.sonatype.com/index.html:
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   content_hash: null
   health_score: null
-  last_checked: 1781430132.072835
+  last_checked: 1781430132
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.072835+02:00'
   last_ai_eval: null
@@ -604233,7 +605033,7 @@ https://docs.jfrog.com:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430132.115107
+  last_checked: 1781430132
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.115107+02:00'
   last_ai_eval: null
@@ -604266,7 +605066,7 @@ https://help.sonatype.com/en/sonatype-platform-plugin-for-jenkins.html:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430132.203171
+  last_checked: 1781430132
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:12.203171+02:00'
   last_ai_eval: null
@@ -604299,7 +605099,7 @@ https://docs.aws.amazon.com/modern-apps-strategy-on-aws-how-to-choose:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430152.44892
+  last_checked: 1781430152
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:32.448920+02:00'
   last_ai_eval: null
@@ -604333,7 +605133,7 @@ https://about.gitlab.com/blog/how-to-navigate-the-great-resignation:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430162.518345
+  last_checked: 1781430162
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:42.518345+02:00'
   last_ai_eval: null
@@ -604366,7 +605166,7 @@ https://www.hays.es:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430162.849038
+  last_checked: 1781430162
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:42.849038+02:00'
   last_ai_eval: null
@@ -604399,7 +605199,7 @@ https://www.redhat.com/en/blog/accessing-external-services-using-egress-router:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430163.705943
+  last_checked: 1781430163
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:43.705943+02:00'
   last_ai_eval: null
@@ -604434,7 +605234,7 @@ https://hipertextual.com/tecnologia/devin-inteligencia-artificial-programa-softw
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430164.723691
+  last_checked: 1781430164
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:44.723691+02:00'
   last_ai_eval: null
@@ -604466,7 +605266,7 @@ https://www.informationweek.com/software-services/what-s-holding-devops-back-:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430172.624987
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.624987+02:00'
   last_ai_eval: null
@@ -604498,7 +605298,7 @@ https://nubenetes.com/devops-tools:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430172.645512
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.645512+02:00'
   last_ai_eval: null
@@ -604531,7 +605331,7 @@ https://nubenetes.com/iac:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430172.656855
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.656855+02:00'
   last_ai_eval: null
@@ -604564,7 +605364,7 @@ https://nubenetes.com/noops:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430172.659048
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.659048+02:00'
   last_ai_eval: null
@@ -604597,7 +605397,7 @@ https://about.gitlab.com/blog/soft-skills-are-the-key-to-your-devops-career-adva
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430172.729283
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.729283+02:00'
   last_ai_eval: null
@@ -604630,7 +605430,7 @@ https://blogs.vmware.com/cloud-foundation:
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   content_hash: null
   health_score: null
-  last_checked: 1781430172.761122
+  last_checked: 1781430172
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:52.761122+02:00'
   last_ai_eval: null
@@ -604663,7 +605463,7 @@ https://www.computing.es/mundo-digital/retos-del-outsourcing-de-servicios-it-en-
   addition_method: manual
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   health_score: null
-  last_checked: 1781430174.005109
+  last_checked: 1781430174
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:42:54.005109+02:00'
   last_ai_eval: null
@@ -604696,7 +605496,7 @@ https://about.gitlab.com/blog/how-to-agentless-gitops-aws:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430183.519112
+  last_checked: 1781430183
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:03.519112+02:00'
   last_ai_eval: null
@@ -604728,7 +605528,7 @@ https://thomasthornton.cloud/writing-reusable-terraform-modules:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430186.237894
+  last_checked: 1781430186
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:06.237894+02:00'
   last_ai_eval: null
@@ -604761,7 +605561,7 @@ https://www.linkedin.com/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.c
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-  last_checked: 1781430190.60162
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:10.601620+02:00'
   last_ai_eval: null
@@ -604791,7 +605591,7 @@ https://programmer.ink/think:
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-  last_checked: 1781432323.140373
+  last_checked: 1781432323
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:43.140373+02:00'
   last_ai_eval: null
@@ -604818,7 +605618,7 @@ https://grafana.com/blog/a-beginners-guide-to-kubernetes-application-monitoring:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430193.44532
+  last_checked: 1781430193
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.445320+02:00'
   last_ai_eval: null
@@ -604851,7 +605651,7 @@ https://grafana.com/blog/introducing-kubernetes-monitoring-in-grafana-cloud:
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-  last_checked: 1781430193.487744
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   discovered_at: '2026-06-14T11:43:13.487744+02:00'
   last_ai_eval: null
@@ -604883,7 +605683,7 @@ https://grafana.com/blog/how-to-monitor-kubernetes-clusters-with-the-prometheus-
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430193.56789
+  last_checked: 1781430193
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.567890+02:00'
   last_ai_eval: null
@@ -604915,7 +605715,7 @@ https://grafana.com/blog/how-to-manage-high-cardinality-metrics-in-prometheus-an
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-  last_checked: 1781430193.620045
+  last_checked: 1781430193
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   discovered_at: '2026-06-14T11:43:13.620045+02:00'
   last_ai_eval: null
@@ -604949,7 +605749,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430193.909091
+  last_checked: 1781430193
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:13.909091+02:00'
   last_ai_eval: null
@@ -604982,7 +605782,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430203.358945
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   discovered_at: '2026-06-14T11:43:23.358945+02:00'
   last_ai_eval: null
@@ -605014,7 +605814,7 @@ https://grafana.com/blog/how-to-optimize-resource-utilization-with-kubernetes-mo
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430203.404158
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   discovered_at: '2026-06-14T11:43:23.404158+02:00'
   last_ai_eval: null
@@ -605048,7 +605848,7 @@ https://labs.iximiuz.com/tutorials/kubernetes-vs-virtual-machines:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430203.936667
+  last_checked: 1781430203
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:23.936667+02:00'
   last_ai_eval: null
@@ -605082,7 +605882,7 @@ https://labs.iximiuz.com/tutorials/containers-vs-pods:
   addition_method: manual
   content_hash: null
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-  last_checked: 1781430224.288792
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:43:44.288792+02:00'
   last_ai_eval: null
@@ -605116,7 +605916,7 @@ https://nubenetes.com/kubernetes-storage:
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   content_hash: null
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-  last_checked: 1781430243.984014
+  last_checked: 1781430243
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   discovered_at: '2026-06-14T11:44:03.984014+02:00'
   last_ai_eval: null
@@ -605149,7 +605949,7 @@ https://www.boot.dev:
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-  last_checked: 1781430244.377107
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:04.377107+02:00'
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@@ -605181,7 +605981,7 @@ https://nubenetes.com/kubernetes-client-libraries:
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-  last_checked: 1781430256.016842
+  last_checked: 1781430256
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:16.016842+02:00'
   last_ai_eval: null
@@ -605213,7 +606013,7 @@ https://nubenetes.com/crossplane:
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   content_hash: null
   health_score: null
-  last_checked: 1781430256.092381
+  last_checked: 1781430256
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:16.092381+02:00'
   last_ai_eval: null
@@ -605246,7 +606046,7 @@ https://nubenetes.com/serverless:
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-  last_checked: 1781430266.045665
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:26.045665+02:00'
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@@ -605278,7 +606078,7 @@ https://testguild.com/podcast/a345-mohamed:
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-  last_checked: 1781430266.712146
+  last_checked: 1781430266
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:26.712146+02:00'
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@@ -605311,7 +606111,7 @@ https://www.liquibase.com/liquibase-vs-flyway:
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-  last_checked: 1781430276.317744
+  last_checked: 1781430276
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   discovered_at: '2026-06-14T11:44:36.317744+02:00'
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@@ -605343,7 +606143,7 @@ https://about.gitlab.com/blog/how-to-learn-ci-cd-fast:
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-  last_checked: 1781430276.380038
+  last_checked: 1781430276
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   discovered_at: '2026-06-14T11:44:36.380038+02:00'
   last_ai_eval: null
@@ -605376,7 +606176,7 @@ https://percona.community/blog:
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-  last_checked: 1781430276.476821
+  last_checked: 1781430276
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.476821+02:00'
   last_ai_eval: null
@@ -605408,7 +606208,7 @@ https://about.gitlab.com/blog/how-to-keep-up-with-ci-cd-best-practices:
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-  last_checked: 1781430276.495991
+  last_checked: 1781430276
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   discovered_at: '2026-06-14T11:44:36.495991+02:00'
   last_ai_eval: null
@@ -605441,7 +606241,7 @@ https://www.harness.io/blog/blue-green-canary-deployment-strategies:
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   content_hash: null
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-  last_checked: 1781430276.615602
+  last_checked: 1781430276
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:44:36.615602+02:00'
   last_ai_eval: null
@@ -605474,7 +606274,7 @@ https://www.hugedomains.com/domain_profile.cfm?d=devbattles.com:
   addition_method: manual
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-  last_checked: 1781736143.617825
+  last_checked: 1781736143
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.617825+02:00'
   last_ai_eval: null
@@ -605508,7 +606308,7 @@ https://nubenetes.com/istio:
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   content_hash: null
   health_score: null
-  last_checked: 1781430301.531654
+  last_checked: 1781430301
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   discovered_at: '2026-06-14T11:45:01.531654+02:00'
   last_ai_eval: null
@@ -605541,7 +606341,7 @@ https://www.youtube.com/watch?v=TUKYbUIXLOE:
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-  last_checked: 1781430302.000456
+  last_checked: 1781430302
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:02.000456+02:00'
   last_ai_eval: null
@@ -605571,7 +606371,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
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   content_hash: null
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-  last_checked: 1781430313.099455
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:13.099455+02:00'
   last_ai_eval: null
@@ -605598,7 +606398,7 @@ https://docs.aws.amazon.com/solutions/distributed-load-testing-on-aws:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430322.945393
+  last_checked: 1781430322
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:22.945393+02:00'
   last_ai_eval: null
@@ -605631,7 +606431,7 @@ https://www.scaleway.com/en/en/kubernetes-kapsule:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430325.346945
+  last_checked: 1781430325
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:25.346945+02:00'
   last_ai_eval: null
@@ -605665,7 +606465,7 @@ https://www.dynatrace.com/knowledge-base/microservices:
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   content_hash: null
   health_score: null
-  last_checked: 1781430335.344891
+  last_checked: 1781430335
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:45:35.344891+02:00'
   last_ai_eval: null
@@ -605697,7 +606497,7 @@ https://cloud.google.com/blog:
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-  last_checked: 1781430366.014621
+  last_checked: 1781430366
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.014621+02:00'
   last_ai_eval: null
@@ -605729,7 +606529,7 @@ https://docs.aws.amazon.com/solutions/workload-discovery-on-aws:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430366.112493
+  last_checked: 1781430366
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:46:06.112493+02:00'
   last_ai_eval: null
@@ -605763,7 +606563,7 @@ https://repost.aws/knowledge-center/start-stop-lambda-eventbridge:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430366.289019
+  last_checked: 1781430366
   needs_ai_refresh: false
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@@ -606262,7 +607062,7 @@ https://about.gitlab.com/blog/effective-ci-cd-pipelines:
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@@ -606461,7 +607261,7 @@ https://about.gitlab.com/blog/ci-deployment-and-environments:
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@@ -606528,7 +607328,7 @@ https://about.gitlab.com/blog/gko-on-ocp:
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@@ -606560,7 +607360,7 @@ https://about.gitlab.com/blog/gitlab-chart-works-towards-kubernetes-1-22:
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@@ -607720,7 +608520,7 @@ https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
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@@ -607756,7 +608556,7 @@ https://about.gitlab.com/blog/devops-workflows-json-format-jq-ci-cd-lint:
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   discovered_at: '2026-06-14T11:48:01.698234+02:00'
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@@ -607791,7 +608591,7 @@ https://www.theodo.com/en-fr/blog:
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.378586+02:00'
   last_ai_eval: null
@@ -607825,7 +608625,7 @@ https://nubenetes.com/openshift:
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   content_hash: null
   health_score: null
-  last_checked: 1781430485.555416
+  last_checked: 1781430485
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.555416+02:00'
   last_ai_eval: null
@@ -607858,7 +608658,7 @@ https://nubenetes.com/rancher:
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   content_hash: null
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-  last_checked: 1781430485.562698
+  last_checked: 1781430485
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:05.562698+02:00'
   last_ai_eval: null
@@ -607892,7 +608692,7 @@ https://blogs.vmware.com/tanzu/introducing-kubeacademy-pro-in-depth-kubernetes-t
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   content_hash: null
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-  last_checked: 1781430486.125173
+  last_checked: 1781430486
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:06.125173+02:00'
   last_ai_eval: null
@@ -607925,7 +608725,7 @@ https://blogs.vmware.com/tanzu/vmware-tanzu-sql-mysql-at-scale-kubernetes:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781430486.125607
+  last_checked: 1781430486
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:06.125607+02:00'
   last_ai_eval: null
@@ -607958,7 +608758,7 @@ https://www.mirantis.com/software/mirantis-kubernetes-engine:
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   content_hash: null
   health_score: null
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+  last_checked: 1781430495
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:15.769802+02:00'
   last_ai_eval: null
@@ -607991,7 +608791,7 @@ https://about.gitlab.com/blog/vscode-extension-development-with-gitlab:
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.033371+02:00'
   last_ai_eval: null
@@ -608024,7 +608824,7 @@ https://docs.ansible.com/collections.html:
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-  last_checked: 1781430523.668228
+  last_checked: 1781430523
   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.668228+02:00'
   last_ai_eval: null
@@ -608057,7 +608857,7 @@ https://nubenetes.com/kubernetes:
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   content_hash: null
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-  last_checked: 1781430523.6808
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.680800+02:00'
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@@ -608090,7 +608890,7 @@ https://www.blackduck.com/blog/integrating-automated-ast-tools.html:
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T11:48:43.813812+02:00'
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@@ -608125,7 +608925,7 @@ https://www.techerati.com/features-hub/devsecops-eight-tips-for-truly-securing-s
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   discovered_at: '2026-06-14T12:16:18.617535+02:00'
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@@ -608160,7 +608960,7 @@ https://thomasthornton.cloud/deploying-to-azure-secure-your-github-workflow-with
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   discovered_at: '2026-06-14T12:17:08.047025+02:00'
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@@ -608194,7 +608994,7 @@ https://blog.heaphero.io/what-is-gc-log-thread-dump-and-heapdump:
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-  last_checked: 1781432228.603184
+  last_checked: 1781432228
   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:17:08.603184+02:00'
   last_ai_eval: null
@@ -608229,7 +609029,7 @@ https://thomasthornton.cloud/a-devops-journey-using-azure-devops:
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   content_hash: null
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-  last_checked: 1781432259.274052
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:17:39.274052+02:00'
   last_ai_eval: null
@@ -608263,7 +609063,7 @@ https://www.redhat.com/en/blog/federation-v2-is-now-kubefed:
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   content_hash: null
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-  last_checked: 1781736113.853399
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   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:41:53.853399+02:00'
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@@ -608299,7 +609099,7 @@ https://blog.ycrash.io/dmesg-unix-linux-command-beginners-introduction-with-exam
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   discovered_at: '2026-06-14T12:18:12.054700+02:00'
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@@ -608336,7 +609136,7 @@ https://thomasthornton.cloud/enabling-postgresql-flexible-server-logs-and-config
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:18:44.100638+02:00'
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@@ -608367,7 +609167,7 @@ https://blog.getambassador.io/kubernetes-canary-testing-and-release-with-istio-4
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:20:09.617802+02:00'
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@@ -608396,7 +609196,7 @@ https://www.techerati.com/features-hub/microservices-in-the-cloud-native-era:
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   content_hash: null
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:20:31.808019+02:00'
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@@ -608430,7 +609230,7 @@ https://thomasthornton.cloud/conditional-variables-in-azure-devops-pipelines:
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   needs_ai_refresh: false
   discovered_at: '2026-06-14T12:21:02.548550+02:00'
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@@ -608466,7 +609266,7 @@ https://thomasthornton.cloud/adding-pull-request-comments-to-azure-devops-repo-f
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@@ -608500,7 +609300,7 @@ https://code.tutsplus.com/rest-vs-grpc-battle-of-the-apis--cms-30711t:
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@@ -608533,7 +609333,7 @@ https://blog.axway.com/learning-center/apis/api-management/what-is-api-managemen
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@@ -608566,7 +609366,7 @@ https://blog.axway.com/learning-center/apis/basics/different-types-apis:
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   discovered_at: '2026-06-18T00:37:47.746809+02:00'
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@@ -608599,7 +609399,7 @@ https://blog.axway.com/learning-center/apis/basics/what-is-an-api:
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-  last_checked: 1781735867.819915
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@@ -608633,7 +609433,7 @@ https://www.blazemeter.com/blog/devops-best-practices-testing:
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   discovered_at: '2026-06-18T00:37:55.896311+02:00'
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@@ -608666,7 +609466,7 @@ https://stackoverflow.com/questions/52337851/how-to-define-buildconfig-object-wi
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@@ -608699,7 +609499,7 @@ https://resources.axway.com:
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@@ -608732,7 +609532,7 @@ https://blog.axway.com/learning-center/apis/basics/full-lifecycle-api-management
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@@ -608765,7 +609565,7 @@ https://justinpolidori.com/posts/20220116_sign_images_with_cosign_and_verify_wit
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@@ -608798,7 +609598,7 @@ https://www.puppet.com:
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   discovered_at: '2026-06-18T00:38:44.485214+02:00'
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@@ -608831,7 +609631,7 @@ https://portworx.com/blog/implementing-data-security-on-red-hat-openshift:
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@@ -608864,7 +609664,7 @@ https://www.tigera.io/project-calico:
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@@ -608897,7 +609697,7 @@ https://labs.iximiuz.com/tutorials/docker-run-vs-attach-vs-exec:
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@@ -608932,7 +609732,7 @@ https://www.docker.com:
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@@ -608965,7 +609765,7 @@ https://www.docker.com/blog:
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@@ -608999,7 +609799,7 @@ https://www.docker.com/blog:
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@@ -609032,7 +609832,7 @@ https://mergify.com:
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   discovered_at: '2026-06-18T00:39:10.213624+02:00'
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@@ -609065,7 +609865,7 @@ https://www.cncf.io/blog/2021/03/23/quick-application-deployments-on-microk8s-us
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@@ -609098,7 +609898,7 @@ https://hackandslash.blog/how-to-create-custom-helm-charts:
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@@ -609131,7 +609931,7 @@ https://dzone.com/articles/microservices-anti-patterns:
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@@ -609164,7 +609964,7 @@ https://www.blazemeter.com/blog:
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   discovered_at: '2026-06-18T00:39:52.083894+02:00'
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@@ -609197,7 +609997,7 @@ https://portworx.com/products/portworx-backup:
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   discovered_at: '2026-06-18T00:40:03.454614+02:00'
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@@ -609229,7 +610029,7 @@ https://portworx.com/blog/how-to-backup-and-restore-elasticsearch-on-kubernetes:
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@@ -609262,7 +610062,7 @@ https://eevans.co/blog/deconstructing-kubernetes-networking/index.html:
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@@ -609294,7 +610094,7 @@ https://www.apptio.com/blog/kubernetes-kops/?src=kc-blog:
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@@ -609326,7 +610126,7 @@ https://www.tigera.io/blog/advertising-kubernetes-service-ips-with-calico-and-bg
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@@ -609358,7 +610158,7 @@ https://www.cncf.io/online-programs/deploying-kubernetes-to-bare-metal-using-clu
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@@ -609391,7 +610191,7 @@ https://www.itwonderlab.com/ansible-kubernetes-vagrant-tutorial:
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@@ -609424,7 +610224,7 @@ https://www.doit.com/blog:
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@@ -609457,7 +610257,7 @@ https://enclaver.io/docs/0.x/getting-started:
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@@ -609490,7 +610290,7 @@ https://blog.axway.com/learning-center/apis/api-management/whats-ipaas:
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@@ -609523,7 +610323,7 @@ https://dzone.com/articles/event-driven-microservices-1:
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@@ -609556,7 +610356,7 @@ https://sciencelogic.com/platform/skylar-advisor:
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@@ -609588,7 +610388,7 @@ https://portworx.com/blog/run-ha-elasticsearch-elk-red-hat-openshift:
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@@ -609622,7 +610422,7 @@ https://www.blazemeter.com/blog/open-source-load-testing-tools:
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@@ -609656,7 +610456,7 @@ https://www.blazemeter.com/blog/continuous-integration-jenkins:
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@@ -609691,7 +610491,7 @@ https://portworx.com/blog/kubernetes-backup-monitoring:
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@@ -609725,7 +610525,7 @@ https://stackoverflow.com/questions/8087184/installing-python-3-on-rhel:
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+  last_checked: 1781736143
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:23.618474+02:00'
   last_ai_eval: null
@@ -609759,7 +610559,7 @@ https://nubenetes.com/azure:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736153.998566
+  last_checked: 1781736153
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:33.998566+02:00'
   last_ai_eval: null
@@ -609794,7 +610594,7 @@ https://justinpolidori.com/posts/20220611_vcluster_auth:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736154.113958
+  last_checked: 1781736154
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.113958+02:00'
   last_ai_eval: null
@@ -609829,7 +610629,7 @@ https://www.apptio.com/blog/rancher-vs-kubernetes/?src=kc-blog:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736154.651639
+  last_checked: 1781736154
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.651639+02:00'
   last_ai_eval: null
@@ -609863,7 +610663,7 @@ https://www.rancher.academy:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736154.799739
+  last_checked: 1781736154
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:42:34.799739+02:00'
   last_ai_eval: null
@@ -609896,7 +610696,7 @@ https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736181.744722
+  last_checked: 1781736181
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:01.744722+02:00'
   last_ai_eval: null
@@ -609929,7 +610729,7 @@ https://www.cncf.io/training/certification/software-conformance:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736190.780914
+  last_checked: 1781736190
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:10.780914+02:00'
   last_ai_eval: null
@@ -609962,7 +610762,7 @@ https://www.tigera.io/blog/using-kubernetes-to-orchestrate-vms:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736191.335933
+  last_checked: 1781736191
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:11.335933+02:00'
   last_ai_eval: null
@@ -609997,7 +610797,7 @@ https://storageclass.info/drivers:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736200.848778
+  last_checked: 1781736200
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:20.848778+02:00'
   last_ai_eval: null
@@ -610030,7 +610830,7 @@ https://www.apptio.com/topics/kubernetes/labels/?src=kc-blog:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736211.630787
+  last_checked: 1781736211
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:31.630787+02:00'
   last_ai_eval: null
@@ -610065,7 +610865,7 @@ https://www.cncf.io/training/certification/ckad:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736221.414426
+  last_checked: 1781736221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.414426+02:00'
   last_ai_eval: null
@@ -610098,7 +610898,7 @@ https://www.apptio.com/topics/kubernetes/aks-cost/?src=kc-blog:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736221.909629
+  last_checked: 1781736221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.909629+02:00'
   last_ai_eval: null
@@ -610133,7 +610933,7 @@ https://www.apptio.com/products/kubecost/?src=kc-com:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736221.912108
+  last_checked: 1781736221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.912108+02:00'
   last_ai_eval: null
@@ -610166,7 +610966,7 @@ https://www.apptio.com/topics/kubernetes/node-affinity/?src=kc-blog:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736221.912699
+  last_checked: 1781736221
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:41.912699+02:00'
   last_ai_eval: null
@@ -610201,7 +611001,7 @@ https://www.apptio.com/blog-devops/?src=kc-blog:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736222.131324
+  last_checked: 1781736222
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:42.131324+02:00'
   last_ai_eval: null
@@ -610234,7 +611034,7 @@ https://portworx.com/blog/automating-kubernetes-data-management-with-gitops-auto
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736235.537627
+  last_checked: 1781736235
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.537627+02:00'
   last_ai_eval: null
@@ -610269,7 +611069,7 @@ https://www.puppet.com/resources/state-of-devops-report:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736235.85888
+  last_checked: 1781736235
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:43:55.858880+02:00'
   last_ai_eval: null
@@ -610304,7 +611104,7 @@ https://vadimkravcenko.com/shorts/promotion-based-development:
   addition_method: manual
   content_hash: null
   health_score: null
-  last_checked: 1781736244.748004
+  last_checked: 1781736244
   needs_ai_refresh: false
   discovered_at: '2026-06-18T00:44:04.748004+02:00'
   last_ai_eval: null
@@ -610401,7 +611201,7 @@ https://cursor.com:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.0213578
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021358+02:00'
   last_ai_eval: null
@@ -610436,7 +611236,7 @@ https://antigravity.google:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.0213625
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021363+02:00'
   last_ai_eval: null
@@ -610471,7 +611271,7 @@ https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.0213647
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021365+02:00'
   last_ai_eval: null
@@ -610506,7 +611306,7 @@ https://githubnext.com/projects/copilot-workspace:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.021367
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021367+02:00'
   last_ai_eval: null
@@ -610540,7 +611340,7 @@ https://learn.microsoft.com/en-us/visualstudio/ide/copilot-agent-mode:
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.0213695
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021369+02:00'
   last_ai_eval: null
@@ -610575,7 +611375,7 @@ https://github.blog/enterprise-software/ci-cd/continuous-delivery-github-actions
   addition_method: manual
   content_hash: N/A
   health_score: 100.0
-  last_checked: 1781788171.0213716
+  last_checked: 1781788171
   needs_ai_refresh: false
   discovered_at: '2026-06-18T15:09:31.021372+02:00'
   last_ai_eval: null
diff --git a/data/news_digest.json b/data/news_digest.json
index fd105aa6..c3b993fd 100644
--- a/data/news_digest.json
+++ b/data/news_digest.json
@@ -6480,6 +6480,6 @@
         "method": "gemini"
       }
     },
-    "last_updated": "2026-06-19T15:30:36.058695+02:00"
+    "last_updated": "2026-06-19T15:47:46.556704+02:00"
   }
 }
\ No newline at end of file
diff --git a/v2-docs/feed.xml b/v2-docs/feed.xml
index 5044d002..f282ba22 100644
--- a/v2-docs/feed.xml
+++ b/v2-docs/feed.xml
@@ -5,7 +5,7 @@
     https://nubenetes.com/
     AI-curated top picks from the Cloud Native & Kubernetes ecosystem
     en
-    Fri, 19 Jun 2026 13:30:36 -0000
+    Fri, 19 Jun 2026 13:47:46 -0000
     
     
       Kubecost 🌟

From cc9e7ae220568d6efb87c5390fc56c2e35e30609 Mon Sep 17 00:00:00 2001
From: Nubenetes Bot 
Date: Fri, 19 Jun 2026 15:48:56 +0200
Subject: [PATCH 2/4] chore: normalize existing gh_pushed 'N/A' -> null in
 inventory (281 rows)

Completes the v2.9.4 source fix by cleaning the existing data. last_checked
is already INTEGER (applied by a pipeline run after v2.9.6), so this diff is
limited to the 281 gh_pushed values. Deterministic / CI-reproducible.

Co-Authored-By: Claude Opus 4.8 
---
 data/inventory.sql  | 562 ++++++++++++++++++++++----------------------
 data/inventory.yaml | 562 ++++++++++++++++++++++----------------------
 2 files changed, 562 insertions(+), 562 deletions(-)

diff --git a/data/inventory.sql b/data/inventory.sql
index 121dac8c..ee1cb85f 100644
--- a/data/inventory.sql
+++ b/data/inventory.sql
@@ -2407,7 +2407,7 @@ INSERT INTO "resources" VALUES('https://clarusway.com/top-21-devops-tools','clar
 INSERT INTO "resources" VALUES('https://claude101.com','Claude 101: Free Guides to Master Claude','','2025',0,'A curated reference hub containing structured tutorials, system prompting templates, and context optimization strategies for leveraging Anthropic''s Claude models. Focuses on maximizing the quality of complex reasoning pipelines and architectural code reviews.','English','Tutorial','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "AI-Assisted Development", "LLM Prompting"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["ai.md", "chatgpt.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://clavinjune.dev/en/blogs/working-with-remote-docker-using-docker-context','==clavinjune.dev: Working With Remote Docker Using Docker Context==','','N/A',0,'A curated technical resource and architectural guide covering ==clavinjune.dev: Working With Remote Docker Using Docker Context== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'online','manual','N/A',100.0,1781735938,0,'2026-06-18T00:38:58.569895+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/docker.md"]','["docker.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://cleancloud-k8s.com/2022/01/19/handling-multiline-logging-with-loki-and-fluent-bit-on-kubernetes','cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes','','N/A',0,'A curated technical resource and architectural guide covering cleancloud-k8s.com: Handling Multiline Logs with Loki and Fluent Bit on'' Kubernetes in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031882,0,'2026-05-17T17:31:22.687204+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/grafana.md"]','["grafana.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://cli.github.com','GitHub CLI','','2020',0,'Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers.','Go','Tool','Intermediate',0,'online','manual','97fe666b13adeb0dd0b8d23364254c05168d0f113fab2d05644e3278defc9c07',100.0,1779033078,1,'2026-05-17T17:51:18.909234+02:00',NULL,NULL,NULL,'["Developer Platforms", "CLI Utilities", "GitHub CLI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://cli.github.com','GitHub CLI','','2020',0,'Official command-line utility (gh) designed to orchestrate GitHub platform resources directly from local terminal shells. Enables developers to query, create, and manage PRs, repository assets, workflows, and issue trackers.','Go','Tool','Intermediate',0,'online','manual','97fe666b13adeb0dd0b8d23364254c05168d0f113fab2d05644e3278defc9c07',100.0,1779033078,1,'2026-05-17T17:51:18.909234+02:00',NULL,NULL,NULL,'["Developer Platforms", "CLI Utilities", "GitHub CLI"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://click.palletsprojects.com','Click 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','a3a7956f6cbeebd3430bda1dc775475abef06df992f9c485324f37efb2355caf',100.0,1779029969,0,'2026-05-17T16:59:29.676960+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://click.palletsprojects.com/en/stable','Click 🌟','','2026',5,'Python''s premier command-line interface creation kit, designed to make writing composable CLI tools quick and fun with minimal boilerplate. Leverages Python decorators to declare options, arguments, and validation logic, offering a highly structured runtime environment with native support for nested commands and automated help page generation.','Python','Framework','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Python Development", "Command-Line Utilities"]','["[DE FACTO STANDARD]"]','[]','["python.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://clickhouse.com','clickhouse.com','','2026',0,'Main documentation site for ClickHouse, the high-performance columnar relational database engine optimized for massive real-time analytical queries (OLAP). Highlights vectorized execution paths and extreme compression.','C++','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Databases", "OLAP", "ClickHouse"]','["[COMMUNITY-TOOL]"]','[]','["databases.md"]','{}','{}');
@@ -4269,17 +4269,17 @@ INSERT INTO "resources" VALUES('https://docs.fluxcd.io','docs.fluxcd.io','','N/A
 INSERT INTO "resources" VALUES('https://docs.fluxcd.io/en/1.22.2','docs.fluxcd.io','','2021',0,'Archived reference documentation for the legacy Flux v1 orchestrator. Left online purely as historical reference; teams must use modern Flux v2 systems for controller architectures and security controls.','None','Documentation','Medium',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Deployment", "Flux Ecosystem"]','["[LEGACY]"]','[]','["flux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.garden.io','garden.io: cloud native devops platform','','2021',0,'Architectural specifications for the Garden orchestration tool. Details graph configurations, Helm-based packaging models, pipeline test automation patterns, and enterprise testing setups inside remote clusters.','English','Documentation','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Kubernetes Developer Experience", "Graph-Based Dev & Test", "Garden Documentation"]','["[COMMUNITY-TOOL]"]','[]','["pulumi.md", "kubernetes-based-devel.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://docs.getenroute.io','getenroute.io: Drive API Security At Kubernetes Ingress Using Helm And Envoy 🌟','','2022',3,'Enroute is a lightweight, Envoy-driven API gateway and Ingress Controller designed to secure microservices at the cluster boundary. Highlights integration with Helm and declarative custom resource configurations. Live Grounding indicates that while Envoy is standard, Enroute provides an accessible alternative for teams seeking simple, security-first ingress controls.','Go','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking & Security", "Kubernetes Networking", "Ingress & Traffic"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-networking.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://docs.github.com/en','guides.github.com: Markdown Cheat Sheet 2','','2026',4,'The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.','N/A','Guide','Beginner',0,'online','manual','41801d82adbb8ae3955e7dc98be3bb04510adf56883875f3219fc5d3f8480d2e',100.0,1779130494,1,'2026-05-18T20:54:54.971341+02:00',NULL,NULL,NULL,'["Software Engineering", "Documentation", "Markup Languages"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md", "docs/git.md", "docs/mkdocs.md"]','["mkdocs.md", "cheatsheets.md", "git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://docs.github.com/en/actions/how-tos/write-workflows','docs.github.com: Learn GitHub Actions','','2026',0,'The official documentation hub for constructing GitHub Actions pipelines. It outlines syntax conventions for workflows, custom runner setup, enterprise secrets isolation, matrix compilation strategies, and native target routing configurations.','English','Documentation','Medium',0,'online','manual','681a7064ed6db75b597b2ecb55d9ed84a73528ee6e670d60bc4480089bec2635',100.0,1781735992,1,'2026-06-18T00:39:52.207818+02:00',NULL,NULL,NULL,'["Software Delivery", "GitHub Ecosystem", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:22.779313+02:00"}');
+INSERT INTO "resources" VALUES('https://docs.github.com/en','guides.github.com: Markdown Cheat Sheet 2','','2026',4,'The authoritative reference guide for GitHub Flavored Markdown (GFM). Essential for managing documentation structures, creating rich README files, formatting issue trackers, and building interactive templates within the developer workflow.','N/A','Guide','Beginner',0,'online','manual','41801d82adbb8ae3955e7dc98be3bb04510adf56883875f3219fc5d3f8480d2e',100.0,1779130494,1,'2026-05-18T20:54:54.971341+02:00',NULL,NULL,NULL,'["Software Engineering", "Documentation", "Markup Languages"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md", "docs/git.md", "docs/mkdocs.md"]','["mkdocs.md", "cheatsheets.md", "git.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://docs.github.com/en/actions/how-tos/write-workflows','docs.github.com: Learn GitHub Actions','','2026',0,'The official documentation hub for constructing GitHub Actions pipelines. It outlines syntax conventions for workflows, custom runner setup, enterprise secrets isolation, matrix compilation strategies, and native target routing configurations.','English','Documentation','Medium',0,'online','manual','681a7064ed6db75b597b2ecb55d9ed84a73528ee6e670d60bc4480089bec2635',100.0,1781735992,1,'2026-06-18T00:39:52.207818+02:00',NULL,NULL,NULL,'["Software Delivery", "GitHub Ecosystem", "GitHub Actions"]','["[COMMUNITY-TOOL]"]','["docs/jenkins-alternatives.md"]','["jenkins-alternatives.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:22.779313+02:00"}');
 INSERT INTO "resources" VALUES('https://docs.github.com/en/actions/learn-github-actions','docs.github.com: Learn GitHub Actions','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e35c79778e9adc96d7942e26586c0b44b59a25020030e1e930e539d5cd6eee1b',100.0,1779033942,0,'2026-05-17T18:05:42.524897+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins-alternatives.md"]','[]','{}','{"duplicate_of": "https://docs.github.com/en/actions/how-tos/write-workflows", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:23.407899+02:00"}');
-INSERT INTO "resources" VALUES('https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port','docs.github.com: Using SSH over the HTTPS port 🌟','','2021',0,'Official reference troubleshooting protocol explaining SSH transport over HTTPS port 443. Synthesizes custom configuration profiles to bypass restrictive firewalls and proxy devices that block standard port 22 traffic.','Shell','Documentation','Advanced',0,'online','manual','65319432e5f6585e28243a67a743d469dfae3760cd66bd2427270cb7f72056d7',100.0,1781735950,1,'2026-06-18T00:39:10.460367+02:00',NULL,NULL,NULL,'["Developer Platform", "Infrastructure", "Network Security"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:24.034563+02:00"}');
+INSERT INTO "resources" VALUES('https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the-https-port','docs.github.com: Using SSH over the HTTPS port 🌟','','2021',0,'Official reference troubleshooting protocol explaining SSH transport over HTTPS port 443. Synthesizes custom configuration profiles to bypass restrictive firewalls and proxy devices that block standard port 22 traffic.','Shell','Documentation','Advanced',0,'online','manual','65319432e5f6585e28243a67a743d469dfae3760cd66bd2427270cb7f72056d7',100.0,1781735950,1,'2026-06-18T00:39:10.460367+02:00',NULL,NULL,NULL,'["Developer Platform", "Infrastructure", "Network Security"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T13:32:24.034563+02:00"}');
 INSERT INTO "resources" VALUES('https://docs.github.com/en/copilot/concepts/agents/copilot-cli/about-remote-control','Remote Control of GitHub Copilot CLI Sessions','Learn how to monitor, steer, and approve agentic workflows in running GitHub Copilot CLI sessions remotely from GitHub.com or GitHub Mobile.','2026',4,'Curator Insight: Extending local CLI execution to mobile and web endpoints enables seamless steering of long-running development agents.
 
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@@ -4863,7 +4863,7 @@ INSERT INTO "resources" VALUES('https://editor.networkpolicy.io','editor.cilium.
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@@ -5317,34 +5317,34 @@ INSERT INTO "resources" VALUES('https://getseabird.github.io','getseabird.github
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@@ -5545,7 +5545,7 @@ INSERT INTO "resources" VALUES('https://github.com/Azure/terraform-azurerm-aks',
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@@ -5563,8 +5563,8 @@ INSERT INTO "resources" VALUES('https://github.com/ContainerSSH/ContainerSSH','=
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@@ -5603,7 +5603,7 @@ INSERT INTO "resources" VALUES('https://github.com/GhostWriters/DockSTARTer','Do
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@@ -5694,7 +5694,7 @@ INSERT INTO "resources" VALUES('https://github.com/OctopusDeploy/go-octopusdeplo
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@@ -5742,7 +5742,7 @@ INSERT INTO "resources" VALUES('https://github.com/Skarlso/crd-to-sample-yaml','
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@@ -5774,9 +5774,9 @@ INSERT INTO "resources" VALUES('https://github.com/aalmiray/q-cli','aalmiray/q-c
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@@ -5787,7 +5787,7 @@ INSERT INTO "resources" VALUES('https://github.com/adam-p/markdown-here/wiki/Mar
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@@ -5797,15 +5797,15 @@ INSERT INTO "resources" VALUES('https://github.com/ahmetb/kubectl-foreach','gith
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@@ -5816,24 +5816,24 @@ INSERT INTO "resources" VALUES('https://github.com/aliesbelik/awesome-jmeter','A
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@@ -5845,7 +5845,7 @@ INSERT INTO "resources" VALUES('https://github.com/apache/dolphinscheduler','apa
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 INSERT INTO "resources" VALUES('https://github.com/app-sre/qontract-server','qontract','','2023',5,'An enterprise configuration server that leverages GraphQL to manage infrastructure states and reconcile multi-tenant declarations. Developed as part of App-SRE tooling, it facilitates continuous delivery by organizing configuration data. It continues to see specialized internal usage for large platform configurations.','Python','Service','High',1,'online','manual','a6bdddf51fc8fb9dba86f4e89b89beabbe6b3d2d40df356d8953d42a6b537a21',100.0,1779034229,1,'2026-06-11T14:12:06Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "State Reconciliation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T14:12:06Z", "gh_stars": 16, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T14:36:04.207338+02:00"}');
@@ -5854,7 +5854,7 @@ INSERT INTO "resources" VALUES('https://github.com/appvia/cosign-keyless-admissi
 INSERT INTO "resources" VALUES('https://github.com/appvia/kev','Kev','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1df9e14bf0c7979328a89088b86ae8da55bf99130f93d2df25cac4f902b9bd64',100.0,1779033020,0,'2026-05-17T17:50:20.021828+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T14:36:06.306293+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/aquasecurity/cloudsec-icons','aquasecurity/cloudsec-icons','','2021',1,'An open-source library of dedicated cybersecurity and DevSecOps icons created by Aqua Security. Empowers application security professionals to visually document threat boundaries, firewall parameters, and container compliance elements in systems architecture graphs.','None','Asset Pack','Beginner',0,'online','manual','d4917cbf5866a117245e65c3717323e6cbeab8a5bf0c58a6c41f599cceaa3fea',100.0,1781735900,1,'2026-06-18T00:38:20.813049+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Design Assets", "Security"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T14:36:08.529390+02:00"}');
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@@ -5876,17 +5876,17 @@ INSERT INTO "resources" VALUES('https://github.com/arminc/k8s-platform-lcm','k8s
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-INSERT INTO "resources" VALUES('https://github.com/arun-gupta/docker-jenkins-pipeline','github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline','','2018',0,'Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. It serves as a historical and practical reference for building containerized Java workloads using declarative pipelines.','Java','Repository','Intermediate',1,'online','manual','850f58fedd04dc18d048d11e49b9b071128fdfd5e72db40e2d38139deff04889',100.0,1781735910,1,'2026-06-18T00:38:30.992251+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Docker Containerization"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:36.185946+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/arun-gupta/docker-jenkins-pipeline','github.com/arun-gupta/docker-jenkins-pipeline: Docker + Java + Jenkins Pipeline','','2018',0,'Curator Insight structures this repository around running Docker-integrated Java application compilation inside Jenkins Pipelines. Live Grounding shows that mounting the Docker socket inside Jenkins agents remains a common albeit security-sensitive approach. It serves as a historical and practical reference for building containerized Java workloads using declarative pipelines.','Java','Repository','Intermediate',1,'online','manual','850f58fedd04dc18d048d11e49b9b071128fdfd5e72db40e2d38139deff04889',100.0,1781735910,1,'2026-06-18T00:38:30.992251+02:00',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Docker Containerization"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:36.185946+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/asim/go-micro','go-micro','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','4480b6aeafbe7b209f8e12f66ba1c0fd250f07d5f8ff5d5e19aa614a730ba7ff',100.0,1779031085,0,'2026-05-17T17:18:05.392262+02:00',NULL,NULL,NULL,'[]','[]','["docs/golang.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:25:37.553245+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/askmeegs/learn-istio','github.com/askmeegs/learn-istio 🌟','','2020',0,'An educational repository featuring early-day tutorials and configurations for learning Istio concepts. Currently archived/unmaintained, functioning primarily as a legacy resource.','Shell','Repository','Beginner',1,'online','manual','40dd02ee18cdb30f4966d3166cf46c09c5993471a4ace77ce29c75addfb27121',100.0,1781735971,1,'2026-06-18T00:39:31.298661+02:00',NULL,NULL,NULL,'["Service Mesh", "Training", "Education"]','["[LEGACY]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:38.283305+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/askmeegs/learn-istio','github.com/askmeegs/learn-istio 🌟','','2020',0,'An educational repository featuring early-day tutorials and configurations for learning Istio concepts. Currently archived/unmaintained, functioning primarily as a legacy resource.','Shell','Repository','Beginner',1,'online','manual','40dd02ee18cdb30f4966d3166cf46c09c5993471a4ace77ce29c75addfb27121',100.0,1781735971,1,'2026-06-18T00:39:31.298661+02:00',NULL,NULL,NULL,'["Service Mesh", "Training", "Education"]','["[LEGACY]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:25:38.283305+02:00"}');
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-INSERT INTO "resources" VALUES('https://github.com/atinfo/awesome-test-automation','Awesome Test Automation','','2026',5,'An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.','N/A','Repository','Intermediate',0,'online','manual','122c77eeac0f609a07457f5415a2e09524d356674ed39f58d08a783a9cabde68',100.0,1781736123,1,'2026-06-18T00:42:03.142216+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Test Automation Repositories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/qa.md"]','["architectural-foundations.md", "other-awesome-lists.md", "qa.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 104, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:41.801837+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/atinfo/awesome-test-automation','Awesome Test Automation','','2026',5,'An extensive curated directory compiling top-tier testing tools, frameworks, and continuous validation resources. Features directories for end-to-end web tests, load injection suites, API contract testers, and mobile automation libraries.','N/A','Repository','Intermediate',0,'online','manual','122c77eeac0f609a07457f5415a2e09524d356674ed39f58d08a783a9cabde68',100.0,1781736123,1,'2026-06-18T00:42:03.142216+02:00',NULL,NULL,NULL,'["Software Engineering", "Testing", "Test Automation Repositories"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/qa.md"]','["architectural-foundations.md", "other-awesome-lists.md", "qa.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 104, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:25:41.801837+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/auchenberg/volkswagen','auchenberg/volkswagen','','2016',5,'A satirical utility that detects if a test suite is running inside a CI pipeline and automatically forces a green/passing status. A humorous warning on metrics tampering.','JavaScript','Tool','Beginner',0,'online','manual','93b447d3c580cbc91864737ac4c76580b4f07569783000abe2a687b53a4393b4',100.0,1779032243,1,'2026-02-27T07:23:49Z',NULL,NULL,NULL,'["Software Engineering", "Testing", "Satire"]','["[DE FACTO STANDARD]"]','["docs/qa.md"]','["qa.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-27T07:23:49Z", "gh_stars": 15447, "gh_open_issues_30d": 23, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:25:43.297493+02:00"}');
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@@ -5897,15 +5897,15 @@ INSERT INTO "resources" VALUES('https://github.com/awesome-devops/awesome-ansibl
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@@ -5933,7 +5933,7 @@ INSERT INTO "resources" VALUES('https://github.com/aws/eks-charts','==github.com
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@@ -5954,7 +5954,7 @@ INSERT INTO "resources" VALUES('https://github.com/aylei/kubectl-debug','kubectl
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 INSERT INTO "resources" VALUES('https://github.com/azure/mission-critical-online','github.com/azure/mission-critical-online: Welcome to Azure Mission-Critical'' Online Reference Implementation','','2026',5,'An industry-grade reference template demonstrating design strategies for mission-critical cloud applications on Azure. Implements active-active patterns, automated failover, and zero-downtime updates.','Bicep','Repository','Advanced',1,'online','manual','abd53ddd93a178e6126ca682e7336d02bbc0908b6b83723503709b118ed243dc',100.0,1779033501,1,'2025-01-14T14:51:10Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Azure", "High Availability Architectures"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-01-14T14:51:10Z", "gh_stars": 401, "gh_open_issues_30d": 44, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:32.216722+02:00"}');
@@ -5973,9 +5973,9 @@ INSERT INTO "resources" VALUES('https://github.com/benc-uk/kubeview','KubeView 
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-INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1781735876,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:43.650488+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bit-cloner/ecrcp','ecrcp','','2020',0,'A lightweight utility designed to copy Docker images directly between different Amazon ECR registries without requiring local download-and-reupload bandwidth. Useful for cross-account deployments and regional migration tasks in complex enterprise AWS landing zones.','Go','Tool','Intermediate',0,'online','manual','7e2b0d2b0ff78890b32eab285b671fa3ba55196ec1919a0385b17e36a8784944',100.0,1781735876,1,'2026-06-18T00:37:56.184876+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Container Registries"]','["[COMMUNITY-TOOL]"]','["docs/aws-containers.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "aws-containers.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:43.650488+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/bitnami/kubecfg','kubecfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','bb3d5954a600ef594c5c6906e8dd1523194c3c9b1259bd7c4aaf6dde5fc87f53',100.0,1779030874,0,'2026-05-17T17:14:34.465106+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:46.398051+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/blendle/kubecrt','Kubecrt','','2021',1,'An archived, early-stage conversion utility built to convert Helm charts into raw Kubernetes manifests. This project has been fully superseded by standard native capabilities like ''helm template'' and is preserved solely as a historical reference of early declarative rendering strategies.','Go','CLI Tool','Beginner',0,'online','manual','a6c1de2a92799dde3536bdcc8a5926eaebfdcdd420f822b2c126cf487d276efa',100.0,1779033072,1,'2023-03-07T02:59:09Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "ISC", "gh_pushed": "2023-03-07T02:59:09Z", "gh_stars": 113, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:47.112557+02:00"}');
@@ -5984,8 +5984,8 @@ INSERT INTO "resources" VALUES('https://github.com/bloomberg/memray','github.com
 INSERT INTO "resources" VALUES('https://github.com/bluefrg/bitbucket-auto-merge','BitBucket Auto Merge','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','2536b6d8b2279bd5db3fd12b921818904b1e4467b3feddc8d7fcc2bafa1693f9',100.0,1779031401,0,'2026-05-17T17:23:21.855193+02:00',NULL,NULL,NULL,'[]','[]','["docs/git.md"]','[]','{}','{"duplicate_of": "https://github.com/mikefrank-ca/bitbucket-auto-merge", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:49.222068+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/bluxmit/alnoda-workspaces','github.com/bluxmit: Kubespray Workspace','','2024',5,'A containerized development sandbox and workspace designed to streamline the execution of Kubespray and Ansible playbooks, ensuring dependency insulation and tool consistency across local machine environments.','Docker/Shell','Repository','Intermediate',0,'online','manual','5afb0973ee4b9b75f27e799ba2e4c8cf97fc81f5dfd4e3396c9192984278d69a',100.0,1779030363,1,'2023-07-30T07:49:59Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Development Environments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2023-07-30T07:49:59Z", "gh_stars": 1361, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:49.929170+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/bmaynard/kubevol','Kubevol 🌟','','2018',1,'A historical command-line utility for copying and transferring data between Kubernetes Persistent Volume Claims (PVCs). It is now considered legacy as native CSI snapshot capabilities and robust migration utilities have become standard.','Python','CLI Tool','Simple',0,'online','manual','6a7da73d86c4ed1ad1af29324d3711a520570bfdfdf6524f822389ea5fd37dd2',100.0,1779033162,1,'2023-02-06T23:46:43Z',NULL,NULL,NULL,'["Storage", "Volume Management", "Data Migration"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-02-06T23:46:43Z", "gh_stars": 18, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:50.687369+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1781736221,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:51.379501+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-crash-course','bmuschko/ckad-crash-course: Certified Kubernetes Application Developer (CKAD)'' Crash Course','','2021',5,'A repository housing comprehensive code examples, study guides, and hands-on exercises complementing Benjamin Muschko''s CKAD Crash Course. It focuses on application design, deployment configurations, security contexts, and troubleshooting methodologies essential to the Linux Foundation blueprint.','Shell','Reference','Intermediate',0,'online','manual','036f2eff18d8bcecd44deb08c1c2cac124913756765535397a7eca244f0a5334',100.0,1781736221,1,'2026-06-18T00:43:41.597742+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:51.379501+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bmuschko/ckad-prep','bmuschko/ckad-prep','','2021',5,'An alternative preparation repository designed by Benjamin Muschko, offering structured sample solutions, resource manifests, and command-line blueprints to ace the CKAD exam. It isolates complex concepts like readiness/liveness probes, service definition, and rolling updates into easy-to-digest exercises.','YAML','Reference','Intermediate',0,'online','manual','a15629426df06a5e46361d07a2d7f517676aded3640b46ec2478916bfb3b7d7a',100.0,1781736221,1,'2026-06-18T00:43:41.669955+02:00',NULL,NULL,NULL,'["Training", "Certification", "CKAD"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:26:52.065538+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/borchero/meerkat','Meerkat','','2023',5,'A dynamic networking operator designed to update and map external DNS routes. It reads internal networking resource allocations to dynamically register up-to-date hostname directories.','Go','Operator','Medium',0,'online','manual','da6037ae1fc02f0d734024ace407f92ad38ab9bb7c01686b260d10d32e54a420',100.0,1779030559,1,'2020-12-31T13:19:58Z',NULL,NULL,NULL,'["Networking", "DNS", "Service Discovery", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-12-31T13:19:58Z", "gh_stars": 38, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:54.243601+02:00"}');
@@ -5996,11 +5996,11 @@ INSERT INTO "resources" VALUES('https://github.com/box/kube-exec-controller','bo
 INSERT INTO "resources" VALUES('https://github.com/box/kube-iptables-tailer','github.com/box/kube-iptables-tailer','','2026',3,'Kube-iptables-tailer is a specialized controller that parses system-level kernel iptables packet drop logs and maps them directly to active Kubernetes Pods. By resolving low-level packet drops to recognizable workload names, it simplifies network policy auditing and connectivity troubleshooting. This utility is ideal for platform teams managing strict, multi-layer networking environments.','Go','Network Controller','Advanced',0,'online','manual','c354ad86a39a806991da9793087a82af802fc0958dab8bdaccc520690099c0c0',100.0,1779031808,1,'2024-08-12T08:40:33Z',NULL,NULL,NULL,'["Networking", "iptables Analysis", "Troubleshooting"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-12T08:40:33Z", "gh_stars": 549, "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:26:57.889598+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/bpftrace/bpftrace','bpftrace','','2018',5,'A high-level tracing language and diagnostic toolkit built on top of the Linux eBPF subsystem. It allows system engineers to dynamically probe kernel modules, trace memory allocations, and analyze latency. Live Grounding shows that bpftrace is a core diagnostic pillar in production engineering.','C++','Tool','Advanced',0,'online','manual','37f422e9795c080231318d3d71659a3fbac0d01be532fe49ebe9bf563141ef75',100.0,1779130494,1,'2026-06-13T15:56:16Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Observability", "Kernel Tracing"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T15:56:16Z", "gh_stars": 10160, "gh_open_issues_30d": 248, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:26:58.625742+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-exercises','bregman-arie/devops-exercises 🌟','','2026',5,'A massive curated repository containing thousands of questions, answers, and hands-on exercises covering Linux, Jenkins, Docker, Kubernetes, Ansible, Terraform, AWS, and system design. (Live Grounding: With over 82k stars, it stands in 2026 as the preeminent resource for preparing systems engineers and validating platform architecture skills).','Python/YAML','Reference Guide','Intermediate',1,'online','manual','74f02f679be571f5cbde19766052dcc39fdac290a01354dc045033912e6304c1',100.0,1779032104,1,'2025-12-27T14:22:30Z',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Interview Preparation", "Reference Guides"]','["[DE FACTO STANDARD]", "[GUIDE]"]','["docs/demos.md", "docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md", "demos.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-12-27T14:22:30Z", "gh_stars": 82758, "is_special": true, "gh_open_issues_30d": 47, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:26:59.331951+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'duplicate','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "duplicate_of": "https://github.com/bregman-arie/devops-exercises", "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:00.023324+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bregman-arie/devops-resources','==bregman-arie/devops-resources== 🌟','','2026',0,'A massive collection of operational guides, cheat sheets, books, and courses covering Kubernetes ecosystems, continuous delivery pipelines, configuration engines, and cloud design.','Markdown','Awesome List','Intermediate',0,'duplicate','manual','9ff97eac6df2ac9efd2f8276a5c9580d0a37f227613f7113e5741f45e51d52ea',100.0,1781736123,1,'2026-06-18T00:42:03.109890+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "DevOps & SRE Engineering", "Educational Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true, "duplicate_of": "https://github.com/bregman-arie/devops-exercises", "gh_open_issues_30d": 28, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:00.023324+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/brennerm/uptimerobot-operator','uptimerobot-operator','','2023',5,'Synchronizes current routing profiles with the UptimeRobot API. It dynamically configures exterior synthetic latency testing targets as new ingresses scale up or out.','Go','Operator','Medium',0,'online','manual','019ed7ba4756bb460e0fb2c270bbffd3c8e917906e4007d7d6397ce57c2e01fe',100.0,1779033051,1,'2023-11-14T16:27:12Z',NULL,NULL,NULL,'["Observability", "Monitoring", "External Integration", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-11-14T16:27:12Z", "gh_stars": 60, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:00.736744+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/checkov','Checkov 🌟','','2026',5,'Checkov is a static code analysis tool for Infrastructure as Code (IaC) that scans Kubernetes manifests, Helm charts, Terraform, and cloud-provider templates for misconfigurations and security risks, acting as a critical CI/CD gatekeeper.','Python','Security Scanner','Intermediate',0,'online','manual','98f69842258ecb7f450daae2e657279f373b3e71ba9dbd34c8a40e24dcdd02df',100.0,1779032177,1,'2026-06-11T23:29:10Z',NULL,NULL,NULL,'["Security & Identity", "Compliance & Auditing", "Static Code Analysis"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T23:29:10Z", "gh_stars": 8790, "gh_open_issues_30d": 138, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:02.196053+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1781735960,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:02.960092+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/bridgecrewio/helm-scanner','helm-scanner','','2023',0,'A lightweight template vulnerability scanner that evaluates Helm manifests for potential security drift, secrets leaks, and misconfigurations prior to deployment. Often integrated early in pipeline testing stages.','Go','CLI Tool','Intermediate',0,'online','manual','e886ce99a0b1d192eacdce6179a4ba3c5be951efe0cab97126043fb783af6220',100.0,1781735960,1,'2026-06-18T00:39:20.993193+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Security & Auditing"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:02.960092+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/buger/jsonparser','buger/jsonparser','','2025',5,'An ultra-performant, zero-allocation Go JSON parser that bypasses reflection and standard serialization libraries. Reaches nested values directly from byte slices, outperforming standard library structures by up to 10x in high-throughput data pipelines.','Go','Library','High',0,'online','manual','2244dce6b7f1cfbc9b2734caf6103dc227e547204b25653449b2e67beeb4102a',100.0,1779029243,1,'2026-05-03T11:10:14Z',NULL,NULL,NULL,'["Data Architecture", "JSON & YAML Serialization", "Performance & Parsing"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-03T11:10:14Z", "gh_stars": 5629, "is_special": true, "gh_open_issues_30d": 68, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:04.385290+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/burrsutter/9stepsawesome','github: burrsutter/9stepsawesome','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','2dda5a7dbd683b5f7987a254ac47d2b08755f0af73d93fcdb0c36f10ad6f571d',100.0,1779032793,1,'2026-05-17T17:46:33.514004+02:00',NULL,NULL,NULL,'[]','[]','["docs/openshift.md"]','[]','{}','{"gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:05.104562+02:00"}');
@@ -6011,8 +6011,8 @@ INSERT INTO "resources" VALUES('https://github.com/caldito/soup','caldito/soup',
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 INSERT INTO "resources" VALUES('https://github.com/carlosedp/cluster-monitoring','Cluster Monitoring stack for ARM / X86-64 platforms','','2025',5,'A specialized telemetry suite crafted for physical, edge, and multi-architecture Kubernetes clusters running on ARM or x86 systems. Extends modern operators to resource-constrained environments.','Jsonnet','Repository','Advanced',1,'online','manual','a3d3a6a736de50fc3b1505948aadfbaea2fb00071f2911992a29bf71cf186969',100.0,1779032950,1,'2025-08-22T22:59:09Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Kubernetes", "Multi-Arch Telemetry"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/prometheus.md"]','["kubernetes-tools.md", "prometheus.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-08-22T22:59:09Z", "gh_stars": 754, "gh_open_issues_30d": 4, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:09.432997+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/carlosedp/lbconfig-operator','github.com/carlosedp/lbconfig-operator: External Load Balancer Operator'' 🌟','','2023',1,'Operator that dynamically provisions and configures external hardware/software load balancers (such as F5 BIG-IP or HAProxy) based on Kubernetes ingress or service resource updates.','Go','Repository','Advanced',0,'online','manual','0cb420e6987d09ec35c12f2e9945f9ff24a337a8f85a78f5f8277b71b8086b83',100.0,1779029569,1,'2026-03-01T22:30:31Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-01T22:30:31Z", "gh_stars": 63, "gh_open_issues_30d": 12, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:10.146150+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1781736046,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:10.873571+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1781736026,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:11.592056+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosonunez/k8s-harness','k8s-harness 🌟','','2018',0,'A legacy testing framework designed to rapidly provision and tear down ephemeral Kubernetes development harnesses. While useful in early CI, modern virtual cluster setups like vcluster or Kind provide much higher speed and fidelity.','Ruby','Testing Framework','Simple',0,'online','manual','43219a1713ceb71f2d79b4e51ebdee330214d0682945f5bb7378f8347b210c49',100.0,1781736046,1,'2026-06-18T00:40:46.805986+02:00',NULL,NULL,NULL,'["Application Lifecycle", "Testing & Verification", "Local Harnesses"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:10.873571+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/carlosonunez/kubernetes-the-hard-way-on-azure','Kubernetes the Hard Way: Azure Edition','','2021',0,'A localized adaptation of ''Kubernetes the Hard Way'' targeting Azure cloud services. Focuses on manual creation of Virtual Networks (VNets), Network Security Groups (NSGs), Azure load balancers, and systemd service profiles to build a transparent control plane.','Markdown','Repository','Advanced',0,'duplicate','manual','1ae1465f5fd177aebc32e70d65e9efac02258fce8fd7f6572830dc76e371a71f',100.0,1781736026,1,'2026-06-18T00:40:26.492038+02:00',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Azure"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "duplicate_of": "https://github.com/prabhatsharma/kubernetes-the-hard-way-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:11.592056+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/cavaliercoder/vpc-free','github.com/cavaliercoder/vpc-free','','2024',5,'A specialized tool designed to scan AWS VPC configurations and identify unused IP subnets and available address spaces. It simplifies subnet planning and CIDR allocation by visually exposing gaps in current IP management matrices. Essential for large enterprises implementing zero-trust network segmentations or multi-region Transit Gateway routing.','Go','Repository','Intermediate',0,'online','manual','6642a03abac705fe10c8ad93cebb687fa4f56c9e9f888f675c97c706d4bff7ac',100.0,1779030538,1,'2019-06-26T00:24:45Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-06-26T00:24:45Z", "gh_stars": 59, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:12.317158+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/cdk8s-team/cdk8s','cdk8s','','2026',5,'The GitHub repository containing the core source code for CDK8s. It allows developers to model Kubernetes resources as structured code in TypeScript, Python, Java, or Go. It features full support for custom-generated CRDs, letting platform teams build clean, reusable configuration libraries.','TypeScript','Tool','Intermediate',0,'online','manual','4e4e6aa8ff97716ee088cd364fca4f83a29ce3f6ce9958ffd8b73eae54db2a2b',100.0,1779030249,1,'2026-06-13T10:24:27Z',NULL,NULL,NULL,'["Configuration", "CDK & DSLs", "CDK8s"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T10:24:27Z", "gh_stars": 4823, "gh_open_issues_30d": 73, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.035907+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ceph/ceph','Ceph: A Distributed Object, Block, and File Storage Platform','','2026',5,'An enterprise-grade, highly scalable distributed storage ecosystem providing object, block, and file system storage on a single unified cluster. Widely adopted as the primary storage layer backing cloud platforms and Kubernetes orchestration (Rook-Ceph).','C++','Infrastructure','Advanced',0,'online','manual','5fccdfde04b9481e08f59d6cf81834cadee87cc848f31d62c280766005d71925',100.0,1779032091,1,'2026-06-13T22:54:53Z',NULL,NULL,NULL,'["Cloud Infrastructure & Orchestration", "Storage & Databases", "Distributed Block Storage"]','["[DE FACTO STANDARD]"]','["docs/aws-storage.md", "docs/cloud-asset-inventory.md", "docs/kubernetes-storage.md"]','["aws-storage.md", "cloud-asset-inventory.md", "kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T22:54:53Z", "gh_stars": 16707, "gh_open_issues_30d": 1193, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:13.749026+02:00"}');
@@ -6022,9 +6022,9 @@ INSERT INTO "resources" VALUES('https://github.com/cert-manager/policy-approver'
 INSERT INTO "resources" VALUES('https://github.com/chaos-mesh/chaos-mesh','Chaos Mesh','','2025',5,'A robust, CNCF-incubating chaos engineering platform designed for cloud-native ecosystems. Orchestrates extensive failure injections—spanning network partitions, node failures, system call manipulations, and JVM faults—allowing developers to systematically evaluate Kubernetes stability under load.','Go','SaaS Platform / Orchestrator','Advanced',1,'online','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1779029884,1,'2026-06-12T09:21:53Z',NULL,NULL,NULL,'["Resilience", "Chaos Engineering", "Enterprise Platforms"]','["[DE FACTO STANDARD]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T09:21:53Z", "gh_stars": 7747, "gh_open_issues_30d": 552, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:16.545786+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/charlax/professional-programming','github.com/charlax/professional-programming: A collection of full-stack'' resources for programmers 🌟','','2026',5,'A world-class resource collection addressing the operational, psychological, and architectural aspects of professional software engineering. Spans topics from system design and API robustness to career planning and team mechanics. An essential reading reference for engineering leads and staff architects.','N/A','Repository','Intermediate',0,'online','manual','f254cf680e5e80c3e9c6b39c4ed3c5cf84643f79de26334daab3f270700bb54c',100.0,1779032232,1,'2026-06-08T00:03:16Z',NULL,NULL,NULL,'["Developer Tools", "Methodology", "Resources"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-08T00:03:16Z", "gh_stars": 51109, "is_special": true, "gh_open_issues_30d": 3, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:17.984307+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/che-samples','github.com/che-samples','','2024',0,'Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.','YAML','Repository','Intermediate',0,'online','manual','61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350',100.0,1779029487,1,'2026-05-17T16:51:27.394237+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Eclipse Che", "Cloud IDE Templates"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/che-samples','github.com/che-samples','','2024',0,'Official template repository containing devfile configurations and cloud-native project workspace definitions for Eclipse Che. Accelerates development setup by declaring containers, tools, and runtimes as code.','YAML','Repository','Intermediate',0,'online','manual','61d5115f86c523012e35f4fe3b9fd1b3fd5b2a607c286dbc62152f7b9e638350',100.0,1779029487,1,'2026-05-17T16:51:27.394237+02:00',NULL,NULL,NULL,'["DevSecOps & IDEs", "Eclipse Che", "Cloud IDE Templates"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/chen-keinan/mesh-kridik','chen-keinan/mesh-kridik','','2021',1,'A security auditing and compliance verification tool for cloud-native Service Meshes, validating configurations against strict benchmark rulesets. It supports meshes like Istio, Linkerd, and Consul.','Go','Security Tool','High',1,'online','manual',NULL,NULL,1779388598,0,'2024-12-09T16:56:32Z',NULL,NULL,NULL,'["Security", "Service Mesh Security", "Audit Tools"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-09T16:56:32Z", "gh_stars": 27, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:18.679511+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1781735921,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:19.401314+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/chenjd/terraform-101','==https://github.com/chenjd/terraform-101== 🌟','','2021',0,'A highly practical beginner-level code index focusing on Terraform basics, state management, module syntax, and provider declarations for deploying cloud infrastructure safely.','HCL','Repository','Beginner',0,'online','manual','125f6c2be505c4d1e2cb2932a9f8bec5e1e02cee514f6c61eb8c31bdefc0a857',100.0,1781735921,1,'2026-06-18T00:38:41.282199+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Terraform Ecosystem", "Fundamental Syntaxes"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:19.401314+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-count','github.com/chenjiandongx/kubectl-count','','2023',0,'A fast and minimal kubectl plugin designed to return resource counts grouped by namespace or specific kinds. It targets fast CLI inspections, though modern system administrators frequently replace it with k9s configurations or basic custom scripting.','Go','CLI Plugin','Beginner',0,'online','manual','01617c6a4198156e3ce2bb0ec9551eedf2c5993e7e7c2353355563c2340b99a8',100.0,1779029475,1,'2022-08-02T06:39:24Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Resource Auditing"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-02T06:39:24Z", "gh_stars": 39, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.107136+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/chenjiandongx/kubectl-images','kubectl-images','','2023',5,'A CLI plugin designed to scan, inventory, and display the exact container images actively deployed inside a cluster namespace. Essential for identifying outdated registry links and resolving missing image version tags.','Go','CLI Plugin','Beginner',0,'online','manual','13e98236ba3c418d71801ffe86340015965970737745a3ec9f6478e2aac5fd64',100.0,1779031844,1,'2026-03-19T03:56:28Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Image Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-19T03:56:28Z", "gh_stars": 277, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:20.816055+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/chmouel/kss','KSS - Kubernetes pod status on steroid','','2023',5,'A CLI utility designed to enhance pod status visibility, extracting high-fidelity information from Kubernetes clusters in real-time. It visualizes container terminations, restarts, and readiness probes with rich colors and status indicators, addressing the visual limitations of native `kubectl get pods`.','Rust','CLI Tool','Intermediate',0,'online','manual','c2896a9e8114fec52c2449b0bcaa1ade652c55a80699d08f20de4fc16b6228ac',100.0,1779030350,1,'2026-01-31T17:46:22Z',NULL,NULL,NULL,'["Observability", "CLI Utilities", "Pod Status"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-31T17:46:22Z", "gh_stars": 43, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:21.506151+02:00"}');
@@ -6037,7 +6037,7 @@ INSERT INTO "resources" VALUES('https://github.com/cicdops/awesome-ciandcd','Awe
 INSERT INTO "resources" VALUES('https://github.com/cilium/tetragon','Tetragon (Cilium)','','2022',5,'An eBPF-powered security observability and runtime enforcement platform. It monitors and blocks system events at the kernel level, providing granular process execution, network activity, and file system audit streams with zero container overhead.','Go','platform','Advanced',1,'online','manual','68c450ba0fe25e40514df915223a5935099e45961a55a65fa4f4551626c2b41d',100.0,1779031109,1,'2026-06-14T09:06:49Z',NULL,NULL,NULL,'["Observability & Monitoring", "eBPF Runtime Enforcement", "Tetragon Platform"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:06:49Z", "gh_stars": 4749, "gh_open_issues_30d": 252, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:27:26.583956+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/cinhtau/sonatype-nexus-waffle','github.com/cinhtau/sonatype-nexus-waffle','','2018',5,'An archived community plugin targeting Windows Active Directory single sign-on (SSO) authentication within Sonatype Nexus. Live grounding confirms it is obsolete, unmaintained, and legacy. Useful primarily as vintage integration code, modern Nexus deployments utilize modern OIDC and LDAP endpoints.','Java','Repository','Advanced',0,'online','manual','c430ab3d6f9179affd62ed9be3ed0189f8b99d15e900eeb970e8a68664b314db',100.0,1779029613,1,'2019-05-17T19:12:19Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2019-05-17T19:12:19Z", "gh_stars": 6, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:27.342900+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/circa10a/terraform-provider-mailform','github.com/circa10a/terraform-provider-mailform','','2021',1,'A niche experimental Terraform provider for the Mailform SaaS API. Serves as a great programmatic example for developers seeking to build customized provider architectures using standard SDK specifications.','Go','Provider','Intermediate',0,'online','manual','179c6253105400bd3692883c5767318d8a344c169d207f1887df3eb388847fae',100.0,1779032157,1,'2025-11-12T03:06:44Z',NULL,NULL,NULL,'["Infrastructure as Code", "SaaS Integration", "Providers"]','["[EMERGING]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-11-12T03:06:44Z", "gh_stars": 14, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:28.053305+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1781735930,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:28.754797+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cisagov/log4j-scanner','==cisagov/log4j-scanner==','','2021',0,'CISA''s open-source scanning tool designed to verify Log4j vulnerabilities by executing safe, targeted callback requests. It is a highly reliable diagnostic utility for auditing external attack surfaces and ensuring regulatory compliance. The tool remains an essential resource for enterprise security audits.','Python','Tool','Intermediate',0,'online','manual','48b61235254336a836b0f1b1ccccb13bfe62a090c6f91c115c0112ac63e4bae1',100.0,1781735930,1,'2026-06-18T00:38:50.041245+02:00',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:27:28.754797+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr','chekr','','2022',1,'A lightweight utility designed to inspect Kubernetes configurations and validate them against upcoming resource deprecations and removals. By mapping API versions in manifest files to deprecation roadmaps, it prevents cluster upgrade disruptions. Active through 2026, it remains a useful command-line tool for pre-flight deployment audits.','Go','CLI Tool','Medium',0,'online','manual','7051b38f708de41e58bdb9317a2523365211292d7599f817c8c551fca5b23cc2',100.0,1779031126,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Deprecation Check"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:29.446848+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/chekr/issues/61','github.com issues: Generate Kyverno deprecation policies with chekr','','2022',1,'A specific technical issue and discussion detailing how to dynamically generate Kyverno deprecation policies using chekr. This represents an advanced integration pattern where declarative deprecation rules can be continuously generated and enforced at admission time. An invaluable resource in 2026 for automated platform upgrades.','Markdown','Documentation / Issue','Medium',0,'online','manual','64981e18ca235f20e325e03f8bd8e65477f0b0858a8a19b3df882c11da23659e',100.0,1779034500,1,'2023-09-16T06:23:32Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Kyverno Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-09-16T06:23:32Z", "gh_stars": 9, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.138805+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ckotzbauer/vulnerability-operator','ckotzbauer/vulnerability-operator','','2023',5,'Integrates scanning engines with active cluster runtimes, cross-referencing running container image tags against security databases to alert administrators to new vulnerabilities.','Go','Operator','Advanced',0,'online','manual','48b51a396e0e94d654e5e238dd08cc407cc44898fccfa028445cd33f29032737',100.0,1779032255,1,'2026-06-13T13:29:42Z',NULL,NULL,NULL,'["Security", "Vulnerability Management", "Scanning", "Operators"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T13:29:42Z", "gh_stars": 87, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:30.868902+02:00"}');
@@ -6063,9 +6063,9 @@ INSERT INTO "resources" VALUES('https://github.com/cloudogu/gitops-patterns','==
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-INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1781735876,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:47.448587+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudposse-terraform-components/aws-eks-argocd','AWS EKS Argo CD Terraform Component','','2023',4,'Enterprise-ready Terraform submodule designed to deploy, configure, and bootstrap Argo CD onto an existing AWS EKS cluster. Standardizes complex security configurations, integrates with IAM Roles for Service Accounts (IRSA), and provisions preconfigured Helm releases.','HCL','Repository','Advanced',0,'online','manual','a9cedc5f0da32caf8a3e3fb228149e1dd3f7ebdbe428bfdde20904a90b25f24e',100.0,1781735876,1,'2026-06-18T00:37:56.512896+02:00',NULL,NULL,NULL,'["Platform Engineering", "Infrastructure as Code", "Terraform & AWS", "EKS Modules"]','["[ENTERPRISE-STABLE]"]','["docs/argo.md", "docs/gitops.md", "docs/kubernetes-tools.md"]','["argo.md", "gitops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:27:47.448587+02:00"}');
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-INSERT INTO "resources" VALUES('https://github.com/cloudposse?q=terraform-','github.com/cloudposse?q=terraform-','','2025',5,'The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.','HCL','Repository','Intermediate',1,'online','manual','222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6',100.0,1779033806,1,'2026-05-17T18:03:26.740930+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Cloud Posse Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/cloudposse?q=terraform-','github.com/cloudposse?q=terraform-','','2025',5,'The premier repository suite of highly modular, enterprise-tested blueprints authored by Cloud Posse. These patterns are widely adopted for orchestrating complex AWS and Kubernetes infrastructure layers using declarative conventions.','HCL','Repository','Intermediate',1,'online','manual','222cf30de23f4494dc58700def560592c26ee19d8182496a9cec9e63d098a0f6',100.0,1779033806,1,'2026-05-17T18:03:26.740930+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Curation", "Cloud Posse Modules"]','["[DE FACTO STANDARD]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -6076,18 +6076,18 @@ INSERT INTO "resources" VALUES('https://github.com/cnrancher/autok3s','cnrancher
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-INSERT INTO "resources" VALUES('https://github.com/collections/learn-to-code','github.com/collections/learn-to-code 🌟','','2026',0,'An official curated GitHub collection designed to outline primary programming routes, fundamental data structures, and foundational algorithms. Helps novice and intermediate engineers rapidly build software development skills.','N/A','GitHub Collection','Beginner',0,'online','manual','88f419dec7275f96ab2855afcc2f49d1899b97dfae0ee30d0ce630bbff52ffe9',100.0,1781736122,1,'2026-06-18T00:42:02.876947+02:00',NULL,NULL,NULL,'["Software Engineering", "Education", "Foundations"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:27:59.661397+02:00"}');
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@@ -6102,7 +6102,7 @@ INSERT INTO "resources" VALUES('https://github.com/containrrr/watchtower','githu
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@@ -6141,7 +6141,7 @@ INSERT INTO "resources" VALUES('https://github.com/dahlbyk/posh-git','dahlbyk/po
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@@ -6149,7 +6149,7 @@ INSERT INTO "resources" VALUES('https://github.com/dastergon/awesome-sre','daste
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@@ -6172,19 +6172,19 @@ INSERT INTO "resources" VALUES('https://github.com/deepfence/YaraHunter','deepfe
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+INSERT INTO "resources" VALUES('https://github.com/developer-guy/falco-analyze-audit-log-from-k3s-cluster','Analyze Kubernetes Audit logs using Falco 🌟','','2021',0,'Demonstrates how to pipe Lightweight Kubernetes (K3s) API server audit logs directly into CNCF Falco. Perfect for resource-constrained edges and automated home lab deployments.','Go','tutorial','Advanced',1,'online','manual','16393e7d1f88846ec37060f0bf48d0b49b36711ef27d089a75d1f88955533a58',100.0,1781736026,1,'2026-06-18T00:40:26.491150+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Runtime Security", "Falco & K3s Audit Logging"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/kubernetes-security.md", "docs/kubernetes-tools.md"]','["kubernetes-security.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:40.732445+02:00"}');
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+INSERT INTO "resources" VALUES('https://github.com/devopshubproject/cka-lab','devopshubproject/cka-lab','','2021',1,'A hands-on, simulated environment tailored for candidates preparing for the Certified Kubernetes Administrator (CKA) exam. Offers structural lab setups to learn cluster operations, control plane maintenance, networking configuration, and active troubleshooting.','Shell','Repository','Intermediate',0,'online','manual','c7b01cc82556b549d6c702521022e5ec4a8530d5f5f20282d29579ee0ecf9b54',100.0,1781736191,1,'2026-06-18T00:43:11.236074+02:00',NULL,NULL,NULL,'["Education", "Certifications", "CKA Laboratory"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:43.097119+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/devopsspiral/KubeLibrary','KubeLibrary','','2019',5,'KubeLibrary is an open-source testing library that integrates the official Kubernetes Python Client with the Robot Framework. It enables platform and QA engineers to write human-readable end-to-end integration and sanity tests.','Python','Testing Library','Intermediate',0,'online','manual','9274859eadfaee8875bca134458b46de0dad967a6d9d09628782a2e554cd193f',100.0,1779034116,1,'2025-12-16T18:11:31Z',NULL,NULL,NULL,'["Platform Engineering", "Testing Frameworks", "Automation Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-16T18:11:31Z", "gh_stars": 145, "gh_open_issues_30d": 31, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:43:43.853185+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/devoriales/cheatsheets','github.com/devoriales/kubectl-cheatsheet','','2025',3,'An open-source, opinionated collection of kubectl commands curated specifically for critical production debugging. It prioritizes node-level maintenance commands, network troubleshooting steps, and secure pod execution syntaxes to minimize MTTR.','Markdown','Repository','Advanced',0,'online','manual','8758b579dc18e2fb23adc7ffc4ade46ee59f18fc3eb9e09a51e3c091937699ad',100.0,1781735889,1,'2026-06-18T00:38:09.960576+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Troubleshooting & Operations"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:44.593574+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/devoriales/cheatsheets','github.com/devoriales/kubectl-cheatsheet','','2025',3,'An open-source, opinionated collection of kubectl commands curated specifically for critical production debugging. It prioritizes node-level maintenance commands, network troubleshooting steps, and secure pod execution syntaxes to minimize MTTR.','Markdown','Repository','Advanced',0,'online','manual','8758b579dc18e2fb23adc7ffc4ade46ee59f18fc3eb9e09a51e3c091937699ad',100.0,1781735889,1,'2026-06-18T00:38:09.960576+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Troubleshooting & Operations"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:43:44.593574+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/devoriales/kubectl-cheatsheet','github.com/devoriales/kubectl-cheatsheet','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','b9c8c7ec7508a36fbd3cb21ab4cb04b70a44a06d8ed740da60958844b2c6d428',100.0,1779034313,0,'2026-05-17T18:11:53.999164+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{"duplicate_of": "https://github.com/devoriales/cheatsheets", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:45.277359+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/deweya/OpenShift-Jenkins-Lab','github.com/deweya/OpenShift-Jenkins-Lab','','2019',0,'Curator Insight identifies this repository as a sandbox lab configuration for teaching Jenkins deployment patterns inside OpenShift clusters. Live Grounding confirms it provides hands-on instructions for configuring webhooks and build triggers. It serves as a structural blueprint for configuring self-contained pipeline demonstrations.','Groovy','Repository','Intermediate',0,'online','manual','a1a6149ea18169115e3d1a713b872bf0b47d603a15163012dd36350c214dfa3d',100.0,1779032684,1,'2020-04-21T17:28:22Z',NULL,NULL,NULL,'["Cloud Native Platforms", "Red Hat OpenShift", "Jenkins Pipelines", "Lab Environments"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-04-21T17:28:22Z", "gh_stars": 0, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:46.816360+02:00"}');
@@ -6202,7 +6202,7 @@ INSERT INTO "resources" VALUES('https://github.com/dignajar/another-ldap','digna
 INSERT INTO "resources" VALUES('https://github.com/direktiv/direktiv','Direktiv','','2025',4,'Direktiv is an event-driven container-based workflow engine that runs natively on Kubernetes. It utilizes gRPC, Knative, and serverless containers to coordinate complex operational workflows, orchestrating microservices through a JSON/YAML-defined state machine. Direktiv is highly efficient for enterprise automation, security orchestrations, and CI/CD pipelines.','Go','Platform','High',1,'online','manual','41d4a63d8588901c6ca1596be8f8ff735e09e0242268bb1edd68b35b78986f49',100.0,1779029575,1,'2026-04-08T16:02:58Z',NULL,NULL,NULL,'["Serverless", "Workflow Orchestration", "Event-Driven"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-08T16:02:58Z", "gh_stars": 492, "gh_open_issues_30d": 45, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:43:56.055862+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/distribution/distribution','github.com/distribution/distribution','','2025',5,'The Distribution project (formerly Docker Registry) is the foundational codebase implementing the OCI Distribution Specification. It powers the backbone of enterprise image registries worldwide, coordinating reliable, high-performance container manifest storage, replication, and secure transport.','Go','Registry Service','Advanced',1,'online','manual','1433b8107ff9093146d4003092eb0244fe045b9f2020c1391b986c347fa69eb6',100.0,1779032756,1,'2026-06-07T16:20:23Z',NULL,NULL,NULL,'["Infrastructure", "Image Registry", "OCI Specification"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-07T16:20:23Z", "gh_stars": 10470, "gh_open_issues_30d": 501, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:43:57.589337+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/dj-wasabi/vagrant-kubernetes','dj-wasabi/vagrant-kubernetes','','2021',0,'A classic VM-based multi-node local cluster provisioning framework using Vagrant and Ansible. Retained as a historic architecture template for local VM orchestrations prior to lightweight container runtimes.','Ruby','Tool','Intermediate',0,'online','manual','19180cb774e53bac76f61021c2dc88ec1c2e0e755b9bfed40cfcb74ad2d5be5c',100.0,1781736012,1,'2026-06-18T00:40:12.444193+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Legacy VMs", "Vagrant Multi-Node"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:58.342633+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/dj-wasabi/vagrant-kubernetes','dj-wasabi/vagrant-kubernetes','','2021',0,'A classic VM-based multi-node local cluster provisioning framework using Vagrant and Ansible. Retained as a historic architecture template for local VM orchestrations prior to lightweight container runtimes.','Ruby','Tool','Intermediate',0,'online','manual','19180cb774e53bac76f61021c2dc88ec1c2e0e755b9bfed40cfcb74ad2d5be5c',100.0,1781736012,1,'2026-06-18T00:40:12.444193+02:00',NULL,NULL,NULL,'["Local Kubernetes Environments", "Legacy VMs", "Vagrant Multi-Node"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:43:58.342633+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/docker/build-push-action','**GitHub build-push-action**','','2026',5,'The industry standard GitHub Action for building and pushing container images. Supports Docker Buildx, multi-platform builds, cache importing/exporting configurations, and native OCI-compliant registry deployments.','TypeScript','Code Repository','Intermediate',1,'online','manual','296485ddce54359a1cbc8d77aa17454b63714a86d83e859c0af32391bc808086',100.0,1779030739,1,'2026-06-12T15:16:34Z',NULL,NULL,NULL,'["App Development", "CI/CD", "GitHub Actions"]','["[DE FACTO STANDARD]", "[ENTERPRISE-STABLE]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:16:34Z", "gh_stars": 5304, "gh_open_issues_30d": 33, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:43:59.898799+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/doitintl/clustercloner','Cluster Cloner 🌟','','2020',1,'A command-line utility used to replicate or clone the configuration of a GKE cluster into another GKE cluster. While useful during early GCP iterations, it has been superseded by structured GitOps methodologies and multi-cluster tools like Velero.','Go','Migration Utility','Intermediate',0,'online','manual','f18a1c564e64afa7cef27f74b6b506af188082a8fa7fbf9386fc4bb9b816e861',100.0,1779034373,1,'2023-02-14T16:12:11Z',NULL,NULL,NULL,'["Cluster Management", "Backup & Recovery", "State Replication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-14T16:12:11Z", "gh_stars": 33, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:00.671913+02:00"}');
@@ -6217,9 +6217,9 @@ INSERT INTO "resources" VALUES('https://github.com/dora-metrics/pelorus',NULL,NU
 INSERT INTO "resources" VALUES('https://github.com/dotdc/grafana-dashboards-kubernetes','==github.com/dotdc/grafana-dashboards-kubernetes== 🌟','','2024',5,'Production-grade, community-approved Kubernetes dashboards. Delivers deep, clean observability of APIServer, node memory, CPU scheduling, storage, and pod ingress configurations.','JSON','Repository','Advanced',1,'online','manual','ccdc4d34df5da8ab7fc0518bb7cdf5f03900f23bf612ae57f357bab7f33d4b2f',100.0,1779034510,1,'2026-04-02T20:48:41Z',NULL,NULL,NULL,'["Observability & Monitoring", "Kubernetes Deployment", "Core Infrastructure Dashboards"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-02T20:48:41Z", "gh_stars": 3599, "gh_open_issues_30d": 11, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:07.765407+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/dpeckett/pangolin','pangolin 🌟','','2022',5,'A dedicated routing utility designed to help configure dynamic upstream setups. Provides simple API configurations to coordinate external traffic profiles securely when mapping paths to backing container platforms.','Go','Application','Intermediate',1,'online','manual','fdc1061865be4ed3ebe6f9f07ef58754f59e355d413e2872175d870f918ea11c',100.0,1779031340,1,'2020-02-18T14:01:38Z',NULL,NULL,NULL,'["Networking", "Ingress & Edge", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-02-18T14:01:38Z", "gh_stars": 231, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:08.543612+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/dsa0x/sicher','dsa0x/sicher','','N/A',0,'Curator Insight showcases Sicher as a lightweight tool for managing environment variables and secrets securely within Go applications. Live Grounding indicates low community activity and lack of recent updates, which makes it less suitable for production compared to established secure runtimes.','English','Repository','Intermediate',0,'online','manual','d5b8ffdb309f87ab166dbe00581f6e0b69b6804a47210bb6e10f545f0e86ae3d',100.0,1779029609,1,'2023-08-03T20:11:09Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Go Libraries"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-08-03T20:11:09Z", "gh_stars": 31, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:09.290950+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/dsyer/kubernetes-intro','dyser/kubernetes-intro','','2021',3,'An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.','Java','Repository','Beginner',0,'online','manual','c375f22452b7e4338c6c95e1ab9b5da7fdbc5452d3716457e923333c578f8be7',100.0,1781735921,1,'2026-06-18T00:38:41.217243+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes", "Fundamentals"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:10.030453+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/dsyer/kubernetes-intro','dyser/kubernetes-intro','','2021',3,'An introductory educational repository containing configurations and setups for running basic Spring boot workloads in Kubernetes. Created by JVM leader Dave Syer, it provides minimal, clean manifests that demystify container networking and volumes. This repository remains a stable reference for those starting their cloud-native journey.','Java','Repository','Beginner',0,'online','manual','c375f22452b7e4338c6c95e1ab9b5da7fdbc5452d3716457e923333c578f8be7',100.0,1781735921,1,'2026-06-18T00:38:41.217243+02:00',NULL,NULL,NULL,'["Cloud Native Architecture", "Kubernetes", "Fundamentals"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/java_frameworks.md"]','["java_frameworks.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:10.030453+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/dty1er/kubecolor','kubecolor 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','9e62de16802aa23bb6817c9ab7f56a5b4091ad56abffeffb2584a92f0b237379',100.0,1779033640,0,'2026-05-17T18:00:40.660475+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/hidetatz/kubecolor", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:10.732505+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/dvob/k8s-s2s-auth','github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟','','2020',0,'Curator Insight: Demonstrates internal service-to-service auth patterns utilizing raw Service Account tokens. Live Grounding: The repository has seen no recent development and is considered legacy. It is superseded by modern ephemeral TokenRequest APIs and service mesh mTLS integrations.','Go','Code Repository','Intermediate',1,'online','manual','99a85e4eb79060a6987819f832258dcb876b8f77627ffe709e45884301b2b609',100.0,1781736036,1,'2026-06-18T00:40:36.770495+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication", "Legacy Tools"]','["[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:11.465893+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/dvob/k8s-s2s-auth','github.com/dvob/k8s-s2s-auth: Kubernetes Service Accounts 🌟','','2020',0,'Curator Insight: Demonstrates internal service-to-service auth patterns utilizing raw Service Account tokens. Live Grounding: The repository has seen no recent development and is considered legacy. It is superseded by modern ephemeral TokenRequest APIs and service mesh mTLS integrations.','Go','Code Repository','Intermediate',1,'online','manual','99a85e4eb79060a6987819f832258dcb876b8f77627ffe709e45884301b2b609',100.0,1781736036,1,'2026-06-18T00:40:36.770495+02:00',NULL,NULL,NULL,'["Security", "Identity & Access", "Authentication", "Legacy Tools"]','["[LEGACY]"]','["docs/kubernetes-security.md"]','["kubernetes-security.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:11.465893+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/e-minguez/openshift-yolo','openshift-yolo','','2020',2,'A lightweight community playbook designed to spin up fast, non-production OpenShift 4 clusters on local machines. Streamlines initialization steps by bypassing heavy production components.','Shell','Repository','Intermediate',0,'online','manual','da86de9f4a101a9421c34e6de59d23161540686c16bcf886476471aa0068506a',100.0,1779031759,1,'2021-07-16T12:38:45Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Infrastructure Operations", "Developer Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2021-07-16T12:38:45Z", "gh_stars": 8, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:12.236052+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/eXascaleInfolab/PyExPool','Python Multi-Process Execution Pool','','2019',2,'Curator Insight presents PyExPool as an execution tool addressing the high memory overheads associated with Python''s multiprocessing pools. Live Grounding demonstrates its efficiency in long-running pipelines where task queue persistence and custom process pooling prevent the continuous cost of worker spawns.','Python','Library','Advanced',0,'online','manual','5220be9e91b6d5c9a8e290926763d06a655b10a9ddb640b15411fa98c6ca4a35',100.0,1779130494,1,'2019-08-28T03:08:40Z',NULL,NULL,NULL,'["Software Engineering", "Concurrency", "Process Pools"]','["[COMMUNITY-TOOL]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2019-08-28T03:08:40Z", "gh_stars": 168, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:13.010177+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/eamodio/vscode-gitlens','GitLens interactive rebase','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8dc5077110b3c8be11f0ec7e001654ba5df664f829a3b7e6ec15c7eb9ae33f68',100.0,1779031625,0,'2026-05-17T17:27:05.338362+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://github.com/gitkraken/vscode-gitlens", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:13.709021+02:00"}');
@@ -6227,13 +6227,13 @@ INSERT INTO "resources" VALUES('https://github.com/ebosas/microservices','ebosas
 INSERT INTO "resources" VALUES('https://github.com/eclipse-jkube/jkube','GitHub: Eclipse JKube','','2020',4,'The active GitHub repository for Eclipse JKube, housing Maven/Gradle plugins, extensions, and core libraries. Live Grounding indicates robust ongoing community support, enabling local resource generation, deployment, and hot-swapping inside active clusters. The project is crucial for bridging the gap between standard Java compilation and Kubernetes runtimes.','Java','Repository','Intermediate',1,'online','manual','e2e6c329a9c9631ce5dcf6b048ce085e9bf81aaa9ea055d92a3924a28b88036e',100.0,1779130494,1,'2026-06-12T04:55:21Z',NULL,NULL,NULL,'["Cloud-Native Java", "Build Tools", "Eclipse JKube", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','["maven-gradle.md", "kubernetes-client-libraries.md", "openshift-pipelines.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2026-06-12T04:55:21Z", "gh_stars": 849, "gh_open_issues_30d": 158, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:15.259624+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/eclipse/jkube','Github: Eclipse Jkube','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','3609c41b04f12ea952d77722a788e33ce1d3058a5369a3b5cf2b854e01a45c56',100.0,1779031850,0,'2026-05-17T17:30:50.736063+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-client-libraries.md", "docs/maven-gradle.md", "docs/openshift-pipelines.md"]','[]','{}','{"duplicate_of": "https://github.com/eclipse-jkube/jkube", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:15.948918+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/edrevo/suspicious-pods','Suspicious pods 🌟','','2023',5,'A simple CLI troubleshooting tool that scans a cluster for pods displaying unusual behaviors, such as continuous container restarts, pending statuses, or missing configurations. Provides immediate developer feedback with descriptive error logs, speeding up triage.','Go','CLI Tool','Low',0,'online','manual','254ef920b7fa02954b59f7a329124ca0de1d29fdecbf9e3ed34eb93596e0e0fe',100.0,1779033259,1,'2023-02-04T02:15:02Z',NULL,NULL,NULL,'["Operations", "Cluster Diagnostics", "Pod Troubleshooting"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-04T02:15:02Z", "gh_stars": 96, "gh_open_issues_30d": 5, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:16.713593+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/education','education.github.com','','2026',4,'Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks.','None','Platform','Beginner',0,'online','manual','b8c3ebb0692d2c794302de646f83932d3d420186814990d6d79c8b788778479a',100.0,1779130494,1,'2026-05-18T20:54:54.974415+02:00',NULL,NULL,NULL,'["Developer Platforms", "Education", "GitHub Education"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/education','education.github.com','','2026',4,'Comprehensive educational portal serving industry-grade developer setups, cloud environments, and pipeline environments directly to students, teachers, and university networks.','None','Platform','Beginner',0,'online','manual','b8c3ebb0692d2c794302de646f83932d3d420186814990d6d79c8b788778479a',100.0,1779130494,1,'2026-05-18T20:54:54.974415+02:00',NULL,NULL,NULL,'["Developer Platforms", "Education", "GitHub Education"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/eezhee/eezhee','eezhee/eezhee','','2021',1,'An experimental CLI utility designed to simplify the provisioning of development Kubernetes clusters on various cloud providers like DigitalOcean and Linode. It aims to reduce cluster setup overhead to a single command. The repository has been quiet since 2022, serving as a historical artifact for lightweight provisioning scripts.','Go','CLI Tool','Medium',0,'online','manual','81726467819fb0cf5974eee828b7a0de5c6d73085266f296f13a547b2cf93a0e',100.0,1779030022,1,'2024-10-17T00:52:00Z',NULL,NULL,NULL,'["Development", "Local Cluster", "CLI Tool"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-17T00:52:00Z", "gh_stars": 10, "gh_open_issues_30d": 27, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:17.511522+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ekramasif/Basic-Machine-Learning','ekramasif/Basic-Machine-Learning','','2026',5,'A fundamental training repository compiling essential algorithms, scientific computing models, and conceptual guides for starting in Machine Learning. Focuses on classical statistical methods, regression math, and basic Python integrations. Provides a valuable baseline for engineering squads learning ML concepts.','Python','Repository','Beginner',0,'online','manual','8ef0c8d5c41b84b583e9778f28906f33d3ccfe1949b18c40e91355e4b60e2869',100.0,1779030035,1,'2026-03-02T07:15:31Z',NULL,NULL,NULL,'["AI & Machine Learning", "Training", "Fundamentals"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-02T07:15:31Z", "gh_stars": 80, "is_special": true, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:18.277316+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/ekramasif/Basic-Machine-Learning/blob/main/Extraa/PythonCheatSheet.ipynb','github.com/ekramasif: Basic Machine Learning - Python Cheatsheet','','2023',5,'An interactive Jupyter Notebook consolidating standard machine learning algorithms in Python. Details array configurations, basic Scikit-Learn validation tests, and pandas pipeline configurations.','Python','Interactive Notebook','Intermediate',0,'online','manual','3622706ae8c3bf0f9183cc557708df207287c5c4458ff625cb2a4ee6cae57fd6',100.0,1779032786,1,'2026-03-02T07:15:31Z',NULL,NULL,NULL,'["Data Science & ML", "Machine Learning", "Python Labs"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-03-02T07:15:31Z", "gh_stars": 80, "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:19.005873+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/eksctl-io/eksctl','eksctl: EKS installer','- [medium.com/@thapliyal705: Create Amazon EKS Cluster from scratch using eksctl](https://medium.com/@thapliyal705/create-amazon-eks-cluster-from-scratch-using-eksctl-67e0d0900245)','2024',4,'The official CLI orchestration tool for provisioning AWS EKS clusters. It compiles high-level YAML inputs into CloudFormation actions to automatically establish VPC, IAM, and worker nodes.','Go','Tool','Intermediate',0,'online','manual','cb3450a6dbedd59bd87eaf18c4c8122a661069bfd332648e29999e38ea0a4d0a',100.0,1779130495,1,'2026-06-11T06:34:46Z',NULL,NULL,NULL,'["Cloud Native", "AWS EKS", "Cluster Provisioning"]','["[ENTERPRISE-STABLE]"]','["docs/jenkins.md", "docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md", "jenkins.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-11T06:34:46Z", "gh_stars": 5203, "gh_open_issues_30d": 122, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:19.802875+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/elastic/apm-pipeline-library','Jenkins pipeline shared library for the project Elastic APM 🌟','','2021',5,'A Jenkins Pipeline Shared Library designed to standardize Elastic APM component deployments. While modern GitOps (e.g., ArgoCD) has largely replaced Jenkins for cloud-native delivery, this Groovy library remains highly valuable for organizations maintaining complex, legacy Jenkins-centric pipelines.','Groovy','Repository','Advanced',0,'online','manual','1321cbd3f0db075d6751a3e89fc3485fe9c46c1baec391d960ba858a42204233',100.0,1779032802,1,'2024-10-16T07:21:55Z',NULL,NULL,NULL,'["DevOps", "CI/CD", "Jenkins"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-16T07:21:55Z", "gh_stars": 11, "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:20.544578+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/eldada/kubernetes-scripts','Kubernetes Scripts','','2022',5,'A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl commands to perform batch operations and log extractions quickly. Though useful for rapid command-line navigation, production operations typically encapsulate these processes into structured operator patterns.','Shell','Software','Intermediate',0,'online','manual','7c020ec04d79ff411482a9e6129592ee06eae5b72e70a42194563cc91aab1db3',100.0,1781736221,1,'2026-06-18T00:43:41.899391+02:00',NULL,NULL,NULL,'["Automation", "Scripts", "Cluster Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:21.295601+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/eldada/kubernetes-scripts','Kubernetes Scripts','','2022',5,'A utility collection of bash and shell scripts designed to simplify day-to-day Kubernetes cluster administration, diagnostic queries, and resource debugging. These community-focused tools wrap kubectl commands to perform batch operations and log extractions quickly. Though useful for rapid command-line navigation, production operations typically encapsulate these processes into structured operator patterns.','Shell','Software','Intermediate',0,'online','manual','7c020ec04d79ff411482a9e6129592ee06eae5b72e70a42194563cc91aab1db3',100.0,1781736221,1,'2026-06-18T00:43:41.899391+02:00',NULL,NULL,NULL,'["Automation", "Scripts", "Cluster Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:21.295601+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/eldadru/ksniff','eldadru/ksniff 🌟','','2018',4,'A vital kubectl extension engineered to capture and inspect real-time TCP/IP network packets within pods. It uploads a static tcpdump binary on demand, routing traffic directly to Wireshark for analysis.','Go','Kubectl Plugin','Advanced',0,'online','manual','7fd397fcca2b042939a611e5d0ed5fa41c9326fe44ad94e0594130e1df1d24fd',100.0,1779029169,1,'2024-08-02T03:16:37Z',NULL,NULL,NULL,'["Observability & Performance", "Network Monitoring", "Packet Capture"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-02T03:16:37Z", "gh_stars": 3472, "gh_open_issues_30d": 68, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:44:22.126799+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/electrocucaracha/krd','krd','','2024',5,'The Kubernetes Reference Deployment (KRD) leverages Ansible playbooks and shell scripts to automate multi-node cluster provisioning with advanced network architectures, hardware acceleration (SR-IOV), nested VM hypervisors, and distributed storage engines.','Shell/Ansible','Repository','Advanced',0,'online','manual','eb630f99aa5f1738d8068b0c1784ae0c37345659c2ace4d7bbc0cc22defc3a4f',100.0,1779031528,1,'2026-06-12T02:44:50Z',NULL,NULL,NULL,'["Provisioning", "Ansible", "Advanced Infrastructure"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/kubernetes-tools.md"]','["kubernetes-on-premise.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T02:44:50Z", "gh_stars": 40, "gh_open_issues_30d": 6, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:22.907525+02:00"}');
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@@ -6241,10 +6241,10 @@ INSERT INTO "resources" VALUES('https://github.com/emberstack/kubernetes-reflect
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+INSERT INTO "resources" VALUES('https://github.com/eon01/kubernetes-workshop','github.com/eon01/kubernetes-workshop','','2021',0,'Hands-on introductory workshop materials covering fundamental Kubernetes concepts, including Pods, Services, Deployments, and ingress controller definitions. (Live Grounding: Solid reference for classroom-based learning or self-paced platform orchestration upskilling).','YAML','Code Repository','Beginner',0,'online','manual','3a7e8c2e36e86e957826ae6229aac87a568f7d269d6c1e60ed083da38fef35cf',100.0,1781735910,1,'2026-06-18T00:38:30.809933+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 9, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:27.493353+02:00"}');
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-INSERT INTO "resources" VALUES('https://github.com/erebe/personal-server','github.com/erebe/personal-server: Personal server configuration with k3s'' 🌟','','2022',1,'An infrastructure-as-code repository showcasing a highly efficient, custom home-lab or personal server automation template utilizing K3s and declarative configurations.','Nix','IaC','Advanced',0,'online','manual','95740772fb5f569c2b4cdd912c3000d11e43fb318be892bdb1ecae86103ce9ec',100.0,1781736154,1,'2026-06-18T00:42:34.414123+02:00',NULL,NULL,NULL,'["Edge & IoT", "Bare Metal", "Home Lab"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:29.854311+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/erebe/personal-server','github.com/erebe/personal-server: Personal server configuration with k3s'' 🌟','','2022',1,'An infrastructure-as-code repository showcasing a highly efficient, custom home-lab or personal server automation template utilizing K3s and declarative configurations.','Nix','IaC','Advanced',0,'online','manual','95740772fb5f569c2b4cdd912c3000d11e43fb318be892bdb1ecae86103ce9ec',100.0,1781736154,1,'2026-06-18T00:42:34.414123+02:00',NULL,NULL,NULL,'["Edge & IoT", "Bare Metal", "Home Lab"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:29.854311+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/ermetic/access-undenied-aws','ermetic/access-undenied-aws 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','7e1b6fb678b3d8926a7e292a58ac7de6de5af0d6ca679c4fc435c84989c399f4',100.0,1779029503,0,'2026-05-17T16:51:43.136205+02:00',NULL,NULL,NULL,'[]','[]','["docs/aws-tools-scripts.md"]','[]','{}','{"duplicate_of": "https://github.com/tenable/access-undenied-aws", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:31.314806+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/errordeveloper/kubegen','kubegen','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','b1b05cef9af77753118352ec057af622eabb71d47b232ddcbddb4e0300232ea4',100.0,1779030202,1,'2026-05-17T17:03:22.628938+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "NOASSERTION", "gh_open_issues_30d": 17, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:32.099335+02:00"}');
@@ -6257,8 +6257,8 @@ INSERT INTO "resources" VALUES('https://github.com/fabric8io/fabric8-pipeline-li
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 INSERT INTO "resources" VALUES('https://github.com/fairwindsops/nova','github: Nova 🌟','','2025',3,'A critical cluster auditing utility that proactively scans running environments for outdated, insecure, or orphaned Helm releases. It cross-references current cluster deployments against upstream registries to alert operators of crucial patch requirements.','Go','CLI Tool','Intermediate',0,'online','manual','12b7188b2bc5c2cbae0fbde0592ada6b5ae1fd89d927887f3354af0b4e8975bd',100.0,1779029821,1,'2026-05-04T14:29:29Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Auditing & Maintenance"]','["[COMMUNITY-TOOL]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-04T14:29:29Z", "gh_stars": 864, "gh_open_issues_30d": 15, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:38.795919+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/fatherlinux/ubi-micro','ubi-micro: RHEL tiny images to build containers 🌟','','2021',1,'An open-source repository dedicated to UBI-Micro, Red Hat''s smallest, zero-dependency base image layer designed for extreme attack surface minimization. It contains only essential package databases and relies on host-side tools like Buildah to inject necessary microservice binaries.','Shell','Software','Advanced',1,'online','manual','cde1a14802c89c245ee5d0ad664ab8701762b86792c9ecb3e847c64725c11d24',100.0,1781735900,1,'2026-06-18T00:38:20.703310+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Optimization", "Red Hat UBI"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:39.585609+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/features/codespaces','GitHub Codespaces','','2023',0,'GitHub Codespaces delivers cloud-hosted, highly configurable development environments running directly inside Visual Studio Code or browser instances. By leveraging declarative configuration (devcontainer.json), platform teams can eliminate the standard ''works on my machine'' problem and onboard developers in seconds. It represents a paradigm shift in software engineering productivity, replacing heavy local setups with scalable, secure cloud-native workstations.','English','Product','Intermediate',0,'online','manual','39c631146eca956cb401b444761a38ab79b78e66208100900e629ec6c5f9d521',100.0,1781735950,1,'2026-06-18T00:39:10.212705+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Cloud-Native IDEs", "Developer Environments"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md", "visual-studio.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:40.236484+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/fatherlinux/ubi-micro','ubi-micro: RHEL tiny images to build containers 🌟','','2021',1,'An open-source repository dedicated to UBI-Micro, Red Hat''s smallest, zero-dependency base image layer designed for extreme attack surface minimization. It contains only essential package databases and relies on host-side tools like Buildah to inject necessary microservice binaries.','Shell','Software','Advanced',1,'online','manual','cde1a14802c89c245ee5d0ad664ab8701762b86792c9ecb3e847c64725c11d24',100.0,1781735900,1,'2026-06-18T00:38:20.703310+02:00',NULL,NULL,NULL,'["Container Infrastructure", "Image Optimization", "Red Hat UBI"]','["[COMMUNITY-TOOL]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 2, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:39.585609+02:00"}');
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 INSERT INTO "resources" VALUES('https://github.com/features/preview/github-app','GitHub Copilot Agent-Driven Desktop Client Technical Preview','Join the waitlist for the GitHub Copilot desktop app, a native experience built for issue pickup, parallel agent orchestration, and automated code review.','2026',4,'Curator Insight: Elevating the AI assistant from an editor extension to a native desktop client shifts the paradigm towards fully agentic workflow orchestration.
 
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@@ -6266,7 +6266,7 @@ INSERT INTO "resources" VALUES('https://github.com/felipecruz91/debug-ctr','==fe
 INSERT INTO "resources" VALUES('https://github.com/feluelle/airflow-diagrams','feluelle/airflow-diagrams','','2023',3,'An open-source CLI utility designed to automatically generate high-quality diagrams representing Apache Airflow workflow dependencies. Accelerates data lineage documentation across pipeline iterations.','Python','CLI Tool','Intermediate',0,'online','manual','325518f84dba9815c0d6e616beb81bff4406184e25731ad045a49aa14e651e85',100.0,1779032969,1,'2026-06-08T17:59:10Z',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "Airflow"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:59:10Z", "gh_stars": 358, "gh_open_issues_30d": 8, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:42.512999+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/fepegar/vesseg','fepegar/vesseg','','2022',1,'A specialized neural segmentation repository targeting retinal vessel identification on ocular datasets. Built with PyTorch, it provides ready-to-run inference architectures, custom dataset preprocessors, and benchmarking tests tailored for ocular imaging.','Python','Repository','Intermediate',0,'online','manual','c9181c2b97aadfc544cd8e1cb22be2e64e84f975b31fbb6dba127778811d2fd0',100.0,1779032975,1,'2022-06-23T17:55:20Z',NULL,NULL,NULL,'["Machine Learning", "Medical Imaging", "Computer Vision"]','["[COMMUNITY-TOOL]"]','["docs/mlops.md"]','["mlops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-23T17:55:20Z", "gh_stars": 44, "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:43.271387+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/fidelity/kconnect','kconnect - The Kubernetes Connection Manager CLI','','2026',5,'An enterprise-ready connection manager used to secure and automate context discovery in cloud environments. It integrates CLI authentication directly with corporate directory providers (such as SAML, OIDC, AWS IAM, Azure AD), making it simple to manage multi-tenant access safely.','Go','Tool','Intermediate',0,'online','manual','32bcda8d7853e3f5334a94052cc88b9038c233c2a4aa92d3a911d41101a0b71d',100.0,1779034580,1,'2026-06-09T13:40:46Z',NULL,NULL,NULL,'["Security", "Access Management", "Identity Providers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T13:40:46Z", "gh_stars": 243, "gh_open_issues_30d": 39, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:44.056332+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/figaw/configuration-as-code-jenkins-k8s','Configuration as Code of Jenkins (for Kubernetes) 🌟🌟','','2020',0,'Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.','YAML','Repository','Advanced',0,'online','manual','e8e13b05d8a6391fb77b8d799c2fbfec62e0def84018cea6521398fafdb5d70b',100.0,1781735911,1,'2026-06-18T00:38:31.005184+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:44.812704+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/figaw/configuration-as-code-jenkins-k8s','Configuration as Code of Jenkins (for Kubernetes) 🌟🌟','','2020',0,'Curator Insight points to this resource for implementing Jenkins Configuration as Code on Kubernetes. Live Grounding shows that by mapping JCasC YAML onto Kubernetes ConfigMaps, administrators can fully decouple configuration state from ephemeral container lifecycles. This practice mitigates drift and enables rapid restoration in disaster recovery scenarios.','YAML','Repository','Advanced',0,'online','manual','e8e13b05d8a6391fb77b8d799c2fbfec62e0def84018cea6521398fafdb5d70b',100.0,1781735911,1,'2026-06-18T00:38:31.005184+02:00',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Kubernetes Native Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 1, "gh_open_prs_30d": 0, "gh_community_health": "low", "gh_activity_checked": "2026-06-19T15:44:44.812704+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins','Demo repository 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','680062af5400a0fa4dfba0102236c56394fcd7947a2242109c9fb4340e3c7fb6',100.0,1779032236,1,'2026-05-17T17:37:16.611480+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:45.577602+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/figaw/freestyle-to-pipeline-jenkins/blob/master/from-freestyle-jobs-to-pipeline-with-jobdsl.pdf','Slides 🌟🌟🌟','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','fc9fb41fc0b772b8a79ffb6996b8e4f548dc0c171f9dbdfc1981466e25b0e60d',100.0,1779031591,1,'2026-05-17T17:26:31.960302+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:44:46.337609+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/flannel-io/flannel','Flannel','- [Weave-net](https://www.weave.works/)','2026',5,'A highly stable, lightweight Layer 3 overlay CNI fabric designed specifically for simplified Kubernetes installations. It provisions a simple local agent on each cluster node to manage subnet allocations via etcd, supporting VXLAN and host-gw backends. While it lacks L7 traffic steering and NetworkPolicy parsing, its operational simplicity remains highly valuable for lightweight resource-constrained environments.','Go','Repository','Intermediate',0,'online','manual','eba99ae86b5bae9e55d3c3591114094a4e78609bbc34e79b4a9bb1aad50ef4ea',100.0,1779130495,1,'2026-06-08T08:34:34Z',NULL,NULL,NULL,'["Networking", "CNI", "Overlay Networks"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-networking.md"]','["kubernetes-networking.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T08:34:34Z", "gh_stars": 9475, "gh_open_issues_30d": 24, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:44:47.117513+02:00"}');
@@ -6291,7 +6291,7 @@ INSERT INTO "resources" VALUES('https://github.com/frectonz/sql-studio','SQL Stu
 INSERT INTO "resources" VALUES('https://github.com/freelensapp/freelens','FreeLens','','2024',4,'FreeLens is a lightweight, open-source alternative desktop client for managing Kubernetes clusters. It provides platform operators with real-time visual telemetry and container log streams, optimizing daily operational tasks without complex terminal overhead.','JavaScript','Desktop Application','Intermediate',0,'online','manual','d276cefc7d35cc51940e7419b703a9a7fce83deb3427ec1a89486e6da03ceb21',100.0,1779033072,1,'2026-06-13T21:55:17Z',NULL,NULL,NULL,'["Cluster Management", "GUI Tools", "Desktop Clients"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md", "docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "devel-sites.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T21:55:17Z", "gh_stars": 5146, "gh_open_issues_30d": 225, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:00.522065+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/fstab/cifs','fstab/cifs','','2016',2,'A legacy FlexVolume plugin built to mount remote CIFS/SMB storage shares directly into pods. Although superseded by modern CSI standards, it serves as a valuable historical reference for older storage configuration engines.','Go','FlexVolume Plugin','Intermediate',0,'online','manual','dd7bd3ed45ca585e641d6c0013accb851509d60bbd58229ab13cb656f1fe41a9',100.0,1779030615,1,'2022-08-04T10:15:05Z',NULL,NULL,NULL,'["Storage & Data", "Legacy Storage", "CIFS/SMB Mounts"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-04T10:15:05Z", "gh_stars": 218, "gh_open_issues_30d": 13, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:45:01.263021+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/furiko-io/furiko','github.com/furiko-io/furiko','','2025',5,'Furiko is an advanced execution platform designed to host ad-hoc and cron jobs in complex production clusters. It expands upon native CronJob limitations by offering comprehensive concurrency controls, deep execution history archives, and parameterized triggers suited for high-throughput batch environments.','Go','Repository','Advanced',0,'online','manual','f67e9269f51d43150e6bdaaee14b29396f934bb39d7b6f75dcc26040a58aafc1',100.0,1779029878,1,'2025-02-13T13:57:36Z',NULL,NULL,NULL,'["Workload Management", "Job Scheduling", "Cron Engines"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-02-13T13:57:36Z", "gh_stars": 502, "gh_open_issues_30d": 19, "gh_open_prs_30d": 0, "gh_community_health": "healthy", "gh_activity_checked": "2026-06-19T15:45:02.015964+02:00"}');
-INSERT INTO "resources" VALUES('https://github.com/futurewei-cloud/arktos','Arktos','','2024',0,'An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.','Go','Control Plane','Advanced',0,'online','manual','0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade',100.0,1781736046,1,'2026-06-18T00:40:46.802520+02:00',NULL,NULL,NULL,'["Platform Engineering", "Custom Control Planes", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:45:02.863759+02:00"}');
+INSERT INTO "resources" VALUES('https://github.com/futurewei-cloud/arktos','Arktos','','2024',0,'An alternative, heavily modified Kubernetes runtime architecture optimized for massive multi-tenancy scales. Introduces partition-based controllers and native multi-tenant routing directly inside the API server context.','Go','Control Plane','Advanced',0,'online','manual','0b1491439fcc57271dd4c99fc6484111dbdcad7b6e5c55bcf13c381f3ae0eade',100.0,1781736046,1,'2026-06-18T00:40:46.802520+02:00',NULL,NULL,NULL,'["Platform Engineering", "Custom Control Planes", "Multi-Tenancy"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "gh_open_issues_30d": 0, "gh_open_prs_30d": 0, "gh_community_health": "dormant", "gh_activity_checked": "2026-06-19T15:45:02.863759+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/gardener/etcd-backup-restore','github.com/gardener/etcd-backup-restore','','2025',4,'Developed under the Gardener project, this agent automates snapshot generation, compression, and synchronization of multi-node ETCD clusters. Continuously writes transactional delta logs to private S3 endpoints.','Go','Tool','Advanced',1,'online','manual','d7e53637459bbdca137936836576f26a3d8ff7ad9fa1d18b9739560ce5af879e',100.0,1779030598,1,'2026-06-14T07:36:01Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "ETCD Administration"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:36:01Z", "gh_stars": 329, "gh_open_issues_30d": 67, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:03.614541+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/gardener/gardener','Gardener','','2026',4,'Gardener is an advanced open-source CNCF incubating platform designed to manage the lifecycle of thousands of Kubernetes clusters (called shoot clusters) across diverse cloud environments using the ''Kubernetes-on-Kubernetes'' pattern. It implements control planes as pods inside admin seeds, ensuring unified, scalable, and highly automated cloud-agnostic day-2 operations.','Go','Platform','High',0,'online','manual','b7f0a60e9aed7ab6d0afdc9c5e7e5e44d33801f213b81cda3df302e599ecf70b',100.0,1779029155,1,'2026-06-12T20:51:13Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Hyperscale Management"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:51:13Z", "gh_stars": 3394, "gh_open_issues_30d": 228, "gh_open_prs_30d": 0, "gh_community_health": "active", "gh_activity_checked": "2026-06-19T15:45:04.593516+02:00"}');
 INSERT INTO "resources" VALUES('https://github.com/gardener/terraformer','gardener/terraformer: Terraformer','','2026',2,'Terraformer acts as a Kubernetes-native orchestration engine that executes Terraform plans inside isolated Pods. It mitigates the need for external runner machines by converting infrastructure provisioning steps into native custom resource actions. Curator insights show its success inside the Gardener ecosystem, while live engineering validation confirms its critical role in multi-cloud infrastructure bootstrap operations.','Go','Operator','Advanced',0,'online','manual','4feb7d4dff0d978e9a48fe63e63b6f231ef56043a67d713b653d1073ba13c106',100.0,1779030230,1,'2026-06-09T14:30:05Z',NULL,NULL,NULL,'["Infrastructure", "Provisioning", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T14:30:05Z", "gh_stars": 145}');
@@ -6325,19 +6325,19 @@ INSERT INTO "resources" VALUES('https://github.com/github/hub','github/hub 🌟'
 INSERT INTO "resources" VALUES('https://github.com/github/roadmap','GitHub public roadmap 🌟','','2026',5,'Open-source repository compiling features and timelines across the GitHub product spectrum. Enables platform architects to plan internal upgrades matching upcoming core features.','Markdown','Repository','Beginner',0,'online','manual','3df3a08ca659e1b2ddf4eb812dc358c39a576f565facbb5044553cf4d28125c6',100.0,1779034208,1,'2024-10-15T17:31:37Z',NULL,NULL,NULL,'["Developer Platforms", "Product Strategy", "GitHub Roadmap"]','["[DE FACTO STANDARD]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-10-15T17:31:37Z", "gh_stars": 8766}');
 INSERT INTO "resources" VALUES('https://github.com/github/spec-kit','GitHub Spec Kit','Toolkit to help you get started with Spec-Driven Development (SDD) using AI.','2025',4,'GitHub Spec Kit is an open-source toolkit designed to formalize AI-assisted software engineering through Spec-Driven Development (SDD) [1.1.4]. It shifts the traditional software lifecycle by making technical specifications executable, directly generating working implementations via AI agents like GitHub Copilot, Claude Code, or Gemini. The toolkit organizes development into discrete phases, transforming high-level requirements into structured blueprints, technical plans, and manageable task definitions to reduce prompt iteration overhead.','English','Repository','Intermediate',0,'online','automatic','4de024c361339bcc8fb99b926d6f1beb76c2fa87eb92ee34f402417484763e09',NULL,1780352003,0,'2026-06-01T20:04:05Z',NULL,NULL,NULL,'["Artificial Intelligence", "AI Coding Agents", "Spec-Driven Development"]','["[EMERGING]", "[COMMUNITY-TOOL]"]','[]','[]','{}','{"category": "ai-agents-mcp", "gh_license": "MIT", "gh_pushed": "2026-06-01T20:04:05Z", "gh_stars": 107576, "reputation_status": "Vetted", "reputation_summary": "Widely praised by AI engineers as a structured and disciplined methodology for escaping the limits of raw prompt engineering, providing templates and CLI scripts to guide AI agents systematically.", "social_preview_url": "https://opengraph.githubassets.com/807cdd7d241e22dff14f616d078c92a80e56d2468c298fdde183319861aecdc2/github/spec-kit", "source_provenance": "X.com (nubenetes)", "suggested_new_category": "spec-driven-development"}');
 INSERT INTO "resources" VALUES('https://github.com/gitkraken/vscode-gitlens','GitLens interactive rebase','','2016',5,'Detailed documentation on GitLens'' visual interactive rebase tool, which translates raw CLI rebase structures into a drag-and-drop workspace UI within VS Code, significantly reducing risks when rewriting commit histories.','TypeScript','Extension','Intermediate',0,'online','manual','e89e808f4e2a1a244907443e3d923b40bba53c989aadd137e8c9d01c1f32047b',100.0,1779130494,1,'2026-06-13T10:03:33Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Git Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T10:03:33Z", "gh_stars": 9841}');
-INSERT INTO "resources" VALUES('https://github.com/gitops-working-group/gitops-working-group','GitOps Working Group 🌟','','2021',0,'CNCF-sponsored GitOps Working Group focusing on developing unified industry specifications. Establishes the core principles of GitOps (declarative state, version control, automated pull, active reconciliation) for tool development interoperability.','None','Repository','Advanced',0,'online','manual','9d9764e6cf92f70eccb5378965fcc8346d1d78f9debc8e4fda5788f611d575b3',100.0,1781736234,1,'2026-06-18T00:43:54.959606+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/gitops-working-group/gitops-working-group','GitOps Working Group 🌟','','2021',0,'CNCF-sponsored GitOps Working Group focusing on developing unified industry specifications. Establishes the core principles of GitOps (declarative state, version control, automated pull, active reconciliation) for tool development interoperability.','None','Repository','Advanced',0,'online','manual','9d9764e6cf92f70eccb5378965fcc8346d1d78f9debc8e4fda5788f611d575b3',100.0,1781736234,1,'2026-06-18T00:43:54.959606+02:00',NULL,NULL,NULL,'["Continuous Delivery", "GitOps", "Standards"]','["[COMMUNITY-TOOL]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/gitpod-io/gitpod',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','eb24ad27f36de528892de45b55c410dbad56c44b555c6b0bd8bef22f602d478d',100.0,1779032575,0,'2026-05-17T17:42:55.059455+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/glasskube/glasskube','github.com/glasskube/glasskube','','2024',5,'The official open-source repository for Glasskube, a next-generation package manager for Kubernetes written in Go. Glasskube simplifies package discovery, automated lifecycle updates, and dependency mapping through structured Custom Resource Definitions (CRDs) and robust validation.','Go','Repository','Advanced',0,'online','manual','51da47e4c55388dcbd40159d1da61eab11290ca9f40668d796fc7f68eada02b0',100.0,1779031440,1,'2026-06-14T05:40:36Z',NULL,NULL,NULL,'["Deployment & Delivery", "Package Management", "Glasskube"]','["[DE FACTO STANDARD]"]','["docs/gitops.md"]','["gitops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T05:40:36Z", "gh_stars": 3494}');
 INSERT INTO "resources" VALUES('https://github.com/glebiller/dynamic-configuration-operator','glebiller/dynamic-configuration-operator: Dynamic Configuration Operator','','2024',5,'A custom controller facilitating zero-downtime, runtime application configurations. It tracks custom properties and systematically updates downstream ConfigMaps or dynamic configurations directly in pod filespaces without triggering heavy, traffic-disruptive pod recycling loops.','Go','Repository','Intermediate',0,'online','manual','ab73ad174bcf814e3f621425b5ac4802c3a7e8aa4e02c0efbe27e46fe06c4071',100.0,1779029270,1,'2022-06-03T06:48:17Z',NULL,NULL,NULL,'["Platform Engineering", "GitOps & Configuration", "Dynamic Configurations"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-06-03T06:48:17Z", "gh_stars": 34}');
 INSERT INTO "resources" VALUES('https://github.com/globalbao/awesome-azure-policy','globalbao/awesome-azure-policy: AWESOME-Azure-Policy','','2026',5,'A comprehensive collection of custom Azure Policy definitions, initiative templates, and execution scripts. This project enables cloud architects to enforce automated governance, compliance frameworks, and infrastructure standards across complex tenant hierarchies. Highly valuable for heavily regulated financial and healthcare cloud environments.','N/A','Repository','Advanced',0,'online','manual','4bcbfb219e6301b4449591249dd3eacaa370c52beff27636ea05d853936c98b9',100.0,1779031258,1,'2026-05-30T07:05:04Z',NULL,NULL,NULL,'["Cloud Security", "Azure", "Governance"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-30T07:05:04Z", "gh_stars": 539, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/gnunn1/openshift-basic-pipeline','github.com/gnunn1/openshift-basic-pipeline','','2019',0,'Curator Insight highlights this duplicate resource as a persistent reference point for the basic OpenShift pipeline. Live Grounding reinforces that its utility lies in simple demonstrations of source-to-image (S2I) pipelines. It highlights the simplicity of legacy OpenShift-Jenkins plugins before the emergence of cloud-native Tekton workflows.','Groovy','Repository','Intermediate',0,'online','manual','a647dcf14582f30395fec73319ca966d76c8fabb4554cc7c77eb763547055ccd',100.0,1781735911,1,'2026-06-18T00:38:31.005016+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Red Hat OpenShift", "Jenkins Pipelines", "Deployment Automation"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/gnunn1/openshift-basic-pipeline','github.com/gnunn1/openshift-basic-pipeline','','2019',0,'Curator Insight highlights this duplicate resource as a persistent reference point for the basic OpenShift pipeline. Live Grounding reinforces that its utility lies in simple demonstrations of source-to-image (S2I) pipelines. It highlights the simplicity of legacy OpenShift-Jenkins plugins before the emergence of cloud-native Tekton workflows.','Groovy','Repository','Intermediate',0,'online','manual','a647dcf14582f30395fec73319ca966d76c8fabb4554cc7c77eb763547055ccd',100.0,1781735911,1,'2026-06-18T00:38:31.005016+02:00',NULL,NULL,NULL,'["Cloud Native Platforms", "Red Hat OpenShift", "Jenkins Pipelines", "Deployment Automation"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/go-ini/ini','go-ini/ini','','N/A',0,'A feature-rich, high-performance ini file parser for Go. Offers seamless serialization and deserialization, essential for managing localized configuration states in production environments.','en','Repository','Intermediate',0,'online','manual','eec84d4d40fc09b044a8f6c1758e6e5a22920b45839ee1378963ed77a39d9327',100.0,1779030482,1,'2026-06-10T02:52:00Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Configuration Management"]','["[ENTERPRISE-STABLE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T02:52:00Z", "gh_stars": 3542}');
 INSERT INTO "resources" VALUES('https://github.com/go-kratos/kratos','go-kratos/kratos','','N/A',0,'Curator Insight defines Kratos as a heavy-duty microservice framework for Go, designed for highly scalable web-scale systems. Live Grounding highlights its extensive use of gRPC/Protobuf-first code generation, integrated observability, and pluggable service discovery protocols.','English','Repository','Advanced',1,'online','manual','d8b3a5966beaa392e91423c1174ec333d1ef65a03fcf0313da905127cdc1fc12',100.0,1779030721,1,'2026-06-11T17:48:15Z',NULL,NULL,NULL,'["Architecture", "Microservices", "Go Frameworks"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-11T17:48:15Z", "gh_stars": 25727}');
 INSERT INTO "resources" VALUES('https://github.com/go-skynet/LocalAI','LocalAI','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','22c3a959143855b286babc422ceccdbd022b124fd2220eec15235cad4803b2c0',100.0,1779034296,0,'2026-05-17T18:11:36.171325+02:00',NULL,NULL,NULL,'[]','[]','["docs/ai-agents-mcp.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/go-zepto/zepto','Zepto is a lightweight framework for the development of microservices & web services in golang','','N/A',0,'A lightweight web framework designed to simplify microservices development in Go. Features automated dependency injection and routing, though development has cooled in favor of active community-driven alternatives.','en','Repository','Intermediate',1,'online','manual','cd34e31948109028cf2239a268e2d9f884dfa4ba6f15914135009845a011d473',100.0,1779031850,1,'2023-01-07T14:05:13Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Microservices Frameworks"]','["[COMMUNITY-TOOL]", "[EMERGING]", "[LEGACY]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-07T14:05:13Z", "gh_stars": 114}');
 INSERT INTO "resources" VALUES('https://github.com/goatlas-io/atlas','goatlas-io/atlas','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','afb0eb2f01f5db918bb1761d46da28dd13947142d475ec0e9c3f5ed19c258ec6',100.0,1779033573,1,'2026-05-17T17:59:33.268645+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{"gh_license": "MIT"}');
 INSERT INTO "resources" VALUES('https://github.com/goauthentik/authentik','github.com/goauthentik/authentik','','2026',5,'authentik is an open-source identity infrastructure built to provide modern Single Sign-On (SSO), Multi-Factor Authentication (MFA), and fine-grained user access rules. It integrates with Kubernetes deployments using a highly scalable microservice design. This platform allows teams to build complex access policies for internal services and external applications alike.','Go','Tool','Advanced',1,'online','manual','5667bad915e0520f49618d37b1daa9f940904e5060b23e00c447c611c1ba0cca',100.0,1779029226,1,'2026-06-14T00:41:18Z',NULL,NULL,NULL,'["Security", "Identity & Access Management", "SSO Solution"]','["[DE FACTO STANDARD]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T00:41:18Z", "gh_stars": 21988}');
-INSERT INTO "resources" VALUES('https://github.com/gobins/vault-controller','vault-controller','','2022',0,'A lightweight Kubernetes controller designed to inject HashiCorp Vault secrets natively into container execution environments. Simplifies authorization configurations and decouples microservices from vendor-specific secrets SDKs.','Go','Controller','Advanced',1,'online','manual','0f0b1d87c0f9618baece440b7ad2667cf8f9fc3ee00b642ca47fc1e5ce33eba4',100.0,1781736046,1,'2026-06-18T00:40:46.681833+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/gobins/vault-controller','vault-controller','','2022',0,'A lightweight Kubernetes controller designed to inject HashiCorp Vault secrets natively into container execution environments. Simplifies authorization configurations and decouples microservices from vendor-specific secrets SDKs.','Go','Controller','Advanced',1,'online','manual','0f0b1d87c0f9618baece440b7ad2667cf8f9fc3ee00b642ca47fc1e5ce33eba4',100.0,1781736046,1,'2026-06-18T00:40:46.681833+02:00',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/gofireflyio/aiac','==gofireflyio/aiac== 🌟','','2026',3,'Duplicate entry of the AI-powered infrastructure command-line application (aiac). Generates clean IaC templates, Dockerfiles, and CI pipelines through natural language translation engines.','Go','CLI Tool','Intermediate',0,'online','manual','16958b5e621a23c03b7845ca069d5e42569f1849e4f47ab8dfe68ad37590061e',100.0,1779030531,1,'2026-03-24T10:56:24Z',NULL,NULL,NULL,'["DevOps & CI/CD", "Infrastructure as Code", "AI Code Generation"]','["[ENTERPRISE-STABLE]"]','["docs/iac.md"]','["iac.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-24T10:56:24Z", "gh_stars": 3792}');
 INSERT INTO "resources" VALUES('https://github.com/golang-design/history','golang-design/history','','N/A',0,'An extensive curated historical archive documenting the design decisions, proposals, and development milestones of the Go programming language.','en','Repository','Intermediate',0,'online','manual','7339e336df835b857a302fd667af564836465a85c72b527e858a778d4ed44923',100.0,1779033765,1,'2026-06-06T19:29:25Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-06T19:29:25Z", "gh_stars": 1075}');
 INSERT INTO "resources" VALUES('https://github.com/golang/go','github.com/golang/go','','N/A',0,'The open-source repository containing the implementation of the Go toolchain, compiler, and runtime. Underpins the entire modern container and cloud-native ecosystem (Docker, Kubernetes).','en','Repository','Expert',0,'duplicate','manual','79341eaf95307021dd1bc772541b237cee35cd3b9c08f66c3254a5d69b65bd3d',100.0,1779033074,1,'2026-06-13T23:52:29Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[DE FACTO STANDARD]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-13T23:52:29Z", "gh_stars": 134684, "duplicate_of": "https://github.com/golang/vscode-go/blob/master/README.md"}');
@@ -6366,13 +6366,13 @@ INSERT INTO "resources" VALUES('https://github.com/gravitational/teleport/discus
 INSERT INTO "resources" VALUES('https://github.com/gravitl/netmaker','NetMaker','','2025',4,'Netmaker is a high-speed, dynamic overlay network orchestrator powered by WireGuard. It facilitates direct, secure mesh networks across multi-cloud, on-premises, and edge Kubernetes nodes, drastically reducing latency compared to traditional overlay options like VXLAN or IPSec. Netmaker is highly valuable for hybrid cluster topologies and secure cross-regional communication.','Go','Platform','High',0,'online','manual','461d6feb067687a3eee4be5d99ca748eab30f86a8f003957b60479535cb6af74',100.0,1779030583,1,'2026-06-13T03:24:38Z',NULL,NULL,NULL,'["Networking", "Overlay Networks", "WireGuard VPN"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-networking.md", "docs/kubernetes-tools.md"]','["kubernetes-tools.md", "kubernetes-networking.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-13T03:24:38Z", "gh_stars": 11628}');
 INSERT INTO "resources" VALUES('https://github.com/griddynamics/mpl','griddynamics/mpl','','2021',5,'Curator Insight presents the Modular Pipeline Library (MPL) from Grid Dynamics as a tool for creating clean, maintainable Jenkins pipelines. Live Grounding confirms that MPL significantly reduces Groovy boilerplate by introducing modular execution configurations and reusable testing frameworks. This represents an exceptionally scalable design pattern for large-scale enterprise environments.','Groovy','Repository','Advanced',0,'online','manual','7f6be9f587b82afed39000db10a522cc2efef44151914c5f3d2faa2d4541b92d',100.0,1779029509,1,'2024-11-07T04:50:55Z',NULL,NULL,NULL,'["DevOps", "CI/CD Platforms", "Jenkins", "Modular Pipeline Library"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-11-07T04:50:55Z", "gh_stars": 165}');
 INSERT INTO "resources" VALUES('https://github.com/grosser/preoomkiller','grosser/preoomkiller','','2026',5,'preoomkiller is a lightweight tool designed to monitor process memory consumption in Linux containers and trigger graceful restarts or shutdowns before the kernel''s Out-Of-Memory (OOM) killer forcibly terminates the application. This prevents data corruption and allows application runtimes (such as Ruby or Node.js) to drain active connections and write diagnostics logs. It adds an essential layer of reliability to production container runtimes prone to memory leaks.','Go','Library','Medium',0,'online','manual','73aca8546922c96fb6d8726a521bac8387d99f6a103c9846e160b8993a83ae2c',100.0,1779031382,1,'2023-10-18T16:32:05Z',NULL,NULL,NULL,'["Infrastructure", "Reliability Engineering", "Resource Management"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-10-18T16:32:05Z", "gh_stars": 78}');
-INSERT INTO "resources" VALUES('https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts','github.com/groundcover-com: Container Restarts Watcher','','N/A',0,'Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time.','English','Repository','Intermediate',0,'online','manual','ac85f08e69b018534e5a435bc0ea2caa8d0ffa0c1ead384b8521a3d6f7468686',100.0,1781735950,1,'2026-06-18T00:39:10.461257+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Observability", "Debugging Tools"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/groundcover-com/blog/tree/main/blog_k8s_containers_restarts','github.com/groundcover-com: Container Restarts Watcher','','N/A',0,'Curator Insight points to a companion code repository for a Groundcover blog exploring Kubernetes container restart triggers. Live Grounding confirms it serves as a lightweight diagnostic template to intercept CrashLoopBackOff states in real-time.','English','Repository','Intermediate',0,'online','manual','ac85f08e69b018534e5a435bc0ea2caa8d0ffa0c1ead384b8521a3d6f7468686',100.0,1781735950,1,'2026-06-18T00:39:10.461257+02:00',NULL,NULL,NULL,'["Cloud Native", "Kubernetes Observability", "Debugging Tools"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/groundcover-com/murre','groundcover-com/murre','','2026',2,'Murre is an elegant, lightweight command-line tool designed to query CPU and memory usage statistics from clusters without running Prometheus or Metric Server. By querying the internal Kubelet summary endpoints directly, it quickly provides resource overhead views on any environment. It is ideal for debugging workloads on edge systems where tracking resource consumption must be low-overhead.','Go','CLI Tool','Beginner',0,'online','manual','51452fcf5105ccb367707100fcdee160175b386b458daa5a2a5ca69dfe5b7238',100.0,1779029466,1,'2025-01-15T05:57:46Z',NULL,NULL,NULL,'["Observability", "Metrics", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-01-15T05:57:46Z", "gh_stars": 319}');
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 INSERT INTO "resources" VALUES('https://github.com/grpc-ecosystem/grpc-gateway','grpc-ecosystem/grpc-gateway: gRPC-Gateway','','2026',5,'gRPC-Gateway is an essential reverse-proxy tool that automatically translates incoming RESTful JSON requests into high-performance gRPC calls. By parsing protobuf service definitions, it maintains single-source API schemas while accommodating heterogeneous web clients. This tool is widely adopted across high-throughput microservice meshes that require seamless external-facing REST APIs.','Go','Library','Advanced',1,'online','manual','94f2f57b5cd69bc2a351745cda7c24eab95904d8512b67ee7c785b180333fe95',100.0,1779029502,1,'2026-06-12T22:10:49Z',NULL,NULL,NULL,'["Application Architecture", "API Gateway", "gRPC & REST"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2026-06-12T22:10:49Z", "gh_stars": 19918}');
-INSERT INTO "resources" VALUES('https://github.com/gruberdev/local-gitops','github.com/gruberdev/local-gitops: Local Gitops 🌟','','2021',1,'A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.','Shell','Tool','Intermediate',0,'online','manual','d5f0e40f0ec9d9e935b48f9a5f21fe47bd0c47d2e16a66d1430f292cca2662b1',100.0,1781736154,1,'2026-06-18T00:42:34.278425+02:00',NULL,NULL,NULL,'["Local Development", "GitOps", "Local Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/gruberdev/local-gitops','github.com/gruberdev/local-gitops: Local Gitops 🌟','','2021',1,'A lightweight developer tool simulating local GitOps loops inside isolated testing frameworks. Ideal for testing Kubernetes state declarations on personal development hardware.','Shell','Tool','Intermediate',0,'online','manual','d5f0e40f0ec9d9e935b48f9a5f21fe47bd0c47d2e16a66d1430f292cca2662b1',100.0,1781736154,1,'2026-06-18T00:42:34.278425+02:00',NULL,NULL,NULL,'["Local Development", "GitOps", "Local Sandboxes"]','["[COMMUNITY-TOOL]"]','["docs/rancher.md"]','["rancher.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/gshipley/installcentos','Install RedHat OKD 3.10 on your development box:','','2018',1,'Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.','Shell','Code Repository','Advanced',0,'online','manual','ff9d1221dd8a3bdf07bf5b97ed39a381f07cfd504e1fb20021a22abb0ac8bd67',100.0,1781736123,1,'2026-06-18T00:42:03.110118+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/gshipley/installcentos','Install RedHat OKD 3.10 on your development box:','','2018',1,'Community script repository designed to install CentOS-based OKD 3.10 on local workstations. These routines are entirely non-functional for modern platform operations in 2026, where local development is managed via OpenShift Local (CRC) or single-node (SNO) profiles.','Shell','Code Repository','Advanced',0,'online','manual','ff9d1221dd8a3bdf07bf5b97ed39a381f07cfd504e1fb20021a22abb0ac8bd67',100.0,1781736123,1,'2026-06-18T00:42:03.110118+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes Distributions", "OKD Core Legacy"]','["[COMMUNITY-TOOL]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/gudpick/pods','github ref1','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','25bce8646ca01a675be677e4ffeadce8eb83da1f3d44769fca5fc7d8f4937d4d',100.0,1779033384,1,'2026-05-17T17:56:24.973796+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/gudpick/pods/tree/master/sonar-latest','github ref2','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','1a18ea4de1911e1e484dd824fc1f9ff5226c6c1c816b83905efacc83fa4b69aa',100.0,1779031122,1,'2026-05-17T17:18:42.788572+02:00',NULL,NULL,NULL,'[]','[]','["docs/sonarqube.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/gventuri/pandas-ai','==github.com/gventuri/pandas-ai==','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','d512d4770ea4789aecc81bef4471e1839821b2a2838a17f2acfaad339689f6c7',100.0,1779031333,0,'2026-05-17T17:22:13.833236+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{"duplicate_of": "https://github.com/sinaptik-ai/pandas-ai"}');
@@ -6431,7 +6431,7 @@ INSERT INTO "resources" VALUES('https://github.com/idoavrah/terraform-tui','gith
 INSERT INTO "resources" VALUES('https://github.com/ilkilab/agorakube','Agorakube','','2023',5,'An open-source Kubernetes engine dedicated to automating production-ready installations over bare metal setups. Streamlines storage provisioning, load balancing integrations, and upgrades across dedicated offline data center runtimes.','Go','Installer','Advanced',0,'online','manual','3337bd0ef7ef90cb41fd2e5e8b84caf57317b8fec5345482396a1150eb7f21d6',100.0,1779030507,1,'2024-05-06T16:33:42Z',NULL,NULL,NULL,'["Platform Engineering", "Installation", "Bare Metal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-05-06T16:33:42Z", "gh_stars": 98}');
 INSERT INTO "resources" VALUES('https://github.com/ilyash/show-struct','github.com/ilyash/show-struct','','2024',5,'A structural inspection CLI tool for high-dimensional JSON and YAML files. Builds map architectures of configurations, allowing site reliability engineers to immediately decode unfamiliar schema configurations.','Go','CLI Tool','Low',0,'online','manual','cbc102bb4ae1805b04a1a75c4878f6cbbb8f689eac5af865112cc03921eecc3f',100.0,1779030865,1,'2023-08-31T18:36:30Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2023-08-31T18:36:30Z", "gh_stars": 132, "is_special": true}');
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@@ -6466,22 +6466,22 @@ INSERT INTO "resources" VALUES('https://github.com/iximiuz/cdebug','==iximiuz/cd
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+INSERT INTO "resources" VALUES('https://github.com/jenkinsci','github.com/jenkinsci 🌟','','2011',0,'The master open-source organization repository on GitHub housing the core Jenkins server source and thousands of community plugins. It is the primary engineering base for modernizing Jenkins capabilities.','Java','Library','Advanced',0,'online','manual','c01bf985537321ec949f12090a0dcd1ace163ba9e13c9755777928d20ef16c77',100.0,1779030847,1,'2026-05-17T17:14:07.006874+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Open Source Ecosystem"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -6492,9 +6492,9 @@ INSERT INTO "resources" VALUES('https://github.com/jenkinsci/git-plugin/releases
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-INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkins-scripts','jenkinsci/jenkins-scripts 🌟','','2016',0,'A curated collection of utility Groovy scripts for managing, troubleshooting, and diagnosing issues within Jenkins master-agent configurations. Indispensable for automation administrators performing bulk operations.','Groovy','Repository','Advanced',0,'online','manual','7c4ad1eb2c91f67613142fbfb763d36ec3d99ba0cdf49805036aee71f46470e5',100.0,1781736002,1,'2026-06-18T00:40:02.261450+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkins-scripts','jenkinsci/jenkins-scripts 🌟','','2016',0,'A curated collection of utility Groovy scripts for managing, troubleshooting, and diagnosing issues within Jenkins master-agent configurations. Indispensable for automation administrators performing bulk operations.','Groovy','Repository','Advanced',0,'online','manual','7c4ad1eb2c91f67613142fbfb763d36ec3d99ba0cdf49805036aee71f46470e5',100.0,1781736002,1,'2026-06-18T00:40:02.261450+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner-test-framework','Jenkinsfile Runner Test Framework','','2025',0,'A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.','Java','Framework','Advanced',0,'online','manual','1d412cf176c59a0e26db49060387b88ff40272b9a28471e6eb92e973ee7e1c76',100.0,1781735992,1,'2026-06-18T00:39:52.426853+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/jenkinsci/jenkinsfile-runner-test-framework','Jenkinsfile Runner Test Framework','','2025',0,'A dedicated integration test harness designed to systematically validate pipeline structures using localized Jenkinsfile Runner micro-runtimes. Ensures robust sanity checking without deploying configurations to dynamic server nodes.','Java','Framework','Advanced',0,'online','manual','1d412cf176c59a0e26db49060387b88ff40272b9a28471e6eb92e973ee7e1c76',100.0,1781735992,1,'2026-06-18T00:39:52.426853+02:00',NULL,NULL,NULL,'["CI/CD Pipeline Architecture", "Pipeline Testing", "Local Execution"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -6527,17 +6527,17 @@ INSERT INTO "resources" VALUES('https://github.com/jetstack/kube-oidc-proxy','==
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+INSERT INTO "resources" VALUES('https://github.com/jimmyraywv/awesome-eks','christopherhein/awesome-eks: Awesome EKS','','2026',0,'A highly focused directory of networking drivers, controller scripts, and utilities optimized for AWS Elastic Kubernetes Service (EKS). Crucial for platforms implementing AWS-CNI custom networking policies, security plugins, and IAM Roles for Service Accounts (IRSA). It assists engineering leads in bridging native AWS security primitives with Kubernetes service accounts.','N/A','Repository','Advanced',0,'online','manual','64b104d493f66e726ac829ec6abbf5b96545c81b5acfd9e4423fb70b0967a5e7',100.0,1781736123,1,'2026-06-18T00:42:03.325254+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "EKS"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/jk8s/awesome-kubernetes','@jk8s'' Awesome Kubernetes','','2023',5,'A dedicated directory listing specialized Kubernetes tools, packages, and frameworks. This resource collection focuses on developer productivity tools, testing utilities, and monitoring wrappers to optimize day-to-day cluster administration workflows.','Markdown','Awesome List','Intermediate',0,'online','manual','41f1f046177736215a5586541eb9390642de27f128fa6b7fd0f92410cbda1343',100.0,1781736123,1,'2026-06-18T00:42:03.200304+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/jkcfg/jk','jkcfg','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','7594bbb147e41312d63dd46e919e7e043e8f2d7000538d4f9fa43fc06535ef48',100.0,1779032462,1,'2026-05-17T17:41:02.791968+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
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+INSERT INTO "resources" VALUES('https://github.com/jkosik/helm-decomposer','github.com/jkosik: helm-decomposer','','2019',0,'An archived utility that parsed static Kubernetes manifests to automatically generate modular Helm charts. Unmaintained for several years, it serves as a legacy proof-of-concept for automated chart generation.','Python','CLI Tool','Intermediate',0,'online','manual','7f41b1831f7d7b087b98d0e22a5d89124a27730bc227ae4bd24017344cb174f2',100.0,1781735960,1,'2026-06-18T00:39:20.744639+02:00',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[LEGACY]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/jmfloreszazo/ghapp_demo/blob/main/README.es.md','ghapp_demo','Repositorio práctico con una guía paso a paso para la creación de aplicaciones y extensiones personalizadas para GitHub Copilot usando Node.js.','2024',4,'A comprehensive guide and demonstration repository for building a custom GitHub App and GitHub Copilot Extension. Using Node.js and Express.js, it walks developers through OAuth configuration, permissions mapping (e.g., Copilot Chat read-only), webhook handling, and local development testing via secure tunneling. [SPANISH CONTENT]','Spanish','project','Intermediate',0,'online','automatic','12f20c60f6cf9d70ba39524ec8b909d65d5a58cbea1a4944da24188003d08a97',NULL,1780352302,0,'2026-06-02T00:18:22.456788+02:00',NULL,NULL,NULL,'["Software Engineering", "GitHub Platform", "GitHub Apps", "Copilot Extensions"]','["COMMUNITY-TOOL", "GUIDE"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Highly practical community-led educational resource demonstrating clean implementation steps for Copilot extensions.", "social_preview_url": "https://opengraph.githubassets.com/cf23bbe309e7d29a097228a0ed300ef9199dedfd7a42108030dc2afd1f757840/jmfloreszazo/ghapp_demo", "source_provenance": "X.com (nubenetes)", "suggested_new_category": ""}');
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@@ -6581,7 +6581,7 @@ INSERT INTO "resources" VALUES('https://github.com/kakao/network-node-manager','
 INSERT INTO "resources" VALUES('https://github.com/kapicorp/tesoro','Tesoro','','2023',5,'An admission controller webhook designed to streamline secrets synchronizations and handle decoding actions securely. Ensures raw secret assets are safely verified before injecting configuration data into target runtimes.','Go','Webhook','Advanced',1,'online','manual','3e89efe9ad2dd94d5dc8e64eae88eaecf8ad64c88129fd5f828fbb42bc98f197',100.0,1779034462,1,'2024-12-23T09:15:23Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-23T09:15:23Z", "gh_stars": 37}');
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 INSERT INTO "resources" VALUES('https://github.com/kareem-elsayed/k8s-alerts','k8s-alert','','2021',5,'A lightweight alerting manager focusing on pod anomalies and failures. It continuously monitors target namespaces and fires instant notification signals when operational errors occur.','Go','Controller','Intermediate',1,'online','manual','60cdc212f50e6ff4577ece9577830f5dbba57852efcb788c9efe0c27e1232d4c',100.0,1779032224,1,'2020-06-07T11:13:50Z',NULL,NULL,NULL,'["Observability", "Alerting & Notifications", "Crash Tracking"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-06-07T11:13:50Z", "gh_stars": 21}');
-INSERT INTO "resources" VALUES('https://github.com/karmab/autolabeller','karmab/autolabeller','','2021',0,'An automation tool designed to automatically apply labels to Kubernetes resources, nodes, or namespaces based on defined criteria or attributes. It reduces the manual configuration overhead required for policy bindings and scheduling selectors. In 2026, it represents a niche community utility for large cluster metadata automation.','Go','Kubernetes Controller','Low',0,'online','manual','020ff7c3888461a640efd5f8af6428187dc97a5fda243493126b987c75bfb148',100.0,1781736046,1,'2026-06-18T00:40:46.880410+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/karmab/autolabeller','karmab/autolabeller','','2021',0,'An automation tool designed to automatically apply labels to Kubernetes resources, nodes, or namespaces based on defined criteria or attributes. It reduces the manual configuration overhead required for policy bindings and scheduling selectors. In 2026, it represents a niche community utility for large cluster metadata automation.','Go','Kubernetes Controller','Low',0,'online','manual','020ff7c3888461a640efd5f8af6428187dc97a5fda243493126b987c75bfb148',100.0,1781736046,1,'2026-06-18T00:40:46.880410+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Labeling"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/karmada-io/karmada','Karmada','','2025',5,'An advanced Kubernetes-native multi-cluster management federation engine. Karmada enables seamless scheduling of workloads across diverse clouds and regions, featuring intelligent resource distribution, policy-driven failovers, and unified control planes.','Go','Service','High',1,'online','manual','3aef34b0fb72477fa0d3b6d2ab6c60cd0b63da46a9c2c031033d849540d26186',100.0,1779033575,1,'2026-06-09T12:30:28Z',NULL,NULL,NULL,'["Infrastructure", "Multi-Cluster Management", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T12:30:28Z", "gh_stars": 5498}');
 INSERT INTO "resources" VALUES('https://github.com/kaysalawu/azure-network-terraform','==github.com/kaysalawu/azure-network-terraform: Azure Network Architecture'' - Terraform Examples== 🌟','','2023',3,'An open-source showcase hosting realistic Azure network configurations in Terraform. Includes configurations for multi-region topologies, peering dynamics, routing tables, and private DNS zones.','HCL','Repository','Intermediate',0,'online','manual','64f717ef6566abf02ae63e455379f7ccbba00b0573f5091e19adf365e9ad05dd',100.0,1779031567,1,'2025-03-03T18:27:43Z',NULL,NULL,NULL,'["Azure", "Networking", "Examples"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-03-03T18:27:43Z", "gh_stars": 96}');
 INSERT INTO "resources" VALUES('https://github.com/kbrew-dev/kbrew','kbrew','','2022',1,'Kbrew functions as an experimental package manager for local Kubernetes configurations, attempting to bring a Homebrew-like ease of installation to manifest files. It streamlines package delivery for local developer environments, although it has struggled to gain mainstream traction against established tools like Helm or Kustomize.','Go','CLI Tool','Medium',0,'online','manual','ebf2ad52ddb9b288cfb946fc99ca3679d7d1b66b60501c3195c0bb6ab8eebf47',100.0,1779032337,1,'2023-02-25T08:32:05Z',NULL,NULL,NULL,'["Package Management", "Developer Tools", "CLI Wrappers"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-25T08:32:05Z", "gh_stars": 189}');
@@ -6595,7 +6595,7 @@ INSERT INTO "resources" VALUES('https://github.com/keikoproj/upgrade-manager','R
 INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-explore','keisku/kubectl-explore','','2021',3,'An interactive terminal explorer extension designed to inspect API schema models and CRD fields. It features deep navigation options, helping authors look up configurations without opening web browsers.','Go','Kubectl Plugin','Intermediate',0,'online','manual','755acd1bec581daa8b9fc1418121366675aaf8d2d0563b94f7adf72e70f9c0a4',100.0,1779033570,1,'2025-11-10T02:10:45Z',NULL,NULL,NULL,'["Development & Testing", "Kubectl Plugins", "API Discovery"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-10T02:10:45Z", "gh_stars": 599}');
 INSERT INTO "resources" VALUES('https://github.com/keisku/kubectl-secretdata','kei6u/kubectl-secret-data','','2026',5,'A highly convenient kubectl plugin that decodes nested Secret structures instantly. By outputting plain text directly to standard output, it eliminates manual base64 decoding loops, drastically reducing troubleshooting overhead for operations teams who frequently audit cluster application states.','Go','Tool','Beginner',0,'online','manual','ee768c8abfb1aeb04cebb08e42c635d1a286b38775c0f5aef59705b39d078d21',100.0,1779130494,1,'2024-10-10T04:57:50Z',NULL,NULL,NULL,'["Security", "Configuration Secrets", "CLI Decoders"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-10-10T04:57:50Z", "gh_stars": 39}');
 INSERT INTO "resources" VALUES('https://github.com/kellyjonbrazil/jc','jc','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','9dec699090fd93513e00b0ec06001ef0ac4d73a6c1d973ec4384746c3651574f',100.0,1779029941,1,'2026-05-17T16:59:01.176151+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/cmd-tutorial','kelseyhightower/cmd-tutorial','','2020',0,'An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. Provides idiomatic patterns for system administrators and automation engineers writing resilient command wrapper scripts.','Shell','Repository','Intermediate',0,'online','manual','879ea51140874f0e5325d770b63bdee404594fba8d1427597f808ec9ca1b2a3c',100.0,1781735865,1,'2026-06-18T00:37:45.869592+02:00',NULL,NULL,NULL,'["DevOps & Delivery", "Developer Tools", "CLI Automation"]','["[COMMUNITY-TOOL]"]','["docs/GoogleCloudPlatform.md"]','["GoogleCloudPlatform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/cmd-tutorial','kelseyhightower/cmd-tutorial','','2020',0,'An educational reference by Kelsey Hightower showcasing CLI orchestration, process controls, and shell command integration. Provides idiomatic patterns for system administrators and automation engineers writing resilient command wrapper scripts.','Shell','Repository','Intermediate',0,'online','manual','879ea51140874f0e5325d770b63bdee404594fba8d1427597f808ec9ca1b2a3c',100.0,1781735865,1,'2026-06-18T00:37:45.869592+02:00',NULL,NULL,NULL,'["DevOps & Delivery", "Developer Tools", "CLI Automation"]','["[COMMUNITY-TOOL]"]','["docs/GoogleCloudPlatform.md"]','["GoogleCloudPlatform.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/kubernetes-the-hard-way','**Kelsey Hightower: kubernetes the hard way**','','2026',5,'Kelsey Hightower''s legendary guide for bootstrapping highly available clusters manually without automated installers. It details SSL/TLS certificate generation, etcd cluster builds, and control plane daemon setup (kube-apiserver, kube-scheduler, etc.), representing the gold standard for understanding low-level Kubernetes engineering.','Markdown/Shell','Repository','Advanced',0,'online','manual','800e0a795b4a366e7b76f2a1ae7edd9ca784da27ecc1b1558022da1605b782fe',100.0,1779030473,1,'2025-04-10T06:11:47Z',NULL,NULL,NULL,'["Provisioning", "Bootstrapping", "Learning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-10T06:11:47Z", "gh_stars": 48654}');
 INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/nocode','github.com/kelseyhightower/nocode','','2020',5,'Kelsey Hightower''s legendary satirical repository highlighting that the best way to write secure, bug-free, and highly maintainable software is by writing ''no code'' at all. Highly popular and philosophically beloved in the cloud-native ecosystem.','N/A','Repository','Beginner',0,'online','manual','fd676c4e8b8bca93c3651217646c9d03b6b24722159f45e70eababb6cad8170a',100.0,1779033025,1,'2024-08-07T03:19:12Z',NULL,NULL,NULL,'["DevOps Philosophy", "Software Engineering", "No Code Movement"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-07T03:19:12Z", "gh_stars": 65387}');
 INSERT INTO "resources" VALUES('https://github.com/kelseyhightower/serverless-vault-with-cloud-run','github.com/kelseyhightower: Serverless Vault with Cloud Run','','2020',3,'An architectural blueprint designed by Kelsey Hightower illustrating how to run HashiCorp Vault inside a Google Cloud Run serverless container environment. Demonstrates minimizing operational and infrastructure overhead while maintaining a hardened, low-latency secret-vending cluster.','Shell','Tutorial','Advanced',1,'online','manual','144443bedcd44d5c233af5b4babdfd85e3e39b6b968263cfc2088c040742d87f',100.0,1779034425,1,'2022-04-28T16:47:21Z',NULL,NULL,NULL,'["Security", "Secrets Management", "Serverless Integration"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-04-28T16:47:21Z", "gh_stars": 407}');
@@ -6605,7 +6605,7 @@ INSERT INTO "resources" VALUES('https://github.com/keptn-sandbox/keptn-on-k3s/bl
 INSERT INTO "resources" VALUES('https://github.com/kevincobain2000/gobrew','==gobrew== 🌟','','N/A',0,'Curator Insight highlights Gobrew as an elegant and fast Go version manager that downloads and switches active toolchains easily. Live Grounding notes its speed and simplicity, making it a competitive alternative to gvm and asdf for dedicated Go development.','English','Repository','Beginner',0,'online','manual','5dd3ab53b74ac074ee51daa9a73555ebfe9108e7b1dc96b69e794beb156cf1de',100.0,1779029421,1,'2026-06-13T15:32:25Z',NULL,NULL,NULL,'["Programming Languages", "Go", "Version Managers"]','["[COMMUNITY-TOOL]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T15:32:25Z", "gh_stars": 423}');
 INSERT INTO "resources" VALUES('https://github.com/kgamanji/cluster-api-helm-chart','github.com: Cluster API Helm Chart','','2021',5,'A community-driven Helm chart designed to package and deploy Cluster API (CAPI) resources and operators inside a management cluster. While it simplified CAPI components deployment via traditional Helm CI/CD pipelines, current production standards in 2026 have shifted entirely to official declarative setups via clusterctl or native GitOps operators, rendering this chart obsolete.','Go','Tool','Intermediate',0,'online','manual','ea92989949e8f13357fc2d50a39a477353c480bcbdc20bb7b6e30fd0147ccb8c',100.0,1779033716,1,'2022-12-07T05:00:25Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Cluster API"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md"]','["kubernetes-on-premise.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-07T05:00:25Z", "gh_stars": 58}');
 INSERT INTO "resources" VALUES('https://github.com/kiali/kiali','github.com: kiali','','2023',5,'The source repository for Kiali, an indispensable observability dashboard. Provides real-time interactive topologies, configuration validation, and native wizard-based creations of complex traffic routing mechanisms directly within Istio.','TypeScript','Repository','High',1,'online','manual','2480f773a33856863c8670f3bea2635dfda728b24622b721a197dd4aeafa568c',100.0,1779030986,1,'2026-06-12T17:36:45Z',NULL,NULL,NULL,'["Observability", "Service Mesh", "Visualization"]','["[DE FACTO STANDARD]"]','["docs/istio.md"]','["istio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T17:36:45Z", "gh_stars": 3617}');
-INSERT INTO "resources" VALUES('https://github.com/kingdonb/kubectl-exec-user','kingdonb/kubectl-exec-user','','2022',0,'A specialized kubectl plugin built to execute shell commands inside containers using specific administrative user IDs. While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.','Go','CLI Plugin','Intermediate',0,'online','manual','1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8',100.0,1781736047,1,'2026-06-18T00:40:47.002810+02:00',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/kingdonb/kubectl-exec-user','kingdonb/kubectl-exec-user','','2022',0,'A specialized kubectl plugin built to execute shell commands inside containers using specific administrative user IDs. While helpful for testing boundary conditions under Pod Security Standards, it has lost active maintenance in favor of native kubectl capabilities.','Go','CLI Plugin','Intermediate',0,'online','manual','1970a12b050cc49de276333988a9efcb3c8155d16a60510de68f114ad01b11c8',100.0,1781736047,1,'2026-06-18T00:40:47.002810+02:00',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/kinvolk/inspektor-gadget','inspektor-gadget','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f2b33444b25b2d021b45dfefe08c669eb5633f7ac86803ee810e3eec7301d02a',100.0,1779030504,0,'2026-05-17T17:08:24.027143+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-troubleshooting.md"]','[]','{}','{"duplicate_of": "https://github.com/inspektor-gadget/inspektor-gadget"}');
 INSERT INTO "resources" VALUES('https://github.com/kiosk-sh/kiosk',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,'duplicate','manual','3d44b8ef74793fa5b29417df1d455e93cae77e5cdb31c72527fecdb4ad0231e8',100.0,1779030361,0,'2026-05-17T17:06:01.394090+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/loft-sh/kiosk"}');
 INSERT INTO "resources" VALUES('https://github.com/kislyuk/yq','kislyuk/yq','','2025',5,'A Python wrapper adapting standard jq queries for YAML and XML schemas. Translates input formats to JSON under-the-hood, enabling powerful jq syntax across hybrid multi-format configs.','Python','CLI Tool','Medium',0,'online','manual','1bc322c020f441534148a6a8bbc9bbd2f443dfb40ccb74742a44ed1ba6297803',100.0,1779034296,1,'2026-01-02T08:37:10Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-01-02T08:37:10Z", "gh_stars": 2951, "is_special": true}');
@@ -6619,28 +6619,28 @@ INSERT INTO "resources" VALUES('https://github.com/knight42/kubectl-blame','==kn
 INSERT INTO "resources" VALUES('https://github.com/knorrie/network-examples','Linux networking examples and tutorials for advanced users','','2014',4,'A highly technical repository detailing configurations for advanced Linux routing, bridging, and virtual networking (VLAN, VXLAN, VRF). Live Grounding highlights its tremendous value for systems architects implementing Software-Defined Networking (SDN) solutions natively in Linux.','Shell','Repository','Advanced',0,'online','manual','7ea94a767469e547e4d9a27f47f9e273a29f72f6d4415221ae74bc9266ce3c67',100.0,1779032034,1,'2024-02-04T21:52:41Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Networking", "Routing & Bridging"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2024-02-04T21:52:41Z", "gh_stars": 972}');
 INSERT INTO "resources" VALUES('https://github.com/ko-build/ko','Ko: Easy Go Containers 🌟','','2018',5,'A fast, lightweight container image builder custom-tailored for Go applications. ko builds and publishes images without requiring a local Docker daemon, producing secure, minimal distroless-base images by default.','Go','Build Tool','Low',0,'online','manual','ed8acb2652a68ecb5f8338006bb303106ca4e52e8083619109e74571faf5d54b',100.0,1779130494,1,'2026-06-12T01:03:51Z',NULL,NULL,NULL,'["Developer Experience", "Image Building", "Go Development"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T01:03:51Z", "gh_stars": 8450}');
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-INSERT INTO "resources" VALUES('https://github.com/kohsuke/petclinic/blob/master/Jenkinsfile','github.com/kohsuke/petclinic Jenkinsfile','','2017',0,'A historical Jenkinsfile configuration by Kohsuke Kawaguchi showcasing early Declarative Pipeline patterns for Java projects. Illustrates stage definitions, testing cycles, and artifact archival within a self-hosted Jenkins master node environment.','Groovy','Code Snippet','Intermediate',0,'online','manual','fed8b2b595e8e505bc8747251dd8a6e0629143f374a683e7dd397e2836584907',100.0,1781735920,1,'2026-06-18T00:38:40.995517+02:00',NULL,NULL,NULL,'["DevOps & CI/CD", "Jenkins", "Pipeline-as-Code"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/ksoclabs/awesome-kubernetes-security','==ksoclabs/awesome-kubernetes-security== 🌟','','2023',5,'An expert-level compilation of Kubernetes security tools, vulnerability papers, threat simulations, and posture management (KSPM) frameworks. Ideal for penetration testers and cloud security engineers auditing the security posture of enterprise orchestrators.','Markdown','Awesome List','Advanced',0,'online','manual','86bf24926cb49549c6e032ba501ce7a1cde1afc39831023161c77ae4fcd6d46c',100.0,1781736123,1,'2026-06-18T00:42:03.142089+02:00',NULL,NULL,NULL,'["Curation", "Awesome Lists", "Security"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/ktock/buildg','==buildg: Interactive debugger for Dockerfile== 🌟','','2026',5,'Buildg is an interactive debugger designed specifically for Dockerfiles, built on top of BuildKit. It allows engineers to step through build instructions, set breakpoints, inspect the filesystem state at specific build steps, and launch interactive shells during intermediate builds. This dramatically reduces the trial-and-error loop when debugging complex multi-stage Dockerfiles.','Go','Tool','High',0,'online','manual','8cffa16d70cf3f07e62c80441249b1987a2b8fd50045b612f179ab73ab4b7115',100.0,1779029371,1,'2026-05-07T20:04:29Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Debugging"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-07T20:04:29Z", "gh_stars": 1499}');
 INSERT INTO "resources" VALUES('https://github.com/kube-aws/kube-spot-termination-notice-handler','kube-spot-termination-notice-handler','','2021',5,'A daemon that polls the AWS EC2 spot termination notice metadata endpoint, initiating graceful drains of workloads when an interruption signal is triggered. Superseded by newer cloud-specific node termination handlers.','Go','DaemonSet','Intermediate',1,'online','manual','7457be0ad6771a50847a828c730671e0ac6d2b712974894a078a5634d6e0a738',100.0,1779031796,1,'2023-10-25T14:47:15Z',NULL,NULL,NULL,'["Infrastructure", "Reliability", "Graceful Shutdown"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-10-25T14:47:15Z", "gh_stars": 380}');
 INSERT INTO "resources" VALUES('https://github.com/kube-burner/kube-burner','kube-burner 🌟','','2020',3,'A specialized performance and orchestration tool designed to stress-test Kubernetes clusters. It automates object creation, monitors cluster health in real time via Prometheus, and measures scheduling latency at scale.','Go','CLI Tool','High',0,'online','manual','7d3a313a15a9a64f4d8dfeacb53a9922c7d5494cb20bf8970f888f7df4808c3d',100.0,1779130494,1,'2026-06-08T17:51:22Z',NULL,NULL,NULL,'["Performance & Testing", "Load Testing", "Benchmarking"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T17:51:22Z", "gh_stars": 773}');
@@ -6669,13 +6669,13 @@ INSERT INTO "resources" VALUES('https://github.com/kuberlogic/kuberlogic','kuber
 INSERT INTO "resources" VALUES('https://github.com/kubermatic/fubectl','fubectl','','2026',5,'A widely adopted wrapper layer of shell helper functions and interactive `fzf` auto-completers designed to supercharge kubectl navigation. Radically simplifies log inspections, shell attachment prompts, and port forwarding setups.','Bash','CLI Tool','Beginner',0,'online','manual','6bb6ef7e2027b10db5fc1753953334a6f0f89021ec7407ce3e84f29c9528115e',100.0,1779034139,1,'2026-02-18T08:38:54Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Context Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-02-18T08:38:54Z", "gh_stars": 1002}');
 INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubecarrier','KubeCarrier - Service Management at Scale','','2023',5,'KubeCarrier is an open-source system designed for managing services across multiple Kubernetes clusters using a Service App Store model based on CRDs. Curator insights framed it as an enterprise-ready hub for multi-tenant services; however, live grounding reveals the project has been archived by Kubermatic. It remains academically and architecturally notable for showing how to use Hub-and-Spoke cluster patterns to automate service provisioning.','Go','Software','Advanced',0,'online','manual','cdeca712f167e1ebbd9e47da971ef81314edde045093745dac14d6ba50e8663f',100.0,1779032372,1,'2023-07-05T20:56:40Z',NULL,NULL,NULL,'["Multi-Cluster", "Service Management", "Operator Framework"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md", "docs/kubernetes.md"]','["kubernetes-tools.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-05T20:56:40Z", "gh_stars": 291}');
 INSERT INTO "resources" VALUES('https://github.com/kubermatic/kubeone','==kubermatic/kubeone== 🌟','','2024',4,'KubeOne is a highly opinionated, declarative Kubernetes cluster provisioning and lifecycle management tool. Utilizing the Cluster API under the hood, it automates the creation, upgrade, and maintenance of single control-plane or highly-available clusters across various cloud providers and bare-metal environments.','Go','CLI Tool','High',0,'online','manual','774d41c037db09506f5aeae4c27b66e363d5e2e624644905ebb94af4b11225f7',100.0,1779031046,1,'2026-06-03T21:13:34Z',NULL,NULL,NULL,'["Cluster Management", "Provisioning", "Declarative Clusters"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-03T21:13:34Z", "gh_stars": 1513}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'duplicate','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1779033782,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client/python"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-client','github.com/kubernetes-client 🌟','','2026',0,'The master repository for official Kubernetes API clients. It coordinates client generation profiles across Python, Java, JavaScript, and Go, serving as the base for building advanced cloud orchestration tools.','Multi','Repository Directory','Advanced',0,'duplicate','manual','f9afe847a27cfed4f08ab1bf87f4a7913f0636f1d90aa7aae6309ad7aa645ac6',100.0,1779033782,1,'2026-05-17T18:03:02.454555+02:00',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Official SDKs"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client/python"}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/go','kubernetes-client/go: OpenAPI based Generated Go client for Kubernetes','','2025',5,'An alternative OpenAPI-generated Go client for Kubernetes APIs. Best utilized for lightweight API interactions and custom code-generation environments requiring strict OpenAPI schema structures.','Go','Library','Advanced',0,'online','manual','74dc88e1d502b4a8a0b9763d5e16cda63b3d361ae16da5db2ddd9fdddc2bbb16',100.0,1779034013,1,'2022-03-08T08:27:45Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Go Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-03-08T08:27:45Z", "gh_stars": 239}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/java','github.com/kubernetes-client/java: Kubernetes Java Client','','2026',5,'The official OpenAPI-generated Java library for the Kubernetes API. Provides enterprise Java platforms with type-safe classes, informers, and watcher APIs to build robust, native controllers.','Java','Library','Advanced',0,'online','manual','c8b72e06d672e56ca6e5e8543d0d917f605312e4a547c80dab5aa2ecb39d736b',100.0,1779030132,1,'2026-06-12T18:36:31Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Java Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T18:36:31Z", "gh_stars": 3984}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python','github.com/kubernetes-client/python','','2026',5,'The official Python SDK for interacting with Kubernetes API environments. Heavily leveraged across AI workflows, automation routines, and data operations needing native cluster integration.','Python','Library','Intermediate',0,'online','manual','68b4cba01dcb6e7de7b9e77f374c3c5af11f2fe7a1a8bc4649a93a393ad54fe7',100.0,1779029295,1,'2026-06-08T03:02:20Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T03:02:20Z", "gh_stars": 7594}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-client/python-base','github.com/kubernetes-client/python-base','','2025',5,'The foundational base configurations package supporting the official Kubernetes Python Client library. Standardizes raw REST connection handling and secure authentication exchanges.','Python','Library','Intermediate',0,'online','manual','0abb70df04327ef10002eba20626354a1fa4d8f91d47cb48f243316ffa896f35',100.0,1779032802,1,'2022-02-25T23:19:26Z',NULL,NULL,NULL,'["Cloud Native & K8s", "Kubernetes API", "Python Client"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-client-libraries.md"]','["kubernetes-client-libraries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-02-25T23:19:26Z", "gh_stars": 69}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes-course/container_workshops','github.com/kubernetes-course/container_workshops','','2022',0,'Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).','Shell/Dockerfile','Code Repository','Intermediate',0,'online','manual','e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165',100.0,1781735910,1,'2026-06-18T00:38:30.789828+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Containerization Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'duplicate','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1779031109,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-course/container_workshops','github.com/kubernetes-course/container_workshops','','2022',0,'Workshop curriculum dedicated to fundamental container internals, isolation concepts, namespaces, and runtime interactions. (Live Grounding: Serves as an excellent fundamental base for engineers seeking to demystify low-level OCI runtime mechanisms).','Shell/Dockerfile','Code Repository','Intermediate',0,'online','manual','e1b93a2ff48bc2af86ea2e40392312e1d5dcb188061af30eb1dd9b9a538b9165',100.0,1781735910,1,'2026-06-18T00:38:30.789828+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Containerization Workshops"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi','github.com/kubernetes-csi','','2026',0,'The official GitHub organization containing CSI reference drivers, specification documentation, and auxiliary helper containers (such as csi-provisioner and csi-snapshotter). These foundational code repositories define how all third-party storage controllers communicate with the core Kubernetes API.','Go','Repository','High',0,'duplicate','manual','e980d53aee55061c19050394117f47d9ecf6c911d4e7c26dfc046f77129d5b77',100.0,1779031109,1,'2026-05-17T17:18:29.212316+02:00',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "Source Code"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "duplicate_of": "https://github.com/kubernetes-client"}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-csi/csi-driver-smb','SMB CSI Driver for Kubernetes','','2026',5,'A specialized CSI driver designed to dynamically provision and mount Server Message Block (SMB) shared directories into Kubernetes pods. This driver is essential for heterogeneous Windows/Linux container clusters and legacy corporate network attached storage (NAS) migrations.','Go','CSI Driver','Medium',0,'online','manual','eab7a2248d1bef935176b622ad8dfa3ce97f382d9418a2ee0d2e219583b61216',100.0,1779033259,1,'2026-06-14T07:10:30Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "SMB Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T07:10:30Z", "gh_stars": 641}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/etcdadm','github.com/kubernetes-sigs/etcdadm ⭐','','2018',3,'A retired cluster administration tool inspired by kubeadm, designed to provision and operate secure, HA etcd clusters. Although deprecated in the Kubernetes-retired ecosystem, it served as a foundational pattern for bootstrap orchestrators.','Go','Cluster Installer','High',0,'online','manual','74b1a330a79242cd06f6d9fa042d24276e94431e09c9fb3706af3511ec7d8191',100.0,1779130494,1,'2024-04-29T17:19:53Z',NULL,NULL,NULL,'["Infrastructure", "Control Plane", "etcd Management"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-29T17:19:53Z", "gh_stars": 747}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/frakti','Frakti','','2020',5,'Critical Live Grounding: Built originally to support hypervisor-based Container Runtime Interfaces (CRI), Frakti has been officially retired and archived by the Kubernetes organization. Modern environments utilize container-native VM interfaces like Kata Containers or Firecracker integrated directly into containerd.','Go','Repository','Advanced',0,'online','manual','07833ef4cc0c9fb288a03de53893ff40afa113ac6f2543303073a13f38adc569',100.0,1779130494,1,'2020-12-15T16:30:13Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Hypervisor-based Runtimes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-12-15T16:30:13Z", "gh_stars": 675}');
@@ -6685,7 +6685,7 @@ INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kube-batch
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kubefed','KubeFed: Kubernetes Cluster Federation','','2026',5,'The retired multi-cluster federation engine (KubeFed). Designed to coordinate resources across multiple clusters, it was retired due to design limitations. Modern production multi-cluster strategies have migrated to architectures like Karmada, Open Cluster Management (OCM), or global service meshes.','Go','Tool','Advanced',0,'online','manual','330530461748600ca09970c48f751e2e654f4ec63165febd67428027693ec1d6',100.0,1779130494,1,'2023-03-24T21:50:24Z',NULL,NULL,NULL,'["Operations", "Multi-Cluster", "Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-24T21:50:24Z", "gh_stars": 2483}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/kui','kubernetes-sigs/kui','','2019',3,'A hybrid visual/command-line tool built on Electron to interact with Kubernetes APIs. Note: This project is retired/archived by the Kubernetes-SIGs group; alternative options include active terminal tools such as k9s or Lens.','TypeScript','Visual CLI','High',0,'online','manual','6f26251f692c9c7c121fd0767399a108a6f37d72f6c237d987cb876016a40866',100.0,1779130494,1,'2025-07-12T22:06:01Z',NULL,NULL,NULL,'["Developer Experience", "CLI Tools", "Visual terminal"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-12T22:06:01Z", "gh_stars": 2899}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-retired/multi-tenancy/tree/master/incubator/hnc','Hierarchical namespaces','','2023',5,'The repository source for the Hierarchical Namespace Controller (HNC). While archived on GitHub, it remains highly informative for establishing cascading sub-namespace parameters and resource hierarchies.','Go','Repository','Advanced',0,'online','manual','0ce8e552037cf09512073a654acd18b1d620d41283c0c70701bfefe4b91d7551',100.0,1779130494,1,'2023-05-11T21:17:56Z',NULL,NULL,NULL,'["Platform Engineering", "Multi-Tenancy", "Hierarchical Namespaces"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-11T21:17:56Z", "gh_stars": 942}');
-INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs','Kubernetes SIGs','','2024',0,'The official repository collection managed by Special Interest Groups. It acts as the home for core ecosystem tools, testing frameworks, API extensions, and auxiliary automation packages.','N/A','Repository','Advanced',0,'online','manual','1ebdd651edefc516652d5c80c649ee27e67bf9c6dbf8d67fa1f2fa8b3b613a56',100.0,1779032173,1,'2026-05-17T17:36:13.421005+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Repositories"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs','Kubernetes SIGs','','2024',0,'The official repository collection managed by Special Interest Groups. It acts as the home for core ecosystem tools, testing frameworks, API extensions, and auxiliary automation packages.','N/A','Repository','Advanced',0,'online','manual','1ebdd651edefc516652d5c80c649ee27e67bf9c6dbf8d67fa1f2fa8b3b613a56',100.0,1779032173,1,'2026-05-17T17:36:13.421005+02:00',NULL,NULL,NULL,'["Community & Governance", "SIGs", "Repositories"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/aws-load-balancer-controller','==github.com/kubernetes-sigs/aws-load-balancer-controller==','','2026',5,'The core controller that manages AWS Elastic Load Balancers (ALB and NLB) on behalf of a Kubernetes cluster. Live Grounding verifies its continuous support for advanced features like target grouping by IP, ACM certificate integration, and shared ALBs. It acts as the primary ingress controller for modern AWS EKS network architectures.','Go','Code Repository','Advanced',1,'online','manual','e96c23880736600bb844db45ddde2c16441a87670c49e244bb58be2b5eaca684',100.0,1779031983,1,'2026-06-12T20:36:48Z',NULL,NULL,NULL,'["Cloud Infrastructure", "Networking", "Ingress Controllers"]','["[DE FACTO STANDARD]"]','["docs/managed-kubernetes-in-public-cloud.md"]','["managed-kubernetes-in-public-cloud.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T20:36:48Z", "gh_stars": 4300}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-addons','Cluster Addons 🌟','','2025',5,'This SIG-Cluster-Lifecycle project establishes standard, declarative approaches for managing core cluster addons. It provides structured templates for bootstrapping, upgrading, and removing cluster utilities like CoreDNS or CSI engines safely.','Go','Repository','Advanced',0,'online','manual','a2e6eea11d1078fef0c8779e32d1be068881ea41a4c595714c6f20ba176d7b39',100.0,1779032046,1,'2023-04-24T19:59:04Z',NULL,NULL,NULL,'["Operations & Reliability", "Addons Management", "Cluster Lifecycle"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-24T19:59:04Z", "gh_stars": 156}');
 INSERT INTO "resources" VALUES('https://github.com/kubernetes-sigs/cluster-api',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ead71e9f56c783ba010a87db2d76899d165c14e0ec3e6dfb2bb845b58791c3cf',100.0,1779033092,1,'2026-05-17T17:51:32.913432+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
@@ -6759,7 +6759,7 @@ INSERT INTO "resources" VALUES('https://github.com/kubevirt/kubevirt','kubevirt'
 INSERT INTO "resources" VALUES('https://github.com/kubevirt/monitoring','github.com/kubevirt/monitoring','','2023',5,'Defines monitoring instrumentation targets for KubeVirt resources. Provides Prometheus alerting rules and Grafana dashboard templates specifically optimized to monitor VM workloads running in Kubernetes.','Go','Repository','Advanced',1,'online','manual','bffae0980193ebc8de2fd4bccd8051905762ea0f96c1d107634f0c3a9739e1ff',100.0,1779033706,1,'2026-06-10T14:08:51Z',NULL,NULL,NULL,'["Observability & Monitoring", "Kubernetes Deployment", "Virtualization Monitoring"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:08:51Z", "gh_stars": 28}');
 INSERT INTO "resources" VALUES('https://github.com/kudobuilder/kuttl','kudobuilder/kuttl','','2025',2,'The Kubernetes Test Tool (KUTTL) provides a powerful declarative framework for testing operators and controllers using standard YAML. By enabling developers to define assertions and test suites without writing complex Go test suites, it dramatically shortens development cycles and ensures reliable state transitions across release versions.','Go','Test Framework','Advanced',0,'online','manual','6fa4add299264460b44678834f35f1a576132f9774a74b44d13eb3319dccdc37',100.0,1779031596,1,'2026-05-26T04:37:20Z',NULL,NULL,NULL,'["Testing", "Operator Testing", "Automation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-26T04:37:20Z", "gh_stars": 820}');
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+INSERT INTO "resources" VALUES('https://github.com/kunchalavikram1427/Kubernetes_public','kunchalavikram1427: kubernetes Public','','2024',1,'A public community repository comprising manifests, setup recipes, and operational scripting files for educational Kubernetes clusters. Useful for individual engineers seeking boilerplate YAML configs for standard testing.','YAML','Repository','Intermediate',0,'online','manual','a723089f8e56f02329ab8db8e2df0dd7b0f48add10e47f1313a691489df7b801',100.0,1781735890,1,'2026-06-18T00:38:10.037394+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Practice Lab"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/kunchalavikram1427/Kubernetes_public/blob/main/Kubernetes_Commands.txt',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','223f0f708ebb982d9edbd2a8cc1d399f4f6b97feb10ec90635bef39736d44f7a',100.0,1779130495,1,'2026-05-18T20:54:55.012572+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/kunchalavikram1427/Kubernetes_public/blob/master/Kubernetes_Commands.txt','kunchalavikram1427: kubernetes Commands','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','13c09b5515cfd486af4bebea3470bb3e5d0787f82fe205dbf328ec49571e63ad',100.0,1779033487,0,'2026-05-17T17:58:07.526379+02:00',NULL,NULL,NULL,'[]','[]','["docs/cheatsheets.md"]','[]','{}','{}');
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@@ -6774,9 +6774,9 @@ INSERT INTO "resources" VALUES('https://github.com/laurent22/joplin','joplin',''
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 INSERT INTO "resources" VALUES('https://github.com/learnk8s/free-kubernetes','==Free Kubernetes== 🌟🌟','','2025',3,'A highly-rated index of free Kubernetes sandboxes, development clusters, managed trials, and learning environments. Designed to lower the financial entry barrier for developers. (Live Grounding: Continually updated to include current free tiers, allowing quick architectural sandboxing without infrastructure bills).','Markdown','Awesome List','Beginner',0,'online','manual','ef93829251fb7a3dcb1d4f073ed91009b47e7c4e746d5986506e8bdfaf68fb44',100.0,1779030688,1,'2024-12-02T10:55:17Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Playgrounds"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-12-02T10:55:17Z", "gh_stars": 1158}');
-INSERT INTO "resources" VALUES('https://github.com/learnk8s/k8bit','**K8bit** — the tiny Kubernetes dashboard 🌟','','2022',0,'An ultra-lightweight, visual Kubernetes dashboard optimized for quick local development cycles. It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.','JavaScript','Web Application','Beginner',0,'online','manual','bd2a8407aa1502c0c2e15a9b45c8d81e5dd773ac49aa29440111574d62364d86',100.0,1781736047,1,'2026-06-18T00:40:47.001305+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/learnk8s/k8bit','**K8bit** — the tiny Kubernetes dashboard 🌟','','2022',0,'An ultra-lightweight, visual Kubernetes dashboard optimized for quick local development cycles. It renders operational resource states dynamically without incurring the high host memory or CPU overhead of standard web-native platforms.','JavaScript','Web Application','Beginner',0,'online','manual','bd2a8407aa1502c0c2e15a9b45c8d81e5dd773ac49aa29440111574d62364d86',100.0,1781736047,1,'2026-06-18T00:40:47.001305+02:00',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Lightweight Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learnk8s/xlskubectl==','','2023',3,'An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing translate into monthly cloud charges.','JavaScript','GitHub Repository','Beginner',0,'online','manual','51de01a3870365cccbecf70cc2e5816095794c9e5ec2ce9eb1944dae8bbb64e1',100.0,1781735940,1,'2026-06-18T00:39:00.218796+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Kubernetes FinOps", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/finops.md", "docs/kubernetes-tools.md"]','["finops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/learnk8s/xlskubectl','==learnk8s/xlskubectl==','','2023',3,'An open-source spreadsheet integration that translates raw kubectl command outputs into clean cost estimation worksheets. Helps engineers understand how container limits, requests, and node sizing translate into monthly cloud charges.','JavaScript','GitHub Repository','Beginner',0,'online','manual','51de01a3870365cccbecf70cc2e5816095794c9e5ec2ce9eb1944dae8bbb64e1',100.0,1781735940,1,'2026-06-18T00:39:00.218796+02:00',NULL,NULL,NULL,'["FinOps & Cloud Cost", "Kubernetes FinOps", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/finops.md", "docs/kubernetes-tools.md"]','["finops.md", "kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -6794,7 +6794,7 @@ INSERT INTO "resources" VALUES('https://github.com/lnsp/k8s-crash-informer','k8s
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-INSERT INTO "resources" VALUES('https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew','GH repos: repo.new','','2026',0,'The standard browser shortcut (`repo.new`) designed to route authenticated developer sessions directly to GitHub''s repository creation workspace. Enables rapid workspace initialization and deployment pipeline seeding.','English','Website','Beginner',0,'online','manual','88113be655d902e393e71c99ae970bdc9581facd8f873687c25b67df77357996',100.0,1779130495,1,'2026-05-18T20:54:55.019934+02:00',NULL,NULL,NULL,'["Developer Productivity", "Utilities", "GitHub Shortcuts"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fnew','GH repos: repo.new','','2026',0,'The standard browser shortcut (`repo.new`) designed to route authenticated developer sessions directly to GitHub''s repository creation workspace. Enables rapid workspace initialization and deployment pipeline seeding.','English','Website','Beginner',0,'online','manual','88113be655d902e393e71c99ae970bdc9581facd8f873687c25b67df77357996',100.0,1779130495,1,'2026-05-18T20:54:55.019934+02:00',NULL,NULL,NULL,'["Developer Productivity", "Utilities", "GitHub Shortcuts"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/longhorn/longhorn',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','01a524ae33e45909bee9c0af9f65a2545e674c69ead0d27334eb30a7b40f3e11',100.0,1779032800,0,'2026-05-17T17:46:40.740806+02:00',NULL,NULL,NULL,'[]','[]','["docs/rancher.md"]','[]','{}','{}');
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@@ -6803,30 +6803,30 @@ INSERT INTO "resources" VALUES('https://github.com/louislam/uptime-kuma','louisl
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 INSERT INTO "resources" VALUES('https://github.com/lucky-sideburn/kubeinvaders','kubeinvaders','','2026',3,'Kubeinvaders is a gamified chaos engineering platform modeled after classic Space Invaders, where destroying alien ships triggers real-time Pod terminations. While visually playful, it serves as an educational framework to demonstrate system resilience, automatic failover capabilities, and network resilience. It is highly popular for live interactive workshops, chaos training, and community meetups.','C','Chaos Tool','Intermediate',0,'online','manual','af9a6ab0fbb2bf9f91ff93a65c79bd78ee3bb101608bec7dfa38eca6801603c2',100.0,1779032196,1,'2026-05-10T15:00:45Z',NULL,NULL,NULL,'["Operations", "Chaos Engineering", "Gamified Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-10T15:00:45Z", "gh_stars": 1108}');
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@@ -6834,7 +6834,7 @@ INSERT INTO "resources" VALUES('https://github.com/medmouine/Kubernetes-autoscal
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@@ -6851,10 +6851,10 @@ INSERT INTO "resources" VALUES('https://github.com/metallb/metallb',NULL,NULL,NU
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+INSERT INTO "resources" VALUES('https://github.com/mhlabs/cfn-diagram','cfn-diagram 🌟','','2023',3,'A developer-focused CLI tool designed to parse AWS CloudFormation nested templates and instantly generate clean, interactive resource dependency maps, simplifying infrastructure inspection.','TypeScript','CLI Tool','Intermediate',0,'online','manual','51a543f43e0db426a425bca84b60bfbe5e2f9427f65ac456445ee76b70a72154',100.0,1781735900,1,'2026-06-18T00:38:20.852793+02:00',NULL,NULL,NULL,'["Architecture & Visualization", "Diagrams as Code", "AWS CloudFormation"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/michaelneale/jenkins-ci.org-docker','Official Jenkins Docker image','','2014',0,'This repository represents the historic, community-managed Docker packaging of Jenkins. Note: Live grounding shows this repository is legacy/archived, as official operations have consolidated into the core jenkinsci/jenkins repositories.','Shell','Library','Beginner',0,'online','manual','0fc453b4790903772c2e4c0d5fc37debf0020b089b9d70ebf234438149fd279d',100.0,1781735991,1,'2026-06-18T00:39:51.951839+02:00',NULL,NULL,NULL,'["CI-CD", "Jenkins", "Containers"]','["[LEGACY]"]','["docs/jenkins.md"]','["jenkins.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/microsoft/ARI','==github.com/microsoft/ARI: Azure Resource Inventory== 🌟🌟🌟','','2024',5,'An open-source analysis engine from Microsoft that sweeps target cloud subscriptions to render Excel inventories of deployed cloud components.','PowerShell','GitHub Repository','Advanced',0,'online','manual','c440e8f65441bac17e7077ed37d8b715cc3da6af28c8ea12bba07094f0ad86b0',100.0,1779032732,1,'2026-06-02T12:31:49Z',NULL,NULL,NULL,'["Cloud Platform Management", "Microsoft Azure", "Inventory Auditing", "Azure Resource Inventory"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-02T12:31:49Z", "gh_stars": 1644}');
@@ -6888,14 +6888,14 @@ INSERT INTO "resources" VALUES('https://github.com/microsoft/terraform-provider-
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@@ -6910,10 +6910,10 @@ INSERT INTO "resources" VALUES('https://github.com/mithi/react-philosophies','re
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+INSERT INTO "resources" VALUES('https://github.com/mlabouardy/grafana-dashboards','github.com/mlabouardy: Grafana Dashboards','','2020',0,'Archived repository containing early Grafana dashboard iterations. Shows fundamental layout compositions for visualizing container workloads, though highly outdated compared to current standards.','JSON','Repository','Intermediate',0,'online','manual','02a05b5ebaf5e334f6df5c472087a5415c167625b6791d6c2bce87c95b5d40f2',100.0,1781735951,1,'2026-06-18T00:39:11.076839+02:00',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Community Dashboards"]','["[LEGACY]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -6921,38 +6921,38 @@ INSERT INTO "resources" VALUES('https://github.com/moabukar/tech-vault','github.
 INSERT INTO "resources" VALUES('https://github.com/modelcontextprotocol/servers','GitHub MCP Server','','2025',5,'Curator Insight: Primary collection of production-grade Model Context Protocol (MCP) servers. Live Grounding: Establishes development standards for JSON-RPC 2.0 based message exchange between host agents and enterprise backend systems.','TypeScript','Software','Advanced',0,'online','manual','4b0c23b47ac282b07556690f1316f4cf786a56a8746af609ccd6cf929bf92002',100.0,1779032167,1,'2026-06-07T22:29:30Z',NULL,NULL,NULL,'["AI Engineering", "Model Context Protocol", "Official Servers"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-07T22:29:30Z", "gh_stars": 87194}');
 INSERT INTO "resources" VALUES('https://github.com/moditect/jfrunit','jfrunit','','2026',5,'A highly innovative JUnit extension enabling assertions against Java Flight Recorder (JFR) events. In 2026, JfrUnit is standard for continuous performance regression testing, automatically blocking commits that trigger abnormal CPU usage or memory allocations.','Java','Repository','Advanced',1,'online','manual','6bb37b669daadec1c6bd53a9682eb004aa85746e3305e876be052de34b6bfe22',100.0,1779030500,1,'2023-04-04T17:39:56Z',NULL,NULL,NULL,'["Modern Java", "Performance", "Testing"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-04-04T17:39:56Z", "gh_stars": 326}');
 INSERT INTO "resources" VALUES('https://github.com/mogensen/helm-changelog','helm-changelog: Create changelogs for Helm Charts, based on git history','','2024',1,'A smart CLI helper designed to parse git commit logs and automatically compile detailed changelogs for Helm releases. Ideal for maintaining human-readable release histories without manual maintenance bottlenecks during major release cycles.','Go','CLI Tool','Beginner',0,'online','manual','aee6b1c0a49a8c4cef5278b4c8972a95725c0922634fdfb681341e106ef4cd63',100.0,1779032699,1,'2024-08-01T10:32:40Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Auditing & Maintenance"]','["[COMMUNITY-TOOL]"]','["docs/helm.md", "docs/kubernetes-tools.md"]','["helm.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-08-01T10:32:40Z", "gh_stars": 43}');
-INSERT INTO "resources" VALUES('https://github.com/mohanad86/secure-ssh-python','Auto-SSH for Linux security','','2021',1,'A lightweight Python-based wrapper designed to manage, secure, and automate SSH connections, preventing session dropouts and hardening connection authentication parameters dynamically. Double-Evidence: This utility provides automated terminal tunnels, while live grounding indicates it serves as an excellent reference for custom connection-recovery scripts inside edge-computing and remote node installations.','Python','Repository','Intermediate',0,'online','manual','bbf6e7235fe56e1a263032b7c50596c24af13e54938be16c891ddf838c515044',100.0,1781736068,1,'2026-06-18T00:41:08.187819+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Management"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/mohanad86/secure-ssh-python','Auto-SSH for Linux security','','2021',1,'A lightweight Python-based wrapper designed to manage, secure, and automate SSH connections, preventing session dropouts and hardening connection authentication parameters dynamically. Double-Evidence: This utility provides automated terminal tunnels, while live grounding indicates it serves as an excellent reference for custom connection-recovery scripts inside edge-computing and remote node installations.','Python','Repository','Intermediate',0,'online','manual','bbf6e7235fe56e1a263032b7c50596c24af13e54938be16c891ddf838c515044',100.0,1781736068,1,'2026-06-18T00:41:08.187819+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Management"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/mohatb/kubectl-exec','mohatb/kubectl-exec','','2021',0,'A simple kubectl plugin designed to ease executive context execution into all pods matching a specific label selector. While it simplifies multi-pod execution for ad-hoc debugging, modern enterprise workflows have largely transitioned to more feature-rich and actively maintained alternatives like kubectl-foreach or custom controllers.','Go','CLI Plugin','Intermediate',0,'online','manual','3549810e43c51fd68757c68486b397cc1ac40a15f3a963f12fe3e4642059274b',100.0,1779031752,1,'2025-07-28T11:24:13Z',NULL,NULL,NULL,'["Operations", "CLI Tooling", "Debugging"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-28T11:24:13Z", "gh_stars": 87}');
-INSERT INTO "resources" VALUES('https://github.com/monksy/awesome-kafka/blob/master/tools.md','Awesome Kafka','','2026',0,'A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.','N/A','Guide','Intermediate',0,'online','manual','bbd37b93636f0486720d1d3c85369e4f0344243b89bc85169071705d9ba06ea6',100.0,1781736081,1,'2026-06-18T00:41:21.084950+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Meta-Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/message-queue.md", "docs/other-awesome-lists.md"]','["message-queue.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/monksy/awesome-kafka/blob/master/tools.md','Awesome Kafka','','2026',0,'A comprehensive, community-curated list of tools, command-line utilities, clients, and GUI frameworks for Apache Kafka administration. It serves as an essential hub for engineers searching for proven ecosystem additions.','N/A','Guide','Intermediate',0,'online','manual','bbd37b93636f0486720d1d3c85369e4f0344243b89bc85169071705d9ba06ea6',100.0,1781736081,1,'2026-06-18T00:41:21.084950+02:00',NULL,NULL,NULL,'["Data Engineering", "Event Streaming", "Meta-Resources"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/message-queue.md", "docs/other-awesome-lists.md"]','["message-queue.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/monodot/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','301d62aa31c1b716f393af4152f147d6562e00bee25286f1e1ce4aa58dd656d4',100.0,1779033917,0,'2026-05-17T18:05:17.845131+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/tutorialworks/pipeline-library-demo"}');
 INSERT INTO "resources" VALUES('https://github.com/moule3053/mck8s','moule3053/mck8s','','2021',2,'MCK8s (Multi-Cluster Kubernetes) is an experimental open-source multi-cluster orchestration scheduler. It aims to intelligently distribute workloads across distinct geographical or multi-cloud Kubernetes clusters based on custom latency, cost, or compliance constraints. While theoretically robust, it remains an early-stage academic and community project.','Go','Tool','High',0,'online','manual','b83b59fdec53464c7fd0e7f18aa8edd2c4445f518b3fa4a6f5293f4479e1a4c2',100.0,1779034523,1,'2023-07-07T09:30:06Z',NULL,NULL,NULL,'["Cluster Management", "Multi-Cluster Orchestration", "Federated Deployments"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-07-07T09:30:06Z", "gh_stars": 73}');
 INSERT INTO "resources" VALUES('https://github.com/mozilla/sops','sops: Simple and flexible tool for managing secrets 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','8d6ee771f290b2a6417127c57c2091091c0729a52f006b7eb9e4eae061d70b46',100.0,1779030000,0,'2026-05-17T17:00:00.884470+02:00',NULL,NULL,NULL,'[]','[]','["docs/devsecops.md", "docs/terraform.md"]','[]','{}','{"duplicate_of": "https://github.com/getsops/sops"}');
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-INSERT INTO "resources" VALUES('https://github.com/mramanathan/ansible-harbor','mramanathan/ansible-harbor','','2019',0,'A legacy, inactive Ansible playbook repository configured to deploy a Harbor instance. Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.','YML','Repository','Intermediate',0,'online','manual','2ef9f54c05ae28d91061b04471d72ee9b80a004a82ff90ea1a37083c86536bc7',100.0,1781736154,1,'2026-06-18T00:42:34.467310+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/mramanathan/ansible-harbor','mramanathan/ansible-harbor','','2019',0,'A legacy, inactive Ansible playbook repository configured to deploy a Harbor instance. Real-world grounding confirms zero recent updates, classifying it as obsolete. Platform engineers are encouraged to reference standard, actively maintained Kubernetes operator resources or Helm charts instead.','YML','Repository','Intermediate',0,'online','manual','2ef9f54c05ae28d91061b04471d72ee9b80a004a82ff90ea1a37083c86536bc7',100.0,1781736154,1,'2026-06-18T00:42:34.467310+02:00',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/mrcodedev/frontend-developer-resources','El camino del Frontend Developer','','2024',4,'An extensive frontend development roadmap repository, detailing system tools, CSS architectures, modern frameworks (React, Vue, Angular), and build systems (Vite, Webpack) required for client engineering.','Markdown','Repository','Intermediate',0,'online','manual','82e43fd6826fa0274e757f16f8ec7473e5d63e8fcdacae064b34d0c23f67d342',100.0,1779031883,1,'2024-07-18T19:43:31Z',NULL,NULL,NULL,'["Software Engineering", "Frontend", "Learning Paths"]','["[ENTERPRISE-STABLE]"]','["docs/devel-sites.md"]','["devel-sites.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-07-18T19:43:31Z", "gh_stars": 3536}');
 INSERT INTO "resources" VALUES('https://github.com/msfidelis/kubernetes-with-cri-o','Kubernetes setup with CRI-O Runtime','','2021',3,'A practical hands-on repository outlining the exact deployment and structural configuration needed to run Kubernetes with CRI-O. An invaluable asset for engineers aiming to drop Docker overhead in favor of pure, security-hardened, OCI-compliant system container operations.','Shell','Repository','Advanced',0,'online','manual','0bb0f81b0d87d0e5fa466db80d253446767bfa6b60d970bd6bd9d3e8dfcb37c6',100.0,1779030732,1,'2023-01-10T03:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Container Runtime Interface", "CRI-O Setup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-01-10T03:37:18Z", "gh_stars": 93}');
 INSERT INTO "resources" VALUES('https://github.com/mspnp/AzureNamingTool','github.com/mspnp/AzureNamingTool - Azure Naming Tool 🌟','','2025',5,'Patterns & Practices software engine providing an integrated UI and programmatic API endpoints to enforce consistent, governance-compliant resource naming structures across all Azure cloud components.','C#','Repository','Intermediate',0,'online','manual','1b2388251576bb22987c23c4f4678950ee53aa84dc1c01b281688456f9295bb6',100.0,1779029561,1,'2026-01-13T16:03:31Z',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Azure Naming Tool"]','["[DE FACTO STANDARD]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-13T16:03:31Z", "gh_stars": 581}');
 INSERT INTO "resources" VALUES('https://github.com/mudler/LocalAI','LocalAI','','2025',4,'Curator Insight: A self-hosted, community-first OpenAI-compatible API gateway running on local hardware. Live Grounding: Allows developers to host LLMs, audio-to-text, and image generation services inside Kubernetes without external data dependencies, optimized for consumer-grade and enterprise hardware.','Go','Software','Intermediate',1,'online','manual','84abda9935d7c2b9c6744fdb1d4744ca0fe027d9310a85c2b62a2dba8e660e65',100.0,1779130494,1,'2026-06-13T23:27:53Z',NULL,NULL,NULL,'["AI Infrastructure", "LLM Serving", "LocalAI"]','["[DE FACTO STANDARD]"]','["docs/ai-agents-mcp.md"]','["ai-agents-mcp.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T23:27:53Z", "gh_stars": 46845}');
 INSERT INTO "resources" VALUES('https://github.com/mumoshu/helm-x','github.com/mumoshu/helm-x: Helm X Plugin','','2021',2,'An experimental Helm plugin developed to extend standard chart templates with custom scripting functions and enhanced lifecycle control. This project is now unmaintained, serving purely as a design blueprint.','Go','CLI Plugin','Advanced',0,'online','manual','3e0055d3e5c13db18ca63e074001b3acb50dee53c82fbedf722f09bc1cff8b48',100.0,1779033170,1,'2023-04-04T21:12:58Z',NULL,NULL,NULL,'["Platform Engineering", "Kubernetes GitOps & Packaging", "Legacy Utilities"]','["[EMERGING]"]','["docs/helm.md"]','["helm.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-04-04T21:12:58Z", "gh_stars": 178}');
-INSERT INTO "resources" VALUES('https://github.com/mustafakaya/Azure-Reliability-Checker-Tool','github.com/mustafakaya/Azure-Reliability-Checker-Tool','','2023',0,'Diagnostic engine analyzing Azure configurations against Well-Architected Framework reliability pillars. Warns of single points of failure, missing geo-replication rules, and availability zone oversights.','PowerShell','Repository','Intermediate',0,'online','manual','a16c1e5a72c844d9a90d03af8e260bdd1f76b5d1fcf482bebd5f3874dc6e53a2',100.0,1781735879,1,'2026-06-18T00:37:59.957204+02:00',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Reliability"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/mustafakaya/Azure-Reliability-Checker-Tool','github.com/mustafakaya/Azure-Reliability-Checker-Tool','','2023',0,'Diagnostic engine analyzing Azure configurations against Well-Architected Framework reliability pillars. Warns of single points of failure, missing geo-replication rules, and availability zone oversights.','PowerShell','Repository','Intermediate',0,'online','manual','a16c1e5a72c844d9a90d03af8e260bdd1f76b5d1fcf482bebd5f3874dc6e53a2',100.0,1781735879,1,'2026-06-18T00:37:59.957204+02:00',NULL,NULL,NULL,'["Cloud Platform", "Governance", "Reliability"]','["[COMMUNITY-TOOL]"]','["docs/azure.md"]','["azure.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/mxschmitt/action-tmate','action-tmate: Debug GitHub Actions via SSH','','2025',4,'An essential interactive troubleshooting tool that opens a secure tmate SSH session directly into active GitHub Actions runners, enabling real-time terminal diagnostics of failing pipeline runs.','Shell','Action','Intermediate',0,'online','manual','a4500fbdd326ed39482564937d5a994199b34c6bafc716492c6e3ab15594333b',100.0,1779032243,1,'2026-05-29T18:23:06Z',NULL,NULL,NULL,'["Deployment & Delivery", "CI/CD & Delivery", "Developer Productivity"]','["[ENTERPRISE-STABLE]"]','["docs/cicd.md", "docs/devops-tools.md", "docs/kubernetes-tools.md"]','["devops-tools.md", "cicd.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-29T18:23:06Z", "gh_stars": 3550}');
-INSERT INTO "resources" VALUES('https://github.com/myspotontheweb/gitops-workloads-demo','github.com/myspotontheweb/gitops-workloads-demo','','2023',3,'Comprehensive demo repository showcasing real-world GitOps workload configurations. Provides a structural blueprint for multi-tenant environments, detailing how to cleanly decouple cluster-wide infrastructure configurations from individual application manifests.','YAML','Repository','Intermediate',1,'online','manual','f5ff0bcab1e193ea0ffb13fb5de53179391efad291c94f182f786cbbb1efb28e',100.0,1781735876,1,'2026-06-18T00:37:56.007011+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Workload Management", "Demos"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/myspotontheweb/gitops-workloads-demo','github.com/myspotontheweb/gitops-workloads-demo','','2023',3,'Comprehensive demo repository showcasing real-world GitOps workload configurations. Provides a structural blueprint for multi-tenant environments, detailing how to cleanly decouple cluster-wide infrastructure configurations from individual application manifests.','YAML','Repository','Intermediate',1,'online','manual','f5ff0bcab1e193ea0ffb13fb5de53179391efad291c94f182f786cbbb1efb28e',100.0,1781735876,1,'2026-06-18T00:37:56.007011+02:00',NULL,NULL,NULL,'["GitOps & CD", "ArgoCD", "Workload Management", "Demos"]','["[COMMUNITY-TOOL]"]','["docs/argo.md"]','["argo.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/mysticrenji/jenkins-cicd-pipelines',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','e3791be07f4ca26ef2f951ef9473024ff66bd579071a24ee4aa06da97fe91420',100.0,1779033735,0,'2026-05-17T18:02:15.886375+02:00',NULL,NULL,NULL,'[]','[]','["docs/jenkins.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/myugan/awesome-docker-security','myugan/awesome-docker-security: Awesome Docker Security','','2026',5,'An excellent collection of scanning tools, security benchmarks, and hardening guidelines specifically designed for Docker environments. It catalogs utilities like Trivy, Anchore, and Docker Bench for Security, which prevent container escape exploits. Indispensable for DevSecOps pipelines managing image registries.','N/A','Repository','Intermediate',0,'online','manual','b5d9c748751ac4faee2853a885e0f5dc8c14b454ee2d1cd27f27b120a317730a',100.0,1779034517,1,'2026-02-28T13:24:37Z',NULL,NULL,NULL,'["Security", "Containers", "Docker"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-02-28T13:24:37Z", "gh_stars": 717, "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/nabsul/k8s-ecr-login-renew','nabsul/k8s-ecr-login-renew: Renew Kubernetes Docker secrets for AWS ECR','','2018',2,'A cron utility designed to update expiring AWS ECR registry tokens automatically within Kubernetes cluster namespaces. It maintains registry pull-secret health over long runtime durations.','Go','CronJob / Daemon','Intermediate',0,'online','manual','ec0eb033f0f22c8ea8ec17ad93b2c9963990348ac57d15b0a004c81c8679c1e5',100.0,1779029710,1,'2026-01-17T21:33:16Z',NULL,NULL,NULL,'["Security & Compliance", "Identity & Access", "ECR Authentication"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-01-17T21:33:16Z", "gh_stars": 228}');
 INSERT INTO "resources" VALUES('https://github.com/narendranathreddythota/podtnl','Access Pod Online using Podtnl','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','ae4419c69e217a0ab294e802da0466c3b6cab971d53a79b7ca18403a7e5bab97',100.0,1779032972,0,'2026-05-17T17:49:32.520899+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{"duplicate_of": "https://github.com/nnrthota/podtnl"}');
-INSERT INTO "resources" VALUES('https://github.com/naveensilver/Ansible','github.com/naveensilver/Ansible','','2020',0,'Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.','English','github_repo','Beginner',0,'online','manual','25fddf953cc62696d495b81fe6724de4cf2eb00b8599c287d2f756215f5cbc89',100.0,1781735865,1,'2026-06-18T00:37:45.949781+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Projects"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/naveensilver/Ansible','github.com/naveensilver/Ansible','','2020',0,'Open-source repository archiving custom Ansible playbooks, tasks, and configurations for diverse operational setups. Serves as a useful template library for practical implementation reference.','English','github_repo','Beginner',0,'online','manual','25fddf953cc62696d495b81fe6724de4cf2eb00b8599c287d2f756215f5cbc89',100.0,1781735865,1,'2026-06-18T00:37:45.949781+02:00',NULL,NULL,NULL,'["Automation & Orchestration", "Ansible", "Reference Projects"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/nebuly-ai/nos','github.com/nebuly-ai/nos','','2023',5,'Nos is an advanced GPU optimization platform built for Kubernetes to run AI workloads cost-effectively. It utilizes dynamic resource slicing and scheduling to enable multi-tenant GPU sharing. This reduces hardware idling and increases resource efficiency for LLM and ML training jobs.','Go','Scheduler / Operator','Advanced',0,'online','manual','7a6f228da00f45465a8acf77d06b0017c8b52427d89875478ff4ac355cf767bb',100.0,1779033943,1,'2024-04-21T20:57:30Z',NULL,NULL,NULL,'["Infrastructure", "GPU Optimization", "Dynamic Scheduling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-04-21T20:57:30Z", "gh_stars": 684}');
-INSERT INTO "resources" VALUES('https://github.com/ned1313/quiz-grader','Quiz Grader','','2023',0,'A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.','Python','Repository','Intermediate',0,'online','manual','de5a9e75137bee505318b4bff070071137ac7775aff07c9542c8b210b9fc80f4',100.0,1781735890,1,'2026-06-18T00:38:10.285985+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Education Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/cheatsheets.md", "docs/kubernetes-tutorials.md"]','["ai.md", "cheatsheets.md", "kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md','NetworkManager CLI cheatsheet','','N/A',0,'A curated technical resource and architectural guide covering NetworkManager CLI cheatsheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1779030356,0,'2026-05-17T17:05:56.800954+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1781735890,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}');
+INSERT INTO "resources" VALUES('https://github.com/ned1313/quiz-grader','Quiz Grader','','2023',0,'A lightweight utility engineered to automate the grading and feedback of quizzes and programming assignments. Processes markdown-based inputs to generate structured performance assessments, supporting classroom and self-assessment operations.','Python','Repository','Intermediate',0,'online','manual','de5a9e75137bee505318b4bff070071137ac7775aff07c9542c8b210b9fc80f4',100.0,1781735890,1,'2026-06-18T00:38:10.285985+02:00',NULL,NULL,NULL,'["DevOps", "Automation", "Education Tooling"]','["[COMMUNITY-TOOL]"]','["docs/ai.md", "docs/cheatsheets.md", "docs/kubernetes-tutorials.md"]','["ai.md", "cheatsheets.md", "kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/neilhwatson/nustuff/blob/master/networking/nmcli.md','NetworkManager CLI cheatsheet','','N/A',0,'A curated technical resource and architectural guide covering NetworkManager CLI cheatsheet in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,80.0,1779030356,0,'2026-05-17T17:05:56.800954+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/nekop/openshift-sandbox/blob/master/docs/command-cheatsheet.md','github.com: Openshift cheat sheet 1','','2026',0,'A public Git-based repository mapping common OpenShift CLI operations. Curator Insight focuses on developers utilizing localized sandbox configurations. Live Grounding demonstrates how manual cluster troubleshooting remains standard despite GitOps workflows.','Shell','Cheat Sheet','Intermediate',0,'duplicate','manual','75e044df81b7bed9fd91ef02bb9be207b8ceb610d282967349bfe44072dfd6b4',100.0,1781735890,1,'2026-06-18T00:38:10.318116+02:00',NULL,NULL,NULL,'["Platform", "Container Orchestration", "OpenShift"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "duplicate_of": "https://github.com/mhausenblas/openshift-cheat-sheet"}');
 INSERT INTO "resources" VALUES('https://github.com/netbox-community/netbox','NetBox IPAM 🌟','','2026',5,'The leading open-source IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) database. Built on Django and PostgreSQL, it serves as the programmable hardware and IP single-source-of-truth for global networks.','Python','Software','Advanced',0,'online','manual','0f1e66fb461ee83f1392989b338bde181fb9812c86c38f85e65d8ad48af2edeb',100.0,1779033706,1,'2026-06-14T06:31:06Z',NULL,NULL,NULL,'["Computer Networking & IPAM", "Infrastructure Management", "IPAM & DCIM Platforms"]','["[DE FACTO STANDARD]"]','["docs/networking.md"]','["networking.md", "index.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T06:31:06Z", "gh_stars": 20845}');
 INSERT INTO "resources" VALUES('https://github.com/netdata/netdata','Netdata','','2026',5,'An ultra-high-performance, zero-configuration system monitoring agent boasting over 79k stars on GitHub. Netdata provides real-time, per-second metrics directly from physical hosts, virtual machines, and container endpoints, making it a stellar edge diagnostics tool in 2026.','C','Repository','Intermediate',0,'online','manual','7c2e4eb471d73f0fa35983fdb4ae04f558d23fa4d4dafba4abda777bca43f610',100.0,1779034392,1,'2026-06-14T09:52:59Z',NULL,NULL,NULL,'["Cloud Native", "Observability", "Infrastructure Monitoring"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-14T09:52:59Z", "gh_stars": 79146}');
 INSERT INTO "resources" VALUES('https://github.com/network-automation/toolkit','Red Hat Ansible Tower - Workshop and Demo','','2023',2,'A specialized automation toolkit for Red Hat Ansible Tower/AWX focused on network architectures. Emphasizes role-based access controls, standardized workflow templates, and central log telemetry. (Live Grounding: Highlights critical patterns for bringing deterministic software-defined networking concepts to legacy environments).','YAML/Python','Code Repository','Advanced',0,'online','manual','82fd022722d4983925ce90da609585e464ee489cf3b3b8b1c1d5697ecd106930',100.0,1779130495,1,'2026-06-01T18:44:18Z',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Tower"]','["[LEGACY]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-06-01T18:44:18Z", "gh_stars": 127}');
 INSERT INTO "resources" VALUES('https://github.com/network-automation/tower_workshop','Red Hat Ansible Tower - Workshop and Demo','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a639856389ab34dea1f787a746eb7d1666430d15d2fff87886426435fcc567f3',100.0,1779030356,0,'2026-05-17T17:05:56.775254+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"duplicate_of": "https://github.com/network-automation/toolkit"}');
 INSERT INTO "resources" VALUES('https://github.com/nevalla/lens-resource-map-extension','Lens Resource Map extension','','2024',3,'An essential plugin for Lens that dynamically renders interactive resource maps, detailing dependency hierarchies, service boundaries, and ingress-to-pod flow connections in real time.','TypeScript','Repository','Intermediate',0,'online','manual','b2af0e978e630d223d9ac7105215c8b5879a84510bdbf3dc870af3c7c9027fc1',100.0,1779032017,1,'2024-02-23T10:56:20Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Visual Ide Extensions"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-02-23T10:56:20Z", "gh_stars": 406}');
-INSERT INTO "resources" VALUES('https://github.com/nfrankel/jvm-controller','nfrankel/jvm-controller','','2020',0,'Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.','Kotlin','Repository','Advanced',0,'online','manual','86d14a605f7a6f1deb5f729d64557524b956c232afda79214765cfa84ed57887',100.0,1781735910,1,'2026-06-18T00:38:30.696028+02:00',NULL,NULL,NULL,'["Extensibility", "Admission Controllers", "JVM Configurations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/nfrankel/jvm-controller','nfrankel/jvm-controller','','2020',0,'Demonstrates building a custom Java Virtual Machine (JVM) admission controller. Programmatically dynamically intercepts Pod specifications inside a validating or mutating webhook to inject appropriate runtime flags (such as JVM memory heap ergonomics) aligned with CPU and RAM resource limits.','Kotlin','Repository','Advanced',0,'online','manual','86d14a605f7a6f1deb5f729d64557524b956c232afda79214765cfa84ed57887',100.0,1781735910,1,'2026-06-18T00:38:30.696028+02:00',NULL,NULL,NULL,'["Extensibility", "Admission Controllers", "JVM Configurations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/nicholasamorim/ansible-role-harbor','nicholasamorim/ansible-role-harbor','','2021',5,'An Ansible role built to deploy and configure Harbor container registries on virtual machine hosts. Real-world grounding shows this project is unmaintained, reflecting a classic VM-centric infrastructure-as-code deployment pattern. Modern container-centric deployments strongly favor Kubernetes-native Helm-based installation paths.','YML','Repository','Intermediate',0,'online','manual','0e57673b66ce6cc2e5c3ab56c98967085e7c26d9e60cd72e290dd5eb3ba462a3',100.0,1779031755,1,'2026-04-15T12:41:58Z',NULL,NULL,NULL,'["Infrastructure Security", "Container Registries", "Harbor Automation"]','["[DE FACTO STANDARD]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T12:41:58Z", "gh_stars": 26}');
 INSERT INTO "resources" VALUES('https://github.com/nickjj/wait-until','github.com/nickjj/wait-until','','2016',3,'A lightweight shell utility designed to pause execution scripts until a target TCP port or system command registers a successful response. It is highly optimized for CI/CD pipeline synchronicity. Live Grounding confirms its role in orchestrating sequential container boots.','Shell','Tool','Intermediate',0,'online','manual','d4fd3e986c109f51dafb3b3cee2ef09542edca7f0a9560e22dcb7b6192468cea',100.0,1779031521,1,'2026-04-24T11:45:04Z',NULL,NULL,NULL,'["Container Orchestration", "Docker", "Tooling"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-24T11:45:04Z", "gh_stars": 65}');
 INSERT INTO "resources" VALUES('https://github.com/nicolai86/github-rebase-bot','github-rebase-bot','','2020',2,'A lightweight, Go-based automation daemon that responds to GitHub webhooks by automatically executing git rebase commands on active PRs. It eliminates manual rebase overhead, keeping pull requests structurally fresh relative to target master branches.','Go','Tool','Intermediate',0,'online','manual','8b3832b0d0a702b3805d34bc8ef2a46c961475eab2c8564d0c763ea6cfd2cabf',100.0,1779029704,1,'2017-08-25T23:18:09Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "Automation Bots"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2017-08-25T23:18:09Z", "gh_stars": 29}');
@@ -6980,7 +6980,7 @@ INSERT INTO "resources" VALUES('https://github.com/nubenetes/apache-reverse-prox
 INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/blob/master/pdf/dynatrace_demo.pdf','My Dynatrace proof of concept 🌟','','2023',5,'A comprehensive architectural evaluation report and proof of concept depicting Dynatrace deployment inside complex Kubernetes topologies. Discusses performance impact, instrumentation automation, and alerting configurations.','en','Project Document','Advanced',1,'online','manual','0c5abd011e582b588a63cec448e6bd6954aa540f09803d0e6974a55af236940c',100.0,1779130494,1,'2026-06-14T10:13:34Z',NULL,NULL,NULL,'["Observability", "APM & Logging", "Dynatrace PoC"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T10:13:34Z", "gh_stars": 663}');
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 INSERT INTO "resources" VALUES('https://github.com/nubenetes/awesome-kubernetes/tree/master/scripts',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7feff872196d3c745a9af1d5a63047d136de1b99836d1eb41df192beaa218d2e',100.0,1779029056,1,'2026-05-17T16:44:16.785235+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
-INSERT INTO "resources" VALUES('https://github.com/nubenetes/confluence6-atlassian','Atlassian Confluence6','','2021',0,'Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.','Dockerfile','Repository','Intermediate',0,'online','manual','ad63d6c9ae797360c1b6af9d5f0c89eaef77d3de760a3d8099f6cb2de5a085b6',100.0,1781736123,1,'2026-06-18T00:42:03.252209+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Applications", "Self-Hosting"]','["[LEGACY]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/nubenetes/confluence6-atlassian','Atlassian Confluence6','','2021',0,'Open-source Dockerization template and configuration manifest designed for self-hosting Atlassian Confluence 6.x within containerized environments. Relies on legacy baseline system configurations, serving as an interesting historical pattern for monolithic application containerization before Helm charts and operators became standard.','Dockerfile','Repository','Intermediate',0,'online','manual','ad63d6c9ae797360c1b6af9d5f0c89eaef77d3de760a3d8099f6cb2de5a085b6',100.0,1781736123,1,'2026-06-18T00:42:03.252209+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Applications", "Self-Hosting"]','["[LEGACY]"]','["docs/openshift.md"]','["openshift.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/nubenetes/nexus3-helm-chart','Proof of Concept: Nexus3 Chart configuration on Kubernetes','','2021',0,'Curator Insight presents this proof-of-concept Nexus3 Helm chart deployment pattern on Kubernetes. Live Grounding confirms that hosting a dedicated private repository manager inside the cluster remains critical for sovereign enterprise setups. The manifest coordinates dynamic ingress rules and persistent storage volume allocations.','Smarty','Repository','Intermediate',0,'online','manual','232f8b5fcd1a7182ad4c8f186823dc46623bc6fb8dfe1c460d1925ff0272fc2b',100.0,1779130494,1,'2020-05-24T10:17:50Z',NULL,NULL,NULL,'["Infrastructure", "Artifact Management", "Nexus3 Deployment", "Kubernetes Helm Setup"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-24T10:17:50Z", "gh_stars": 0}');
 INSERT INTO "resources" VALUES('https://github.com/nvucinic/kdbg','KDBG: Small Kubernetes debugging container','','2023',1,'A lightweight Kubernetes debugging container designed to simplify troubleshooting inside active pods. It packages key diagnostic tools (curl, dig, iproute2, etc.) for direct execution inside the cluster networking space, serving as an effective sidecar or ephemeral debugging agent.','Shell','Tool','Intermediate',0,'online','manual','a283739ff6f0a2ba99f63772ad77fa0a0617a733c517b5de2990b3e7c815453a',100.0,1779031753,1,'2026-04-15T13:42:11Z',NULL,NULL,NULL,'["Observability", "Debugging", "Containers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-15T13:42:11Z", "gh_stars": 36}');
@@ -6996,13 +6996,13 @@ INSERT INTO "resources" VALUES('https://github.com/oils-for-unix/oils/wiki/Alter
 INSERT INTO "resources" VALUES('https://github.com/oilshell/oil/wiki/Alternative-Shells','oilshell: Alternative shells','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','48d54621cc1c7f324dd50d640cb6c0247759059c8d04299d2140df1e168db171',100.0,1779029705,0,'2026-05-17T16:55:05.114578+02:00',NULL,NULL,NULL,'[]','[]','["docs/linux.md"]','[]','{}','{"duplicate_of": "https://github.com/oils-for-unix/oils/wiki/Alternative-Shells"}');
 INSERT INTO "resources" VALUES('https://github.com/okd-community-install',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','ffeb163f05c6ad36068432e5b9f056dac55b984b9e65d5bcb8702971f783e4fb',100.0,1779032213,1,'2026-05-17T17:36:53.432021+02:00',NULL,NULL,NULL,'[]','[]','["docs/matrix-table.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/okd-project/okd/blob/master/README.md','GitHub: OKD4','','2026',5,'The core GitHub repository containing build configurations, release pipelines, and architectural trackers for OKD4. Integrating Fedora CoreOS, this platform bridges the gap between raw Kubernetes and enterprise-ready application runtimes, including build pipelines (S2I), route configurations, and multi-tenant tooling natively.','Shell','Repository','Advanced',0,'online','manual','3000a2bbb7025d1fd0e18f8bc53b8ca32509ed6fbe0d38fd2d20dc13be27d196',100.0,1779130495,1,'2026-06-11T09:17:26Z',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:17:26Z", "gh_stars": 2076}');
-INSERT INTO "resources" VALUES('https://github.com/okelet/awsipinventory','AWS IP inventory','','2025',0,'An open-source utility designed to scan and build a complete inventory of IP address allocations across multiple AWS Virtual Private Clouds (VPCs). It offers automated visibility into subnet depletion, Elastic IP overheads, and overall IP utilization patterns. This tool is vital for cloud platform engineers tasked with managing network range exhaustion in hybrid cloud environments.','Go','Repository','Intermediate',0,'online','manual','9f1cefefa08fdf447a255bea7dd31a71baf564f7a662109f38eba241cea06a17',100.0,1781735877,1,'2026-06-18T00:37:57.723823+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/okelet/awsipinventory','AWS IP inventory','','2025',0,'An open-source utility designed to scan and build a complete inventory of IP address allocations across multiple AWS Virtual Private Clouds (VPCs). It offers automated visibility into subnet depletion, Elastic IP overheads, and overall IP utilization patterns. This tool is vital for cloud platform engineers tasked with managing network range exhaustion in hybrid cloud environments.','Go','Repository','Intermediate',0,'online','manual','9f1cefefa08fdf447a255bea7dd31a71baf564f7a662109f38eba241cea06a17',100.0,1781735877,1,'2026-06-18T00:37:57.723823+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Networking"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/okwasniewski/minisim','okwasniewski/MiniSim: MacOS Menu Bar App for iOS and Android Emulators','The open-source Swift repository behind the lightweight MiniSim launcher utility.','2026',4,'The open-source codebase for MiniSim, a native Swift utility designed to automate the launch and configuration of iOS and Android emulators. It utilizes ShellOut interfaces to interact with xcrun and emulator CLIs directly.
 
 * Implements lightweight, native macOS architecture to minimize background memory footprints.
 * Features custom command integration and automatic directory path detection for rapid platform bootstrapping.','en','repository','Intermediate',0,'online','automatic','d90aed95bc22e3cebe33166f41029c95fa9b1febe2f5c3d2c8e82f7fd2dcf72b',NULL,1780352414,0,'2026-02-27T12:50:34Z',NULL,NULL,NULL,'["Development Tools", "Mobile Simulators", "Open Source Utilities"]','["[COMMUNITY-TOOL]", "[ENTERPRISE-STABLE]"]','[]','[]','{}','{"category": "devops-tools", "gh_license": "MIT", "gh_pushed": "2026-02-27T12:50:34Z", "gh_stars": 2831, "reputation_status": "Vetted", "reputation_summary": "High community traction with over 2,400 GitHub stars and continuous updates, confirming its stability as an open-source development tool.", "social_preview_url": "https://repository-images.githubusercontent.com/593655213/2c60c2ac-b2b7-4f51-a889-71958265d1bb", "source_provenance": "X.com (midudev)", "suggested_new_category": "developer-productivity"}');
 INSERT INTO "resources" VALUES('https://github.com/oleg-nenashev/demo-jenkins-config-as-code/tree/java11-support','Demo of Jenkins Configuration-As-Code with Docker and Groovy Hook Scripts (java11-support branch) 🌟🌟','','2021',5,'Curator Insight presents this demo of Jenkins Configuration-as-Code (JCasC) utilizing Docker and Groovy hook scripts. Live Grounding confirms JCasC has revolutionized Jenkins operations by defining configurations within declarative YAML. The inclusion of Java 11 support hooks ensures robust security and plug-in stability in enterprise automation environments.','Groovy','Repository','Advanced',0,'online','manual','ce3257c83e0f4f23380aded9538cd6b183990be54a6f119069e64eed36f26c86',100.0,1779030504,1,'2022-12-15T17:44:27Z',NULL,NULL,NULL,'["DevOps", "Infrastructure as Code", "Jenkins Configuration as Code", "Docker Hook Scripts"]','["[DE FACTO STANDARD]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-12-15T17:44:27Z", "gh_stars": 173}');
-INSERT INTO "resources" VALUES('https://github.com/omenking/localstack-gitpod-template','github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template','','2021',0,'Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments.','Shell','Template','Beginner',0,'online','manual','088b258bb3326f3638a51aacb07e3a64eeca90685cacbcc9a02afeb76cd0501c',100.0,1781735876,1,'2026-06-18T00:37:56.199070+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "Gitpod Integration"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/omenking/localstack-gitpod-template','github.com/omenking/localstack-gitpod-template: LocalStack Gitpod Template','','2021',0,'Curator Insight introduces a Gitpod configuration template for bootstrapping LocalStack development environments instantly in the browser. Live Grounding highlights this as an efficient template for cloud-native training, though production teams in 2026 typically leverage official Dev Container or LocalStack-supported cloud environments.','Shell','Template','Beginner',0,'online','manual','088b258bb3326f3638a51aacb07e3a64eeca90685cacbcc9a02afeb76cd0501c',100.0,1781735876,1,'2026-06-18T00:37:56.199070+02:00',NULL,NULL,NULL,'["Testing & Chaos", "Local Emulation", "Gitpod Integration"]','["[COMMUNITY-TOOL]"]','["docs/aws-miscellaneous.md"]','["aws-miscellaneous.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/omerbsezer/Fast-Kubernetes','==omerbsezer/Fast-Kubernetes== 🌟🌟','','2025',5,'A popular open-source repository featuring highly structured terminal cheat sheets, resource blueprints, and YAML patterns. Focuses on accelerating daily CKA commands, manifest construction, and cluster maintenance routines.','English','GitHub Repository','Intermediate',0,'online','manual','baec4628eca168b32fba925007a299e4cc58320b6e4147986f9b86234a9241c6',100.0,1779033615,1,'2025-04-14T08:54:11Z',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Hands-on Labs", "Cheat Sheets"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-04-14T08:54:11Z", "gh_stars": 3493}');
 INSERT INTO "resources" VALUES('https://github.com/omrikiei/ktunnel','==omrikiei/ktunnel== ⭐','','2024',3,'KTunnel is a robust reverse-tunneling CLI utility that exposes local development environments to remote Kubernetes clusters. By establishing a secure gRPC-based reverse proxy, it enables remote pods to call APIs running locally on developer machines, facilitating fast integration tests without ingress hurdles.','Go','CLI / Reverse Proxy','Advanced',0,'online','manual','6b40dd6d0b25cf29972cdf63c641fed1c33f8ad438b3502ec5214471f7e36f83',100.0,1779031399,1,'2026-02-20T22:37:30Z',NULL,NULL,NULL,'["Network", "Port Forwarding", "Development Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "GPL-3.0", "gh_pushed": "2026-02-20T22:37:30Z", "gh_stars": 1053}');
 INSERT INTO "resources" VALUES('https://github.com/ondat/discoblocks',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','7f3380f729e2ae970f076ffece6454bff249f4cd252098a5db90adac15dda9d8',100.0,1779033025,0,'2026-05-17T17:50:25.423471+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-storage.md"]','[]','{}','{}');
@@ -7029,18 +7029,18 @@ INSERT INTO "resources" VALUES('https://github.com/openappsec/openappsec','githu
 INSERT INTO "resources" VALUES('https://github.com/openclarity/kubeclarity','openclarity/kubeclarity','','2021',1,'A continuous security and compliance engine that analyzes SBOM schemas, catalogs project dependencies, and alerts operators to container vulnerabilities. It integrates with runtime monitors and CI/CD pipelines.','Go','Security Platform','Advanced',1,'online','manual','d8b978c668b95a903cb31a3c919dace8389a764b3c4daf9daa4c4f735229145f',100.0,1779033079,1,'2024-10-14T14:56:35Z',NULL,NULL,NULL,'["Security & Compliance", "Supply Chain Security", "SBOM & Vulnerabilities"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-10-14T14:56:35Z", "gh_stars": 44}');
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 INSERT INTO "resources" VALUES('https://github.com/opencontainers/runc','runc','','2015',5,'The canonical, low-level container runtime engine built in compliance with the OCI specification. Originally contributed by Docker, runc directly spawns and runs containers on Linux by interfacing with namespaces, cgroups, and capabilities without relying on overhead daemons.','Go','Repository','Advanced',0,'online','manual','a196ee871c63e30d8a70f7e01fa08ea26980e4a8825fee40c252a2f56fb7db8b',100.0,1779034479,1,'2026-06-13T17:55:52Z',NULL,NULL,NULL,'["Containerization", "Runtimes", "Low-Level Engines"]','["[DE FACTO STANDARD]"]','["docs/container-managers.md"]','["container-managers.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T17:55:52Z", "gh_stars": 13282}');
-INSERT INTO "resources" VALUES('https://github.com/opencontrolplane','github.com/opencontrolplane','','2023',5,'OpenControlPlane provides abstract control plane frameworks designed to decouple custom APIs from heavy physical compute workloads. Inspired by minimal KCP architectures, it allows API lifecycle orchestration without the operational overhead of managing physical Kubernetes nodes. It is useful for platform teams designing custom APIs.','Go','Framework','Advanced',0,'online','manual','dac3465cb1ad1f1e851b439741e847967989dda20b46c566c2853d367d5de5b5',100.0,1779030673,1,'2026-05-17T17:11:13.969999+02:00',NULL,NULL,NULL,'["Platform Engineering", "Control Plane Design", "API Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/opencontrolplane','github.com/opencontrolplane','','2023',5,'OpenControlPlane provides abstract control plane frameworks designed to decouple custom APIs from heavy physical compute workloads. Inspired by minimal KCP architectures, it allows API lifecycle orchestration without the operational overhead of managing physical Kubernetes nodes. It is useful for platform teams designing custom APIs.','Go','Framework','Advanced',0,'online','manual','dac3465cb1ad1f1e851b439741e847967989dda20b46c566c2853d367d5de5b5',100.0,1779030673,1,'2026-05-17T17:11:13.969999+02:00',NULL,NULL,NULL,'["Platform Engineering", "Control Plane Design", "API Federation"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/opencost/opencost','github.com/kubecost: kubecost-exporter - Running Kubecost as a Prometheus metric exporter','','2024',5,'The official repository for OpenCost, the CNCF sandbox standard defining vendor-neutral APIs for cloud-native cost allocation. Operates as an open-source real-time metrics exporter for Prometheus, serving as the industry standard benchmark across multi-cloud deployments.','Go','Repository','Advanced',1,'online','manual','4598a838903d845558a3e55f9d10b1029b7e16e17972aa0fdd10f5c4ef8ad2f8',100.0,1779130495,1,'2026-06-11T22:08:09Z',NULL,NULL,NULL,'["Infrastructure Optimization", "Cost Management", "Tooling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T22:08:09Z", "gh_stars": 6590}');
 INSERT INTO "resources" VALUES('https://github.com/openebs/dynamic-localpv-provisioner','openebs/dynamic-localpv-provisioner: Dynamic Kubernetes Local Persistent'' Volumes','','2026',5,'An OpenEBS sub-project designed to provision Kubernetes local hostpath or raw block persistent volumes dynamically. This controller eliminates manual static volume definitions, allowing database applications to seamlessly run at native drive speed while relying on Kubernetes scheduling rules.','Go','Provisioner','Medium',0,'online','manual','509b686895fc7da45e0358273d1359ba5d99b2f96271b4573d52d809688ff8b8',100.0,1779030356,1,'2026-06-09T18:19:20Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "Local Storage Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-09T18:19:20Z", "gh_stars": 208}');
 INSERT INTO "resources" VALUES('https://github.com/openebs/lvm-localpv','openebs/lvm-localpv','','2026',5,'An OpenEBS CSI driver designed for dynamic volume provisioning backed by local Logical Volume Manager (LVM) volume groups. It provides raw block or filesystem performance close to bare-metal hardware speed while offering features like snapshotting and size limits directly managed via Kubernetes native CRDs.','Go','CSI Driver','Medium',0,'online','manual','46631ca34a12f775c4ebe3e2f8d608fd2d6367abe5d895ddce7a7a54646c9fae',100.0,1779030529,1,'2026-06-10T14:24:37Z',NULL,NULL,NULL,'["Storage", "Kubernetes Storage", "LVM Provisioning"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-10T14:24:37Z", "gh_stars": 344}');
 INSERT INTO "resources" VALUES('https://github.com/openebs/zfs-localpv','openebs/zfs-localpv','','2026',5,'The official OpenEBS CSI driver for ZFS-LocalPV. It dynamically provisions ZFS pools on local nodes, combining the exceptional performance of raw NVMe storage with ZFS capabilities like snapshots, clones, compression, and high integrity.','Go','Code','Advanced',0,'online','manual','3bdf214e5256365fe94ae14052f0669d7ae87822da48188dec2fc0b6c82c7ac5',100.0,1779034431,1,'2026-06-11T09:02:06Z',NULL,NULL,NULL,'["Kubernetes Storage Implementation", "Persistent Volumes & Provisioners", "Local Storage"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T09:02:06Z", "gh_stars": 566}');
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-INSERT INTO "resources" VALUES('https://github.com/openliberty','github.com/openliberty','','2026',4,'The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizations for Jakarta EE and MicroProfile.','Java','Repository','Advanced',1,'online','manual','e48a338ebb969cc42692c5f6a42963909edc8bd4912923c0f6d13884c0dce970',100.0,1779029478,1,'2026-05-17T16:51:18.878336+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Open Liberty", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/openliberty','github.com/openliberty','','2026',4,'The primary GitHub hub containing repositories for Open Liberty, hosting its core runtime, tooling, and integrations. Live Grounding shows a highly collaborative community pushing frequent optimizations for Jakarta EE and MicroProfile.','Java','Repository','Advanced',1,'online','manual','e48a338ebb969cc42692c5f6a42963909edc8bd4912923c0f6d13884c0dce970',100.0,1779029478,1,'2026-05-17T16:51:18.878336+02:00',NULL,NULL,NULL,'["Cloud-Native Java", "Runtimes", "Open Liberty", "Source Code"]','["[ENTERPRISE-STABLE]"]','["docs/ibm_cloud.md"]','["ibm_cloud.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/openobserve/debug-container','openobserve/debug-container','','2025',0,'A highly functional debugging utility designed to inject ephemeral debug containers into running, distroless application pods. Pre-loaded with essential diagnostics tools, it allows platform engineers to perform networking and process audits without modifying the original container image.','Shell','CLI / Image','Intermediate',0,'online','manual','8ca8fadadb051b435ef3b7150dacd7d2dfc3d2d104e8d59e46b9b4d3ed006e96',100.0,1779033570,1,'2022-11-27T23:32:12Z',NULL,NULL,NULL,'["Operations", "Debugging", "Ephemeral Containers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-27T23:32:12Z", "gh_stars": 51}');
 INSERT INTO "resources" VALUES('https://github.com/openops-cloud/openops','OpenOps: No-Code FinOps Automation Platform with AI','','2024',4,'An open-source, no-code platform utilizing AI to identify and automate cloud cost optimizations. Connects directly with Kubernetes metrics to suggest sizing adjustments and automatically remove unused resources.','Go','GitHub Repository','Advanced',0,'online','manual','c6e7a2db44115c3a24c01cc54aae5ba56e51246372cedaed45088223eb58e58c',100.0,1779031802,1,'2026-06-14T01:33:35Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "IaC FinOps", "AI Optimization"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md", "docs/finops.md", "docs/kubernetes-tools.md"]','["ai.md", "finops.md", "kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-14T01:33:35Z", "gh_stars": 1035}');
 INSERT INTO "resources" VALUES('https://github.com/openpitrix/openpitrix','openpitrix 🌟','','2022',5,'A portal and packaging engine built to manage application lifecycles across multiple cloud environments. Once served as a core application distribution layer for orchestrators. It has transitioned into maintenance-only/legacy status as GitOps became the dominant delivery paradigm.','Go','Service','High',1,'online','manual','0c7d07acd0775851570c044b6c5ff53fedc45ab70a65d47f30b55aee5ac298df',100.0,1779031231,1,'2024-02-05T03:02:15Z',NULL,NULL,NULL,'["Application Delivery", "Marketplaces & Portals", "Lifecycle Management"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-02-05T03:02:15Z", "gh_stars": 878}');
-INSERT INTO "resources" VALUES('https://github.com/openshift-labs','github.com/openshift-labs 🌟','','2023',0,'An official repository that runs web-accessible, sandbox-styled instructional courses for OpenShift. Guides engineers through Operator lifecycle development, security tuning, and multi-tenant networking setups.','Go / Yaml','Repository','Advanced',0,'online','manual','277fd59fb071515ece32396693e60c030b8b58fe03b1f27518b00cbf266080a7',100.0,1779029475,1,'2026-05-17T16:51:15.616108+02:00',NULL,NULL,NULL,'["Reference Architectures", "Interactive Learning", "OpenShift Labs"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/openshift/community/blob/master/ROADMAP.md','github.com: OKD 4 Roadmap','','2022',0,'The OKD 4 development roadmap hosted on GitHub. It tracks the migration of build systems, target OS configurations (e.g., transition states of Fedora CoreOS), integration of updated Kubernetes API versions, and community-driven features like multi-arch architectures.','Markdown','Repository','Advanced',0,'online','manual','5953a0299d4d3e63e9700edc9496a215489272f55d42120c92261cdb1125b46f',100.0,1781736112,1,'2026-06-18T00:41:52.450631+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/openshift-labs','github.com/openshift-labs 🌟','','2023',0,'An official repository that runs web-accessible, sandbox-styled instructional courses for OpenShift. Guides engineers through Operator lifecycle development, security tuning, and multi-tenant networking setups.','Go / Yaml','Repository','Advanced',0,'online','manual','277fd59fb071515ece32396693e60c030b8b58fe03b1f27518b00cbf266080a7',100.0,1779029475,1,'2026-05-17T16:51:15.616108+02:00',NULL,NULL,NULL,'["Reference Architectures", "Interactive Learning", "OpenShift Labs"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/openshift/community/blob/master/ROADMAP.md','github.com: OKD 4 Roadmap','','2022',0,'The OKD 4 development roadmap hosted on GitHub. It tracks the migration of build systems, target OS configurations (e.g., transition states of Fedora CoreOS), integration of updated Kubernetes API versions, and community-driven features like multi-arch architectures.','Markdown','Repository','Advanced',0,'online','manual','5953a0299d4d3e63e9700edc9496a215489272f55d42120c92261cdb1125b46f',100.0,1781736112,1,'2026-06-18T00:41:52.450631+02:00',NULL,NULL,NULL,'["Platforms", "Distribution", "Community Kubernetes"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/openshift/console','==github.com/openshift/console== 🌟','','2026',4,'The official enterprise-grade administrative console for OpenShift environments. Offers advanced visualization dashboards for developers and platform operators, featuring real-time telemetry, custom resource definition (CRD) rendering, and multi-tenant security.','TypeScript','Repository','Advanced',1,'online','manual','0e8ab8d18c799a3ce53ab1b125f58f1aa3d48ac467d88dda92831840872fb2e2',100.0,1779032333,1,'2026-06-13T03:53:18Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Enterprise Console"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T03:53:18Z", "gh_stars": 456}');
 INSERT INTO "resources" VALUES('https://github.com/openshift/hive','github.com/openshift/hive','','2026',3,'OpenShift Hive is an API-driven operator for provisioning, managing, and scaling OpenShift clusters. Running on a central management hub, Hive accepts declarative custom resources defining target clusters (AWS, GCP, Azure, Bare-Metal) and orchestrates the installer (IPI) to bootstrap, update, and manage the life cycle of target clusters dynamically at scale.','Go','Repository','Advanced',0,'online','manual','df93789d6bb15ac8334cc2a9714c3b38174913286174172a90020c1b287bcd75',100.0,1779030843,1,'2026-06-08T09:22:16Z',NULL,NULL,NULL,'["Platforms", "Cluster Management", "Cluster Provisioning"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T09:22:16Z", "gh_stars": 277}');
 INSERT INTO "resources" VALUES('https://github.com/openshift/hypershift','github.com/openshift/hypershift: HyperShift','','2022',5,'HyperShift decouples the OpenShift control plane from the infrastructure, hosting it as standard containerized workloads within a central management cluster. This architecture enables lightning-fast provisioning, significantly lower operational overhead, and highly cost-effective multi-tenant fleet management.','Go','Repository','Advanced',0,'online','manual','a2182f90a6aa5def9fbd0a5ed73845dd794ce5648efbbe85bd93bb6ff4099cc7',100.0,1779029172,1,'2026-06-12T23:53:35Z',NULL,NULL,NULL,'["Enterprise Kubernetes", "Multi-Cluster Management", "Hosted Control Planes"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T23:53:35Z", "gh_stars": 526}');
@@ -7062,16 +7062,16 @@ INSERT INTO "resources" VALUES('https://github.com/openshift/pipelines-catalog',
 INSERT INTO "resources" VALUES('https://github.com/openshift/pipelines-tutorial','github.com/openshift/pipelines-tutorial','','2026',3,'A comprehensive learning path and hands-on laboratory environment focused on Tekton. Provides configurations for Tasks, Pipelines, PipelineRuns, and Trigger EventListeners on OpenShift clusters, validating cloud-native automation patterns.','Yaml','Code Repository','Intermediate',0,'online','manual','74a98855c053856947192ad85bcde5b299bad35c0ecbf5a8cae73a846eec10e9',100.0,1779031397,1,'2026-05-18T09:23:05Z',NULL,NULL,NULL,'["Platform Architecture", "CI/CD", "Tekton Pipelines"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','["docs/jenkins-alternatives.md", "docs/openshift-pipelines.md"]','["openshift-pipelines.md", "jenkins-alternatives.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-18T09:23:05Z", "gh_stars": 322}');
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-INSERT INTO "resources" VALUES('https://github.com/openshift/training','github.com: Openshift 4 training','','2024',0,'A public Git repository containing self-paced curriculum materials and lab configurations to train systems engineers in Day 2 cluster management tasks.','Shell','Source Code','Intermediate',0,'online','manual','0b80a7f1bd28202d2457c924eae2a281159d2a885821a1f5049db1c12fa4cf4f',100.0,1781736112,1,'2026-06-18T00:41:52.475824+02:00',NULL,NULL,NULL,'["Resources & Training", "Self-Paced Labs", "Curriculum Code"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/openshiftdemos','github.com/openshiftdemos 🌟','','2020',0,'GitHub resource hosting active and archive-state templates designed to showcase enterprise tools on OpenShift. Features simple automation scripts, platform configuration files, and middleware integration recipes.','Shell','Repository','Intermediate',0,'duplicate','manual','826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d',100.0,1779033487,1,'2026-05-17T17:58:07.119125+02:00',NULL,NULL,NULL,'["Reference Architectures", "Enterprise Demos", "Community Repositories"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "duplicate_of": "https://github.com/OpenShiftDemos"}');
+INSERT INTO "resources" VALUES('https://github.com/openshift/training','github.com: Openshift 4 training','','2024',0,'A public Git repository containing self-paced curriculum materials and lab configurations to train systems engineers in Day 2 cluster management tasks.','Shell','Source Code','Intermediate',0,'online','manual','0b80a7f1bd28202d2457c924eae2a281159d2a885821a1f5049db1c12fa4cf4f',100.0,1781736112,1,'2026-06-18T00:41:52.475824+02:00',NULL,NULL,NULL,'["Resources & Training", "Self-Paced Labs", "Curriculum Code"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/openshiftdemos','github.com/openshiftdemos 🌟','','2020',0,'GitHub resource hosting active and archive-state templates designed to showcase enterprise tools on OpenShift. Features simple automation scripts, platform configuration files, and middleware integration recipes.','Shell','Repository','Intermediate',0,'duplicate','manual','826418343f085ab7d6f38f30f9b2002d7fa0f8ead77b0fbdcc8b0f3ee8d90c8d',100.0,1779033487,1,'2026-05-17T17:58:07.119125+02:00',NULL,NULL,NULL,'["Reference Architectures", "Enterprise Demos", "Community Repositories"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "duplicate_of": "https://github.com/OpenShiftDemos"}');
 INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager','Red Hat OLM','','2024',5,'Part of the Operator Framework, OLM manages the installation, updates, and role-based access control of Operators running inside a cluster. It acts as an orchestrator for custom resource definitions (CRDs) and controller versions, ensuring dependencies are resolved safely. This tool is standard infrastructure across Red Hat OpenShift and enterprise Kubernetes configurations to scale operations reliably.','Go','Software','Advanced',0,'online','manual','e15c159226235edaf4920381f5668cf85ef306916d706a5af48be3cef99a31e2',100.0,1779032167,1,'2026-06-11T20:27:20Z',NULL,NULL,NULL,'["Extensibility", "Operators", "Lifecycle Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md", "docs/ocp4.md"]','["ocp4.md", "kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T20:27:20Z", "gh_stars": 1857}');
 INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/architecture.md','OLM Arquitecture','','2026',5,'This repository provides deep technical designs for Operator Lifecycle Manager (OLM). It handles updates, dependency validation, and multi-tenant installations of Kubernetes Operators.','Markdown','Documentation','Advanced',0,'online','manual','1c5886993c1a8c5860ce22c2b9355708c3d0e6f6d951f379a31d85358fe03b77',100.0,1779033675,1,'2026-06-11T20:27:20Z',NULL,NULL,NULL,'["Extensibility & APIs", "Operator Framework", "OLM Core"]','["[DE FACTO STANDARD]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T20:27:20Z", "gh_stars": 1857}');
 INSERT INTO "resources" VALUES('https://github.com/operator-framework/operator-lifecycle-manager/blob/master/doc/design/philosophy.md','OLM Philosophy','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','cbb9f40ed476b5c790577085144a4ea1c5449d8f4023d37f1ddd39bc68bbf09a',100.0,1779031903,1,'2026-05-17T17:31:43.368236+02:00',NULL,NULL,NULL,'[]','[]','["docs/ocp4.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
 INSERT INTO "resources" VALUES('https://github.com/opsgenie/kubernetes-event-exporter','kubernetes-event-exporter 🌟','','2024',5,'An essential monitoring tool that continuously watches Kubernetes events and forwards them to various third-party sinks (Elasticsearch, Opsgenie, Kafka, Slack). This architecture solves the issue of short etcd retention windows for audit trails and operations diagnostics. It is actively maintained and highly favored in enterprise-grade logging pipelines.','Go','Service','Medium',1,'online','manual','71f1ee49ef92f963a834109f8d8b0f4797df82c6621325cd941db2725d3902d6',100.0,1779029732,1,'2022-08-31T11:33:33Z',NULL,NULL,NULL,'["Observability", "Event Management", "Exporters"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-31T11:33:33Z", "gh_stars": 1046}');
 INSERT INTO "resources" VALUES('https://github.com/opstree/Opstree-Go-WebApp','github.com: Opstree-Go-WebApp','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f8c35089a0a1b337e15f057a06fbdedffb63a9c1b4755f24a7add1bd50eb9695',100.0,1779032344,1,'2026-05-17T17:39:04.639091+02:00',NULL,NULL,NULL,'[]','[]','["docs/gitops.md"]','[]','{}','{"gh_license": "Apache-2.0"}');
 INSERT INTO "resources" VALUES('https://github.com/opstree/dynamic-pv-scaler','dynamic-pv-scaler','','2025',5,'A dynamic controller designed to scale Kubernetes Persistent Volume (PV) storage allocations automatically on-the-fly when disk usage passes specific thresholds. Crucial for managing persistent databases and stateful microservices without downtime.','Go','Controller','Advanced',1,'online','manual','e2140b4ba94ad9fad622b9a6c739e9be384e6e8a1534f8f98ecfba13b4a693bc',100.0,1779034211,1,'2022-09-07T18:01:54Z',NULL,NULL,NULL,'["Infrastructure", "Storage", "Dynamic Scaling"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-09-07T18:01:54Z", "gh_stars": 112}');
-INSERT INTO "resources" VALUES('https://github.com/oracle','github.com/oracle','','2023',5,'The main open-source hub hosting Oracle''s cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dynamic volume provisioning, bridging physical hardware capability with cloud-native platform control planes.','Go','Code Repository','Advanced',0,'online','manual','35ef82187afe8ed33a7004e041b70b6e30793926ce9adaf0f3eb3323ee5ce115',100.0,1779031535,1,'2026-05-17T17:25:35.942641+02:00',NULL,NULL,NULL,'["Cloud Integrations", "Oracle Cloud", "Open Source"]','["[DE FACTO STANDARD]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/orangetw/awesome-jenkins-rce-2019','Hacking jenkins','','2026',0,'A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.','Markdown','Vulnerability Write-up','Advanced',0,'online','manual','4a4386a72d87cfd4b5cd0fe5ecefeb5310041ba0209b0494cf7c13f5c4729e77',100.0,1781735992,1,'2026-06-18T00:39:52.089681+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Security", "Jenkins Vulnerabilities"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/other-awesome-lists.md"]','["jenkins.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/oracle','github.com/oracle','','2023',5,'The main open-source hub hosting Oracle''s cloud-native integrations, including the OCI Cloud Controller Manager (CCM) and CSI storage plugins. These modules enable standard cloud interactions and dynamic volume provisioning, bridging physical hardware capability with cloud-native platform control planes.','Go','Code Repository','Advanced',0,'online','manual','35ef82187afe8ed33a7004e041b70b6e30793926ce9adaf0f3eb3323ee5ce115',100.0,1779031535,1,'2026-05-17T17:25:35.942641+02:00',NULL,NULL,NULL,'["Cloud Integrations", "Oracle Cloud", "Open Source"]','["[DE FACTO STANDARD]"]','["docs/oraclecloud.md"]','["oraclecloud.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/orangetw/awesome-jenkins-rce-2019','Hacking jenkins','','2026',0,'A technical security write-up archiving exploit chains, threat indicators, and software mitigation structures for the historic 2019 Jenkins Remote Code Execution flaws. Essential archival case study for engineering modern supply chain mitigations.','Markdown','Vulnerability Write-up','Advanced',0,'online','manual','4a4386a72d87cfd4b5cd0fe5ecefeb5310041ba0209b0494cf7c13f5c4729e77',100.0,1781735992,1,'2026-06-18T00:39:52.089681+02:00',NULL,NULL,NULL,'["Continuous Delivery", "Security", "Jenkins Vulnerabilities"]','["[COMMUNITY-TOOL]"]','["docs/jenkins.md", "docs/other-awesome-lists.md"]','["jenkins.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle','github.com/oravirt/ansible-oracle','','2021',4,'A highly robust, community-driven Ansible repository designed to automate Oracle Database and Grid Infrastructure installations. This collection manages kernel parameters, prerequisites, ASM storage volumes, and database engine upgrades. It serves as an essential framework for migrating legacy Oracle setups to hybrid structures.','YAML','tool','advanced',0,'online','manual','dfcb719ee7f7befba89bad1f1dce4e19047300c983042c0604880a935f892181',100.0,1779032620,1,'2026-05-24T08:43:08Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[ENTERPRISE-STABLE]", "[LEGACY]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-24T08:43:08Z", "gh_stars": 367}');
 INSERT INTO "resources" VALUES('https://github.com/oravirt/ansible-oracle-modules','github.com/oravirt/ansible-oracle-modules','','2021',3,'A specialized suite of Ansible modules specifically engineered to interact directly with internal Oracle database schemas. These modules handle tasks like tablespace adjustments, user provisioning, and initialization parameter alterations. They act as the post-install orchestration companion to base automation engines.','Python','tool','advanced',0,'duplicate','manual','a7d25942768a0cfc465f3c42ba5097dfe0540f34c5cd6bc45f534f7662b8de07',100.0,1779029477,1,'2022-11-29T22:00:06Z',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Database Deployment"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-11-29T22:00:06Z", "gh_stars": 217, "duplicate_of": "https://github.com/oravirt/ansible-oracle"}');
 INSERT INTO "resources" VALUES('https://github.com/orchest/orchest',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','0171a22d94370468f2d7b755ee28c599bad8983b6be18ab001c625e2c8fdce4c',100.0,1779030190,0,'2026-05-17T17:03:10.065145+02:00',NULL,NULL,NULL,'[]','[]','["docs/python.md"]','[]','{}','{}');
@@ -7079,27 +7079,27 @@ INSERT INTO "resources" VALUES('https://github.com/orgrim/pg_back','==orgrim/pg_
 INSERT INTO "resources" VALUES('https://github.com/orgs/community/discussions/196624','Now Open! AMA with Maintainers','An Ask Me Anything session with maintainers from Kubernetes, Homebrew, and OpenClaw addressing AI-generated contribution challenges.','2026',4,'This GitHub Community AMA brings together maintainers from Kubernetes, Homebrew, and OpenClaw to discuss the operational challenges of managing open-source projects in the AI era. The discussion centers heavily on the rise of automated, low-quality PR submissions (AI slop) and how it strains maintainer resources. To combat this, GitHub introduces new platform-level controls, such as repository-specific limits on concurrent PRs/Issues from unknown contributors and customizable contributor allowlists.','en','article','Intermediate',0,'online','automatic','50f0aa17d27f666d2dd763b9e5643ff34bef22366ff48d1e690ae3ef33ee82f6',NULL,1780352720,0,'2026-06-02T00:25:20.351753+02:00',NULL,NULL,NULL,'["Ecosystem", "Open Source Governance", "GitHub Maintainers"]','["GUIDE", "COMMUNITY-TOOL"]','[]','[]','{}','{"category": "digital-money", "reputation_status": "Vetted", "reputation_summary": "Official GitHub Community discussion and AMA panel.", "social_preview_url": "https://opengraph.githubassets.com/86b8271588b6ced3bf7f8c5c23fdd7ec1355d2e63af576e5cf29cec5263db5e3/orgs/community/discussions/196624", "source_provenance": "X.com (GitHub)", "suggested_new_category": ""}');
 INSERT INTO "resources" VALUES('https://github.com/ori-edge/k8s_gateway','ori-edge/k8s_gateway','','2023',2,'A CoreDNS plugin that enables exposing Kubernetes services directly via external DNS records. It queries CoreDNS dynamically to resolve internal cluster IPs, allowing resources outside the cluster to locate services seamlessly. In 2026, it remains popular among edge computing architectures requiring streamlined DNS-based routing.','Go','CoreDNS Plugin','Medium',0,'online','manual','577fe5882fe8d78a2459f556e5fd8f4398a9f2a3d9b3cbf55e8befb9609d226c',100.0,1779032017,1,'2025-07-10T15:02:46Z',NULL,NULL,NULL,'["Networking", "DNS", "Gateway"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-07-10T15:02:46Z", "gh_stars": 355}');
 INSERT INTO "resources" VALUES('https://github.com/ory/dockertest','==ory/dockertest==','','2026',5,'Dockertest enables developers to spin up ephemeral Docker containers directly from Go, Rust, or other language test suites to act as real dependencies (e.g., PostgreSQL, Redis). Unlike mock interfaces, it guarantees that integration tests run against actual database engines and stateful systems, disposing of them automatically when tests finish. It represents a gold standard in unit and integration testing pipelines for cloud-native microservices.','Go','Library','High',0,'online','manual','cf7693ee5b38a354ce65499a642e372ad94bb00e08b1cb05786f933943fa83c1',100.0,1779030971,1,'2026-04-24T14:04:12Z',NULL,NULL,NULL,'["Testing", "Integration Testing", "Infrastructure as Code"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-24T14:04:12Z", "gh_stars": 4519}');
-INSERT INTO "resources" VALUES('https://github.com/osa-ora/camel-k-samples','github.com/osa-ora/camel-k-samples','','2021',0,'A public repository containing community-driven Camel K sample deployment blueprints. It provides practical templates for routing, database pooling, and API integrations within modern Kubernetes clusters.','Java','Code','Intermediate',0,'online','manual','d40f4924a104818f5b360227d0350099fafa899ad1843df337c1633541f3fe75',100.0,1781736081,1,'2026-06-18T00:41:21.213257+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Camel K"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/osa-ora/camel-k-samples','github.com/osa-ora/camel-k-samples','','2021',0,'A public repository containing community-driven Camel K sample deployment blueprints. It provides practical templates for routing, database pooling, and API integrations within modern Kubernetes clusters.','Java','Code','Intermediate',0,'online','manual','d40f4924a104818f5b360227d0350099fafa899ad1843df337c1633541f3fe75',100.0,1781736081,1,'2026-06-18T00:41:21.213257+02:00',NULL,NULL,NULL,'["Infrastructure", "Enterprise Integration", "Camel K"]','["[COMMUNITY-TOOL]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/ClusterWatch','github.com/oslabs-beta/ClusterWatch','','2026',2,'ClusterWatch is an open-source diagnostics dashboard built to monitor overall cluster stability and track system-wide container events in real time. It offers teams direct, visual insights into container health, restarts, and underlying storage failures without requiring complex platform configurations. This utility is a strong candidate for development environments and simplified operations setups.','JavaScript','Web Application','Intermediate',0,'online','manual','188cd63017c515f6412f94bbb81052b806d9dc4be7dcf795f3c6e47187929ba9',100.0,1779032833,1,'2024-03-12T10:05:35Z',NULL,NULL,NULL,'["Observability", "Cluster Health", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-03-12T10:05:35Z", "gh_stars": 135}');
 INSERT INTO "resources" VALUES('https://github.com/oslabs-beta/Ekkremis','github.com/oslabs-beta/Ekkremis','','2023',1,'Ekkremis is a Kubernetes orchestration helper developed to manage deferred cron tasks and temporary execution pods. It provides a visual interface for tracking scheduled events, proving beneficial for managing ephemeral QA and administrative maintenance workloads.','Go','Dashboard / Controller','Intermediate',1,'online','manual','8f659a4cfaa378e9efe4c0ed3a5071b941c9e9a275e151ee6d13e9d1bb93c121',100.0,1779031113,1,'2022-12-09T03:12:29Z',NULL,NULL,NULL,'["Operations", "Automation", "Workflow"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-12-09T03:12:29Z", "gh_stars": 129}');
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@@ -7109,8 +7109,8 @@ INSERT INTO "resources" VALUES('https://github.com/patelh/kafka-manager',NULL,NU
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-INSERT INTO "resources" VALUES('https://github.com/pditommaso/awesome-pipeline','Awesome Pipeline','','2026',0,'A curated library focused on pipeline and scientific workflow engines such as Apache Airflow, Nextflow, and Snakemake. Facilitates rapid discovery of massive datasets processing frameworks and high-concurrency task managers.','Markdown','Awesome List','Advanced',0,'online','manual','d42397ae3c2b2843e13aaa9b9c77d0bcc0e2682558bb41aba1b192f767288f74',100.0,1781736123,1,'2026-06-18T00:42:03.119770+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Pipeline Systems", "Workflow Engines"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
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+INSERT INTO "resources" VALUES('https://github.com/pditommaso/awesome-pipeline','Awesome Pipeline','','2026',0,'A curated library focused on pipeline and scientific workflow engines such as Apache Airflow, Nextflow, and Snakemake. Facilitates rapid discovery of massive datasets processing frameworks and high-concurrency task managers.','Markdown','Awesome List','Advanced',0,'online','manual','d42397ae3c2b2843e13aaa9b9c77d0bcc0e2682558bb41aba1b192f767288f74',100.0,1781736123,1,'2026-06-18T00:42:03.119770+02:00',NULL,NULL,NULL,'["Data Engineering", "Data Pipeline Systems", "Workflow Engines"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/pelotech/jsonnet-controller','jsonnet-controller','','2021',1,'A Kubernetes operator designed to evaluate Jsonnet templates and apply the generated manifests directly to the cluster. This allows teams to maintain dynamic, parameterized infrastructure definitions natively without external rendering steps. As of 2026, the project is relatively dormant but remains a unique reference for templating controllers.','Go','Kubernetes Operator','Medium',0,'online','manual','8755a3a0ec2363b794692744fec46514db17640ab30292b94391d140c1962a2f',100.0,1779033925,1,'2023-03-10T22:59:49Z',NULL,NULL,NULL,'["Declarative Configuration", "Operator", "Jsonnet"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-03-10T22:59:49Z", "gh_stars": 73}');
 INSERT INTO "resources" VALUES('https://github.com/percona/grafana-dashboards','Percona Grafana dashboards for MySQL and MongoDB monitoring using Prometheus 🌟','','2023',5,'Enterprise-grade dashboards by Percona designed for MySQL, PostgreSQL, and MongoDB monitoring. Delivers deep, low-level metrics on query throughput, memory pool utilization, and thread contention.','JSON','Repository','Advanced',0,'online','manual','3d0013e69dcb8c3465e6e597603ea57278b4fd858c317a3ce79429448a7888a4',100.0,1779029641,1,'2026-04-02T19:10:58Z',NULL,NULL,NULL,'["Observability & Monitoring", "Grafana Ecosystem", "Database Monitoring"]','["[DE FACTO STANDARD]"]','["docs/grafana.md"]','["grafana.md"]','{}','{"gh_license": "AGPL-3.0", "gh_pushed": "2026-04-02T19:10:58Z", "gh_stars": 2902}');
 INSERT INTO "resources" VALUES('https://github.com/percona/pg_stat_monitor','==percona/pg_stat_monitor==','','2024',5,'Percona''s advanced query performance monitoring extension for PostgreSQL. Extends the capabilities of pg_stat_statements with bucket-based statistics, client IP address tracking, visual execution plan analysis, and granular resource utilization metrics.','C','Repository','Advanced',0,'online','manual','5976374d675013742110ad47085adbc39499251dac209362ce08e22bb7938b9d',100.0,1779031507,1,'2026-06-12T13:18:20Z',NULL,NULL,NULL,'["Databases", "PostgreSQL", "Extensions"]','["[DE FACTO STANDARD]"]','["docs/databases.md"]','["databases.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T13:18:20Z", "gh_stars": 581}');
@@ -7118,9 +7118,9 @@ INSERT INTO "resources" VALUES('https://github.com/pfnet-research/k8s-cluster-si
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 INSERT INTO "resources" VALUES('https://github.com/pieterlange/kube-backup','kube-backup: Kubernetes resource state sync to git','','2023',3,'Automates Kubernetes resource state replication directly to target Git repositories. This pattern acts as an early architectural precursor to fully fledged declarative GitOps platforms, maintaining a point-in-time configuration ledger.','Shell','Tool','Intermediate',1,'online','manual','c4730bccb12307f10f91f301f95658caf5623cbdfdd2c26232d6b384e92c4f37',100.0,1779032074,1,'2023-05-31T08:37:18Z',NULL,NULL,NULL,'["Infrastructure", "Data Protection", "GitOps Synchronizers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-backup-migrations.md"]','["kubernetes-backup-migrations.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-05-31T08:37:18Z", "gh_stars": 493}');
 INSERT INTO "resources" VALUES('https://github.com/pingcap/chaos-mesh','Chaos Mesh','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','dda04b09c01fae29e8fd45959bbd630e73f4e1333799a464731c56bbd42e7e70',100.0,1779029884,0,'2026-05-17T16:58:04.018319+02:00',NULL,NULL,NULL,'[]','[]','["docs/chaos-engineering.md"]','[]','{}','{"duplicate_of": "https://github.com/chaos-mesh/chaos-mesh"}');
-INSERT INTO "resources" VALUES('https://github.com/piomin/sample-quarkus-serverless-kafka','piomin/sample-quarkus-serverless-kafka','','2021',0,'A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. Illustrates sub-second cold starts, reactive stream processing (using SmallRye Reactive Messaging), and optimized containerization tailored for Kubernetes native eventing.','Java','Repository','Advanced',1,'online','manual','b53f3eae818c81e02e6a0b94b7488d51e308c34cf1065c23ddc170eb55ac770c',100.0,1781735921,1,'2026-06-18T00:38:41.282507+02:00',NULL,NULL,NULL,'["Event-Driven Architectures", "Serverless Java", "Quarkus with Kafka"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-kubernetes','piomin/sample-spring-microservices-kubernetes: Microservices with Spring'' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟','','2022',0,'An active and highly referenceable demo project exhibiting the deployment of Spring Boot microservices inside a Kubernetes cluster. Utilizes Spring Cloud Kubernetes for discovery, ConfigMaps for configurations, and Ribbon/Feign client integrations for service-to-service communication.','Java','Repository','Intermediate',1,'online','manual','7b68084321c423fc979d94581cc5f399666ec7b22c6688efac456f1f89a564ca',100.0,1781735921,1,'2026-06-18T00:38:41.162134+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Spring Boot Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-new','==piomin/sample-spring-microservices-new: Microservices with Spring Cloud'' Advanced Demo Project==','','2023',0,'An updated showcase of modern, distributed architectures using the newest Spring Cloud dependencies. Features advanced setups including Spring Cloud Gateway, distributed tracing integrations, and resilient fault-tolerant design patterns.','Java','Repository','Advanced',1,'online','manual','3c77783716bdba0c1ad4ebc032a24ee895081a1ef6f86cb4d9e320a0b7cdf591',100.0,1781735920,1,'2026-06-18T00:38:40.996053+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Advanced Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/piomin/sample-quarkus-serverless-kafka','piomin/sample-quarkus-serverless-kafka','','2021',0,'A reference implementation of reactive serverless pipelines using Quarkus, Knative, and Apache Kafka. Illustrates sub-second cold starts, reactive stream processing (using SmallRye Reactive Messaging), and optimized containerization tailored for Kubernetes native eventing.','Java','Repository','Advanced',1,'online','manual','b53f3eae818c81e02e6a0b94b7488d51e308c34cf1065c23ddc170eb55ac770c',100.0,1781735921,1,'2026-06-18T00:38:41.282507+02:00',NULL,NULL,NULL,'["Event-Driven Architectures", "Serverless Java", "Quarkus with Kafka"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-kubernetes','piomin/sample-spring-microservices-kubernetes: Microservices with Spring'' Boot and Spring Cloud on Kubernetes Demo Project - piotrminkowski.com 🌟','','2022',0,'An active and highly referenceable demo project exhibiting the deployment of Spring Boot microservices inside a Kubernetes cluster. Utilizes Spring Cloud Kubernetes for discovery, ConfigMaps for configurations, and Ribbon/Feign client integrations for service-to-service communication.','Java','Repository','Intermediate',1,'online','manual','7b68084321c423fc979d94581cc5f399666ec7b22c6688efac456f1f89a564ca',100.0,1781735921,1,'2026-06-18T00:38:41.162134+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Spring Boot Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/piomin/sample-spring-microservices-new','==piomin/sample-spring-microservices-new: Microservices with Spring Cloud'' Advanced Demo Project==','','2023',0,'An updated showcase of modern, distributed architectures using the newest Spring Cloud dependencies. Features advanced setups including Spring Cloud Gateway, distributed tracing integrations, and resilient fault-tolerant design patterns.','Java','Repository','Advanced',1,'online','manual','3c77783716bdba0c1ad4ebc032a24ee895081a1ef6f86cb4d9e320a0b7cdf591',100.0,1781735920,1,'2026-06-18T00:38:40.996053+02:00',NULL,NULL,NULL,'["Application Development", "Cloud-Native Java", "Advanced Microservices"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/pipe-cd/pipe','PipeCD','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','ed2b7808a49a0f3c8dea8754e402794d99da8842b985f2cf42574a98a94effd6',100.0,1779030564,0,'2026-05-17T17:09:24.322988+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tools.md"]','[]','{}','{}');
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@@ -7130,7 +7130,7 @@ INSERT INTO "resources" VALUES('https://github.com/planetlabs/draino','Draino','
 INSERT INTO "resources" VALUES('https://github.com/plexsystems/konstraint','konstraint','','2026',5,'A template generation utility targeted at OPA Gatekeeper. It reads standard Rego policy documents to automatically produce ConstraintTemplates and Constraint manifests, simplifying structural governance by keeping policies organized and generating documentation natively.','Go','Tool','Advanced',0,'online','manual','67a94b5d308b5159a68246516d1ddff3a5de1ae0d3560b49dd554411fe82eee4',100.0,1779030012,1,'2025-11-20T02:18:14Z',NULL,NULL,NULL,'["Security", "Policy Enforcement", "Gatekeeper Boilerplate"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-11-20T02:18:14Z", "gh_stars": 393}');
 INSERT INTO "resources" VALUES('https://github.com/plexsystems/sinker','Sinker','','2023',5,'A target reconciliation tool that syncs third-party container image dependencies directly into private container registries. Helps maintain air-gapped environments by verifying repository assets dynamically.','Go','CLI Tool','Intermediate',0,'online','manual','f7dacf65025e43daa871debccfd55ef08dfb3c1ee67db9f835119185970fadf9',100.0,1779030052,1,'2024-06-13T22:25:52Z',NULL,NULL,NULL,'["Configuration Management", "Image Syncing", "Registry Integration"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-06-13T22:25:52Z", "gh_stars": 625}');
 INSERT INTO "resources" VALUES('https://github.com/polarpoint-io/groovy-jenkins-pipelines/blob/master/jobs/parameterisedPipelines.groovy','Example of a pipeline with parameters','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','13f515a8fbdb8c2673cac406bb85dde5012f2f6a9e0b8cd98bc9ff64a83e7da3',100.0,1779032613,1,'2026-05-17T17:43:33.717987+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/jenkins.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://github.com/policy-hub/policy-hub-cli','PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟','','2021',5,'A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and platform engineers to search, validate, and integrate standard compliance policies directly from local environments.','Go','CLI Tool','Intermediate',0,'online','manual','e7d03b6dc3bdca8813c7ed6d170de04155ccd3bda901b65d4239ecf579068793',100.0,1781736154,1,'2026-06-18T00:42:34.414368+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Developer Tooling"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/policy-hub/policy-hub-cli','PolicyHub CLI, a CLI tool that makes Rego policies searchable 🌟','','2021',5,'A lightweight command-line utility engineered to improve discoverability and usability of Rego-based policies. This tool parses and indexes shared policy repositories, enabling infrastructure and platform engineers to search, validate, and integrate standard compliance policies directly from local environments.','Go','CLI Tool','Intermediate',0,'online','manual','e7d03b6dc3bdca8813c7ed6d170de04155ccd3bda901b65d4239ecf579068793',100.0,1781736154,1,'2026-06-18T00:42:34.414368+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Security & Compliance", "Developer Tooling"]','["[DE FACTO STANDARD]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/porscheofficial/terraform-aws-ecr-watch','porscheofficial/terraform-aws-ecr-watch','','2023',3,'An open-source Terraform automation module constructed to monitor AWS Elastic Container Registry (ECR) push actions. It facilitates automated security audits, vulnerability tracking, and dynamic alert dispatches to external systems during image push phases.','HCL','Module','Intermediate',1,'online','manual','aa8b24b93f36f3a334885d2229bbf0f69d345c321a70d514216b65d2eaa1e120',100.0,1779032035,1,'2024-08-20T08:42:35Z',NULL,NULL,NULL,'["AWS", "Container Registry", "Monitoring"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-08-20T08:42:35Z", "gh_stars": 70}');
 INSERT INTO "resources" VALUES('https://github.com/portainer/portainer','github.com/portainer/portainer','','2017',5,'Portainer is a container management application that simplifies configuration and monitoring of multi-engine container environments, including Kubernetes. Featuring an intuitive web interface, it lowers the operational barrier for developers and sysadmins, facilitating application delivery and role-based access control.','Go / JavaScript','Management UI','Intermediate',1,'online','manual','9801957f719b4d73c44cbe28235ecc626acfcd5c17c9604e3fb24fdd2f062811',100.0,1779030983,1,'2026-06-13T13:30:22Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Cluster Management Platforms", "UI Tools"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Zlib", "gh_pushed": "2026-06-13T13:30:22Z", "gh_stars": 37720}');
@@ -7152,7 +7152,7 @@ INSERT INTO "resources" VALUES('https://github.com/projectsveltos/sveltosctl','g
 INSERT INTO "resources" VALUES('https://github.com/prometheus','github.com/prometheus','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','f22233e1a095fbaf7afc4d138e1001b5f8a651a23f4b3400ee46cc5cf3f73159',100.0,1779032977,1,'2026-05-17T17:49:37.633814+02:00',NULL,NULL,NULL,'[]','[]','["docs/prometheus.md"]','[]','{}','{}');
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 INSERT INTO "resources" VALUES('https://github.com/prometheus-community/yet-another-cloudwatch-exporter','YACE - yet another cloudwatch exporter 🌟','','2024',5,'Highly performance-optimized Prometheus exporter (YACE) designed to query metrics from AWS CloudWatch. Leverages cost-effective batched APIs to retrieve data without incurring high AWS costs.','Go','Open Source Tool','Advanced',0,'online','manual','7422a7e8438d8c3753064576e9d30acd5e5182da7fc21775ee4638fcb5ffddb2',100.0,1779130495,1,'2026-06-08T19:50:05Z',NULL,NULL,NULL,'["Observability", "Scraping & Exporters", "Cloud Exporters"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T19:50:05Z", "gh_stars": 1209}');
-INSERT INTO "resources" VALUES('https://github.com/prometheus-operator','github.com/prometheus-operator','','2024',5,'The foundational open-source Prometheus Operator repository, automating the deployment, scaling, configuration, and maintenance of Prometheus instances inside Kubernetes clusters. Curator Insight: Kubernetes-native operator configurations. Live Grounding: The industry standard framework for implementing declarative, declarative-driven metrics infrastructure on Kubernetes.','Go','Repository','Expert',1,'online','manual','361a65f1432f10133e0abb628023ab2161848c9bc23ecf7aef6d653de3008317',100.0,1779031782,1,'2026-05-17T17:29:42.521890+02:00',NULL,NULL,NULL,'["Container Orchestration", "Kubernetes", "Observability", "Prometheus", "Operators"]','["[DE FACTO STANDARD]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
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@@ -7182,7 +7182,7 @@ INSERT INTO "resources" VALUES('https://github.com/pymag09/kubecui','pymag09/kub
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@@ -7194,7 +7194,7 @@ INSERT INTO "resources" VALUES('https://github.com/quozd/awesome-dotnet','quozd/
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@@ -7213,12 +7213,12 @@ INSERT INTO "resources" VALUES('https://github.com/ranchergovernment/rke2-aws-tf
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@@ -7227,14 +7227,14 @@ INSERT INTO "resources" VALUES('https://github.com/recognai/rubrix','rubrix','',
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+INSERT INTO "resources" VALUES('https://github.com/redhat-actions','github.com: RedHat Actions 🌟','','2023',0,'The main organizational hub housing Red Hat''s official actions for OpenShift deployment. These components standardize cluster authentication, CLI installation, and container orchestration tasks directly in pipeline code. Acts as the primary bridge for enterprise Kubernetes pipeline operations.','Go','Library','Advanced',0,'online','manual','fff36b9b0ae0b20fa9ccbeda2036688654bbaaaedfeacbff508b156b6e786300',100.0,1779030407,1,'2026-05-17T17:06:47.638449+02:00',NULL,NULL,NULL,'["DevOps", "Container Orchestration", "CI/CD Libraries"]','["[COMMUNITY-TOOL]"]','["docs/git.md", "docs/jenkins-alternatives.md"]','["git.md", "jenkins-alternatives.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/redhat-actions/openshift-actions-runners-chart',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering github.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'unreachable','manual',NULL,64.0,1779130494,0,'2026-05-18T20:54:54.976247+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"review_metadata": {"original_url": "https://github.com/redhat-actions/openshift-actions-runners-chart", "proposed_url": "NONE", "reason": "High-Value Protection: 404", "timestamp": "2026-05-18T18:54:54.976249"}, "gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/redhat-cop','Red Hat Communities of Practice','','2026',0,'The master platform profile of Red Hat''s Communities of Practice. Contains scripts, custom operator codes, and automated scaffolding for cluster setups, management, and resource governing processes.','Go','Code Organization','Advanced',0,'online','manual','503b2db131d084ebfd458d1176678a64e5e04b8a9c63f7ad8a3278145b4ccd70',100.0,1779034263,1,'2026-05-17T18:11:03.050596+02:00',NULL,NULL,NULL,'["Platform Architecture", "Automation", "Community Tools"]','["[ENTERPRISE-STABLE]"]','["docs/ocp3.md"]','["ocp3.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -7251,14 +7251,14 @@ INSERT INTO "resources" VALUES('https://github.com/redhat-cop/openshift-toolkit/
 INSERT INTO "resources" VALUES('https://github.com/redhat-cop/pelorus',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','9e0a361d7f9844408ff4bb2f67698201bd08cb34e4b2b3ab44c90bb11bbe1970',100.0,1779032372,0,'2026-05-17T17:39:32.213471+02:00',NULL,NULL,NULL,'[]','[]','["docs/monitoring.md"]','[]','{}','{}');
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+INSERT INTO "resources" VALUES('https://github.com/redhat-developer-demos','Red Hat Tutorials & Examples: github.com/redhat-developer-demos 🌟','','2023',0,'The main repository for Red Hat Developer developer demos. Offers a variety of quickstarts covering modern Java/Go runtimes, microservices integration, Kubernetes-native deployments, and pipeline automation designs.','Java / Go / Node.js','Repository','Intermediate',1,'online','manual','86a2f65ef28633dcbfc8bb69566b134096d084b2399d0efbfbf5a1a60e6f4887',100.0,1779030788,1,'2026-05-17T17:13:08.078620+02:00',NULL,NULL,NULL,'["Application Development", "Tutorials", "Developer Demos"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -7266,20 +7266,20 @@ INSERT INTO "resources" VALUES('https://github.com/redhatspain/confluence6-atlas
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@@ -7289,7 +7289,7 @@ INSERT INTO "resources" VALUES('https://github.com/robscott/kube-capacity/releas
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+INSERT INTO "resources" VALUES('https://github.com/robusta-dev/kubernetes-chatgpt-bot','github.com/robusta-dev/kubernetes-chatgpt-bot','','N/A',0,'An intelligent triage chatbot linking cluster failures directly to LLM advice. Hooks Prometheus alert outputs to supply operators with instantaneous log summaries and debug steps.','English','Repository','Advanced',1,'online','manual','2f1ade76dd3cf3cedcd84243e469186f5a143bb3c7be9a6e87708670f3c762c5',100.0,1781735889,1,'2026-06-18T00:38:09.876177+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Kubernetes Operations", "AIOps Diagnostics"]','["[COMMUNITY-TOOL]"]','["docs/chatgpt.md"]','["chatgpt.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 * Covers 20 comprehensive phases, including deep learning, custom transformer training, LLM quantization (FP8, GGUF), and multi-agent system orchestration.
@@ -7299,12 +7299,12 @@ INSERT INTO "resources" VALUES('https://github.com/rootless-containers/usernetes
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+INSERT INTO "resources" VALUES('https://github.com/rossmcdonald/telegraf','Telegraf Ansible Role','','2024',0,'Ansible playbook role to provision and configure the Telegraf agent across varied Linux operating systems. Automates configuration generation and systemd unit registration.','Shell','Repository','Intermediate',0,'online','manual','1b1fb7e8b7e664928bf40f29d92222d796fc8977e041a9dd745801e8c72a13f1',100.0,1781736133,1,'2026-06-18T00:42:13.617234+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Ansible", "Telegraf Deployment"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/rothgar/bashScheduler','github.com/rothgar/bashScheduler','','2018',0,'An experimental Kubernetes scheduler written entirely in Bash. It is exclusively intended for academic learning, illustrating scheduling queues, node filtering, and binding phases to developers wanting to grasp scheduler-manager communication without compiled code complexity.','Bash','Script / Experimental','Advanced',0,'online','manual','8fe75c35268dbffe245c454389314c522719dad8a4eda2c0036a802901db59f0',100.0,1781736046,1,'2026-06-18T00:40:46.715861+02:00',NULL,NULL,NULL,'["Scheduling", "Custom Schedulers", "Experimental"]','["[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/roubles/kubeshell','kubeshell','','2018',0,'An early attempt at building an interactive shell auto-complete program for kubectl. Now defunct, its conceptual UX improvements have been integrated directly into standard shell autocompletion patterns and kubectl aliases.','Python','Interactive Shell Tool','Simple',0,'online','manual','f8f2a3986ffa4bb8b9370f9a3641d54d4aa8807d43d58103bcd0b2ac86e4b41c',100.0,1781736046,1,'2026-06-18T00:40:46.718468+02:00',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Interactive Shell"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/rromannissen/rhoar-microservices-demo','rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red'' Hat Runtimes demo','','2020',0,'A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. Illustrates safe promotion processes and environment configuration syncing using Argo CD.','Java / Yaml','Repository','Advanced',1,'online','manual','95dde057da8c5abf503c8dcc3df9e420a8c5a0426349497b59a1302a0f9710be',100.0,1781735911,1,'2026-06-18T00:38:31.062564+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Microservices Showcase"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/ruanbekker/thanos-cluster-setup','github.com/ruanbekker: Thanos Cluster Setup','','2021',0,'Developer guide outlining the architectural deployment of a highly available Thanos cluster with Docker Compose. Demonstrates configuring Thanos Sidecar, Querier, Store Gateway, and S3 object storage targets.','YAML','Configuration Code','Intermediate',1,'online','manual','d42af94cf3d1e82530ae18a98cb6577aea0011fea899ccdb7220671deb1894ff',100.0,1781736133,1,'2026-06-18T00:42:13.731752+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Thanos Engine"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/roubles/kubeshell','kubeshell','','2018',0,'An early attempt at building an interactive shell auto-complete program for kubectl. Now defunct, its conceptual UX improvements have been integrated directly into standard shell autocompletion patterns and kubectl aliases.','Python','Interactive Shell Tool','Simple',0,'online','manual','f8f2a3986ffa4bb8b9370f9a3641d54d4aa8807d43d58103bcd0b2ac86e4b41c',100.0,1781736046,1,'2026-06-18T00:40:46.718468+02:00',NULL,NULL,NULL,'["Operations & UX", "CLI Plugins", "Interactive Shell"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/rromannissen/rhoar-microservices-demo','rromannissen/rhoar-microservices-demo: GitOps for Microservices with Red'' Hat Runtimes demo','','2020',0,'A demonstration repository featuring GitOps patterns for microservices configured with Red Hat Runtimes. Illustrates safe promotion processes and environment configuration syncing using Argo CD.','Java / Yaml','Repository','Advanced',1,'online','manual','95dde057da8c5abf503c8dcc3df9e420a8c5a0426349497b59a1302a0f9710be',100.0,1781735911,1,'2026-06-18T00:38:31.062564+02:00',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Microservices Showcase"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/ruanbekker/thanos-cluster-setup','github.com/ruanbekker: Thanos Cluster Setup','','2021',0,'Developer guide outlining the architectural deployment of a highly available Thanos cluster with Docker Compose. Demonstrates configuring Thanos Sidecar, Querier, Store Gateway, and S3 object storage targets.','YAML','Configuration Code','Intermediate',1,'online','manual','d42af94cf3d1e82530ae18a98cb6577aea0011fea899ccdb7220671deb1894ff',100.0,1781736133,1,'2026-06-18T00:42:13.731752+02:00',NULL,NULL,NULL,'["Observability", "Distributed Storage", "Thanos Engine"]','["[COMMUNITY-TOOL]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -7312,13 +7312,13 @@ INSERT INTO "resources" VALUES('https://github.com/ruoshan/autoportforward','ruo
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-INSERT INTO "resources" VALUES('https://github.com/sa-mw-dach/podium','Podium','','2020',0,'A developer tool designed to orchestrate server-side-rendered micro-frontends (podlets) in modular architectures, ensuring fast composition and high decoupling of user interfaces.','JavaScript','Repository','Intermediate',1,'online','manual','b956fa8ef7aba4e53e3281f977690f599659e63a0e196447669805c79b9419b3',100.0,1781736133,1,'2026-06-18T00:42:13.524958+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Micro-frontends"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/sa-mw-dach/podium','Podium','','2020',0,'A developer tool designed to orchestrate server-side-rendered micro-frontends (podlets) in modular architectures, ensuring fast composition and high decoupling of user interfaces.','JavaScript','Repository','Intermediate',1,'online','manual','b956fa8ef7aba4e53e3281f977690f599659e63a0e196447669805c79b9419b3',100.0,1781736133,1,'2026-06-18T00:42:13.524958+02:00',NULL,NULL,NULL,'["Developer Productivity", "Collaboration", "Micro-frontends"]','["[COMMUNITY-TOOL]"]','["docs/project-management-tools.md"]','["project-management-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -7366,15 +7366,15 @@ INSERT INTO "resources" VALUES('https://github.com/shipa-corp/ketch','github.com
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 INSERT INTO "resources" VALUES('https://github.com/sigstore/cosign','Cosign: Container Signing','','2026',3,'Part of the Sigstore project, Cosign has established itself as the de facto standard for cryptographically signing and verifying OCI artifacts (container images, SBOMs). Supports hardware tokens, OIDC-based keyless signing, and seamless verification webhooks in Kubernetes, radically simplifying supply chain validation.','Go','Tool','Advanced',1,'online','manual','fa41311bb071a2f91d4d0387a1a4382c4d68e3ebe8a866e9388224a469aa4345',100.0,1779030569,1,'2026-06-12T21:12:47Z',NULL,NULL,NULL,'["Security", "Image Signing", "Cryptographic Trust"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T21:12:47Z", "gh_stars": 6041}');
 INSERT INTO "resources" VALUES('https://github.com/sigstore/k8s-manifest-sigstore','github.com/sigstore: k8s-manifest-sigstore','','2026',5,'A specialized framework integrating the Sigstore signature ecosystem with Kubernetes manifests. It enables platform operators to verify configuration payload signatures at deployment time, ensuring declarative resource definitions are not tampered with and originate from trusted pipelines.','Go','Tool','Advanced',0,'online','manual','3ce325e9eeb965b68ba6a2dd61de22b767fef48c2212a870b9fb01520dfd615f',100.0,1779032889,1,'2026-05-28T07:08:10Z',NULL,NULL,NULL,'["Security", "Integrity & Signature", "Supply Chain Security"]','["[DE FACTO STANDARD]"]','["docs/kubernetes.md"]','["kubernetes.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-05-28T07:08:10Z", "gh_stars": 87}');
 INSERT INTO "resources" VALUES('https://github.com/silverapp/silver','github.com: Django app + RESTful API for automatic billing','','2024',5,'Silver is an open-source invoicing and automated billing engine built on Django, offering declarative RESTful structures for subscription management. Enables seamless mapping of custom invoice workflows and state machines. Excellent enterprise baseline for custom financial systems.','Python','Code Repository','Advanced',1,'online','manual','4818e93ab4a4794e4eb5c07a513c35821855c54ea5677d11a60c8ebb2ee8a53b',100.0,1779130494,1,'2026-05-18T14:01:00Z',NULL,NULL,NULL,'["Software Engineering", "Business Applications", "Automated Billing"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-18T14:01:00Z", "gh_stars": 309}');
-INSERT INTO "resources" VALUES('https://github.com/simhol/awesome-azure','github.com/simhol/awesome-azure: Awesome Azure','','2026',0,'A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.','N/A','Repository','Intermediate',0,'online','manual','d5eb33ba6a89d1c496b8bd4964813e5acd0620ef17238cbab4c31aec99444912',100.0,1781736123,1,'2026-06-18T00:42:03.210740+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/simhol/awesome-azure','github.com/simhol/awesome-azure: Awesome Azure','','2026',0,'A community-maintained resource collection for Azure deployments, automation scripts, and management frameworks. This index aggregates specialized tools and networking resources that complement official Microsoft documentation. It functions as a valuable secondary reference for enterprise cloud-migration pipelines.','N/A','Repository','Intermediate',0,'online','manual','d5eb33ba6a89d1c496b8bd4964813e5acd0620ef17238cbab4c31aec99444912',100.0,1781736123,1,'2026-06-18T00:42:03.210740+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Azure", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/similarweb/statusbay','StatusBay','','2021',2,'An active deployment monitoring tool that provides real-time visibility into Kubernetes deployment sequences. By aggregating event logs and state transitions, StatusBay offers clean diagnostic traces for failed releases, improving post-mortem analysis.','Go','Tool','Intermediate',0,'online','manual','4ffe80051d427adad91bc6a4591a4dcb38f422ee9b1508249389603ab977d3d2',100.0,1779030739,1,'2024-07-02T11:10:26Z',NULL,NULL,NULL,'["Observability", "Deployments", "Telemetry"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-troubleshooting.md"]','["kubernetes-troubleshooting.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-07-02T11:10:26Z", "gh_stars": 387}');
 INSERT INTO "resources" VALUES('https://github.com/simplenetes-io/simplenetes','Simplenetes','','2020',5,'A highly simplified container orchestration tool designed as an alternative to Kubernetes. Lacks active development (>4 years inactive), recommended solely for legacy academic reference.','Shell','Repository','Intermediate',0,'online','manual','2f83015b87a2f26b457ec8754986c0fdb26f96fb3c4a6ebbaddbf64a99fb24b0',100.0,1779034273,1,'2021-04-13T11:01:55Z',NULL,NULL,NULL,'["Orchestration", "Alternatives", "Simplenetes"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-alternatives.md"]','["kubernetes-alternatives.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-13T11:01:55Z", "gh_stars": 766}');
 INSERT INTO "resources" VALUES('https://github.com/sinaptik-ai/pandas-ai','github.com/gventuri/pandas-ai','','2023',5,'Curator Insight showcases PandasAI as a framework translating natural language queries directly into executable Pandas transformations. Live Grounding emphasizes its utility for quick analytical interfaces, while highlighting that enterprise environments must apply strict sandboxing to isolate LLM-generated code paths.','Python','Library','Advanced',1,'online','manual','954cf0843c76bec2ad6612e6618602e0604d1806041e9de6bbccad5056e03762',100.0,1779130494,1,'2025-10-28T10:02:13Z',NULL,NULL,NULL,'["Artificial Intelligence", "Generative AI", "Data Analysis Automation"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2025-10-28T10:02:13Z", "gh_stars": 23581}');
@@ -7383,11 +7383,11 @@ INSERT INTO "resources" VALUES('https://github.com/sirech/example-concourse-pipe
 INSERT INTO "resources" VALUES('https://github.com/skooner-k8s/skooner','skooner - Kubernetes Dashboard','','2025',5,'A lightweight, real-time web console formerly known as Kube-dev. Optimized for both mobile and desktop screens, it enables platform engineers to quickly monitor and manage cluster resources, deployments, and logs without resource overhead.','JavaScript','Service','Medium',1,'online','manual','352f9d19bc2f71467219ddfa3b5bf8844ac20113acb43740ba66cd47244e70e3',100.0,1779032935,1,'2024-06-30T11:31:54Z',NULL,NULL,NULL,'["Operations", "Web Dashboards", "UI Portal"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-06-30T11:31:54Z", "gh_stars": 1439}');
 INSERT INTO "resources" VALUES('https://github.com/sl1pm4t/k2tf','==github.com/sl1pm4t/k2tf: Kubernetes YAML to Terraform HCL converter==','','2026',3,'K2tf translates raw Kubernetes manifests into declarative Terraform HCL code blocks, simplifying the transition of resource management to infrastructure-as-code models. By parsing nested arrays and complex resource specs, it generates equivalent ''kubernetes_'' provider resources. While minor manual adjustments are still needed for specialized CRDs, it significantly lowers initial migration efforts.','Go','CLI Utility','Intermediate',0,'online','manual','6278c4fc7e131754140157e525abd47b4da0a4e1a941c13caeac4d314744354b',100.0,1779031389,1,'2025-12-12T14:11:18Z',NULL,NULL,NULL,'["Infrastructure", "IaC Conversion", "Terraform Integration"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2025-12-12T14:11:18Z", "gh_stars": 1229}');
 INSERT INTO "resources" VALUES('https://github.com/slackhq/nebula','Nebula','','2026',5,'An ultra-secure, highly scalable overlay networking tool developed by Slack. It utilizes Noise-protocol encryption to link nodes spanning multi-cloud platforms, physical clusters, and home networks. It acts as an exceptionally reliable, high-performance network overlay standard.','Go','Service','High',0,'online','manual','a84f373ae9521de80f0f421638966dc03facc02d62949db845d9ab94dae7602a',100.0,1779031333,1,'2026-06-13T01:52:59Z',NULL,NULL,NULL,'["Networking & Security", "Overlay Networking", "SDN"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-13T01:52:59Z", "gh_stars": 17399}');
-INSERT INTO "resources" VALUES('https://github.com/slawekradzyminski/AwesomeTesting','Awesome Testing code snippets','','2026',0,'A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.','N/A','Repository','Intermediate',0,'online','manual','cef0a9f4efdcd2e351d2822b1a6050a76b74cce29e9aa2c8232e91ee7d569f49',100.0,1781736123,1,'2026-06-18T00:42:03.254112+02:00',NULL,NULL,NULL,'["Software Quality", "Testing", "Snippets"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/slawekradzyminski/AwesomeTesting','Awesome Testing code snippets','','2026',0,'A handy collection of code snippets, unit tests, and mocking architectures written across various development frameworks. Assists individual developers in quickly establishing mock-ups and isolated test cases. Ideal for bootstrapping automated integration tests in diverse multi-language environments.','N/A','Repository','Intermediate',0,'online','manual','cef0a9f4efdcd2e351d2822b1a6050a76b74cce29e9aa2c8232e91ee7d569f49',100.0,1781736123,1,'2026-06-18T00:42:03.254112+02:00',NULL,NULL,NULL,'["Software Quality", "Testing", "Snippets"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/slipway-gitops/slipway','slipway: A Kubernetes controller to automate gitops provisioning','','2021',5,'A minimalist GitOps controller engineered to automate workflow provisioning directly from Git sources. By targeting declarative configurations, it offers lightweight state reconciliation for team workspaces. Current analysis shows minimal active development, as the industry gravitated toward mature engines like ArgoCD.','Go','Controller','Medium',0,'online','manual','dbbab359e02e49a90b108972cbdeb6b096a69a28d186590c3d3e1437a8d51bf8',100.0,1779033922,1,'2020-05-05T20:37:13Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Controllers"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2020-05-05T20:37:13Z", "gh_stars": 47}');
 INSERT INTO "resources" VALUES('https://github.com/slok/kubewebhook','kubewebhook','','2024',5,'A powerful SDK designed to streamline the implementation of Mutating and Validating Admission Webhooks in Go. It handles the low-level JSON patching and routing boilerplate, allowing developers to focus solely on custom validation rules and business policies.','Go','Library','Medium',0,'online','manual','7682c6cfb7de514686f7aaad0fc3d75296b833fdef0db22a23d0af30a07bcc37',100.0,1779034502,1,'2025-04-16T22:56:45Z',NULL,NULL,NULL,'["Application Delivery", "Admission Control", "Webhooks SDK"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-04-16T22:56:45Z", "gh_stars": 630}');
 INSERT INTO "resources" VALUES('https://github.com/slok/sloth','Sloth 🌟','','2023',5,'Sloth is an automated, developer-friendly generator for SLO alerting. Evaluates declarative YAML templates and outputs production-grade PromQL rules representing complex multi-window, multi-burn-rate algorithms.','Go','Open Source Tool','Intermediate',0,'online','manual','2e4bcb0320df96693316bf3c5aa6a5ba38ec35220390e110e3a3abefd3dc73a7',100.0,1779032833,1,'2026-06-08T07:22:17Z',NULL,NULL,NULL,'["Observability", "SLAs & SLOs", "Generators"]','["[DE FACTO STANDARD]"]','["docs/prometheus.md"]','["prometheus.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-08T07:22:17Z", "gh_stars": 2501}');
-INSERT INTO "resources" VALUES('https://github.com/sls-dev1/openshift-elastic-apm-server','Elastic APM Server Docker image','','2021',0,'A Dockerized configuration tailored to deploy Elastic APM Server on Red Hat OpenShift. While still relevant for highly restricted, air-gapped legacy OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud on Kubernetes (ECK) operator for automated scaling and lifecycle management.','Dockerfile','Repository','Intermediate',1,'online','manual','a9f17267aacb4078471811081556a8791b40a10febd8cb94b6f319592240c61d',100.0,1781736101,1,'2026-06-18T00:41:41.888902+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic Stack"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/sls-dev1/openshift-elastic-apm-server','Elastic APM Server Docker image','','2021',0,'A Dockerized configuration tailored to deploy Elastic APM Server on Red Hat OpenShift. While still relevant for highly restricted, air-gapped legacy OpenShift setups, modern 2026 deployments prefer using the official Elastic Cloud on Kubernetes (ECK) operator for automated scaling and lifecycle management.','Dockerfile','Repository','Intermediate',1,'online','manual','a9f17267aacb4078471811081556a8791b40a10febd8cb94b6f319592240c61d',100.0,1781736101,1,'2026-06-18T00:41:41.888902+02:00',NULL,NULL,NULL,'["Cloud Native", "Observability", "Elastic Stack"]','["[LEGACY]"]','["docs/monitoring.md"]','["monitoring.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/smarkets/marge-bot','Marge-bot: A merge-bot for GitLab','','2026',4,'A highly robust Python-based merge bot for GitLab. Implements a strict ''not-by-default'' merge pipeline strategy, testing rebased target branches in isolation prior to master commits. Essential for keeping high-throughput GitLab monorepos permanently green.','Python','Tool','Advanced',1,'online','manual','456e45feb8a89f3ef092787cd0ae71b2ca151f9c52ba8de8d3351aab85d451cd',100.0,1779031469,1,'2023-07-26T19:54:30Z',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[ENTERPRISE-STABLE]"]','["docs/git.md"]','["git.md"]','{}','{"gh_license": "BSD-3-Clause", "gh_pushed": "2023-07-26T19:54:30Z", "gh_stars": 738}');
 INSERT INTO "resources" VALUES('https://github.com/smartxworks/knest','smartxworks/knest','','2024',0,'Knest is a cluster provisioning tool that automates the deployment of nested Kubernetes clusters using Virtink virtual machines. It solves multi-tenant physical isolation challenges by running independent control planes inside virtual environments on top of a physical cluster parent.','Go','Operator / CLI','Advanced',0,'online','manual','8ad9227005d7c9e5df0f961be84c317de358cf89ef1cbe0f36b577a9e66bc257',100.0,1779030413,1,'2023-05-25T10:36:03Z',NULL,NULL,NULL,'["Infrastructure", "Cluster Management", "Nested Clusters"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-05-25T10:36:03Z", "gh_stars": 89}');
 INSERT INTO "resources" VALUES('https://github.com/smartxworks/virtink','smartxworks/virtink','','2025',2,'Virtink is a cloud-native virtualization operator designed to orchestrate lightweight virtual machines natively inside Kubernetes. Utilizing Cloud-Hypervisor as its backend, it serves as an agile, low-overhead alternative to KubeVirt for building hyper-converged architectures.','Go','Operator / CRD','Advanced',0,'online','manual','3a00f8a0ede46440a57f0ce4e3b948b4b8702cb22dd4f6d3b771af5cf68e9e26',100.0,1779030443,1,'2025-10-09T02:47:43Z',NULL,NULL,NULL,'["Infrastructure", "Virtualization", "Hypervisor"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2025-10-09T02:47:43Z", "gh_stars": 607}');
@@ -7395,7 +7395,7 @@ INSERT INTO "resources" VALUES('https://github.com/smocker-dev/smocker','Smocker
 INSERT INTO "resources" VALUES('https://github.com/sngular/kloadgen','KLoadGen - Kafka + (Avro/Json Schema) Load Generator 🌟','','2022',5,'A purpose-built performance benchmarking CLI tool designed to simulate realistic cluster loads by generating synthetic schema-validated data. It easily ingests Avro or JSON schemas to produce representative records at controllable volume rates.','Kotlin','Open Source Tool','Advanced',0,'online','manual','6f75656246af7922630fe410a3417708b077de79ea81d6bef46c3e2f35059c5f',100.0,1779130495,1,'2024-11-19T18:12:19Z',NULL,NULL,NULL,'["Event-Driven Systems", "Apache Kafka", "Testing & Emulation"]','["[DE FACTO STANDARD]"]','["docs/message-queue.md"]','["message-queue.md"]','{}','{"gh_license": "MPL-2.0", "gh_pushed": "2024-11-19T18:12:19Z", "gh_stars": 218}');
 INSERT INTO "resources" VALUES('https://github.com/softonic/node-policy-webhook','node-policy-webhook','','2020',1,'A Kubernetes Mutating Admission Webhook that automatically injects node selectors, tolerations, and node affinity rules into pods based on configured node policies. It has largely been superseded by native topology spreads and modern policy engines.','Go','Admission Webhook','Intermediate',1,'online','manual','6166d7a754467ea95c0cbeb24f39d1d868b74f6fee5b09e8b5657f6224701c07',100.0,1779030578,1,'2022-12-21T09:05:46Z',NULL,NULL,NULL,'["Cluster Management", "Scheduling & Node Assignment", "Admission Controllers"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-12-21T09:05:46Z", "gh_stars": 17}');
 INSERT INTO "resources" VALUES('https://github.com/solarwinds/rkubelog','rkubelog 🌟','','2021',1,'A command-line tool designed to tail and parse structured Kubernetes application logs in real-time, offering advanced regex filtering, JSON formatting, and stream highlights. While SolarWinds transitioned to central SaaS offerings, this local CLI utility remains a handy, fast tool for developers debug-tailing raw stdout logs in 2026.','Go','CLI Tool','Low',0,'online','manual','31d366bcbd4ded03d79de63d2b8ea15efc830fcb6370f4e06674cd7404f54392',100.0,1779033030,1,'2023-08-09T08:39:10Z',NULL,NULL,NULL,'["Operations", "Logging", "CLI Tool"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-08-09T08:39:10Z", "gh_stars": 23}');
-INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community','Sonatype Nexus Community 🌟','','2026',0,'The primary ecosystem landing organization for third-party integrations, developer plugins, and extension scripts built around Sonatype Nexus. It serves as a decentralized catalog of community resources. While containing many unmaintained or vintage projects, it represents an outstanding archival codebase for custom integrations.','N/A','Repository','Intermediate',0,'online','manual','1a70e8576d4fa27360396038c0f0ce70dd3390956124369787a0432a2e1aceda',100.0,1779030235,1,'2026-05-17T17:03:55.965368+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Community"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community','Sonatype Nexus Community 🌟','','2026',0,'The primary ecosystem landing organization for third-party integrations, developer plugins, and extension scripts built around Sonatype Nexus. It serves as a decentralized catalog of community resources. While containing many unmaintained or vintage projects, it represents an outstanding archival codebase for custom integrations.','N/A','Repository','Intermediate',0,'online','manual','1a70e8576d4fa27360396038c0f0ce70dd3390956124369787a0432a2e1aceda',100.0,1779030235,1,'2026-05-17T17:03:55.965368+02:00',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Community"]','["[COMMUNITY-TOOL]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/sonatype-nexus-community/nexus-kubernetes-openshift','Sonatype Nexus Community: Nexus Kubernetes OpenShift 🌟','','2020',5,'A community-driven GitHub repository containing Helm charts and manifest configurations designed to deploy Sonatype Nexus in OpenShift environments. Live grounding confirms this repository has been unmaintained for several years and is now marked legacy. Modern deployments should prioritize official Helm charts from the mainstream Sonatype organization for production use.','YAML','Repository','Intermediate',0,'online','manual','0a339f2f486dbe7aeebfe17e13d70db25d9c4e79d839a114b570981a1d62348c',100.0,1779029715,1,'2020-12-16T20:30:21Z',NULL,NULL,NULL,'["Artifact Management", "Package Repositories", "Nexus Integrations"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "EPL-2.0", "gh_pushed": "2020-12-16T20:30:21Z", "gh_stars": 8}');
 INSERT INTO "resources" VALUES('https://github.com/sottlmarek/DevSecOps','==sottlmarek/DevSecOps: Ultimate DevSecOps library== 🌟','','2026',3,'A comprehensive reference detailing methodologies, pipeline security patterns, and scanners for DevSecOps implementation. Provides instructions on integrating static and dynamic analysis, secrets detection, and compliance gates within continuous delivery pipelines.','Markdown','Awesome List','Advanced',1,'online','manual','d08b2fc901fa7dd2fd1cd4f920a49ecdaa17251036e8052a68c172b149069be1',100.0,1779032790,1,'2026-06-01T22:09:57Z',NULL,NULL,NULL,'["Cloud Native", "Security", "DevSecOps Integration"]','["[ENTERPRISE-STABLE]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-01T22:09:57Z", "gh_stars": 6760, "is_special": true}');
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@@ -7420,23 +7420,23 @@ INSERT INTO "resources" VALUES('https://github.com/sstephenson/rbenv',NULL,NULL,
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@@ -7448,10 +7448,10 @@ INSERT INTO "resources" VALUES('https://github.com/sukeesh/k8s-job-notify','**k8
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-INSERT INTO "resources" VALUES('https://github.com/suraksha-123/Grant-Revoke-ssh-access','Grant-Revoke-ssh-access','','2021',1,'A security-focused shell scripting utility designed to automate user provisioning, key assignment, and subsequent access revocation across distributed Linux server deployments. Double-Evidence: This tool simplifies standard access controls, while live grounding suggests it is best suited for small-scale operations that do not yet warrant complex Identity and Access Management (IAM) platforms or SSH CA infrastructures.','Shell','Repository','Intermediate',0,'online','manual','6d6dd7e8bb36758794e830317f29eb55326e8fbe904c06e6ebbbea2653236754',100.0,1781736068,1,'2026-06-18T00:41:08.204595+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Security"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/suraksha-123/Grant-Revoke-ssh-access','Grant-Revoke-ssh-access','','2021',1,'A security-focused shell scripting utility designed to automate user provisioning, key assignment, and subsequent access revocation across distributed Linux server deployments. Double-Evidence: This tool simplifies standard access controls, while live grounding suggests it is best suited for small-scale operations that do not yet warrant complex Identity and Access Management (IAM) platforms or SSH CA infrastructures.','Shell','Repository','Intermediate',0,'online','manual','6d6dd7e8bb36758794e830317f29eb55326e8fbe904c06e6ebbbea2653236754',100.0,1781736068,1,'2026-06-18T00:41:08.204595+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "SSH Security"]','["[COMMUNITY-TOOL]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/swapnakpanda/Infographics/blob/main/Cheat%20Sheet/Database/SQL_CheatSheet.png','==github.com/swapnakpanda: SQL_CheatSheet.png==','','2023',0,'A dense visual database infographic grouping standard relational concepts. Outlines join configurations, index lookups, data grouping rules, and typical query structures in a high-density schematic map.','SQL','Infographic','Beginner',0,'online','manual','897668ccfb3e4132ef052f268c28d51f6b2e55d233e4d3a48df7553177e4697e',100.0,1781735890,1,'2026-06-18T00:38:10.407375+02:00',NULL,NULL,NULL,'["Databases & Storage", "Relational Databases", "SQL"]','["[COMMUNITY-TOOL]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/swyxio/skills/tree/main','Kakuna Codebase Hardening Suite','An automated codebase hardening framework designed to refactor experimental vibecoded MVPs into reliable, end-to-end tested, and maintainable production repositories.','2026',4,'Curator Insight: Kakuna is a breakthrough engineering design pattern for agentic codebase evolution, utilizing structured checklists to refactor fragile code into production-ready software.
 
@@ -7470,11 +7470,11 @@ INSERT INTO "resources" VALUES('https://github.com/tchiotludo/akhq','AKHQ (previ
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-INSERT INTO "resources" VALUES('https://github.com/techiescamp/kubernetes-learning-path','==github.com/techiescamp/kubernetes-learning-path== 🌟🌟','','2026',4,'A massive, community-backed repository organizing study plans, code repositories, structural templates, and practice exercises. Ideal for self-taught DevOps engineers transitioning to system automation roles.','English','GitHub Repository','Intermediate',1,'online','manual','671752463b99aa84b82e66d4a4f67c9f4f882d81b93c09d5e958577c19192559',100.0,1781736057,1,'2026-06-18T00:40:57.376523+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Learning Pathways", "GitHub Repository"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/techiescamp/devops-projects','==techiescamp/devops-projects==:Real-World DevOps Projects For Learning','','2026',5,'A stellar, end-to-end GitHub archive that compiles structural templates, infrastructure blueprints, and multi-tier CI/CD pipelines. Features real-world deployment playbooks using Terraform, Ansible, and Kubernetes for cloud architectures.','English','GitHub Repository','Advanced',1,'online','manual','297a8442638797fa98363d63903f491e018c9759a1d1ce56fa095c869aa8c90e',100.0,1781735940,1,'2026-06-18T00:39:00.323854+02:00',NULL,NULL,NULL,'["Orchestration", "Infrastructure as Code", "Real-World Architecture"]','["[DE FACTO STANDARD]"]','["docs/elearning.md"]','["elearning.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/techiescamp/kubernetes-learning-path','==github.com/techiescamp/kubernetes-learning-path== 🌟🌟','','2026',4,'A massive, community-backed repository organizing study plans, code repositories, structural templates, and practice exercises. Ideal for self-taught DevOps engineers transitioning to system automation roles.','English','GitHub Repository','Intermediate',1,'online','manual','671752463b99aa84b82e66d4a4f67c9f4f882d81b93c09d5e958577c19192559',100.0,1781736057,1,'2026-06-18T00:40:57.376523+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Learning Pathways", "GitHub Repository"]','["[ENTERPRISE-STABLE]"]','["docs/kubernetes-tutorials.md"]','["kubernetes-tutorials.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/tektoncd','github.com/tektoncd','','2024',5,'Provides access to the central GitHub repository ecosystem of the Tekton project, housing core pipeline controllers, CLI tools (tkn), trigger mechanisms, and catalog components. Serves as the primary source for inspecting Tekton''s open-source Go implementations and resource definitions.','Go','Repository','Advanced',1,'online','manual','5c460d842a7936c0726c8865b93c5b0c7b1dadf3972c70a52c303a5bcd103a2e',100.0,1779031625,1,'2026-05-17T17:27:05.329661+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Platform"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/tektoncd','github.com/tektoncd','','2024',5,'Provides access to the central GitHub repository ecosystem of the Tekton project, housing core pipeline controllers, CLI tools (tkn), trigger mechanisms, and catalog components. Serves as the primary source for inspecting Tekton''s open-source Go implementations and resource definitions.','Go','Repository','Advanced',1,'online','manual','5c460d842a7936c0726c8865b93c5b0c7b1dadf3972c70a52c303a5bcd103a2e',100.0,1779031625,1,'2026-05-17T17:27:05.329661+02:00',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Platform"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/tektoncd/community','Tekton community','','2024',4,'Features the repository hosting governance, contribution guidelines, design proposals (TEPs), and meeting schedules for the Tekton open-source ecosystem. Vital for understanding the community-driven roadmap, architecture reviews, and technical steering decisions shaping the future of Tekton CI/CD.','None','Repository','Intermediate',1,'online','manual','155e11a94e516cc34edab1e2e3071bbca822d651ead9ccb0cae7bb5f6181e6f3',100.0,1779032572,1,'2026-06-11T13:30:31Z',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Governance & Community"]','["[ENTERPRISE-STABLE]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-11T13:30:31Z", "gh_stars": 396}');
 INSERT INTO "resources" VALUES('https://github.com/tektoncd/pipeline','github: Tekton Pipelines','','2024',5,'A secondary reference to Tekton''s core Pipeline engine. Focuses on declarative resource management via Custom Resource Definitions, detailing how Tekton uses specialized Tasks and Steps to run multi-stage workflows natively inside Kubernetes nodes without relying on heavy external build servers.','Go','Repository','Advanced',1,'online','manual','9228a9fc5e9b946dff4963314729e0fac644c1d4329be1f2beb33017fd8a27e4',100.0,1779030240,1,'2026-06-14T09:33:11Z',NULL,NULL,NULL,'["Continuous Integration & Delivery", "Cloud Native CI-CD", "Tekton Pipelines"]','["[DE FACTO STANDARD]"]','["docs/tekton.md"]','["tekton.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:33:11Z", "gh_stars": 8985}');
@@ -7485,17 +7485,17 @@ INSERT INTO "resources" VALUES('https://github.com/tenable/access-undenied-aws',
 INSERT INTO "resources" VALUES('https://github.com/tensorchord/Awesome-LLMOps','github.com/tensorchord/Awesome-LLMOps: Awesome LLMOps','','2023',3,'An expansive, curated catalog of leading open-source LLMOps tooling, libraries, and frameworks. Curator Insight and Live Grounding validate this repository as a comprehensive roadmap for configuring production vector databases, distributed training trackers, model testing beds, and low-latency inference gateways.','Markdown','Repository','Intermediate',0,'online','manual','1243fd67e4ccd3df802d78acca929307444150337f6181a0e5394cd6fcf2ad71',100.0,1779033617,1,'2026-05-21T09:12:50Z',NULL,NULL,NULL,'["Artificial Intelligence", "LLMOps & MLOps", "Curated Ecosystems"]','["[ENTERPRISE-STABLE]"]','["docs/ai.md", "docs/other-awesome-lists.md"]','["ai.md", "other-awesome-lists.md"]','{}','{"gh_license": "CC0-1.0", "gh_pushed": "2026-05-21T09:12:50Z", "gh_stars": 5843, "is_special": true}');
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@@ -7504,27 +7504,27 @@ INSERT INTO "resources" VALUES('https://github.com/theketchio/ketch','theketchio
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-INSERT INTO "resources" VALUES('https://github.com/todaywasawesome/oss-apps','todaywasawesome/oss-apps: OSS Applications','','2021',0,'A collection of production-ready, open-source application stack blueprints formatted for modern container and cloud platform environments. (Live Grounding: Serves as a reference baseline for application engineers evaluating functional cloud-native topologies).','YAML/Helm','Code Repository','Intermediate',1,'online','manual','4fa85bcb8665e483db0681692a8b49d51e78e6baea0d2fefe10b7ebcf2f337a5',100.0,1781735910,1,'2026-06-18T00:38:30.824345+02:00',NULL,NULL,NULL,'["Cloud-Native Application Development", "Open Source Software", "Reference Implementations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/tokarev-artem/auto-ec2-setup','github.com/tokarev-artem/auto-ec2-setup','','2023',0,'A minimal, highly focused repository designed to quickly bootstrap and configure EC2 instances via Terraform. Uses automated cloud-init configuration files to deploy runtime software stacks instantly upon boot.','HCL','Repository','Beginner',0,'online','manual','10346f3bf6404a2931ed534b7b4f3b057410f0a378cc342f7d4d9262aa5b5679',100.0,1781736233,1,'2026-06-18T00:43:53.517702+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/tom-256/ansible-awx-packer','github.com/tom-256/ansible-awx-packer','','2020',1,'An inactive HashiCorp Packer template configured to compile machine images with Ansible AWX pre-installed. Represents vintage configuration patterns before the containerized, operator-managed microservices architecture became the default delivery method.','HCL','Source Code','Intermediate',0,'online','manual','04751b2261fe8913910d78df5d46f11492e078b0b7660220c0020e3e8707e3ef',100.0,1781735865,1,'2026-06-18T00:37:45.900570+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Packer", "Machine Images"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/todaywasawesome/atomic-cluster','todaywasawesome/atomic-cluster: The Atomic Cluster','','2020',0,'An experimental framework built to explore deployment lifecycles of highly compact, ephemeral Kubernetes engines at the edge. Optimizes cluster-state storage engine footprints and reduces node bootstrapping overhead for edge nodes and rapid local testing setups.','Shell','Repository','Intermediate',0,'online','manual','3990a1676712391118d3bb52d3ba967e4f5ed4d9afb6050dfcb569058fb13388',100.0,1781735910,1,'2026-06-18T00:38:30.623388+02:00',NULL,NULL,NULL,'["Infrastructure", "Edge Computing", "Minimalist Clusters"]','["[EMERGING]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/todaywasawesome/oss-apps','todaywasawesome/oss-apps: OSS Applications','','2021',0,'A collection of production-ready, open-source application stack blueprints formatted for modern container and cloud platform environments. (Live Grounding: Serves as a reference baseline for application engineers evaluating functional cloud-native topologies).','YAML/Helm','Code Repository','Intermediate',1,'online','manual','4fa85bcb8665e483db0681692a8b49d51e78e6baea0d2fefe10b7ebcf2f337a5',100.0,1781735910,1,'2026-06-18T00:38:30.824345+02:00',NULL,NULL,NULL,'["Cloud-Native Application Development", "Open Source Software", "Reference Implementations"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/tokarev-artem/auto-ec2-setup','github.com/tokarev-artem/auto-ec2-setup','','2023',0,'A minimal, highly focused repository designed to quickly bootstrap and configure EC2 instances via Terraform. Uses automated cloud-init configuration files to deploy runtime software stacks instantly upon boot.','HCL','Repository','Beginner',0,'online','manual','10346f3bf6404a2931ed534b7b4f3b057410f0a378cc342f7d4d9262aa5b5679',100.0,1781736233,1,'2026-06-18T00:43:53.517702+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "AWS", "Compute & Serverless"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/tom-256/ansible-awx-packer','github.com/tom-256/ansible-awx-packer','','2020',1,'An inactive HashiCorp Packer template configured to compile machine images with Ansible AWX pre-installed. Represents vintage configuration patterns before the containerized, operator-managed microservices architecture became the default delivery method.','HCL','Source Code','Intermediate',0,'online','manual','04751b2261fe8913910d78df5d46f11492e078b0b7660220c0020e3e8707e3ef',100.0,1781735865,1,'2026-06-18T00:37:45.900570+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "Packer", "Machine Images"]','["[COMMUNITY-TOOL]"]','["docs/ansible.md"]','["ansible.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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+INSERT INTO "resources" VALUES('https://github.com/tommeramber/ocp-automations','tommeramber/ocp-automations','','2021',0,'A community repository of automation playbooks and scripts designed to streamline configuration, security hardening, and deployment procedures across diverse OpenShift Container Platform clusters.','Shell','Library','Advanced',0,'online','manual','47ac144b55fb5e58ada327ec610aa1a96a6c3065c41f628a8e2060b90235324d',100.0,1781736123,1,'2026-06-18T00:42:03.151273+02:00',NULL,NULL,NULL,'["Infrastructure", "Automation", "Ansible"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/tomnomnom/gron','github.com/tomnomnom/gron 🌟','','2025',5,'A CLI utility that flattens JSON documents into raw path-assignment patterns. Simplifies schema manipulation by allowing developers to query and filter JSON structures directly with classic grep, awk, or sed commands.','Go','CLI Tool','Low',0,'online','manual','b6c2204a36ada475f9bfec943b71e1d65d527102b0aded6c91e8d013a6eb7590',100.0,1779031796,1,'2025-05-31T15:00:47Z',NULL,NULL,NULL,'["Developer Workspace", "Command-Line Tooling", "JSON & YAML Manipulators"]','["[DE FACTO STANDARD]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-05-31T15:00:47Z", "gh_stars": 14456, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate','tomwechsler/HashiCorp_Certified_Terraform_Associate','','2023',1,'This laboratory and practice repository contains practical resources for preparing for the HashiCorp Certified: Terraform Associate syllabus. It provides direct exposure to essential state management commands and variable configuration setups through reproducible workspace examples.','HCL','Reference Implementation','Beginner',0,'online','manual','1bbbc75164c82f5a9a1e427c4b5eefcc847aa44e2b18c30924f9c5135acf6c37',100.0,1781736235,1,'2026-06-18T00:43:55.214005+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Terraform Associate"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/tomwechsler/HashiCorp_Certified_Terraform_Associate','tomwechsler/HashiCorp_Certified_Terraform_Associate','','2023',1,'This laboratory and practice repository contains practical resources for preparing for the HashiCorp Certified: Terraform Associate syllabus. It provides direct exposure to essential state management commands and variable configuration setups through reproducible workspace examples.','HCL','Reference Implementation','Beginner',0,'online','manual','1bbbc75164c82f5a9a1e427c4b5eefcc847aa44e2b18c30924f9c5135acf6c37',100.0,1781736235,1,'2026-06-18T00:43:55.214005+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Terraform Associate"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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-INSERT INTO "resources" VALUES('https://github.com/topics/gitops','==github.com/topics/gitops== 🌟','','2026',0,'A dynamically aggregated index of GitOps-related source code repositories and tooling hosted on GitHub. It connects engineers to reconciliation agents, helper plugins, and template engines. It serves as a great source for discovering emerging, community-driven deployment automation utilities.','Go','Open Source Index','Beginner',1,'online','manual','b95552aeb95693ca8c3d04ee9caa28db22be0f6fa352e918426db82393c4e594',100.0,1781736235,1,'2026-06-18T00:43:55.279940+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Source Code"]','["[EMERGING]"]','["docs/gitops.md"]','["gitops.md", "index.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/topics/yaml-processor','github.com/topics/yaml-processor','','2022',3,'A curated GitHub topic index tracking popular open-source YAML parsers, processors, and linters. It acts as a helpful starting point for developers looking for specialized CLI libraries, Python engines, and IDE validation tools.','N/A','documentation','beginner',0,'online','manual','e88e3f74875008020a7018e9f33194dff6953eb4fab4a4aba39ae094048c0d12',100.0,1781736180,1,'2026-06-18T00:43:00.919184+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "Tooling Catalog"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/topics/gitops','==github.com/topics/gitops== 🌟','','2026',0,'A dynamically aggregated index of GitOps-related source code repositories and tooling hosted on GitHub. It connects engineers to reconciliation agents, helper plugins, and template engines. It serves as a great source for discovering emerging, community-driven deployment automation utilities.','Go','Open Source Index','Beginner',1,'online','manual','b95552aeb95693ca8c3d04ee9caa28db22be0f6fa352e918426db82393c4e594',100.0,1781736235,1,'2026-06-18T00:43:55.279940+02:00',NULL,NULL,NULL,'["Application Delivery", "Continuous Deployment", "GitOps", "Source Code"]','["[EMERGING]"]','["docs/gitops.md"]','["gitops.md", "index.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/topics/yaml-processor','github.com/topics/yaml-processor','','2022',3,'A curated GitHub topic index tracking popular open-source YAML parsers, processors, and linters. It acts as a helpful starting point for developers looking for specialized CLI libraries, Python engines, and IDE validation tools.','N/A','documentation','beginner',0,'online','manual','e88e3f74875008020a7018e9f33194dff6953eb4fab4a4aba39ae094048c0d12',100.0,1781736180,1,'2026-06-18T00:43:00.919184+02:00',NULL,NULL,NULL,'["Configuration Management", "YAML Processing", "Tooling Catalog"]','["[COMMUNITY-TOOL]"]','["docs/yaml.md"]','["data-and-advanced-analytics.md", "yaml.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
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 INSERT INTO "resources" VALUES('https://github.com/towardsthecloud/cloudburn','Cloudburn: An Open-Source Policy Engine for AWS Spending','','2024',4,'Introduces Cloudburn, an open-source command-line tool designed to audit AWS resource groups. By using declarative policies, it alerts teams to idle resources, non-standard instance types, and unassigned Elastic IPs to keep real-world deployments within budget limits.','Go','GitHub Repository','Intermediate',0,'online','manual','be89f14b1199276bf0dadec18444513e5ce19deb23b8a3dc40b4b8b1f96e3b48',100.0,1779031231,1,'2026-04-09T11:47:52Z',NULL,NULL,NULL,'["FinOps & Cloud Cost", "AWS Optimization", "Policy Engines"]','["[ENTERPRISE-STABLE]"]','["docs/aws.md", "docs/devops.md", "docs/finops.md"]','["finops.md", "aws.md", "devops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-04-09T11:47:52Z", "gh_stars": 1765}');
 INSERT INTO "resources" VALUES('https://github.com/trimstray/test-your-sysadmin-skills','==trimstray/test-your-sysadmin-skills==','','2018',4,'An intensive, community-driven collection of system administration questions covering Linux kernel parameters, networking, security controls, and CI/CD pipelines. Curator Insight flags it as an essential baseline framework. Live Grounding notes that while static, it remains a fantastic benchmarking schema.','Shell','Repository','Intermediate',0,'online','manual','c40b7f77bf9281f6edfc80ff1582d0f7cd4841fef91e8a0443a2d83b13487fa7',100.0,1779032780,1,'2024-11-19T14:07:11Z',NULL,NULL,NULL,'["Infrastructure & Operations", "System Administration", "Interview Prep"]','["[ENTERPRISE-STABLE]"]','["docs/linux.md", "docs/other-awesome-lists.md"]','["linux.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-11-19T14:07:11Z", "gh_stars": 11657, "is_special": true}');
@@ -7532,17 +7532,17 @@ INSERT INTO "resources" VALUES('https://github.com/trimstray/the-book-of-secret-
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 INSERT INTO "resources" VALUES('https://github.com/trstringer/kubectl-example','github.com/trstringer/kubectl-example','','2026',5,'A reference repository providing curated template patterns and concrete command-line configurations for common ''kubectl'' usage patterns. Designed to shorten the ramp-up time for operators, it acts as a declarative cheat-sheet for state transitions and diagnostic queries.','Go','Repository','Beginner',0,'online','manual','30b813372ccbb846c5ce74fcaee25ca7092f9a613c83807f269030827f9d8735',100.0,1779034084,1,'2023-02-20T13:29:22Z',NULL,NULL,NULL,'["Cloud Native", "Kubernetes", "CLI & Debugging"]','["[DE FACTO STANDARD]"]','["docs/kubectl-commands.md"]','["kubectl-commands.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2023-02-20T13:29:22Z", "gh_stars": 13}');
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-INSERT INTO "resources" VALUES('https://github.com/tutorialworks/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','2020',0,'Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean.','Groovy','Code Repository','Advanced',0,'online','manual','35bfb0c2216ed6d04ca932e28b0f9c73bd0bd5058328ceceb51a42bef87ca6b9',100.0,1781735911,1,'2026-06-18T00:38:31.064587+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Shared Libraries"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/tutorialworks/pipeline-library-demo','github.com/monodot/pipeline-library-demo 🌟','','2020',0,'Reference repository demonstrating the architectural setup of reusable Jenkins Shared Libraries. Emphasizes centralizing redundant tasks (like Slack messaging and build wrappers) to keep multi-repo setups clean.','Groovy','Code Repository','Advanced',0,'online','manual','35bfb0c2216ed6d04ca932e28b0f9c73bd0bd5058328ceceb51a42bef87ca6b9',100.0,1781735911,1,'2026-06-18T00:38:31.064587+02:00',NULL,NULL,NULL,'["DevSecOps & Automation", "Jenkins-based CI-CD", "Jenkins Shared Libraries"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/twintproject/twint','TWINT - Twitter Intelligence Tool','','2023',3,'Curator Insight highlights Twint as an advanced tool designed to extract social datasets without API authentication. Live Grounding confirms that due to aggressive structural mutations and API restrictions on Twitter/X, Twint is largely non-functional, serving as an indicator of the end of unauthenticated scrapers.','Python','Library / Tool','Advanced',0,'online','manual','68eb5a98642fab7142087dba546a0568cefe4f347326a555256723ab8c934c68',100.0,1779032224,1,'2023-02-23T13:58:09Z',NULL,NULL,NULL,'["Cybersecurity", "OSINT", "Social Media Mining"]','["[DE FACTO STANDARD]"]','["docs/python.md"]','["python.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-02-23T13:58:09Z", "gh_stars": 16383}');
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 INSERT INTO "resources" VALUES('https://github.com/ua-nick/Data-Structures-and-Algorithms','==github.com/paliimx: Data Structures and Algorithms implementation in Go==','','2020',3,'Provides clear native Go implementations of foundational data structures and computer science algorithms. Excellent reference code for technical optimization tasks. [SPANISH CONTENT]','es','Repository','Advanced',0,'online','manual','4a1b4883647be04f84cce064fd6a5cca5c3471e9a80e22717a97869481956907',100.0,1779130494,1,'2024-05-10T19:40:23Z',NULL,NULL,NULL,'["Cloud Native Languages", "Go", "Core Reference"]','["[COMMUNITY-TOOL]", "[GUIDE]", "[LEGACY]"]','["docs/golang.md"]','["golang.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-10T19:40:23Z", "gh_stars": 2773}');
-INSERT INTO "resources" VALUES('https://github.com/ualter/awsbe-site','github.com/ualter: AwsBe','','2023',0,'AwsBe is a dedicated backend development mockup tool aimed at accelerating testing of AWS CLI and API-driven clients. It reduces dependency on direct AWS connections for dev feedback loops, enhancing local workspace efficiency. Highly valuable for staging environments seeking rapid mocking configurations.','Rust','Repository','Intermediate',0,'online','manual','888cd10400fc279d2f1845f4949a0d541342a79e8501e2adb64da79264eda994',100.0,1781735877,1,'2026-06-18T00:37:57.854928+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/ualter/awsbe-site','github.com/ualter: AwsBe','','2023',0,'AwsBe is a dedicated backend development mockup tool aimed at accelerating testing of AWS CLI and API-driven clients. It reduces dependency on direct AWS connections for dev feedback loops, enhancing local workspace efficiency. Highly valuable for staging environments seeking rapid mocking configurations.','Rust','Repository','Intermediate',0,'online','manual','888cd10400fc279d2f1845f4949a0d541342a79e8501e2adb64da79264eda994',100.0,1781735877,1,'2026-06-18T00:37:57.854928+02:00',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/uber/kraken','uber/kraken','','2024',5,'Uber''s peer-to-peer (P2P) Docker registry designed for ultra-high-throughput image distribution in highly distributed, large-scale container cluster environments. Real-world grounding shows this project is archived and legacy, with the industry shifting toward CNCF Dragonfly. It remains a historical reference for complex peer-to-peer registry orchestration patterns.','Go','Repository','Advanced',0,'online','manual','31ed194cf67cc22bc6aa3766dd5402720a8b2bb64dc4cb9718ffa19873242572',100.0,1779031393,1,'2026-06-12T15:37:44Z',NULL,NULL,NULL,'["Container Management", "P2P Container Distribution", "Kraken"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/registries.md"]','["registries.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-12T15:37:44Z", "gh_stars": 6699}');
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+INSERT INTO "resources" VALUES('https://github.com/unitypark/aws-serverless-demos','github.com/unitypark/aws-serverless-demos','','2020',0,'A playground containing several serverless infrastructure designs compiled via AWS CDK. Serves as reference implementations for combining DynamoDB, API Gateway, and Lambda.','TypeScript','Repository','Intermediate',0,'online','manual','dd7ebe29eac8c72b61a5fda9a104202c5896c457feb4527780544ba90f5d59de',100.0,1781735921,1,'2026-06-18T00:38:41.128675+02:00',NULL,NULL,NULL,'["Serverless Architectures", "AWS Serverless", "Cloud-Native Demo"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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@@ -7562,12 +7562,12 @@ INSERT INTO "resources" VALUES('https://github.com/vetyy/helm-ecr','helm-ecr 
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-INSERT INTO "resources" VALUES('https://github.com/vijaykedar/jenkins-setup-using-terraform','github.com/vijaykedar/jenkins-setup-using-terraform','','2023',0,'Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.','HCL','Code Repository','Intermediate',0,'online','manual','9fd7a26562b9e0568889384497f9e3febd67a847d785cbdf92854431bb12cc76',100.0,1781736232,1,'2026-06-18T00:43:52.254692+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Jenkins"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/vijaykedar/jenkins-setup-using-terraform','github.com/vijaykedar/jenkins-setup-using-terraform','','2023',0,'Open-source reference repository containing fully modular files to build and deploy active Jenkins servers on public cloud networks. Configures networking rules, storage buckets, and server definitions.','HCL','Code Repository','Intermediate',0,'online','manual','9fd7a26562b9e0568889384497f9e3febd67a847d785cbdf92854431bb12cc76',100.0,1781736232,1,'2026-06-18T00:43:52.254692+02:00',NULL,NULL,NULL,'["Infrastructure as Code", "CI/CD & Automation", "Jenkins"]','["[COMMUNITY-TOOL]"]','["docs/terraform.md"]','["terraform.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
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 INSERT INTO "resources" VALUES('https://github.com/vinta/awesome-python','Awesome Python 🌟','','2014',5,'The quintessential curated directory indexing thousands of top-tier Python packages, libraries, frameworks, and tools across data science, web development, containerization, and networking.','Markdown','Awesome List','Intermediate',0,'online','manual','aa7ca6e855edb7ada6cb90248be05e7572fde01f05c100afbcbbea728c480af8',100.0,1779030529,1,'2026-06-12T04:11:12Z',NULL,NULL,NULL,'["Backend Development", "Python Ecosystem", "Resource Curation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md", "docs/python.md"]','["python.md", "other-awesome-lists.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-06-12T04:11:12Z", "gh_stars": 302828, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/viralpoetry/kubesurveyor','Kubesurveyor 🌟','','2021',0,'A tool designed to scan and map namespaces, workloads, and running pods in a Kubernetes cluster, providing an overview of configuration layouts and potential drift. By 2026, this unmaintained project has been archived, with its core inventory and mapping functions fully replaced by native Prometheus/Grafana or modern platform engineering portal features.','Go','CLI Tool','Low',0,'online','manual','228c7ac748e747f91e740e3252504ca50af675968c35204b11fefa0015e0d1de',100.0,1781736046,1,'2026-06-18T00:40:46.742569+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Resource Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/visenger/awesome-mlops','visenger/awesome-mlops: Awesome MLOps','','2026',0,'A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.','N/A','Repository','Advanced',1,'online','manual','74e8d0bc6f88778e87c6e2231b41a1e4504cba02393fa9be2d2502da4f7c6644',100.0,1781736123,1,'2026-06-18T00:42:03.282704+02:00',NULL,NULL,NULL,'["AI & Machine Learning", "MLOps", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/viralpoetry/kubesurveyor','Kubesurveyor 🌟','','2021',0,'A tool designed to scan and map namespaces, workloads, and running pods in a Kubernetes cluster, providing an overview of configuration layouts and potential drift. By 2026, this unmaintained project has been archived, with its core inventory and mapping functions fully replaced by native Prometheus/Grafana or modern platform engineering portal features.','Go','CLI Tool','Low',0,'online','manual','228c7ac748e747f91e740e3252504ca50af675968c35204b11fefa0015e0d1de',100.0,1781736046,1,'2026-06-18T00:40:46.742569+02:00',NULL,NULL,NULL,'["Operations", "Observability", "Resource Analysis"]','["[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/visenger/awesome-mlops','visenger/awesome-mlops: Awesome MLOps','','2026',0,'A structured directory detailing operational machine learning (MLOps) packages, pipeline orchestrators (Kubeflow, MLflow), and feature store architectures. Essential for platform teams bridging data science workflows with production-grade Kubernetes automation frameworks.','N/A','Repository','Advanced',1,'online','manual','74e8d0bc6f88778e87c6e2231b41a1e4504cba02393fa9be2d2502da4f7c6644',100.0,1781736123,1,'2026-06-18T00:42:03.282704+02:00',NULL,NULL,NULL,'["AI & Machine Learning", "MLOps", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/vitobotta/velero-notifications','vitobotta/velero-notifications','','2024',5,'A specialized alerting utility designed to track and publish execution metrics of Velero backups. It monitors backup Custom Resources within the cluster to push real-time success, failure, or warning logs straight to ChatOps integrations including Slack, Discord, and arbitrary HTTP webhooks.','Go','Repository','Intermediate',0,'online','manual','7b97042cdcb35fc0de9a6ce154eecbed5f4ec0b921a618e69260f00985167271',100.0,1779032587,1,'2023-12-28T14:37:29Z',NULL,NULL,NULL,'["Operations & Reliability", "Data Protection & Backup", "Observability"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-operators-controllers.md"]','["kubernetes-operators-controllers.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-12-28T14:37:29Z", "gh_stars": 36}');
 INSERT INTO "resources" VALUES('https://github.com/vivekagate/yakiapp','nirops/yakiapp','','2022',2,'An early community-built visual client for Kubernetes. *Live Grounding*: This project is no longer actively maintained and has been archived, but it offers interesting historical design schemas for lightweight cluster inspectors.','JavaScript','Repository','Intermediate',0,'online','manual','175e549b01241094b70c17e5aff56537776273e0ce13feec7fbe035d4095ecb8',100.0,1779130495,1,'2022-09-03T16:26:36Z',NULL,NULL,NULL,'["Platform Engineering", "UI & Dashboards", "Desktop Client"]','["[LEGACY]"]','["docs/kubernetes-based-devel.md"]','["kubernetes-based-devel.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-03T16:26:36Z", "gh_stars": 102}');
 INSERT INTO "resources" VALUES('https://github.com/viveksinghggits/kuui','KuUI (Kubernetes UI)','','2021',5,'An experimental visual management utility designed to make resource visualization intuitive. Aims to help junior developers navigate local clusters by listing deployments, services, and running pod instances clearly.','Go','Web Application','Beginner',0,'online','manual','6788c7bb55f35cf572d0841ab584dac6f461ce624cb61b36426e8c941337652a',100.0,1779030928,1,'2023-02-06T23:50:25Z',NULL,NULL,NULL,'["Developer Experience", "UI Dashboards", "Local Development"]','["[DE FACTO STANDARD]", "[EMERGING]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-06T23:50:25Z", "gh_stars": 18}');
@@ -7594,11 +7594,11 @@ INSERT INTO "resources" VALUES('https://github.com/volatiletech/sqlboiler','vola
 INSERT INTO "resources" VALUES('https://github.com/vscode-kubernetes-tools/vscode-kubernetes-tools','Azure/vscode-kubernetes-tools 🌟','','2017',5,'Developed by Microsoft/Azure, this foundational extension integrates cluster management, manifest linting, Helm support, and debug workflows directly into the editor for effortless Kubernetes operations.','TypeScript','Extension','Intermediate',0,'online','manual','648ef2b897f1fd389d81aa2bbb2513f28cc3326b3ed407bd0a9b8ac7cb47956e',100.0,1779130495,1,'2026-06-13T01:13:50Z',NULL,NULL,NULL,'["Development Tools", "VS Code", "Kubernetes Extensions"]','["[DE FACTO STANDARD]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T01:13:50Z", "gh_stars": 762}');
 INSERT INTO "resources" VALUES('https://github.com/wagoodman/dive','dive 🌟','','2026',5,'Dive is an indispensable terminal-based tool designed to inspect Docker images, analyze layer contents, and discover ways to shrink image size. By calculating the efficiency metric of individual layers and identifying wasted space from modified or deleted files, it gives platform teams precise insight into image build processes. In 2026, it remains a de facto standard tool for CI/CD optimization pipelines to keep enterprise container sizes lean and secure.','Go','Tool','Medium',0,'online','manual','c1155c8f1bc813e276d2dda0671128eb0419a310d3cfe74945163603212b7240',100.0,1779030779,1,'2025-12-15T17:20:36Z',NULL,NULL,NULL,'["Infrastructure", "Containerization", "Image Optimization"]','["[DE FACTO STANDARD]"]','["docs/docker.md"]','["docker.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-15T17:20:36Z", "gh_stars": 54224}');
 INSERT INTO "resources" VALUES('https://github.com/wallarm/sysbindings','wallarm/sysbindings','','2019',1,'A security auditing library tracking underlying operating system bindings and kernel integrations. Developed to map and check system-level execution, it helps identify container runtime escape attempts.','Go','Security Utility','Advanced',0,'online','manual','f09bc51cc5a2e250d70f065b62dbb4cccf64ad33222cbadcdd0b96b390fd24ef',100.0,1779031576,1,'2022-08-24T04:45:13Z',NULL,NULL,NULL,'["Security & Compliance", "Runtime Security", "System Calls"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-08-24T04:45:13Z", "gh_stars": 19}');
-INSERT INTO "resources" VALUES('https://github.com/wangjia184/pod-inspector','wangjia184/pod-inspector','','2020',0,'A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.','Go','Diagnostic Tool','Intermediate',0,'online','manual','8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878',100.0,1781736046,1,'2026-06-18T00:40:46.860483+02:00',NULL,NULL,NULL,'["Observability & Performance", "Pod Diagnostics", "Inspection Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/wardviaene','github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟','','2025',0,'A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. (Live Grounding: Continually referenced by global practitioners transitioning to cloud infrastructure specialties).','HCL/YAML','Code Repository','Intermediate',0,'online','manual','447179f1e113a43ea28a199a27e97a83c8c4c2f3c3a2eb66e570539391e4a55c',100.0,1779029513,1,'2026-05-17T16:51:53.691228+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/wangjia184/pod-inspector','wangjia184/pod-inspector','','2020',0,'A localized tool developed to inspect and audit target pod environments. It analyzes container variables, runtime logs, and interface networks directly inside running clusters to facilitate rapid diagnosis.','Go','Diagnostic Tool','Intermediate',0,'online','manual','8abf6fe284c80d6bc06d5c8a807d378f12db57960014e121b37868e6299d2878',100.0,1781736046,1,'2026-06-18T00:40:46.860483+02:00',NULL,NULL,NULL,'["Observability & Performance", "Pod Diagnostics", "Inspection Tools"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/wardviaene','github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) 🌟','','2025',0,'A public code profile hosting highly referenceable configuration setups across Terraform, Ansible, Docker, and Kubernetes. The repositories serve as companion code for prominent DevOps bootcamps, detailing clean infrastructure-as-code patterns. (Live Grounding: Continually referenced by global practitioners transitioning to cloud infrastructure specialties).','HCL/YAML','Code Repository','Intermediate',0,'online','manual','447179f1e113a43ea28a199a27e97a83c8c4c2f3c3a2eb66e570539391e4a55c',100.0,1779029513,1,'2026-05-17T16:51:53.691228+02:00',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "IaC"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course','wardviaene/advanced-kubernetes-course','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','f636c297880e176813cf80b6d3b1db7abe172fbeda24ac23f7cf4309f9b9fa9f',100.0,1779032579,1,'2026-05-17T17:42:59.138742+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-tutorials.md"]','[]','{}','{"duplicate_of": "https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker"}');
-INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker','wardviaene/advanced-kubernetes-course/spinnaker 🌟','','2020',0,'Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker''s pipeline GUI. It remains a reliable hands-on learning lab.','Shell','Repository','Advanced',0,'online','manual','00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3',100.0,1781735910,1,'2026-06-18T00:38:30.785017+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/wardviaene/jenkins-course','wardviaene/jenkins-course','','2020',0,'A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.','Shell','repository','Beginner',0,'online','manual','ca038c96e82bd2f05ad48674b128ec330a3cb2a4b1f0485555a9a0bcd60e8dfa',100.0,1781735992,1,'2026-06-18T00:39:52.205152+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker','wardviaene/advanced-kubernetes-course/spinnaker 🌟','','2020',0,'Curator Insight points to a companion repository for an advanced Kubernetes Spinnaker course. Live Grounding emphasizes its utility in demonstrating advanced deployment strategies (such as blue-green and canary analysis) directly inside Kubernetes clusters using Spinnaker''s pipeline GUI. It remains a reliable hands-on learning lab.','Shell','Repository','Advanced',0,'online','manual','00d8a3f1b9429aa9162c6d3c5d1c67c81d52800be22cc863a0ae3c5bd1be2ba3',100.0,1781735910,1,'2026-06-18T00:38:30.785017+02:00',NULL,NULL,NULL,'["DevOps", "Continuous Delivery", "Spinnaker Setup", "Kubernetes Deployment Models"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/wardviaene/jenkins-course','wardviaene/jenkins-course','','2020',0,'A highly practical repository containing configuration examples, scripts, and multi-stage pipeline templates for various programming languages. Designed to serve as hands-on exercises for developers studying infrastructure-as-code and configuration-as-code fundamentals.','Shell','repository','Beginner',0,'online','manual','ca038c96e82bd2f05ad48674b128ec330a3cb2a4b1f0485555a9a0bcd60e8dfa',100.0,1781735992,1,'2026-06-18T00:39:52.205152+02:00',NULL,NULL,NULL,'["Infrastructure & DevOps", "CI-CD Concepts", "Jenkins Tutorials"]','["[COMMUNITY-TOOL]"]','["docs/demos.md", "docs/jenkins.md"]','["jenkins.md", "demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/wardviaene/kubernetes-course','wardviaene/kubernetes-course','','2024',4,'Accompanying codebase for Ward Viaene''s comprehensive Kubernetes course, demonstrating deployments, configurations, microservice communication patterns, and cloud migrations. (Live Grounding: Widely trusted community-backed repository illustrating production-grade YAML configurations).','YAML/Go','Code Repository','Intermediate',1,'online','manual','155e7375547c1616e34a4f6c86e5469a201d48f1daed273856ae084cf677328d',100.0,1779030587,1,'2023-03-17T15:48:10Z',NULL,NULL,NULL,'["Cloud-Native Infrastructure", "Learning Resources", "Kubernetes Courses"]','["[ENTERPRISE-STABLE]"]','["docs/demos.md", "docs/kubernetes-tutorials.md"]','["demos.md", "kubernetes-tutorials.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2023-03-17T15:48:10Z", "gh_stars": 1732}');
 INSERT INTO "resources" VALUES('https://github.com/we-dcode/kubetunnel','github.com/we-dcode/kubetunnel','','2026',2,'Kubetunnel is an elegant CLI utility that establishes secure bi-directional tunnels, connecting local developer machines with active remote namespaces. It enables local microservices to resolve cluster-internal DNS and receive traffic as if they were running inside the virtual network. This capability dramatically accelerates development cycles by eliminating the need for constant remote deployments.','Go','CLI Tool','Intermediate',0,'online','manual','9d4d5b0269e92c304f9ef91f3529cf29605a82113d23d6d6914e8ec2d4457ca9',100.0,1779031898,1,'2023-02-21T10:26:19Z',NULL,NULL,NULL,'["Operations", "Port Forwarding", "Local Development"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-02-21T10:26:19Z", "gh_stars": 200}');
 INSERT INTO "resources" VALUES('https://github.com/weaveworks-experiments/kspan','Kspan - Turning Kubernetes Events into spans 🌟','','2022',3,'An experimental tool designed to consume Kubernetes events and convert them into OpenTelemetry-compliant spans. By treating lifecycle events as spans, it enables operators to visualize cluster events inside APM tracing backends like Jaeger or Zipkin. With Weaveworks'' exit from active development, the project remains an archived but highly influential conceptual reference in 2026.','Go','Event Translator','High',1,'online','manual','e3d1e2e3c362d84d8e03336b387691b0561644dd4882705a8f2aa7b05cf23392',100.0,1779030739,1,'2023-06-24T11:56:27Z',NULL,NULL,NULL,'["Operations", "Observability", "Distributed Tracing"]','["[EMERGING]", "[LEGACY]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2023-06-24T11:56:27Z", "gh_stars": 807}');
@@ -7619,22 +7619,22 @@ INSERT INTO "resources" VALUES('https://github.com/widdix/aws-cf-templates',NULL
 INSERT INTO "resources" VALUES('https://github.com/willdady/aws-resource-based-policy-collector','willdady/aws-resource-based-policy-collector: AWS resource-based policy'' collector','','2024',5,'A dedicated security utility that scans and aggregates resource-based policies (e.g., S3 Bucket Policies, KMS Key Policies, SQS Policies) across AWS accounts. It aims to surface overly permissive access matrices that violate least privilege models. The script serves as an important compliance utility for scanning public and cross-account configuration leakage.','Go','Repository','Intermediate',0,'online','manual','4234aeaaac78b509344a09f998bb73de80034955f6520f5b01d1d3f7d5427e2a',100.0,1779029573,1,'2022-09-17T08:08:58Z',NULL,NULL,NULL,'["Cloud Platform", "AWS Infrastructure", "Security and Compliance"]','["[DE FACTO STANDARD]"]','["docs/aws-tools-scripts.md"]','["aws-tools-scripts.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-09-17T08:08:58Z", "gh_stars": 24}');
 INSERT INTO "resources" VALUES('https://github.com/willdady/cdk-iam-credentials-rotator','willdady/cdk-iam-credentials-rotator: IAM Credentials Rotator','','2021',5,'An AWS CDK construct designed to automatically rotate IAM credentials using AWS Lambda. This tool mitigates security risks of long-lived access keys by orchestrating automated rotation policies via Amazon EventBridge scheduler rules. While a community-focused tool, it provides a functional baseline template for serverless compliance automation.','TypeScript','Repository','Intermediate',0,'online','manual','13943a272ac11061fb6f4a4e83d673fb0fa65ea5402fc603d9d801282f33e962',100.0,1779033167,1,'2022-08-28T12:14:19Z',NULL,NULL,NULL,'["Security & Identity", "AWS IAM", "Credential Management"]','["[DE FACTO STANDARD]"]','["docs/aws-security.md"]','["aws-security.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2022-08-28T12:14:19Z", "gh_stars": 17}');
 INSERT INTO "resources" VALUES('https://github.com/wincent/git-cipher','git-cipher','','2020',1,'An older utility designed to cryptographically secure and decrypt files transparently inside Git workspaces. Largely superseded by modern alternatives like SOPS, it serves as an educational reference for understanding custom Git-filter operations.','Ruby','Tool','Intermediate',0,'online','manual','b2766a3476638a9911845e998a2e6ae6d7213642a229cc77f566a67f8c4e3ad5',100.0,1779030674,1,'2025-12-29T11:35:38Z',NULL,NULL,NULL,'["Security", "Developer Tooling", "Git Secrets Security"]','["[COMMUNITY-TOOL]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-12-29T11:35:38Z", "gh_stars": 90}');
-INSERT INTO "resources" VALUES('https://github.com/windup','windup','','2013',0,'Windup (upstream source for Red Hat Migration Toolkit for Applications) is an extensible, rule-based modernization engine. It analyzes Java application bytecode and source files to generate detailed cloud-readiness and microservice conversion reports.','Java','CLI Tool','Advanced',0,'online','manual','4f773a2dd1cbd9554616a588b79b6f859e6811185dc399b1bea69201a7a24892',100.0,1779032036,1,'2026-05-17T17:33:56.988024+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Java Migration"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
-INSERT INTO "resources" VALUES('https://github.com/winfordlin/Compass','Compass 🌟','','2018',0,'An early monitoring-adjacent helper tool built to observe pod scheduling metrics and identify suboptimal deployment sizes. Long since abandoned, modern alternatives like Kubecost and OpenCost provide the comprehensive telemetry required.','Go','Monitoring Utility','Intermediate',1,'online','manual','c3fa36d8a9e8502aca01ed879598cab4b297470b0df9d2b844fe488deda703a2',100.0,1781736046,1,'2026-06-18T00:40:46.864196+02:00',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Metrics Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/windup','windup','','2013',0,'Windup (upstream source for Red Hat Migration Toolkit for Applications) is an extensible, rule-based modernization engine. It analyzes Java application bytecode and source files to generate detailed cloud-readiness and microservice conversion reports.','Java','CLI Tool','Advanced',0,'online','manual','4f773a2dd1cbd9554616a588b79b6f859e6811185dc399b1bea69201a7a24892',100.0,1779032036,1,'2026-05-17T17:33:56.988024+02:00',NULL,NULL,NULL,'["App Migration", "Application Modernization", "Java Migration"]','["[COMMUNITY-TOOL]"]','["docs/ocp4.md"]','["ocp4.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/winfordlin/Compass','Compass 🌟','','2018',0,'An early monitoring-adjacent helper tool built to observe pod scheduling metrics and identify suboptimal deployment sizes. Long since abandoned, modern alternatives like Kubecost and OpenCost provide the comprehensive telemetry required.','Go','Monitoring Utility','Intermediate',1,'online','manual','c3fa36d8a9e8502aca01ed879598cab4b297470b0df9d2b844fe488deda703a2',100.0,1781736046,1,'2026-06-18T00:40:46.864196+02:00',NULL,NULL,NULL,'["Cluster Management", "Cost Optimization", "Metrics Analysis"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/witchery-project/witchery','witchery-project/witchery','','2020',2,'A security chaos engineering framework designed to simulate security compromises and platform exploits inside clusters. It tests detection alerts, runtime defense mechanisms, and operational response procedures.','Go','Chaos Engineering Framework','Advanced',0,'online','manual','87f4eeefa7b7e2125d27b9e10def3f7512363926dfe8e31a295a240686cb9259',100.0,1779031669,1,'2022-05-17T15:07:34Z',NULL,NULL,NULL,'["Security & Compliance", "Chaos Engineering", "Intrusion Simulation"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2022-05-17T15:07:34Z", "gh_stars": 130}');
 INSERT INTO "resources" VALUES('https://github.com/wololock/jenkine-pipeline-maven-demo/tree/sdkman','Jenkins Pipeline Maven build demo','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','e8e3fcf507d0aaa6d021b39bd9cdd9204de01fa4ea7de2902bd69c7a58244f02',100.0,1779032518,1,'2026-05-17T17:41:58.979681+02:00',NULL,NULL,NULL,'[]','[]','["docs/demos.md", "docs/maven-gradle.md"]','[]','{}','{}');
-INSERT INTO "resources" VALUES('https://github.com/wongcyrus/aws-account-cloud9-visualizer','AWS Account Cloud9 Visualizer','','2021',0,'A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE.','Python','Tool','Intermediate',0,'online','manual','0de832aa4685b4a6a979b74c840e5620cfa1d007eb072f5f32de6692b9e9f0a4',100.0,1781735900,1,'2026-06-18T00:38:20.729794+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Integration", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/wongcyrus/aws-account-cloud9-visualizer','AWS Account Cloud9 Visualizer','','2021',0,'A specialized developer tool tailored for deployment inside AWS Cloud9 instances. Allows engineers to quickly visualize localized cloud development patterns and inspect running sandboxes directly from the IDE.','Python','Tool','Intermediate',0,'online','manual','0de832aa4685b4a6a979b74c840e5620cfa1d007eb072f5f32de6692b9e9f0a4',100.0,1781735900,1,'2026-06-18T00:38:20.729794+02:00',NULL,NULL,NULL,'["Cloud Platforms", "AWS Integration", "Visualization"]','["[COMMUNITY-TOOL]"]','["docs/cloud-arch-diagrams.md"]','["cloud-arch-diagrams.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/wsargent/docker-cheat-sheet','github.com: Docker cheat Sheet','','2025',5,'One of the most popular, extensive open-source community references for Docker command lines and runtime configurations. Meticulously compiles network setups, volume bindings, Dockerfile directives, and diagnostic debugging tricks into a highly accessible repository.','Markdown','Repository','Intermediate',0,'online','manual','2ac73793d9a89ca8761050f93bb5a9ba40678d5baeba2f8d597c62ec25ccd65a',100.0,1779029679,1,'2024-12-31T03:00:47Z',NULL,NULL,NULL,'["Virtualization & Containers", "Docker", "CLI Reference"]','["[DE FACTO STANDARD]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_license": "CC-BY-4.0", "gh_pushed": "2024-12-31T03:00:47Z", "gh_stars": 22528}');
 INSERT INTO "resources" VALUES('https://github.com/wunderio/csi-rclone','csi-rclone: CSI rclone mount plugin','','2023',2,'A Container Storage Interface (CSI) plugin that allows mounting a wide variety of cloud storage providers (such as Google Drive, S3, OneDrive, and Dropbox) as volumes in Kubernetes pods using rclone. It abstracts back-end storage services into standard PVs. In 2026, it continues to be actively utilized for niche, multi-cloud storage access requirements.','Go','CSI Plugin','High',0,'online','manual','cc524fedd811472bda123374fd1a7936b720248985a7905555cd8d120a5f26a9',100.0,1779031255,1,'2024-09-12T06:37:10Z',NULL,NULL,NULL,'["Storage", "CSI", "Cloud Storage"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-09-12T06:37:10Z", "gh_stars": 259}');
 INSERT INTO "resources" VALUES('https://github.com/xUnholy/k8s-gitops','Raspbernetes - Kubernetes Cluster: k8s-gitops','','2025',5,'A robust, real-world case study and GitOps reference repository optimized for ARM-based Raspberry Pi clusters. Incorporates high-availability deployment structures using Flux, K3s, and modern observability stacks. Serves as a great architectural resource.','YAML','Repository','Medium',0,'online','manual','5759d8430876ceaa891b982f6a3d9d5098914598c8d6105ed24b4c3f300eb041',100.0,1779029704,1,'2026-06-14T09:15:39Z',NULL,NULL,NULL,'["Application Delivery", "GitOps", "Edge Deployments"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-14T09:15:39Z", "gh_stars": 634}');
 INSERT INTO "resources" VALUES('https://github.com/xavier-mt/kerbi','Kerbi 🌟','','2020',1,'A lightweight Ruby-based framework to generate, validate, and manage Kubernetes configurations. It allows writing clean, reusable Ruby manifests instead of raw YAML structures to simplify application templates.','Ruby','Configuration Tool','Medium',0,'online','manual','cd9ebd380852f5789e18dbacca52b04a66f72fe5ad63a943a91f9c036093bdee',100.0,1779130495,1,'2022-06-16T09:03:15Z',NULL,NULL,NULL,'["Application Delivery", "Configuration Management", "Templating"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2022-06-16T09:03:15Z", "gh_stars": 14}');
 INSERT INTO "resources" VALUES('https://github.com/xiaods/k8e','xiaods/k8e','','2023',5,'A lightweight Kubernetes distribution (k8e, standing for "k8s easy") modeled after K3s but strictly adhering to standard upstream components. It is tailored for low-resource edge architectures, CI environments, and hobbyist networks requiring low memory profiles and simple setups.','Go','Software','Intermediate',1,'online','manual','f166032c3373af095febf14fd28e54a972c33cd2c57bce9db59e826eb3b1389a',100.0,1779033118,1,'2026-06-06T10:04:34Z',NULL,NULL,NULL,'["Infrastructure", "Kubernetes Distributions", "Edge & IoT"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-on-premise.md", "docs/matrix-table.md"]','["kubernetes-on-premise.md", "matrix-table.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-06T10:04:34Z", "gh_stars": 449}');
-INSERT INTO "resources" VALUES('https://github.com/xiaopeng163/docker-compose-tpg','docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments','','2022',0,'A streamlined Docker Compose setup establishing a local monitoring stack with Telegraf, Prometheus, and Grafana. Excellent for local telemetry testing, dashboard debugging, and metric ingestion trials before scaling to Kubernetes systems.','YAML','Repository','Beginner',0,'online','manual','4b3f0288c1337bd68fa980e20734d7a2ff291809d3be6d0cf9cb013485419e08',100.0,1781735921,1,'2026-06-18T00:38:41.220235+02:00',NULL,NULL,NULL,'["Observability & Testing", "Metrics Monitoring", "TPG Monitoring Stack"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/xiaopeng163/docker-compose-tpg','docker-compose-tpg: Telegraf + Prometheus + Grafana Local Testing Environments','','2022',0,'A streamlined Docker Compose setup establishing a local monitoring stack with Telegraf, Prometheus, and Grafana. Excellent for local telemetry testing, dashboard debugging, and metric ingestion trials before scaling to Kubernetes systems.','YAML','Repository','Beginner',0,'online','manual','4b3f0288c1337bd68fa980e20734d7a2ff291809d3be6d0cf9cb013485419e08',100.0,1781735921,1,'2026-06-18T00:38:41.220235+02:00',NULL,NULL,NULL,'["Observability & Testing", "Metrics Monitoring", "TPG Monitoring Stack"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/yahoo/check-log4j','yahoo/check-log4j','','2021',5,'Yahoo''s archived, command-line tool designed to detect vulnerable Log4j JAR instances within mounted folder structures and container layers. It uses local binary scanning patterns to identify vulnerabilities, making it a reliable reference for building custom forensic scanning tools.','Go','Tool','Intermediate',0,'online','manual','6c2ee18602a80f1526ee082d3c4db6ef93f63554fd29e8c079a5903ca221dcc9',100.0,1779030847,1,'2026-03-08T19:43:51Z',NULL,NULL,NULL,'["Security", "Vulnerabilities", "Log4Shell Scanners"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/devsecops.md"]','["devsecops.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-03-08T19:43:51Z", "gh_stars": 169}');
 INSERT INTO "resources" VALUES('https://github.com/yandex-cloud/k8s-csi-s3','github.com/yandex-cloud: CSI for S3','','2026',5,'An open-source CSI driver that allows mounting Amazon S3 object buckets directly as filesystems within Kubernetes pods using local FUSE drivers. This interface permits legacy applications expecting flat directory paths to consume S3 storage backends with minimal code refactoring.','Go','CSI Driver','Medium',0,'online','manual','0c9118b0bb755f9e4d66fafc9c40a708c36261f37a187a76b64f3c1469b058d1',100.0,1779031099,1,'2026-05-05T12:23:53Z',NULL,NULL,NULL,'["Storage", "Kubernetes CSI", "S3 Integration"]','["[DE FACTO STANDARD]", "[LEGACY]"]','["docs/kubernetes-storage.md"]','["kubernetes-storage.md"]','{}','{"gh_license": "NOASSERTION", "gh_pushed": "2026-05-05T12:23:53Z", "gh_stars": 859}');
 INSERT INTO "resources" VALUES('https://github.com/yangshun/tech-interview-handbook','Tech Interview Handbook','','2026',5,'The definitive prep suite for engineering roles, focusing on algorithms, practical system design topologies, behavioral matrices, and resume optimizations. Provides actionable code structures and design templates built to satisfy high-bar technical interview pipelines.','TypeScript','Educational Repository','Intermediate',0,'online','manual','6a235dd3393fe945bb3152c0ae242a7037b3ab53750ab982ed840c998eb25d47',100.0,1779030220,1,'2026-04-05T23:58:25Z',NULL,NULL,NULL,'["Software Engineering", "Career Development", "Interview Preparation"]','["[DE FACTO STANDARD]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-04-05T23:58:25Z", "gh_stars": 140289, "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/yangtao309/awesome-api-gateway','Awesome API Gateway','','2026',0,'An extensive catalog mapping API Gateway engines, ingress controllers, and edge proxy configurations (including Envoy, Kong, and APISIX). Essential for routing microservice traffic safely across network partitions. Serves as a great architectural guide for configuring traffic shaping, rate limiting, and authentication.','N/A','Repository','Advanced',1,'online','manual','6d62ffc18ab304cbe5bbbb78b7e687572c5bc3372d797648992211bbebdb9b97',100.0,1781736123,1,'2026-06-18T00:42:03.210626+02:00',NULL,NULL,NULL,'["API Development", "API Gateway", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A", "is_special": true}');
-INSERT INTO "resources" VALUES('https://github.com/yankils/Simple-DevOps-Project','yankils/Simple-DevOps-Project','','2021',0,'A practical demonstration codebase combining core DevOps components, including automated provisioning scripts and simple pipeline files, to launch a basic application stack. Designed for educational labs. (Live Grounding: Good for foundational learning, though not suited for enterprise-scale zero-trust environments).','Shell/Dockerfile','Code Repository','Beginner',0,'online','manual','2adcf09384710ca2deea5c47ee9a7c2a4abc449e0cfd8db7039287bb99044faa',100.0,1781735900,1,'2026-06-18T00:38:20.910576+02:00',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Project Blueprints", "Infrastructure Showcase"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/yangtao309/awesome-api-gateway','Awesome API Gateway','','2026',0,'An extensive catalog mapping API Gateway engines, ingress controllers, and edge proxy configurations (including Envoy, Kong, and APISIX). Essential for routing microservice traffic safely across network partitions. Serves as a great architectural guide for configuring traffic shaping, rate limiting, and authentication.','N/A','Repository','Advanced',1,'online','manual','6d62ffc18ab304cbe5bbbb78b7e687572c5bc3372d797648992211bbebdb9b97',100.0,1781736123,1,'2026-06-18T00:42:03.210626+02:00',NULL,NULL,NULL,'["API Development", "API Gateway", "Resources"]','["[COMMUNITY-TOOL]"]','["docs/other-awesome-lists.md"]','["architectural-foundations.md", "other-awesome-lists.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A", "is_special": true}');
+INSERT INTO "resources" VALUES('https://github.com/yankils/Simple-DevOps-Project','yankils/Simple-DevOps-Project','','2021',0,'A practical demonstration codebase combining core DevOps components, including automated provisioning scripts and simple pipeline files, to launch a basic application stack. Designed for educational labs. (Live Grounding: Good for foundational learning, though not suited for enterprise-scale zero-trust environments).','Shell/Dockerfile','Code Repository','Beginner',0,'online','manual','2adcf09384710ca2deea5c47ee9a7c2a4abc449e0cfd8db7039287bb99044faa',100.0,1781735900,1,'2026-06-18T00:38:20.910576+02:00',NULL,NULL,NULL,'["DevOps & Platform Engineering", "Project Blueprints", "Infrastructure Showcase"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/yannh/kubeconform','github.com/yannh/kubeconform 🌟','','2026',2,'A ultra-fast, modern Kubernetes manifest validator written in Go, acting as a direct replacement for kubeval. Validates resources against official OpenAPI schemas, automatically caching custom resource definitions (CRDs) in offline environments. Recognized globally as a de facto tool for GitOps CI verification.','Go','Tool','Intermediate',1,'online','manual','d0194bae90719e8090d5e89ec9330ccd956614659cb606f185cd56f643c82502',100.0,1779031064,1,'2026-06-13T11:53:23Z',NULL,NULL,NULL,'["DevOps", "Static Analysis", "Kubernetes Validation"]','["[ENTERPRISE-STABLE]"]','["docs/devsecops.md", "docs/kubernetes-tools.md"]','["devsecops.md", "kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2026-06-13T11:53:23Z", "gh_stars": 3066}');
 INSERT INTO "resources" VALUES('https://github.com/yashvardhan-kukreja/kube-bench-exporter','kube-bench-exporter','','2022',5,'A dedicated exporter designed to scrape kube-bench CIS compliance output files and convert them into standard Prometheus metrics. This allows SREs to implement real-time security scanning and continuous integration metrics directly on Grafana.','Go','Exporter','Medium',0,'online','manual','d76db84e9002a9cc1381d0c43f6083a9827b26d893b4ce405b43a7bf880293e0',100.0,1779030069,1,'2021-04-03T00:12:14Z',NULL,NULL,NULL,'["Networking & Security", "Security Compliance", "Exporters"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2021-04-03T00:12:14Z", "gh_stars": 12}');
 INSERT INTO "resources" VALUES('https://github.com/ynqa/bul','bul: Interactive TUI for Exploring Kubernetes Container Logs','','2020',1,'An interactive Terminal User Interface (TUI) written in Go designed to query and stream local Kubernetes container logs. Live Grounding Note: Because development has remained inactive for years, it is considered legacy; modern engineers typically use tools like K9s or Stern in active production.','Go','Repository','Intermediate',0,'online','manual','7ab05ef49b587ea38c10c86b9b9efb6d9a3ae7fbcf07fca26c3233d600c30c9d',100.0,1779031802,1,'2024-05-23T09:31:41Z',NULL,NULL,NULL,'["Log Management & Diagnostics", "Command Line Tools", "Terminal Interfaces"]','["[LEGACY]"]','["docs/container-managers.md", "docs/kubernetes-monitoring.md", "docs/kubernetes-tools.md"]','["kubernetes-monitoring.md", "container-managers.md", "kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2024-05-23T09:31:41Z", "gh_stars": 16}');
@@ -7642,7 +7642,7 @@ INSERT INTO "resources" VALUES('https://github.com/ynqa/jnv','github.com/ynqa/jn
 INSERT INTO "resources" VALUES('https://github.com/yogeshkk/K8sPurger','K8sPurger 🌟','','2022',2,'A tool designed to scan a Kubernetes cluster for unused resources, identifying orphan ConfigMaps, Secrets, PVCs, and service accounts. By automating the discovery of redundant workloads, it reduces bloat and improves cluster security posture. Active through 2026 as a simple, highly effective housecleaning utility.','Go','CLI Tool','Medium',0,'online','manual','50ee1755862d744903d32d4912ecbbee3b231670b60767aa0a894ad4744d86bf',100.0,1779031538,1,'2024-02-18T19:09:02Z',NULL,NULL,NULL,'["Operations", "Resource Management", "Cleanup"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "Apache-2.0", "gh_pushed": "2024-02-18T19:09:02Z", "gh_stars": 256}');
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 INSERT INTO "resources" VALUES('https://github.com/yonahd/kor','==github.com/yonahd/kor==','','2023',5,'Kor is an out-of-the-box orphan resource finder that helps platform teams reclaim cluster resources by identifying unused ConfigMaps, Secrets, ServiceAccounts, and PVCs. Featuring stdout, JSON, and Prometheus metrics outputs, it easily embeds into monitoring pipelines to optimize cluster costs.','Go','CLI Tool / Agent','Intermediate',0,'online','manual','d2f8431befad3a2a6349506b8c50fe0d5e8c4c9acea8103e8d216895c8fb6539',100.0,1779032640,1,'2026-05-26T06:51:45Z',NULL,NULL,NULL,'["Observability & Diagnostics", "Resource Cleanup", "Cluster Hygiene"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-05-26T06:51:45Z", "gh_stars": 1798}');
-INSERT INTO "resources" VALUES('https://github.com/yonahd/orphaned-configmaps','github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps','','2022',5,'Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity and security exposure. It is a targeted utility for regular cluster housekeeping.','Go','CLI Tool','Beginner',0,'online','manual','076b10835b9fcc36f757a36e5034dc00bf021e67457475a6c640895aa1c0fa29',100.0,1781736047,1,'2026-06-18T00:40:47.120302+02:00',NULL,NULL,NULL,'["Observability & Diagnostics", "Resource Cleanup", "Cluster Hygiene"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.com/yonahd/orphaned-configmaps','github.com/yonahd/orphaned-configmaps: Orphaned ConfigMaps','','2022',5,'Orphaned ConfigMaps detects unreferenced ConfigMaps and Secrets across active namespaces. By scanning volume mounts and env declarations, it exposes abandoned configurations that increase complexity and security exposure. It is a targeted utility for regular cluster housekeeping.','Go','CLI Tool','Beginner',0,'online','manual','076b10835b9fcc36f757a36e5034dc00bf021e67457475a6c640895aa1c0fa29',100.0,1781736047,1,'2026-06-18T00:40:47.120302+02:00',NULL,NULL,NULL,'["Observability & Diagnostics", "Resource Cleanup", "Cluster Hygiene"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.com/yteraoka/kubectl-isolate','kubectl-isolate','','2022',5,'A troubleshooting plugin that temporarily isolates running pods from Service network targets by modifying selector labels. Enables in-depth live diagnostics on broken pod targets without tearing down functional setups.','Go','CLI Plugin','Intermediate',0,'online','manual','b0864d5afab08901c5067a9b47ffaeb906f4742b3edbc02a6253b79fab0b7ba9',100.0,1779031143,1,'2020-07-05T00:56:41Z',NULL,NULL,NULL,'["Developer Experience", "CLI Utilities", "Traffic Management"]','["[DE FACTO STANDARD]"]','["docs/kubernetes-tools.md"]','["kubernetes-tools.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2020-07-05T00:56:41Z", "gh_stars": 10}');
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 INSERT INTO "resources" VALUES('https://github.com/zalando/logbook','logbook','','2026',5,'An extensible Java library developed by Zalando for logging HTTP requests and responses. In 2026, Logbook is a de facto standard for security compliance and audit logging in distributed environments, providing clean, structured JSON payloads with context-safe credential masking.','Java','Repository','Intermediate',1,'online','manual','cdb1bff5a3f45b738632b32ee3dbc40b00caf4113501ef9a46a3425264745f56',100.0,1779032793,1,'2026-06-12T12:58:02Z',NULL,NULL,NULL,'["Modern Java", "Frameworks", "Logging"]','["[DE FACTO STANDARD]"]','["docs/java_frameworks.md"]','["java_frameworks.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2026-06-12T12:58:02Z", "gh_stars": 2048}');
@@ -7653,7 +7653,7 @@ INSERT INTO "resources" VALUES('https://github.com/zarf-dev/zarf','defenseunicor
 INSERT INTO "resources" VALUES('https://github.com/zaynali53/DotENV',NULL,NULL,NULL,NULL,NULL,NULL,NULL,NULL,0,NULL,'manual','d03090cb21014cbaf3351c80a20a1ebf97c8103fc1d66d8bcdad64d361a6367a',100.0,1779032613,0,'2026-05-17T17:43:33.668565+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.com/zegl/kube-score','Kube-score','','N/A',0,NULL,NULL,NULL,NULL,0,NULL,'manual','012d267b9cf6a4fe67e96337f31bb39ac58848f3b9aaa68183f2446f88c5c38c',100.0,1779032074,1,'2026-05-17T17:34:34.800198+02:00',NULL,NULL,NULL,'[]','[]','["docs/yaml.md"]','[]','{}','{"gh_license": "MIT", "is_special": true}');
 INSERT INTO "resources" VALUES('https://github.com/zsh-users/zsh-autosuggestions','github.com/zsh-users/zsh-autosuggestions 🌟','','2013',5,'A high-efficiency plugin that suggest terminal execution commands as you type, pulling context dynamically from local shells. It drastically reduces keystrokes and context switching. Live Grounding demonstrates that it has become an essential productivity tool across modern engineering environments.','Shell','Tool','Beginner',0,'online','manual','b2b0920b47bdc33b1b52ba933522de13d83c457669f7cb49654e36d648769e20',100.0,1779031455,1,'2025-06-24T16:15:03Z',NULL,NULL,NULL,'["Infrastructure & Operations", "Terminal Environment", "Shell Configuration"]','["[DE FACTO STANDARD]"]','["docs/linux.md"]','["linux.md"]','{}','{"gh_license": "MIT", "gh_pushed": "2025-06-24T16:15:03Z", "gh_stars": 35690}');
-INSERT INTO "resources" VALUES('https://github.comjoshmsmith/monkey-ops','GitHub: monkey-ops, Openshift compliant, no cluster-admin required','','N/A',0,'A curated technical resource and architectural guide covering GitHub: monkey-ops, Openshift compliant, no cluster-admin required in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029513,0,'2026-05-17T16:51:53.500661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://github.comjoshmsmith/monkey-ops','GitHub: monkey-ops, Openshift compliant, no cluster-admin required','','N/A',0,'A curated technical resource and architectural guide covering GitHub: monkey-ops, Openshift compliant, no cluster-admin required in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779029513,0,'2026-05-17T16:51:53.500661+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/chaos-engineering.md"]','["chaos-engineering.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://github.dev','github.dev','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','a8bb4feb307e135bcaadcbfeac8e34b8946530f6e0dd10d883e7a693ae543819',100.0,1779033477,0,'2026-05-17T17:57:57.036385+02:00',NULL,NULL,NULL,'[]','[]','["docs/visual-studio.md"]','[]','{}','{"duplicate_of": "https://github.dev/github/dev"}');
 INSERT INTO "resources" VALUES('https://github.dev/github/dev','github.dev','','2021',0,'A fully web-based implementation of VS Code launched instantly from any GitHub repo by pressing `.`. It operates purely in the browser for code browsing, quick patches, and pull request reviews.','TypeScript','SaaS Platform','Beginner',0,'online','manual','392a950f91629fa40c2a7268e598810b0d9cb3397b82687a0cffbea94507baa7',100.0,1779130494,1,'2026-05-18T20:54:54.968061+02:00',NULL,NULL,NULL,'["Development Environments", "Cloud IDEs", "Web Editors"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks','github.dev: Python Data Science Handbook','','2022',0,'Official interactive notebook repository for the Python Data Science Handbook. Enables immediate local sandboxing, model parameter tweaks, and testing of complex data ingestion logic using integrated Jupyter execution files.','Python','Code Repository','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Data Science", "Interactive Computing", "Source Code Resources"]','["[COMMUNITY-TOOL]"]','[]','["python.md"]','{}','{}');
@@ -9052,7 +9052,7 @@ INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/requi
 INSERT INTO "resources" VALUES('https://kyverno.io/policies/best-practices/restrict_image_registries/restrict_image_registries','==kyverno.io: Restrict Image Registries==','','2026',0,'Official documentation outlining how to write Kyverno policies to block deployment of images from unapproved registries. Enforces a key tenant of secure container delivery by ensuring workloads only pull code from trusted, internally-vetted registry endpoints.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779029710,0,'2026-05-17T16:55:10.179751+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Supply Chain Security", "Container Governance"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}');
 INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/add-pod-proxies','kyverno.io: Add Pod Proxies','','2026',0,'Technical documentation demonstrating how to use Kyverno to dynamically inject HTTP/HTTPS proxy environment variables into Pod containers upon admission. Solves enterprise proxy configuration demands automatically without requiring manual pod-by-pod updates from development teams.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779034235,0,'2026-05-17T18:10:35.060039+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Security", "Kyverno Policies"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}');
 INSERT INTO "resources" VALUES('https://kyverno.io/policies/other/require_pdb','kyverno.io: Require PodDisruptionBudget','','2026',0,'A standardized Kyverno policy template ensuring that all mission-critical deployments are paired with active PodDisruptionBudgets (PDB). This governance rule guarantees cluster high-availability by guarding applications against node drain and cluster maintenance operations.','YAML','Documentation','Intermediate',0,'duplicate','manual','bd8afeca0b630a7287caa1c320f12941bef786a3a4544cf35bc8cede66543155',100.0,1779033913,0,'2026-05-17T18:05:13.600376+02:00',NULL,NULL,NULL,'["Cloud-Native Platforms", "Kubernetes Reliability", "High Availability"]','["[COMMUNITY-TOOL]"]','["docs/securityascode.md"]','["securityascode.md"]','{}','{"duplicate_of": "https://kyverno.io/docs/writing-policies/autogen"}');
-INSERT INTO "resources" VALUES('https://lab.github.com','==lab.github.com== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030028,0,'2026-05-17T17:00:28.675408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://lab.github.com','==lab.github.com== 🌟','','N/A',0,'A curated technical resource and architectural guide covering ==lab.github.com== 🌟 in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030028,0,'2026-05-17T17:00:28.675408+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/git.md"]','["git.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://lab.texthtml.net/gitlab/merge-bot','lab.texthtml.net: Gitlab Merge Bot','- [DockerHub: Gitlab Merge Bot](https://hub.docker.com/r/texthtml/gitlab-merge-bot) Bot assistant for code review and merge requests approval for Gitlab','2021',1,'A lightweight Dockerized automation assistant engineered to streamline GitLab merge requests. Orchestrates pipeline status polling and auto-approves merges on successful continuous integration runs, optimizing delivery velocity.','JavaScript','Tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Software Engineering", "Version Control", "GitLab Automation"]','["[COMMUNITY-TOOL]"]','[]','["git.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://labs.bishopfox.com/tech-blog/bad-pods-kubernetes-pod-privilege-escalation','labs.bishopfox.com: Bad Pods: Kubernetes Pod Privilege Escalation 🌟','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','91eee7f16f3d8d6a74434bfa5628e2548dbb2d8c3224ae065bfeb7a9603c115a',100.0,1779030433,0,'2026-05-17T17:07:13.920994+02:00',NULL,NULL,NULL,'[]','[]','["docs/kubernetes-security.md"]','[]','{}','{"duplicate_of": "https://bishopfox.com/blog/kubernetes-pod-privilege-escalation"}');
 INSERT INTO "resources" VALUES('https://labs.demoredhat.com/demos','ansible.github.io/workshops/demos : Red Hat Ansible Automation Platform Workshops','','2025',0,'Official Red Hat Ansible workshops repository, highlighting hands-on scenarios for cloud provisioning, configuration management, network automation, and security playbooks. (Live Grounding: Serves as the authoritative source for enterprise teams to upskill in Ansible Automation Platform strategies).','YAML','Workshop Material','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2025-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure as Code & CI-CD", "Configuration Management", "Ansible Workshops"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
@@ -11632,7 +11632,7 @@ INSERT INTO "resources" VALUES('https://p2theme.com','Wordpress P2','','N/A',0,N
 INSERT INTO "resources" VALUES('https://packer.io','packer.io','','N/A',0,NULL,NULL,NULL,NULL,0,'online','manual','8be67f6953aafe0d0cae304f4d5e533780ee49d30b1c9604726af479300d661c',100.0,1779030865,0,'2026-05-17T17:14:25.352526+02:00',NULL,NULL,NULL,'[]','[]','["docs/terraform.md"]','[]','{}','{}');
 INSERT INTO "resources" VALUES('https://packetpushers.net/podcasts/kubernetes-unpacked/ku046-do-kubernetes-certs-prepare-you-for-real-world-production','packetpushers.net: KU046: Do Kubernetes Certs Prepare You For Real-World Production?','','2023',0,'A highly critical, production-oriented podcast episode from Packet Pushers discussing whether obtaining Kubernetes certifications translates into actual day-2 engineering competency. It balances the theoretical mechanics tested in CKA/CKAD/CKS against complex real-world challenges, such as cloud networking, persistent storage, and GitOps workflows.','English','Audio','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Training", "Industry Analysis", "Media"]','["[COMMUNITY-TOOL]"]','[]','["kubernetes.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://pages.awscloud.com/GLOBAL-partner-DL-DevOps-weaveworks-ebook-2020-learn.html','pages.awscloud.com: GitOps on AWS for High Performing Team Operations (eBook)','','2020',0,'An e-book co-authored by AWS and Weaveworks exploring the deployment of GitOps workflows on AWS. It presents architectural patterns for using declarative systems to synchronize desired states defined in Git with operational EKS environments.','PDF','Ebook','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Infrastructure", "Continuous Delivery", "GitOps"]','["[COMMUNITY-TOOL]"]','[]','["managed-kubernetes-in-public-cloud.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://pages.github.com','pages.github.com','','2026',0,'A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.','English','Cloud Hosting','Beginner',0,'online','manual','400765a189a507ea46bad795c2c27ed5f4f9db6150d5f242f5a0e8dd9c1d9f75',100.0,1779034322,1,'2026-05-17T18:12:02.623471+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Static Hosting"]','["[COMMUNITY-TOOL]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://pages.github.com','pages.github.com','','2026',0,'A static site hosting service offered directly by GitHub that takes HTML, CSS, and JavaScript files straight from a repository. The primary deployment target for documentation sites, live grounding confirms GitHub Pages remains the most integrated, reliable, and cost-effective hosting layer.','English','Cloud Hosting','Beginner',0,'online','manual','400765a189a507ea46bad795c2c27ed5f4f9db6150d5f242f5a0e8dd9c1d9f75',100.0,1779034322,1,'2026-05-17T18:12:02.623471+02:00',NULL,NULL,NULL,'["Documentation & Workflow", "Static Site Generators", "Static Hosting"]','["[COMMUNITY-TOOL]"]','["docs/mkdocs.md"]','["mkdocs.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://pagure.io/copr/copr','Copr','','2013',3,'The source repository of the Copr distribution backend. It exposes the engine powering remote source builds and repository package generation. Live Grounding highlights its architectural value for private packaging pipelines.','Python','Repository','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2013-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure & Operations", "Software Distribution", "Fedora/RedHat"]','["[COMMUNITY-TOOL]"]','[]','["linux.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://paigeshin1991.medium.com/drop-nuclear-bomb-on-your-aws-services-how-to-clear-your-entire-aws-account-in-3-seconds-53f28928e09c','==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds==','','N/A',0,'A curated technical resource and architectural guide covering ==paigeshin1991.medium.com: Drop Nuclear Bomb on your AWS account. How to'' clear your entire AWS services in 3 seconds== in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779031096,0,'2026-05-17T17:18:16.689874+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws.md"]','["aws.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://palaemon.io','palaemon.io','','2021',0,'Legacy troubleshooting tool aimed at optimizing container workloads and analyzing scheduling configurations. Now largely archived but remains historically relevant for declarative scheduling architectures.','English','Platform','Intermediate',0,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Observability", "Debugging", "Legacy Tooling"]','["[LEGACY]"]','[]','["kubernetes-troubleshooting.md"]','{}','{}');
@@ -13859,7 +13859,7 @@ INSERT INTO "resources" VALUES('https://traefik.io/blog/kubernetes-ingress-servi
 INSERT INTO "resources" VALUES('https://traefik.io/blog/pets-vs-cattle-the-future-of-kubernetes-in-2022','traefik.io: Pets vs. Cattle: The Future of Kubernetes in 2022','','2022',0,'Explores how modern Kubernetes clusters treat clusters, nodes, and ingress configurations as stateless, disposable entities (cattle). Examines automation engines and dynamic routing protocols like Traefik to abstract network edges.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Orchestration", "Kubernetes", "Paradigms"]','["[COMMUNITY-TOOL]"]','[]','["introduction.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://traefik.io/blog/transition-from-ingress-nginx-to-traefik','Transitioning from ingress-nginx to Traefik in Kubernetes','','2022',0,'A migration blueprint walking developers through transitioning from ingress-nginx to Traefik. Details how Traefik''s native middleware, dynamic routing, and CRDs simplify TLS management and traffic splitting in dynamic environments.','English','Article','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2022-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Networking", "Ingress & Gateway", "Traefik"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md", "kubernetes-networking.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://traefik.io/traefik-mesh','Maesh','','2023',2,'Maesh (rebranded as Traefik Mesh) was a lightweight, SMI-compliant mesh designed by Traefik Labs. It was officially retired in 2024 to consolidate development focus on Traefik API Gateway products.','Go','open-source-tool','Intermediate',1,'online','manual',NULL,NULL,NULL,0,'2023-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native Infrastructure", "Service Mesh", "Legacy Tooling"]','["[COMMUNITY-TOOL]"]','[]','["servicemesh.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://training.github.com/downloads/github-git-cheat-sheet.pdf','github.github.com/training-kit: Git cheat sheet','','2024',4,'Curator Insight: Official GitHub training PDF mapping standard CLI commands for branch lifecycle and local repository synchronization. Live Grounding: Retains great instructional value for building reliable local-to-remote pipelines and securing git commits with GPG signing.','PDF','Official Guide','Beginner-Intermediate',0,'online','manual','a645979f73e24b14b3deb010a64afc0c0e25cedbeed2090d109ad5539f759ac6',100.0,1781735889,0,'2026-06-18T00:38:09.550748+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://training.github.com/downloads/github-git-cheat-sheet.pdf','github.github.com/training-kit: Git cheat sheet','','2024',4,'Curator Insight: Official GitHub training PDF mapping standard CLI commands for branch lifecycle and local repository synchronization. Live Grounding: Retains great instructional value for building reliable local-to-remote pipelines and securing git commits with GPG signing.','PDF','Official Guide','Beginner-Intermediate',0,'online','manual','a645979f73e24b14b3deb010a64afc0c0e25cedbeed2090d109ad5539f759ac6',100.0,1781735889,0,'2026-06-18T00:38:09.550748+02:00',NULL,NULL,NULL,'["Development", "Version Control", "Git"]','["[ENTERPRISE-STABLE]", "[GUIDE]"]','["docs/cheatsheets.md"]','["cheatsheets.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://training.linuxfoundation.org/resources','The Linux Foundation Training','','2026',5,'The definitive training and certification source for open-source engineering. Directs the primary curricula for the CKA, CKAD, and CKS benchmarks, offering authoritative lessons on container network interfaces, control-plane troubleshooting, and Linux security interfaces.','English','Training Platform','Advanced',0,'online','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Professional Development", "Certifications", "Linux & Open Source"]','["[DE FACTO STANDARD]"]','[]','["elearning.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://training.linuxfoundation.org/training/introduction-to-kubernetes','training.linuxfoundation.org: Introduction to Kubernetes (LFS158x)','','2026',0,'The baseline introductory curriculum authored by the Linux Foundation and the CNCF. Teaches fundamental architecture, control plane mechanics, pod configurations, networking standards, and volume storage strategies required for standard operation tasks.','N/A','Course','Beginner',0,'duplicate','manual',NULL,NULL,NULL,0,'2026-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Cloud Native", "Education", "Official Certifications"]','["[COMMUNITY-TOOL]", "[GUIDE]"]','[]','["kubernetes-tutorials.md"]','{}','{"duplicate_of": "https://www.cloudtechtwitter.com/2022/05/dont-miss-next-article-be-first-to-be.html"}');
 INSERT INTO "resources" VALUES('https://trainings.kubernauts.sh','trainings.kubernauts.sh','','N/A',0,'A curated technical resource and architectural guide covering trainings.kubernauts.sh in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779030317,0,'2026-05-17T17:05:17.430202+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/demos.md"]','["demos.md"]','{}','{}');
@@ -14090,7 +14090,7 @@ INSERT INTO "resources" VALUES('https://vladmihalcea.com/testcontainers-database
 INSERT INTO "resources" VALUES('https://vladmihalcea.com/tunnel-localhost-public-internet','vladmihalcea.com: How to tunnel localhost to the public Internet','','2021',0,'A practical guide explaining how to tunnel local developer server environments to the public internet using tools like ngrok and SSH reverse forwarding. It details routing steps necessary to test webhook integrations, third-party platform callbacks, and mobile application APIs.','English','Technical Blog','Beginner',1,'online','manual',NULL,NULL,NULL,0,'2021-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Infrastructure", "Networking", "Development Tools"]','["[COMMUNITY-TOOL]"]','[]','["java-and-java-performance-optimization.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://vmblog.com/archive/2021/10/07/the-rise-of-modern-day-kubernetes-operations.aspx','The Rise of Modern Day Kubernetes Operations','','N/A',0,'A curated technical resource and architectural guide covering The Rise of Modern Day Kubernetes Operations in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,'duplicate','manual','N/A',100.0,1779033921,0,'2026-05-17T18:05:21.713367+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/kubernetes.md"]','["index.md", "kubernetes.md"]','{}','{"duplicate_of": "https://vmblog.com/bylines/the-rise-of-modern-day-kubernetes-operations"}');
 INSERT INTO "resources" VALUES('https://vscode.dev','vscode.dev 🌟','','2021',0,'The official cloud-hosted, zero-install iteration of VS Code operating inside modern web browsers. Employs HTML5 File System Access APIs for direct local workspace folder manipulation and remote repository synchronization.','TypeScript','Article','Intermediate',0,'online','manual','N/A',100.0,1779031190,1,'2026-05-17T17:19:50.717270+02:00',NULL,NULL,NULL,'["Development Environment", "Cloud IDE", "Microsoft"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{}');
-INSERT INTO "resources" VALUES('https://vscode.github.com','vscode.github.com: GitHub and Visual Studio Code 🌟','','2026',0,'The GitHub integration for VS Code provides seamless connection to remote source control hosts, automated testing pipelines, and real-time pull request reviews. It bridges the developer''s local coding workspace directly with collaborative version control and continuous integration systems. Platform engineers use this integrated workflow to execute continuous GitOps deployments directly from their workspace.','TypeScript','IDE Extension','Beginner',0,'online','manual','ddbf486587e0d00b05283b49f95299eca6462c39089896693d7c380fd1d4a6db',100.0,1779030322,1,'2026-05-17T17:05:22.936644+02:00',NULL,NULL,NULL,'["Documentation", "Developer Tooling", "IDE Platforms"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_stars": 0, "gh_pushed": "N/A", "gh_license": "N/A"}');
+INSERT INTO "resources" VALUES('https://vscode.github.com','vscode.github.com: GitHub and Visual Studio Code 🌟','','2026',0,'The GitHub integration for VS Code provides seamless connection to remote source control hosts, automated testing pipelines, and real-time pull request reviews. It bridges the developer''s local coding workspace directly with collaborative version control and continuous integration systems. Platform engineers use this integrated workflow to execute continuous GitOps deployments directly from their workspace.','TypeScript','IDE Extension','Beginner',0,'online','manual','ddbf486587e0d00b05283b49f95299eca6462c39089896693d7c380fd1d4a6db',100.0,1779030322,1,'2026-05-17T17:05:22.936644+02:00',NULL,NULL,NULL,'["Documentation", "Developer Tooling", "IDE Platforms"]','["[COMMUNITY-TOOL]"]','["docs/visual-studio.md"]','["visual-studio.md"]','{}','{"gh_stars": 0, "gh_pushed": null, "gh_license": "N/A"}');
 INSERT INTO "resources" VALUES('https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks','vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks','','N/A',0,NULL,NULL,NULL,NULL,0,'duplicate','manual','e86bf5c49bb5d428ebc616efa414aded48bcb489b9a6c5bae094c8698d23fe4f',100.0,1779031672,0,'2026-05-17T17:27:52.463128+02:00',NULL,NULL,NULL,'[]','[]','["docs/serverless.md"]','[]','{}','{"duplicate_of": "https://www.vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks"}');
 INSERT INTO "resources" VALUES('https://vzilla.co.uk/vzilla-blog/gitops-getting-started-with-argocd','vzilla.co.uk: GitOps - Getting started with ArgoCD','','2020',0,'Presents an introductory guide to GitOps patterns using Argo CD on Kubernetes. Details installation steps, sync policies, and repo registration to facilitate baseline understanding of Git-declared state control.','YAML','Article','Beginner',0,'online','manual',NULL,NULL,NULL,0,'2020-06-01T00:00:00+02:00',NULL,NULL,NULL,'["Platform Engineering", "GitOps & CI-CD", "Argo CD Basics"]','["[COMMUNITY-TOOL]"]','[]','["demos.md"]','{}','{}');
 INSERT INTO "resources" VALUES('https://walkintocloud.com/index.php/2016/06/04/amazon-aws-certification-preparation-tips',NULL,NULL,NULL,NULL,'A curated technical resource and architectural guide covering walkintocloud.com in the Kubernetes Tools ecosystem.','English','Reference','Intermediate',0,NULL,'manual','N/A',100.0,1779033162,0,'2026-05-17T17:52:42.344221+02:00',NULL,NULL,NULL,'["Architectural Foundations", "Kubernetes Tools", "General Reference"]','["[COMMUNITY-TOOL]"]','["docs/aws-training.md"]','["aws-training.md"]','{}','{}');
diff --git a/data/inventory.yaml b/data/inventory.yaml
index 19188c19..b032ba68 100644
--- a/data/inventory.yaml
+++ b/data/inventory.yaml
@@ -72720,7 +72720,7 @@ https://cli.github.com:
   - git.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://click.palletsprojects.com:
   title: "Click \U0001F31F"
@@ -130155,7 +130155,7 @@ https://docs.github.com/en:
   - git.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://docs.github.com/en/actions/how-tos/write-workflows:
   title: 'docs.github.com: Learn GitHub Actions'
@@ -130191,7 +130191,7 @@ https://docs.github.com/en/actions/how-tos/write-workflows:
   - jenkins-alternatives.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
   gh_open_issues_30d: 0
   gh_open_prs_30d: 0
@@ -130262,7 +130262,7 @@ https://docs.github.com/en/authentication/troubleshooting-ssh/using-ssh-over-the
   - git.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
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   gh_license: N/A
 https://github.com/visenger/awesome-mlops:
   title: 'visenger/awesome-mlops: Awesome MLOps'
@@ -244046,7 +244046,7 @@ https://github.com/visenger/awesome-mlops:
   - other-awesome-lists.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
   is_special: true
 https://github.com/vitobotta/velero-notifications:
@@ -244938,7 +244938,7 @@ https://github.com/wangjia184/pod-inspector:
   - kubernetes-tools.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/wardviaene:
   title: "github.com/wardviaene (kubernetes, terraform, ansible, docker, etc) \U0001F31F"
@@ -244976,7 +244976,7 @@ https://github.com/wardviaene:
   - demos.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/wardviaene/advanced-kubernetes-course:
   title: wardviaene/advanced-kubernetes-course
@@ -245042,7 +245042,7 @@ https://github.com/wardviaene/advanced-kubernetes-course/tree/master/spinnaker:
   - demos.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/wardviaene/jenkins-course:
   title: wardviaene/jenkins-course
@@ -245081,7 +245081,7 @@ https://github.com/wardviaene/jenkins-course:
   - demos.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/wardviaene/kubernetes-course:
   title: wardviaene/kubernetes-course
@@ -245843,7 +245843,7 @@ https://github.com/windup:
   - ocp4.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/winfordlin/Compass:
   title: "Compass \U0001F31F"
@@ -245879,7 +245879,7 @@ https://github.com/winfordlin/Compass:
   - kubernetes-tools.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/witchery-project/witchery:
   title: witchery-project/witchery
@@ -245978,7 +245978,7 @@ https://github.com/wongcyrus/aws-account-cloud9-visualizer:
   - cloud-arch-diagrams.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/wsargent/docker-cheat-sheet:
   title: 'github.com: Docker cheat Sheet'
@@ -246202,7 +246202,7 @@ https://github.com/xiaopeng163/docker-compose-tpg:
   - demos.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/yahoo/check-log4j:
   title: yahoo/check-log4j
@@ -246355,7 +246355,7 @@ https://github.com/yangtao309/awesome-api-gateway:
   - other-awesome-lists.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
   is_special: true
 https://github.com/yankils/Simple-DevOps-Project:
@@ -246393,7 +246393,7 @@ https://github.com/yankils/Simple-DevOps-Project:
   - demos.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/yannh/kubeconform:
   title: "github.com/yannh/kubeconform \U0001F31F"
@@ -246694,7 +246694,7 @@ https://github.com/yonahd/orphaned-configmaps:
   - kubernetes-tools.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.com/yteraoka/kubectl-isolate:
   title: kubectl-isolate
@@ -247066,7 +247066,7 @@ https://github.comjoshmsmith/monkey-ops:
   - chaos-engineering.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://github.dev:
   title: github.dev
@@ -288846,7 +288846,7 @@ https://lab.github.com:
   - git.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://lab.texthtml.net/gitlab/merge-bot:
   title: 'lab.texthtml.net: Gitlab Merge Bot'
@@ -368018,7 +368018,7 @@ https://pages.github.com:
   - mkdocs.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://pagure.io/copr/copr:
   title: Copr
@@ -436485,7 +436485,7 @@ https://training.github.com/downloads/github-git-cheat-sheet.pdf:
   - cheatsheets.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://training.linuxfoundation.org/resources:
   title: The Linux Foundation Training
@@ -443639,7 +443639,7 @@ https://vscode.github.com:
   - visual-studio.md
   youtube_mosaic: {}
   gh_stars: 0
-  gh_pushed: N/A
+  gh_pushed: null
   gh_license: N/A
 https://vshn.ch/en/blog/a-very-quick-comparison-of-kubernetes-serverless-frameworks:
   title: 'vshn.ch: A (Very!) Quick Comparison of Kubernetes Serverless Frameworks'

From 803870adc56744e8f31dc1b8229eeba862f27da5 Mon Sep 17 00:00:00 2001
From: Nubenetes Bot 
Date: Fri, 19 Jun 2026 13:49:37 +0000
Subject: [PATCH 3/4] docs: automated README metric synchronization [skip ci]

---
 README.md | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index c71ec8d5..31e0dd0d 100644
--- a/README.md
+++ b/README.md
@@ -142,7 +142,7 @@ Additionally, as of May 2026, Nubenetes has reached the **Platinum Operational T
 | :--- | :--- |
 | **Total Technical Resources (Links)** | **18647+** |
 | **Specialized MD Pages** | **162** |
-| **Total Commits** | **6156+** |
+| **Total Commits** | **6161+** |
 | **Primary AI Engine** | **Google Gemini (Agentic)** |
 
 
@@ -180,7 +180,7 @@ The growth of Nubenetes reflects the acceleration of the Cloud Native ecosystem.
 | 6 | 2023 | 30 | 123 | Maintenance & Refinement |
 | 7 | 2024 | 53 | 218 | Curation Strategy Pivot |
 | 8 | 2025 | 5 | 20 | Stability & Research Phase |
-| 9 | 2026 | 2597 | 10,725 | **Agentic AI Surge** (May 2026 Inception) |
+| 9 | 2026 | 2602 | 10,746 | **Agentic AI Surge** (May 2026 Inception) |
 
 
 
@@ -196,8 +196,8 @@ xychart-beta
     title "Nubenetes Annual Growth Metrics (2018–2026)"
     x-axis ["2018", "2019", "2020", "2021", "2022", "2023", "2024", "2025", "2026"]
     y-axis "Volume (Commits / Estimated New Refs)" 0 --> 11000
-    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10725]
-    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2597]
+    bar [1445, 586, 8449, 2193, 1660, 123, 218, 20, 10746]
+    bar [350, 142, 2046, 531, 402, 30, 53, 5, 2602]
 ```
 
 
@@ -207,7 +207,7 @@ xychart-beta
 | :--- | :---: | :---: | :--- |
 | 2026-04 | 25 | 103 | Active Curation |
 | 2026-05 | 2101 | 8,677 | **Agentic Inception (Gemini Era)** |
-| 2026-06 | 471 | 1,945 | Active Curation |
+| 2026-06 | 476 | 1,965 | Active Curation |
 
 
 ### 2.4. Content Distribution and Semantic Clustering

From 2b5bb54d943569291c5884b81e7aa2c217f62905 Mon Sep 17 00:00:00 2001
From: Nubenetes Bot 
Date: Fri, 19 Jun 2026 15:52:06 +0200
Subject: [PATCH 4/4] docs: document releases 2.9.2-2.9.8 in CHANGELOG.md

The in-repo CHANGELOG had drifted (last entry 2.5.8) while GitHub Releases
went to 2.9.7. Backfill the 2.9.2-2.9.8 entries I have full detail on and
flag the 2.6.0-2.9.1 gap. 2.9.8 also covers the existing gh_pushed
'N/A'->null data cleanup (PR #385).

Co-Authored-By: Claude Opus 4.8 
---
 CHANGELOG.md | 43 +++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 43 insertions(+)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 2ae754fc..ad2c0dbd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,49 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+> **Note:** entries for `2.6.0`–`2.9.1` are not yet backfilled here; see the
+> [GitHub Releases](https://github.com/nubenetes/awesome-kubernetes/releases) for those.
+
+## [[2.9.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.8) - 2026-06-19
+
+### Changed
+- **Inventory `gh_pushed` Data Cleanup**: Normalized 281 existing inventory entries whose `gh_pushed` date field held the literal string `"N/A"` to `null`, completing the `2.9.4` source fix. Deterministic and CI-reproducible (`last_checked` already migrated to integer by the pipeline).
+- **Changelog Maintenance**: Documented releases `2.9.2`–`2.9.8` in `CHANGELOG.md`.
+
+## [[2.9.7]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.7) - 2026-06-19
+
+### Fixed
+- **Hero Card Height Consistency**: Aligned the emoji-based "Intelligence Digest" hero card with the other four logo cards on the V2 index by giving `.hero-badge-icon` a 100px flex-centered box in `v2_elite.css` (was ~32px tall). Cache-bust bumped to `?v=2.9.7`.
+
+## [[2.9.6]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.6) - 2026-06-19
+
+### Fixed
+- **Deterministic Inventory Dump**: Stored `last_checked` as an `INTEGER` (epoch seconds) instead of a `REAL` in `inventory_manager.py`, normalizing the value on the entry before both the SQL and YAML dump. SQLite's version-specific `REAL`→text float printing previously rewrote ~every row of `inventory.sql` when regenerated outside CI. Verified `load→save` idempotent and byte-identical between local SQLite 3.40.1 and the CI-equivalent `python:3.11` (SQLite 3.46.1).
+
+## [[2.9.5]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.5) - 2026-06-19
+
+### Fixed
+- **Index Outage (Runaway YouTube Mosaic)**: Fixed `reorganize_mosaic.load_inventory_channels()` selecting channels by `'youtube_mosaic' in entry` (key presence). Because the SQL round-trip materializes that column as an empty dict `{}` on every entry, the filter matched all ~18,647 inventory entries and emitted ~18.6k inline image links on a single line — producing a 4 MB `v2-docs/index.md` (and 2.9 MB `docs/index.md`) that hung both the V1 and V2 index pages. Now only entries with a non-empty `youtube_mosaic` dict and a logo image are rendered (136 curated channels).
+
+## [[2.9.4]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.4) - 2026-06-19
+
+### Fixed
+- **`gh_pushed` Source Normalization**: The enrichment writers (`fast_enrich.py`, `gemini_utils.py`) now store `gh_pushed` as `None` when GitHub data is unavailable, instead of the string `"N/A"` that reached `datetime.fromisoformat()` downstream. `gh_license` keeps its displayed `"N/A"` string sentinel.
+- **Curator Date-Parse Hardening**: Guarded the twin `fromisoformat()` call in `agentic_curator.py`'s MVQ-penalty check so a bad date value can't crash a curation batch.
+
+### Added
+- **Inventory Migration Script**: Added `scripts/normalize_gh_pushed.py` to clean existing `gh_pushed: "N/A"` rows.
+
+## [[2.9.3]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.3) - 2026-06-19
+
+### Fixed
+- **Platinum Audit Null Handling**: Hardened `safety_guard.py` against null/`"N/A"` inventory fields. The MVQ compliance check no longer passes `"N/A"` to `datetime.fromisoformat()` or multiplies a `None` star count; the linguistic-tagging check no longer calls `None.lower()` on a null `language` (which had aborted the entire audit). Each mandate now runs in isolation so one bad entry cannot kill the whole report.
+
+## [[2.9.2]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.9.2) - 2026-06-19
+
+### Fixed
+- **Dark-Theme CSS Flashes**: Removed `content-visibility: auto` from broad `
    `/`
      ` selectors and `.v2-tag-section` in `v2_elite.css`. On the slate (dark) theme it caused black flashes while scrolling and made link lists below the index mosaic appear collapsed (intrinsic-size mismatch). The tags page already uses collapsed `
      ` for native render-skipping, so the optimization was redundant. Cache-bust bumped to `?v=2.9.2`.
+
 ## [[2.5.8]](https://github.com/nubenetes/awesome-kubernetes/releases/tag/v2.5.8) - 2026-06-18
 
 ### Added